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Author SHA1 Message Date
Evan
1f28b22bf7 aaa 2026-01-16 14:20:34 +00:00
35 changed files with 293 additions and 2568 deletions

12
.github/actions/typecheck/action.yml vendored Normal file
View File

@@ -0,0 +1,12 @@
name: Type Check
description: "Run type checker"
runs:
using: "composite"
steps:
- name: Run type checker
run: |
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

View File

@@ -1,16 +1,5 @@
name: Build EXO macOS DMG
# Release workflow:
# 1. Create a draft GitHub Release with the tag name (e.g. v1.0.0) and write release notes in markdown
# 2. Push the tag: git tag v1.0.0 && git push origin v1.0.0
# 3. This workflow builds, signs, and notarizes the DMG
# 4. Release notes are embedded in appcast.xml for Sparkle (rendered as markdown)
# 5. DMG and appcast.xml are uploaded to S3
# 6. The draft GitHub Release is published with the DMG attached
#
# For alpha releases (e.g. v1.0.0-alpha.1): draft release and notes are optional.
# If no draft exists, a release is auto-created with generated notes.
on:
workflow_dispatch:
push:
@@ -22,10 +11,8 @@ on:
jobs:
build-macos-app:
runs-on: "macos-26"
permissions:
contents: write
env:
SPARKLE_VERSION: 2.9.0-beta.1
SPARKLE_VERSION: 2.8.1
SPARKLE_DOWNLOAD_PREFIX: ${{ secrets.SPARKLE_DOWNLOAD_PREFIX }}
SPARKLE_FEED_URL: ${{ secrets.SPARKLE_FEED_URL }}
SPARKLE_ED25519_PUBLIC: ${{ secrets.SPARKLE_ED25519_PUBLIC }}
@@ -100,52 +87,6 @@ jobs:
exit 1
fi
- name: Fetch and validate release notes
if: github.ref_type == 'tag'
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
# Find draft release by name using gh release list (more reliable with default token)
echo "Looking for draft release named '$GITHUB_REF_NAME'..."
DRAFT_EXISTS=$(gh release list --json name,isDraft --jq ".[] | select(.isDraft == true) | select(.name == \"$GITHUB_REF_NAME\") | .name" 2>/dev/null || echo "")
if [[ -z "$DRAFT_EXISTS" ]]; then
if [[ "$IS_ALPHA" == "true" ]]; then
echo "No draft release found for alpha tag $GITHUB_REF_NAME (optional for alphas)"
echo "HAS_RELEASE_NOTES=false" >> $GITHUB_ENV
exit 0
fi
echo "ERROR: No draft release found for tag $GITHUB_REF_NAME"
echo "Please create a draft release with release notes before pushing the tag."
exit 1
fi
# Fetch full release details via API to get body and ID
echo "Found draft release, fetching details..."
RELEASE_JSON=$(gh api repos/${{ github.repository }}/releases --jq ".[] | select(.draft == true) | select(.name == \"$GITHUB_REF_NAME\")" 2>/dev/null || echo "")
# Extract release notes
NOTES=$(echo "$RELEASE_JSON" | jq -r '.body // ""')
if [[ -z "$NOTES" || "$NOTES" == "null" ]]; then
if [[ "$IS_ALPHA" == "true" ]]; then
echo "Draft release has no notes (optional for alphas)"
echo "HAS_RELEASE_NOTES=false" >> $GITHUB_ENV
exit 0
fi
echo "ERROR: Draft release exists but has no release notes"
echo "Please add release notes to the draft release before pushing the tag."
exit 1
fi
# Save release ID for later publishing
RELEASE_ID=$(echo "$RELEASE_JSON" | jq -r '.id')
echo "DRAFT_RELEASE_ID=$RELEASE_ID" >> $GITHUB_ENV
echo "HAS_RELEASE_NOTES=true" >> $GITHUB_ENV
echo "Found draft release (ID: $RELEASE_ID), saving release notes..."
echo "$NOTES" > /tmp/release_notes.md
echo "RELEASE_NOTES_FILE=/tmp/release_notes.md" >> $GITHUB_ENV
# ============================================================
# Install dependencies
# ============================================================
@@ -161,6 +102,17 @@ jobs:
- name: Install Homebrew packages
run: brew install just awscli macmon
- name: Install UV
uses: astral-sh/setup-uv@v6
with:
enable-cache: true
cache-dependency-glob: uv.lock
- name: Setup Python
run: |
uv python install
uv sync --locked
- name: Install Nix
uses: cachix/install-nix-action@v31
with:
@@ -172,6 +124,12 @@ jobs:
name: exo
authToken: "${{ secrets.CACHIX_AUTH_TOKEN }}"
- name: Build dashboard
run: |
DASHBOARD_OUT=$(nix build .#dashboard --print-build-logs --no-link --print-out-paths)
mkdir -p dashboard/build
cp -r "$DASHBOARD_OUT"/* dashboard/build/
- name: Install Sparkle CLI
run: |
CLI_URL="${SPARKLE_CLI_URL:-https://github.com/sparkle-project/Sparkle/releases/download/${SPARKLE_VERSION}/Sparkle-${SPARKLE_VERSION}.tar.xz}"
@@ -227,10 +185,7 @@ jobs:
# ============================================================
- name: Build PyInstaller bundle
run: |
PYINSTALLER_OUT=$(nix build .#exo-pyinstaller --print-build-logs --no-link --print-out-paths)
mkdir -p dist
cp -r "$PYINSTALLER_OUT" dist/exo
run: uv run pyinstaller packaging/pyinstaller/exo.spec
- name: Build Swift app
env:
@@ -349,28 +304,6 @@ jobs:
$CHANNEL_FLAG \
.
- name: Inject release notes into appcast
if: github.ref_type == 'tag' && env.HAS_RELEASE_NOTES == 'true'
env:
RELEASE_VERSION: ${{ env.RELEASE_VERSION }}
run: |
# Inject markdown release notes with sparkle:format="markdown" (Sparkle 2.9+)
export NOTES=$(cat "$RELEASE_NOTES_FILE")
# Insert description after the enclosure tag for this version
awk '
/<enclosure[^>]*>/ && index($0, ENVIRON["RELEASE_VERSION"]) {
print
print " <description sparkle:format=\"markdown\"><![CDATA["
print ENVIRON["NOTES"]
print " ]]></description>"
next
}
{ print }
' output/appcast.xml > output/appcast.xml.tmp && mv output/appcast.xml.tmp output/appcast.xml
echo "Injected markdown release notes for version $RELEASE_VERSION"
# ============================================================
# Upload artifacts
# ============================================================
@@ -403,26 +336,3 @@ jobs:
aws s3 cp "$DMG_NAME" "s3://${SPARKLE_S3_BUCKET}/${PREFIX}EXO-latest.dmg"
aws s3 cp appcast.xml "s3://${SPARKLE_S3_BUCKET}/${PREFIX}appcast.xml" --content-type application/xml --cache-control no-cache
fi
- name: Publish GitHub Release
if: github.ref_type == 'tag'
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
DMG_PATH="output/EXO-${RELEASE_VERSION}.dmg"
if [[ "$HAS_RELEASE_NOTES" == "true" ]]; then
# Update the draft release with the tag and upload DMG
gh api --method PATCH "repos/${{ github.repository }}/releases/$DRAFT_RELEASE_ID" \
-f tag_name="$GITHUB_REF_NAME" \
-F draft=false
gh release upload "$GITHUB_REF_NAME" "$DMG_PATH" --clobber
echo "Published release $GITHUB_REF_NAME with DMG attached"
else
# Alpha without draft release - create one with auto-generated notes
gh release create "$GITHUB_REF_NAME" "$DMG_PATH" \
--title "$GITHUB_REF_NAME" \
--generate-notes \
--prerelease
echo "Created alpha release $GITHUB_REF_NAME with auto-generated notes"
fi

View File

@@ -26,14 +26,73 @@ jobs:
name: exo
authToken: "${{ secrets.CACHIX_AUTH_TOKEN }}"
- name: Load nix develop environment
run: nix run github:nicknovitski/nix-develop/v1
- name: Configure git user
run: |
git config --local user.email "github-actions@users.noreply.github.com"
git config --local user.name "github-actions bot"
shell: bash
- name: Sync dependencies
run: uv sync --all-packages
- name: Pull LFS files
run: |
echo "Pulling Git LFS files..."
git lfs pull
shell: bash
- name: Run type checker
run: uv run basedpyright --project pyproject.toml
- name: Setup Nix Environment
run: |
echo "Checking for nix installation..."
# Check if nix binary exists directly
if [ -f /nix/var/nix/profiles/default/bin/nix ]; then
echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix"
export PATH="/nix/var/nix/profiles/default/bin:$PATH"
echo "PATH=$PATH" >> $GITHUB_ENV
nix --version
elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then
echo "Found nix profile script, sourcing..."
source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh
nix --version
elif command -v nix >/dev/null 2>&1; then
echo "Nix already in PATH"
nix --version
else
echo "Nix not found. Debugging info:"
echo "Contents of /nix/var/nix/profiles/default/:"
ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found"
echo "Contents of /nix/var/nix/profiles/default/bin/:"
ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found"
exit 1
fi
shell: bash
- name: Configure basedpyright include for local MLX
run: |
RUNNER_LABELS='${{ 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 '$d' || true
else
echo "local_mlx tag present but /Users/Shared/mlx not found; leaving pyproject unchanged."
fi
else
echo "Runner does not have 'local_mlx' tag; leaving pyproject unchanged."
fi
shell: bash
- uses: ./.github/actions/typecheck
nix:
name: Build and check (${{ matrix.system }})
@@ -54,29 +113,6 @@ jobs:
with:
lfs: false
- name: Select Xcode
if: startsWith(matrix.runner, 'macos-')
run: |
XCODE_BASEDIR="$(printf '%s\n' /Applications/Xcode_*.app | sort -V | tail -n 1)"
[[ -z "$XCODE_BASEDIR" ]] && exit 1
ls -ld "/Applications/Xcode.app"
sudo /usr/bin/xcode-select -s "$XCODE_BASEDIR"
/usr/bin/xcode-select -p || true
/usr/bin/xcrun --toolchain default --find xcodebuild || true
- name: Install Metal toolchain component
if: startsWith(matrix.runner, 'macos-')
run: |
set -e
if ! xcrun --find metal >/dev/null 2>&1; then
sudo xcodebuild -downloadComponent MetalToolchain
fi
xcrun --find metal
xcrun --find metallib
echo "GH_OVERRIDE_METAL=$(xcrun --find metal)" >> $GITHUB_ENV
echo "GH_OVERRIDE_METALLIB=$(xcrun --find metallib)" >> $GITHUB_ENV
- uses: cachix/install-nix-action@v31
with:
nix_path: nixpkgs=channel:nixos-unstable
@@ -88,9 +124,6 @@ jobs:
authToken: "${{ secrets.CACHIX_AUTH_TOKEN }}"
- name: Build all Nix outputs
env:
GH_OVERRIDE_METAL: ${{ env.GH_OVERRIDE_METAL }}
GH_OVERRIDE_METALLIB: ${{ env.GH_OVERRIDE_METALLIB }}
run: |
nix flake show --json | jq -r '
[

View File

@@ -40,31 +40,6 @@ uv run ruff check
nix fmt
```
## Pre-Commit Checks (REQUIRED)
**IMPORTANT: Always run these checks before committing code. CI will fail if these don't pass.**
```bash
# 1. Type checking - MUST pass with 0 errors
uv run basedpyright
# 2. Linting - MUST pass
uv run ruff check
# 3. Formatting - MUST be applied
nix fmt
# 4. Tests - MUST pass
uv run pytest
```
Run all checks in sequence:
```bash
uv run basedpyright && uv run ruff check && nix fmt && uv run pytest
```
If `nix fmt` changes any files, stage them before committing. The CI runs `nix flake check` which verifies formatting, linting, and runs Rust tests.
## Architecture
### Node Composition

View File

@@ -27,15 +27,6 @@ exo connects all your devices into an AI cluster. Not only does exo enable runni
- **Tensor Parallelism**: exo supports sharding models, for up to 1.8x speedup on 2 devices and 3.2x speedup on 4 devices.
- **MLX Support**: exo uses [MLX](https://github.com/ml-explore/mlx) as an inference backend and [MLX distributed](https://ml-explore.github.io/mlx/build/html/usage/distributed.html) for distributed communication.
## Dashboard
exo includes a built-in dashboard for managing your cluster and chatting with models.
<p align="center">
<img src="docs/imgs/dashboard-cluster-view.png" alt="exo dashboard - cluster view showing 4 x M3 Ultra Mac Studio with DeepSeek v3.1 and Kimi-K2-Thinking loaded" width="80%" />
</p>
<p align="center"><em>4 × 512GB M3 Ultra Mac Studio running DeepSeek v3.1 (8-bit) and Kimi-K2-Thinking (4-bit)</em></p>
## Benchmarks
<details>

View File

@@ -585,7 +585,7 @@
repositoryURL = "https://github.com/sparkle-project/Sparkle.git";
requirement = {
kind = upToNextMajorVersion;
minimumVersion = 2.9.0-beta.1;
minimumVersion = 2.8.1;
};
};
/* End XCRemoteSwiftPackageReference section */

View File

@@ -6,8 +6,8 @@
"kind" : "remoteSourceControl",
"location" : "https://github.com/sparkle-project/Sparkle.git",
"state" : {
"revision" : "e641adb41915a8409895e2e30666aa64e487b637",
"version" : "2.9.0-beta.1"
"revision" : "5581748cef2bae787496fe6d61139aebe0a451f6",
"version" : "2.8.1"
}
}
],

View File

@@ -3,7 +3,6 @@
from __future__ import annotations
import argparse
import contextlib
import http.client
import json
import os
@@ -27,7 +26,7 @@ class ExoHttpError(RuntimeError):
class ExoClient:
def __init__(self, host: str, port: int, timeout_s: float = 600.0):
def __init__(self, host: str, port: int, timeout_s: float = 2400.0):
self.host = host
self.port = port
self.timeout_s = timeout_s
@@ -105,46 +104,22 @@ def runner_ready(runner: dict[str, Any]) -> bool:
return "RunnerReady" in runner
def runner_failed(runner: dict[str, Any]) -> bool:
return "RunnerFailed" in runner
def get_runner_failed_message(runner: dict[str, Any]) -> str | None:
if "RunnerFailed" in runner:
return runner["RunnerFailed"].get("errorMessage")
return None
def wait_for_instance_ready(
client: ExoClient, instance_id: str, timeout: float = 24000.0
) -> None:
start_time = time.time()
instance_existed = False
while time.time() - start_time < timeout:
state = client.request_json("GET", "/state")
instances = state.get("instances", {})
if instance_id not in instances:
if instance_existed:
# Instance was deleted after being created - likely due to runner failure
raise RuntimeError(
f"Instance {instance_id} was deleted (runner may have failed)"
)
time.sleep(0.1)
continue
instance_existed = True
instance = instances[instance_id]
runner_ids = runner_ids_from_instance(instance)
runners = state.get("runners", {})
# Check for failed runners first
for rid in runner_ids:
runner = runners.get(rid, {})
if runner_failed(runner):
error_msg = get_runner_failed_message(runner) or "Unknown error"
raise RuntimeError(f"Runner {rid} failed: {error_msg}")
if all(runner_ready(runners.get(rid, {})) for rid in runner_ids):
return
@@ -324,12 +299,6 @@ def main() -> int:
default=4,
help="Only consider placements using <= this many nodes.",
)
ap.add_argument(
"--min-nodes",
type=int,
default=1,
help="Only consider placements using >= this many nodes.",
)
ap.add_argument(
"--instance-meta", choices=["ring", "jaccl", "both"], default="both"
)
@@ -351,7 +320,7 @@ def main() -> int:
help="Warmup runs per placement (uses first pp/tg).",
)
ap.add_argument(
"--timeout", type=float, default=600.0, help="HTTP timeout (seconds)."
"--timeout", type=float, default=2400.0, help="HTTP timeout (seconds)."
)
ap.add_argument(
"--json-out",
@@ -430,7 +399,7 @@ def main() -> int:
):
continue
if args.min_nodes <= n <= args.max_nodes:
if 0 < n <= args.max_nodes:
selected.append(p)
if not selected:
@@ -472,13 +441,7 @@ def main() -> int:
)
client.request_json("POST", "/instance", body={"instance": instance})
try:
wait_for_instance_ready(client, instance_id)
except (RuntimeError, TimeoutError) as e:
logger.error(f"Failed to initialize placement: {e}")
with contextlib.suppress(ExoHttpError):
client.request_json("DELETE", f"/instance/{instance_id}")
continue
wait_for_instance_ready(client, instance_id)
time.sleep(1)

View File

@@ -53,285 +53,62 @@
marked.use({ renderer });
/**
* Unescape HTML entities that marked may have escaped
*/
function unescapeHtmlEntities(text: string): string {
return text
.replace(/&lt;/g, '<')
.replace(/&gt;/g, '>')
.replace(/&amp;/g, '&')
.replace(/&quot;/g, '"')
.replace(/&#39;/g, "'");
}
// Storage for math expressions extracted before markdown processing
const mathExpressions: Map<string, { content: string; displayMode: boolean }> = new Map();
let mathCounter = 0;
// Storage for HTML snippets that need protection from markdown
const htmlSnippets: Map<string, string> = new Map();
let htmlCounter = 0;
// Use alphanumeric placeholders that won't be interpreted as HTML tags
const MATH_PLACEHOLDER_PREFIX = 'MATHPLACEHOLDER';
const CODE_PLACEHOLDER_PREFIX = 'CODEPLACEHOLDER';
const HTML_PLACEHOLDER_PREFIX = 'HTMLPLACEHOLDER';
/**
* Preprocess LaTeX: extract math, handle LaTeX document commands, and protect content
* Preprocess LaTeX: convert \(...\) to $...$ and \[...\] to $$...$$
* Also protect code blocks from LaTeX processing
*/
function preprocessLaTeX(text: string): string {
// Reset storage
mathExpressions.clear();
mathCounter = 0;
htmlSnippets.clear();
htmlCounter = 0;
// Protect code blocks first
// Protect code blocks
const codeBlocks: string[] = [];
let processed = text.replace(/```[\s\S]*?```|`[^`]+`/g, (match) => {
codeBlocks.push(match);
return `${CODE_PLACEHOLDER_PREFIX}${codeBlocks.length - 1}END`;
return `<<CODE_${codeBlocks.length - 1}>>`;
});
// Remove LaTeX document commands
processed = processed.replace(/\\documentclass(\[[^\]]*\])?\{[^}]*\}/g, '');
processed = processed.replace(/\\usepackage(\[[^\]]*\])?\{[^}]*\}/g, '');
processed = processed.replace(/\\begin\{document\}/g, '');
processed = processed.replace(/\\end\{document\}/g, '');
processed = processed.replace(/\\maketitle/g, '');
processed = processed.replace(/\\title\{[^}]*\}/g, '');
processed = processed.replace(/\\author\{[^}]*\}/g, '');
processed = processed.replace(/\\date\{[^}]*\}/g, '');
// Remove \require{...} commands (MathJax-specific, not supported by KaTeX)
processed = processed.replace(/\$\\require\{[^}]*\}\$/g, '');
processed = processed.replace(/\\require\{[^}]*\}/g, '');
// Remove unsupported LaTeX commands/environments (tikzpicture, figure, center, etc.)
processed = processed.replace(/\\begin\{tikzpicture\}[\s\S]*?\\end\{tikzpicture\}/g, () => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, '<div class="latex-diagram-placeholder"><span class="latex-diagram-icon">📐</span><span class="latex-diagram-text">Diagram</span></div>');
htmlCounter++;
return placeholder;
});
processed = processed.replace(/\\begin\{figure\}[\s\S]*?\\end\{figure\}/g, () => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, '<div class="latex-diagram-placeholder"><span class="latex-diagram-icon">🖼️</span><span class="latex-diagram-text">Figure</span></div>');
htmlCounter++;
return placeholder;
});
// Strip center environment (layout only, no content change)
processed = processed.replace(/\\begin\{center\}/g, '');
processed = processed.replace(/\\end\{center\}/g, '');
// Strip other layout environments
processed = processed.replace(/\\begin\{flushleft\}/g, '');
processed = processed.replace(/\\end\{flushleft\}/g, '');
processed = processed.replace(/\\begin\{flushright\}/g, '');
processed = processed.replace(/\\end\{flushright\}/g, '');
processed = processed.replace(/\\label\{[^}]*\}/g, '');
processed = processed.replace(/\\caption\{[^}]*\}/g, '');
// Protect escaped dollar signs (e.g., \$50 should become $50, not LaTeX)
processed = processed.replace(/\\\$/g, 'ESCAPEDDOLLARPLACEHOLDER');
// Convert LaTeX math environments to display math (both bare and wrapped in $...$)
const mathEnvs = ['align', 'align\\*', 'equation', 'equation\\*', 'gather', 'gather\\*', 'multline', 'multline\\*', 'eqnarray', 'eqnarray\\*', 'array', 'matrix', 'pmatrix', 'bmatrix', 'vmatrix', 'cases'];
for (const env of mathEnvs) {
// Handle $\begin{env}...\end{env}$ (with dollar signs, possibly multiline)
const wrappedRegex = new RegExp(`\\$\\\\begin\\{${env}\\}(\\{[^}]*\\})?([\\s\\S]*?)\\\\end\\{${env}\\}\\$`, 'g');
processed = processed.replace(wrappedRegex, (_, args, content) => {
const cleanEnv = env.replace('\\*', '*');
const mathContent = `\\begin{${cleanEnv}}${args || ''}${content}\\end{${cleanEnv}}`;
const placeholder = `${MATH_PLACEHOLDER_PREFIX}DISPLAY${mathCounter}END`;
mathExpressions.set(placeholder, { content: mathContent, displayMode: true });
mathCounter++;
return placeholder;
});
// Handle bare \begin{env}...\end{env} (without dollar signs)
const bareRegex = new RegExp(`\\\\begin\\{${env}\\}(\\{[^}]*\\})?([\\s\\S]*?)\\\\end\\{${env}\\}`, 'g');
processed = processed.replace(bareRegex, (_, args, content) => {
const cleanEnv = env.replace('\\*', '*');
const mathContent = `\\begin{${cleanEnv}}${args || ''}${content}\\end{${cleanEnv}}`;
const placeholder = `${MATH_PLACEHOLDER_PREFIX}DISPLAY${mathCounter}END`;
mathExpressions.set(placeholder, { content: mathContent, displayMode: true });
mathCounter++;
return placeholder;
});
}
// Convert LaTeX proof environments to styled blocks (use placeholders for HTML)
processed = processed.replace(
/\\begin\{proof\}([\s\S]*?)\\end\{proof\}/g,
(_, content) => {
const html = `<div class="latex-proof"><div class="latex-proof-header">Proof</div><div class="latex-proof-content">${content}</div></div>`;
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, html);
htmlCounter++;
return placeholder;
}
);
// Convert LaTeX theorem-like environments
const theoremEnvs = ['theorem', 'lemma', 'corollary', 'proposition', 'definition', 'remark', 'example'];
for (const env of theoremEnvs) {
const envRegex = new RegExp(`\\\\begin\\{${env}\\}([\\s\\S]*?)\\\\end\\{${env}\\}`, 'gi');
const envName = env.charAt(0).toUpperCase() + env.slice(1);
processed = processed.replace(envRegex, (_, content) => {
const html = `<div class="latex-theorem"><div class="latex-theorem-header">${envName}</div><div class="latex-theorem-content">${content}</div></div>`;
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, html);
htmlCounter++;
return placeholder;
});
}
// Convert LaTeX text formatting commands (use placeholders to protect from markdown)
processed = processed.replace(/\\emph\{([^}]*)\}/g, (_, content) => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, `<em>${content}</em>`);
htmlCounter++;
return placeholder;
});
processed = processed.replace(/\\textit\{([^}]*)\}/g, (_, content) => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, `<em>${content}</em>`);
htmlCounter++;
return placeholder;
});
processed = processed.replace(/\\textbf\{([^}]*)\}/g, (_, content) => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, `<strong>${content}</strong>`);
htmlCounter++;
return placeholder;
});
processed = processed.replace(/\\texttt\{([^}]*)\}/g, (_, content) => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, `<code class="inline-code">${content}</code>`);
htmlCounter++;
return placeholder;
});
processed = processed.replace(/\\underline\{([^}]*)\}/g, (_, content) => {
const placeholder = `${HTML_PLACEHOLDER_PREFIX}${htmlCounter}END`;
htmlSnippets.set(placeholder, `<u>${content}</u>`);
htmlCounter++;
return placeholder;
});
// Handle LaTeX line breaks and spacing
processed = processed.replace(/\\\\(?:\s*\n)?/g, '\n'); // \\ -> newline
processed = processed.replace(/\\newline/g, '\n');
processed = processed.replace(/\\par\b/g, '\n\n');
processed = processed.replace(/\\quad/g, ' ');
processed = processed.replace(/\\qquad/g, ' ');
processed = processed.replace(/~~/g, ' '); // non-breaking space
// Remove other common LaTeX commands that don't render
processed = processed.replace(/\\centering/g, '');
processed = processed.replace(/\\noindent/g, '');
processed = processed.replace(/\\hfill/g, '');
processed = processed.replace(/\\vspace\{[^}]*\}/g, '');
processed = processed.replace(/\\hspace\{[^}]*\}/g, ' ');
// Convert \(...\) to placeholder (display: false)
processed = processed.replace(/\\\(([\s\S]+?)\\\)/g, (_, content) => {
const placeholder = `${MATH_PLACEHOLDER_PREFIX}INLINE${mathCounter}END`;
mathExpressions.set(placeholder, { content, displayMode: false });
mathCounter++;
return placeholder;
});
// Convert \[...\] to placeholder (display: true)
processed = processed.replace(/\\\[([\s\S]*?)\\\]/g, (_, content) => {
const placeholder = `${MATH_PLACEHOLDER_PREFIX}DISPLAY${mathCounter}END`;
mathExpressions.set(placeholder, { content, displayMode: true });
mathCounter++;
return placeholder;
});
// Extract display math ($$...$$) BEFORE markdown processing
processed = processed.replace(/\$\$([\s\S]*?)\$\$/g, (_, content) => {
const placeholder = `${MATH_PLACEHOLDER_PREFIX}DISPLAY${mathCounter}END`;
mathExpressions.set(placeholder, { content: content.trim(), displayMode: true });
mathCounter++;
return placeholder;
});
// Extract inline math ($...$) BEFORE markdown processing
// Allow single-line only, skip currency patterns like $5 or $50
processed = processed.replace(/\$([^\$\n]+?)\$/g, (match, content) => {
if (/^\d/.test(content.trim())) {
return match; // Keep as-is for currency
}
const placeholder = `${MATH_PLACEHOLDER_PREFIX}INLINE${mathCounter}END`;
mathExpressions.set(placeholder, { content: content.trim(), displayMode: false });
mathCounter++;
return placeholder;
});
// Restore escaped dollar signs
processed = processed.replace(/ESCAPEDDOLLARPLACEHOLDER/g, '$');
// Convert \(...\) to $...$
processed = processed.replace(/\\\((.+?)\\\)/g, '$$$1$');
// Convert \[...\] to $$...$$
processed = processed.replace(/\\\[([\s\S]*?)\\\]/g, '$$$$$1$$$$');
// Restore code blocks
processed = processed.replace(new RegExp(`${CODE_PLACEHOLDER_PREFIX}(\\d+)END`, 'g'), (_, index) => codeBlocks[parseInt(index)]);
// Clean up any remaining stray backslashes from unrecognized commands
processed = processed.replace(/\\(?=[a-zA-Z])/g, ''); // Remove \ before letters (unrecognized commands)
processed = processed.replace(/<<CODE_(\d+)>>/g, (_, index) => codeBlocks[parseInt(index)]);
return processed;
}
/**
* Render math expressions with KaTeX and restore HTML placeholders
* Render math expressions with KaTeX after HTML is generated
*/
function renderMath(html: string): string {
// Replace all math placeholders with rendered KaTeX
for (const [placeholder, { content, displayMode }] of mathExpressions) {
const escapedPlaceholder = placeholder.replace(/[.*+?^${}()|[\]\\]/g, '\\$&');
const regex = new RegExp(escapedPlaceholder, 'g');
// Render display math ($$...$$)
html = html.replace(/\$\$([\s\S]*?)\$\$/g, (_, math) => {
try {
return katex.renderToString(math.trim(), {
displayMode: true,
throwOnError: false,
output: 'html'
});
} catch {
return `<span class="math-error">$$${math}$$</span>`;
}
});
html = html.replace(regex, () => {
try {
const rendered = katex.renderToString(content, {
displayMode,
throwOnError: false,
output: 'html'
});
if (displayMode) {
return `
<div class="math-display-wrapper">
<div class="math-display-header">
<span class="math-label">LaTeX</span>
<button type="button" class="copy-math-btn" data-math-source="${encodeURIComponent(content)}" title="Copy LaTeX source">
<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<rect width="14" height="14" x="8" y="8" rx="2" ry="2"/>
<path d="M4 16c-1.1 0-2-.9-2-2V4c0-1.1.9-2 2-2h10c1.1 0 2 .9 2 2"/>
</svg>
</button>
</div>
<div class="math-display-content">
${rendered}
</div>
</div>
`;
} else {
return `<span class="math-inline">${rendered}</span>`;
}
} catch {
const display = displayMode ? `$$${content}$$` : `$${content}$`;
return `<span class="math-error"><span class="math-error-icon">⚠</span> ${display}</span>`;
}
});
}
// Restore HTML placeholders (for \textbf, \emph, etc.)
for (const [placeholder, htmlContent] of htmlSnippets) {
const escapedPlaceholder = placeholder.replace(/[.*+?^${}()|[\]\\]/g, '\\$&');
const regex = new RegExp(escapedPlaceholder, 'g');
html = html.replace(regex, htmlContent);
}
// Render inline math ($...$) but avoid matching currency like $5
html = html.replace(/\$([^\$\n]+?)\$/g, (match, math) => {
// Skip if it looks like currency ($ followed by number)
if (/^\d/.test(math.trim())) {
return match;
}
try {
return katex.renderToString(math.trim(), {
displayMode: false,
throwOnError: false,
output: 'html'
});
} catch {
return `<span class="math-error">$${math}$</span>`;
}
});
return html;
}
@@ -377,50 +154,16 @@
}
}
async function handleMathCopyClick(event: Event) {
const target = event.currentTarget as HTMLButtonElement;
const encodedSource = target.getAttribute('data-math-source');
if (!encodedSource) return;
const source = decodeURIComponent(encodedSource);
try {
await navigator.clipboard.writeText(source);
// Show copied feedback
const originalHtml = target.innerHTML;
target.innerHTML = `
<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M20 6L9 17l-5-5"/>
</svg>
`;
target.classList.add('copied');
setTimeout(() => {
target.innerHTML = originalHtml;
target.classList.remove('copied');
}, 2000);
} catch (error) {
console.error('Failed to copy math:', error);
}
}
function setupCopyButtons() {
if (!containerRef || !browser) return;
const codeButtons = containerRef.querySelectorAll<HTMLButtonElement>('.copy-code-btn');
for (const button of codeButtons) {
const buttons = containerRef.querySelectorAll<HTMLButtonElement>('.copy-code-btn');
for (const button of buttons) {
if (button.dataset.listenerBound !== 'true') {
button.dataset.listenerBound = 'true';
button.addEventListener('click', handleCopyClick);
}
}
const mathButtons = containerRef.querySelectorAll<HTMLButtonElement>('.copy-math-btn');
for (const button of mathButtons) {
if (button.dataset.listenerBound !== 'true') {
button.dataset.listenerBound = 'true';
button.addEventListener('click', handleMathCopyClick);
}
}
}
$effect(() => {
@@ -681,290 +424,28 @@
color: #60a5fa;
}
/* KaTeX math styling - Base */
/* KaTeX math styling */
.markdown-content :global(.katex) {
font-size: 1.1em;
color: oklch(0.9 0 0);
}
/* Display math container wrapper */
.markdown-content :global(.math-display-wrapper) {
.markdown-content :global(.katex-display) {
margin: 1rem 0;
border-radius: 0.5rem;
overflow: hidden;
border: 1px solid rgba(255, 215, 0, 0.15);
background: rgba(0, 0, 0, 0.3);
transition: border-color 0.2s ease, box-shadow 0.2s ease;
}
.markdown-content :global(.math-display-wrapper:hover) {
border-color: rgba(255, 215, 0, 0.25);
box-shadow: 0 0 12px rgba(255, 215, 0, 0.08);
}
/* Display math header - hidden by default, slides in on hover */
.markdown-content :global(.math-display-header) {
display: flex;
justify-content: space-between;
align-items: center;
padding: 0.375rem 0.75rem;
background: rgba(255, 215, 0, 0.03);
border-bottom: 1px solid rgba(255, 215, 0, 0.08);
opacity: 0;
max-height: 0;
padding-top: 0;
padding-bottom: 0;
overflow: hidden;
transition:
opacity 0.2s ease,
max-height 0.2s ease,
padding 0.2s ease;
}
.markdown-content :global(.math-display-wrapper:hover .math-display-header) {
opacity: 1;
max-height: 2.5rem;
padding: 0.375rem 0.75rem;
}
.markdown-content :global(.math-label) {
color: rgba(255, 215, 0, 0.7);
font-size: 0.65rem;
font-weight: 500;
text-transform: uppercase;
letter-spacing: 0.1em;
font-family: ui-monospace, SFMono-Regular, 'SF Mono', Monaco, Consolas, monospace;
}
.markdown-content :global(.copy-math-btn) {
display: flex;
align-items: center;
justify-content: center;
padding: 0.25rem;
background: transparent;
border: none;
color: var(--exo-light-gray, #9ca3af);
cursor: pointer;
transition: color 0.2s;
border-radius: 0.25rem;
opacity: 0;
transition:
color 0.2s,
opacity 0.15s ease;
}
.markdown-content :global(.math-display-wrapper:hover .copy-math-btn) {
opacity: 1;
}
.markdown-content :global(.copy-math-btn:hover) {
color: var(--exo-yellow, #ffd700);
}
.markdown-content :global(.copy-math-btn.copied) {
color: #22c55e;
}
/* Display math content area */
.markdown-content :global(.math-display-content) {
padding: 1rem 1.25rem;
overflow-x: auto;
overflow-y: hidden;
padding: 0.5rem 0;
}
/* Custom scrollbar for math overflow */
.markdown-content :global(.math-display-content::-webkit-scrollbar) {
height: 6px;
}
.markdown-content :global(.math-display-content::-webkit-scrollbar-track) {
background: rgba(255, 255, 255, 0.05);
border-radius: 3px;
}
.markdown-content :global(.math-display-content::-webkit-scrollbar-thumb) {
background: rgba(255, 215, 0, 0.2);
border-radius: 3px;
}
.markdown-content :global(.math-display-content::-webkit-scrollbar-thumb:hover) {
background: rgba(255, 215, 0, 0.35);
}
.markdown-content :global(.math-display-content .katex-display) {
margin: 0;
padding: 0;
}
.markdown-content :global(.math-display-content .katex-display > .katex) {
.markdown-content :global(.katex-display > .katex) {
text-align: center;
}
/* Inline math wrapper */
.markdown-content :global(.math-inline) {
display: inline;
padding: 0 0.125rem;
border-radius: 0.25rem;
transition: background-color 0.15s ease;
}
.markdown-content :global(.math-inline:hover) {
background: rgba(255, 215, 0, 0.05);
}
/* Dark theme KaTeX overrides */
.markdown-content :global(.katex .mord),
.markdown-content :global(.katex .minner),
.markdown-content :global(.katex .mop),
.markdown-content :global(.katex .mbin),
.markdown-content :global(.katex .mrel),
.markdown-content :global(.katex .mpunct) {
color: oklch(0.9 0 0);
}
/* Fraction lines and rules */
.markdown-content :global(.katex .frac-line),
.markdown-content :global(.katex .overline-line),
.markdown-content :global(.katex .underline-line),
.markdown-content :global(.katex .hline),
.markdown-content :global(.katex .rule) {
border-color: oklch(0.85 0 0) !important;
background: oklch(0.85 0 0);
}
/* Square roots and SVG elements */
.markdown-content :global(.katex .sqrt-line) {
border-color: oklch(0.85 0 0) !important;
}
.markdown-content :global(.katex svg) {
fill: oklch(0.85 0 0);
stroke: oklch(0.85 0 0);
}
.markdown-content :global(.katex svg path) {
stroke: oklch(0.85 0 0);
}
/* Delimiters (parentheses, brackets, braces) */
.markdown-content :global(.katex .delimsizing),
.markdown-content :global(.katex .delim-size1),
.markdown-content :global(.katex .delim-size2),
.markdown-content :global(.katex .delim-size3),
.markdown-content :global(.katex .delim-size4),
.markdown-content :global(.katex .mopen),
.markdown-content :global(.katex .mclose) {
color: oklch(0.75 0 0);
}
/* Math error styling */
.markdown-content :global(.math-error) {
display: inline-flex;
align-items: center;
gap: 0.375rem;
color: #f87171;
font-family: ui-monospace, SFMono-Regular, 'SF Mono', Monaco, Consolas, monospace;
font-size: 0.875em;
background: rgba(248, 113, 113, 0.1);
padding: 0.25rem 0.5rem;
padding: 0.125rem 0.25rem;
border-radius: 0.25rem;
border: 1px solid rgba(248, 113, 113, 0.2);
}
.markdown-content :global(.math-error-icon) {
font-size: 0.875em;
opacity: 0.9;
}
/* LaTeX proof environment */
.markdown-content :global(.latex-proof) {
margin: 1rem 0;
padding: 1rem 1.25rem;
background: rgba(255, 255, 255, 0.02);
border-left: 3px solid rgba(255, 215, 0, 0.4);
border-radius: 0 0.375rem 0.375rem 0;
}
.markdown-content :global(.latex-proof-header) {
font-weight: 600;
font-style: italic;
color: oklch(0.85 0 0);
margin-bottom: 0.5rem;
}
.markdown-content :global(.latex-proof-header::after) {
content: '.';
}
.markdown-content :global(.latex-proof-content) {
color: oklch(0.9 0 0);
}
.markdown-content :global(.latex-proof-content p:last-child) {
margin-bottom: 0;
}
/* QED symbol at end of proof */
.markdown-content :global(.latex-proof-content::after) {
content: '∎';
display: block;
text-align: right;
color: oklch(0.7 0 0);
margin-top: 0.5rem;
}
/* LaTeX theorem-like environments */
.markdown-content :global(.latex-theorem) {
margin: 1rem 0;
padding: 1rem 1.25rem;
background: rgba(255, 215, 0, 0.03);
border: 1px solid rgba(255, 215, 0, 0.15);
border-radius: 0.375rem;
}
.markdown-content :global(.latex-theorem-header) {
font-weight: 700;
color: var(--exo-yellow, #ffd700);
margin-bottom: 0.5rem;
}
.markdown-content :global(.latex-theorem-header::after) {
content: '.';
}
.markdown-content :global(.latex-theorem-content) {
color: oklch(0.9 0 0);
font-style: italic;
}
.markdown-content :global(.latex-theorem-content p:last-child) {
margin-bottom: 0;
}
/* LaTeX diagram/figure placeholder */
.markdown-content :global(.latex-diagram-placeholder) {
display: flex;
align-items: center;
justify-content: center;
gap: 0.5rem;
margin: 1rem 0;
padding: 1.5rem 2rem;
background: rgba(255, 255, 255, 0.02);
border: 1px dashed rgba(255, 215, 0, 0.25);
border-radius: 0.5rem;
color: rgba(255, 215, 0, 0.6);
font-size: 0.875rem;
}
.markdown-content :global(.latex-diagram-icon) {
font-size: 1.25rem;
opacity: 0.8;
}
.markdown-content :global(.latex-diagram-text) {
font-family: ui-monospace, SFMono-Regular, 'SF Mono', Monaco, Consolas, monospace;
font-size: 0.75rem;
text-transform: uppercase;
letter-spacing: 0.05em;
}
</style>

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65
flake.lock generated
View File

@@ -21,9 +21,7 @@
"nixpkgs"
],
"purescript-overlay": "purescript-overlay",
"pyproject-nix": [
"pyproject-nix"
]
"pyproject-nix": "pyproject-nix"
},
"locked": {
"lastModified": 1765953015,
@@ -151,44 +149,19 @@
"type": "github"
}
},
"pyproject-build-systems": {
"inputs": {
"nixpkgs": [
"nixpkgs"
],
"pyproject-nix": [
"pyproject-nix"
],
"uv2nix": [
"uv2nix"
]
},
"locked": {
"lastModified": 1763662255,
"narHash": "sha256-4bocaOyLa3AfiS8KrWjZQYu+IAta05u3gYZzZ6zXbT0=",
"owner": "pyproject-nix",
"repo": "build-system-pkgs",
"rev": "042904167604c681a090c07eb6967b4dd4dae88c",
"type": "github"
},
"original": {
"owner": "pyproject-nix",
"repo": "build-system-pkgs",
"type": "github"
}
},
"pyproject-nix": {
"inputs": {
"nixpkgs": [
"dream2nix",
"nixpkgs"
]
},
"locked": {
"lastModified": 1764134915,
"narHash": "sha256-xaKvtPx6YAnA3HQVp5LwyYG1MaN4LLehpQI8xEdBvBY=",
"lastModified": 1763017646,
"narHash": "sha256-Z+R2lveIp6Skn1VPH3taQIuMhABg1IizJd8oVdmdHsQ=",
"owner": "pyproject-nix",
"repo": "pyproject.nix",
"rev": "2c8df1383b32e5443c921f61224b198a2282a657",
"rev": "47bd6f296502842643078d66128f7b5e5370790c",
"type": "github"
},
"original": {
@@ -205,10 +178,7 @@
"flake-parts": "flake-parts",
"nixpkgs": "nixpkgs",
"nixpkgs-swift": "nixpkgs-swift",
"pyproject-build-systems": "pyproject-build-systems",
"pyproject-nix": "pyproject-nix",
"treefmt-nix": "treefmt-nix",
"uv2nix": "uv2nix"
"treefmt-nix": "treefmt-nix"
}
},
"rust-analyzer-src": {
@@ -269,29 +239,6 @@
"repo": "treefmt-nix",
"type": "github"
}
},
"uv2nix": {
"inputs": {
"nixpkgs": [
"nixpkgs"
],
"pyproject-nix": [
"pyproject-nix"
]
},
"locked": {
"lastModified": 1767701098,
"narHash": "sha256-CJhKZnWb3gumR9oTRjFvCg/6lYTGbZRU7xtvcyWIRwU=",
"owner": "pyproject-nix",
"repo": "uv2nix",
"rev": "9d357f0d2ce6f5f35ec7959d7e704452352eb4da",
"type": "github"
},
"original": {
"owner": "pyproject-nix",
"repo": "uv2nix",
"type": "github"
}
}
},
"root": "root",

View File

@@ -24,26 +24,6 @@
dream2nix = {
url = "github:nix-community/dream2nix";
inputs.nixpkgs.follows = "nixpkgs";
inputs.pyproject-nix.follows = "pyproject-nix";
};
# Python packaging with uv2nix
pyproject-nix = {
url = "github:pyproject-nix/pyproject.nix";
inputs.nixpkgs.follows = "nixpkgs";
};
uv2nix = {
url = "github:pyproject-nix/uv2nix";
inputs.pyproject-nix.follows = "pyproject-nix";
inputs.nixpkgs.follows = "nixpkgs";
};
pyproject-build-systems = {
url = "github:pyproject-nix/build-system-pkgs";
inputs.pyproject-nix.follows = "pyproject-nix";
inputs.uv2nix.follows = "uv2nix";
inputs.nixpkgs.follows = "nixpkgs";
};
# Pinned nixpkgs for swift-format (swift is broken on x86_64-linux in newer nixpkgs)
@@ -68,7 +48,6 @@
inputs.treefmt-nix.flakeModule
./dashboard/parts.nix
./rust/parts.nix
./python/parts.nix
];
perSystem =
@@ -102,10 +81,11 @@
};
};
packages =
if pkgs.stdenv.isDarwin then {
metal = pkgs.callPackage ./nix/metalWrapper.nix { metalVersion = "310"; };
} else { };
checks.lint = pkgs.runCommand "lint-check" { } ''
export RUFF_CACHE_DIR="$TMPDIR/ruff-cache"
${pkgs.ruff}/bin/ruff check ${inputs.self}/
touch $out
'';
devShells.default = with pkgs; pkgs.mkShell {
inputsFrom = [ self'.checks.cargo-build ];
@@ -144,7 +124,6 @@
OPENSSL_NO_VENDOR = "1";
shellHook = ''
export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:${python313}/lib"
${lib.optionalString stdenv.isLinux ''

View File

@@ -1,79 +0,0 @@
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 0ed30932..d8528132 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -177,11 +177,7 @@ if(MLX_BUILD_METAL)
add_compile_definitions(MLX_METAL_DEBUG)
endif()
- # Throw an error if xcrun not found
- execute_process(
- COMMAND zsh "-c" "/usr/bin/xcrun -sdk macosx --show-sdk-version"
- OUTPUT_VARIABLE MACOS_SDK_VERSION
- OUTPUT_STRIP_TRAILING_WHITESPACE COMMAND_ERROR_IS_FATAL ANY)
+ set(MACOS_SDK_VERSION @sdkVersion@)
if(${MACOS_SDK_VERSION} LESS 14.0)
message(
@@ -199,11 +195,8 @@ if(MLX_BUILD_METAL)
endif()
set(XCRUN_FLAGS "-mmacosx-version-min=${CMAKE_OSX_DEPLOYMENT_TARGET}")
endif()
- execute_process(
- COMMAND
- zsh "-c"
- "echo \"__METAL_VERSION__\" | xcrun -sdk macosx metal ${XCRUN_FLAGS} -E -x metal -P - | tail -1 | tr -d '\n'"
- OUTPUT_VARIABLE MLX_METAL_VERSION COMMAND_ERROR_IS_FATAL ANY)
+ set(
+ MLX_METAL_VERSION @metalVersion@)
FetchContent_Declare(metal_cpp URL ${METAL_CPP_URL})
FetchContent_MakeAvailable(metal_cpp)
target_include_directories(
diff --git a/cmake/extension.cmake b/cmake/extension.cmake
index 13db804a..5b385132 100644
--- a/cmake/extension.cmake
+++ b/cmake/extension.cmake
@@ -36,7 +36,7 @@ macro(mlx_build_metallib)
add_custom_command(
OUTPUT ${MTLLIB_BUILD_TARGET}
COMMAND
- xcrun -sdk macosx metal
+ metal
"$<LIST:TRANSFORM,${MTLLIB_INCLUDE_DIRS},PREPEND,-I>"
${MTLLIB_COMPILE_OPTIONS} ${MTLLIB_SOURCES} -o ${MTLLIB_BUILD_TARGET}
DEPENDS ${MTLLIB_DEPS} ${MTLLIB_SOURCES}
diff --git a/mlx/backend/metal/kernels/CMakeLists.txt b/mlx/backend/metal/kernels/CMakeLists.txt
index 262b0495..5c7446ad 100644
--- a/mlx/backend/metal/kernels/CMakeLists.txt
+++ b/mlx/backend/metal/kernels/CMakeLists.txt
@@ -29,7 +29,7 @@ function(build_kernel_base TARGET SRCFILE DEPS)
"-mmacosx-version-min=${CMAKE_OSX_DEPLOYMENT_TARGET}")
endif()
add_custom_command(
- COMMAND xcrun -sdk macosx metal ${METAL_FLAGS} -c ${SRCFILE}
+ COMMAND metal ${METAL_FLAGS} -c ${SRCFILE}
-I${PROJECT_SOURCE_DIR} -o ${TARGET}.air
DEPENDS ${SRCFILE} ${DEPS} ${BASE_HEADERS}
OUTPUT ${TARGET}.air
@@ -170,7 +170,7 @@ endif()
add_custom_command(
OUTPUT ${MLX_METAL_PATH}/mlx.metallib
- COMMAND xcrun -sdk macosx metallib ${KERNEL_AIR} -o
+ COMMAND metallib ${KERNEL_AIR} -o
${MLX_METAL_PATH}/mlx.metallib
DEPENDS ${KERNEL_AIR}
COMMENT "Building mlx.metallib"
diff --git a/mlx/backend/metal/make_compiled_preamble.sh b/mlx/backend/metal/make_compiled_preamble.sh
index bb55ed3a..94ea7dd7 100644
--- a/mlx/backend/metal/make_compiled_preamble.sh
+++ b/mlx/backend/metal/make_compiled_preamble.sh
@@ -31,7 +31,7 @@ OUTPUT_FILE=${OUTPUT_DIR}/${SRC_NAME}.cpp
mkdir -p "$OUTPUT_DIR"
# Use the metal compiler to get a list of headers (with depth)
-CCC="xcrun -sdk macosx metal -x metal"
+CCC="metal -x metal"
HDRS=$( $CCC -I"$SRC_DIR" -I"$JIT_INCLUDES" -DMLX_METAL_JIT -E -P -CC -C -H "$INPUT_FILE" $CFLAGS -w 2>&1 1>/dev/null )
# Remove any included system frameworks (for MetalPerformancePrimitive headers)

View File

@@ -1,25 +0,0 @@
{ stdenvNoCC
, metalVersion
}:
assert stdenvNoCC.isDarwin;
stdenvNoCC.mkDerivation {
pname = "metal-wrapper-impure";
version = metalVersion;
__noChroot = true;
buildCommand = ''
mkdir -p $out/bin && cd $out/bin
METALLIB_PATH=''${GH_OVERRIDE_METALLIB:-$(/usr/bin/xcrun --sdk macosx -f metallib)}
METAL_PATH=''${GH_OVERRIDE_METAL:-"$(dirname "$METALLIB_PATH")/metal"}
echo "$METAL_PATH"
echo "$METALLIB_PATH"
ln -sf "$METAL_PATH" metal
ln -sf "$METALLIB_PATH" metallib
[[ -e $out/bin/metal ]] && [[ -e $out/bin/metallib ]] || { echo ":(" && exit 1; }
METAL_VERSION=$(echo __METAL_VERSION__ | "$METAL_PATH" -E -x metal -P - | tail -1 | tr -d '\n')
[[ "$METAL_VERSION" == "${metalVersion}" ]] || { echo "Metal version $METAL_VERSION is not ${metalVersion}" && exit 1; }
'';
}

View File

@@ -1,154 +0,0 @@
{ stdenv
, lib
, buildPythonPackage
, fetchFromGitHub
, replaceVars
, fetchzip
, setuptools
, cmake
, nanobind
, pybind11
, nlohmann_json
, apple-sdk_26
, metal
, numpy
, pytestCheckHook
, python
, runCommand
, fmt
}:
assert stdenv.isDarwin;
let
# static dependencies included directly during compilation
gguf-tools = fetchFromGitHub {
owner = "antirez";
repo = "gguf-tools";
rev = "8fa6eb65236618e28fd7710a0fba565f7faa1848";
hash = "sha256-15FvyPOFqTOr5vdWQoPnZz+mYH919++EtghjozDlnSA=";
};
metal_cpp = fetchzip {
url = "https://developer.apple.com/metal/cpp/files/metal-cpp_26.zip";
hash = "sha256-7n2eI2lw/S+Us6l7YPAATKwcIbRRpaQ8VmES7S8ZjY8=";
};
mlx = buildPythonPackage rec {
pname = "mlx";
version = "0.30.1";
pyproject = true;
src = fetchFromGitHub {
owner = "ml-explore";
repo = "mlx";
tag = "v${version}";
hash = "sha256-Vt0RH+70VBwUjXSfPTsNdRS3g0ookJHhzf2kvgEtgH8=";
};
patches = [
(replaceVars ./darwin-build-fixes.patch {
sdkVersion = apple-sdk_26.version;
metalVersion = metal.version;
})
];
postPatch = ''
substituteInPlace pyproject.toml \
--replace-fail "nanobind==2.10.2" "nanobind"
substituteInPlace mlx/backend/cpu/jit_compiler.cpp \
--replace-fail "g++" "$CXX"
'';
dontUseCmakeConfigure = true;
enableParallelBuilding = true;
# Allows multiple cores to be used in Python builds.
postUnpack = ''
export MAKEFLAGS+="''${enableParallelBuilding:+-j$NIX_BUILD_CORES}"
'';
# updates the wrong fetcher rev attribute
passthru.skipBulkUpdate = true;
env = {
DEV_RELEASE = 1;
# NOTE The `metal` command-line utility used to build the Metal kernels is not open-source.
# this is what the xcode wrapper is for - it patches in the system metal cli
CMAKE_ARGS = toString [
(lib.cmakeBool "USE_SYSTEM_FMT" true)
(lib.cmakeOptionType "filepath" "FETCHCONTENT_SOURCE_DIR_GGUFLIB" "${gguf-tools}")
(lib.cmakeOptionType "filepath" "FETCHCONTENT_SOURCE_DIR_JSON" "${nlohmann_json.src}")
(lib.cmakeBool "FETCHCONTENT_FULLY_DISCONNECTED" true)
(lib.cmakeBool "MLX_BUILD_METAL" true)
(lib.cmakeOptionType "filepath" "METAL_LIB"
"${metal}/Metal.framework")
(lib.cmakeOptionType "filepath" "FETCHCONTENT_SOURCE_DIR_METAL_CPP" "${metal_cpp}")
(lib.cmakeOptionType "string" "CMAKE_OSX_DEPLOYMENT_TARGET" "${apple-sdk_26.version}")
(lib.cmakeOptionType "filepath" "CMAKE_OSX_SYSROOT" "${apple-sdk_26.passthru.sdkroot}")
];
SDKROOT = apple-sdk_26.passthru.sdkroot;
MACOSX_DEPLOYMENT_TARGET = apple-sdk_26.version;
};
build-system = [
setuptools
];
nativeBuildInputs = [
cmake
metal
];
buildInputs = [
fmt
gguf-tools
nanobind
pybind11
apple-sdk_26
];
pythonImportsCheck = [ "mlx" ];
# Run the mlx Python test suite.
nativeCheckInputs = [
numpy
pytestCheckHook
];
enabledTestPaths = [
"python/tests/"
];
# Additional testing by executing the example Python scripts supplied with mlx
# using the version of the library we've built.
passthru.tests = {
mlxTest =
runCommand "run-mlx-examples"
{
buildInputs = [ mlx ];
nativeBuildInputs = [ python ];
}
''
cp ${src}/examples/python/logistic_regression.py .
${python.interpreter} logistic_regression.py
rm logistic_regression.py
cp ${src}/examples/python/linear_regression.py .
${python.interpreter} linear_regression.py
rm linear_regression.py
touch $out
'';
};
meta = {
homepage = "https://github.com/ml-explore/mlx";
description = "Array framework for Apple silicon";
changelog = "https://github.com/ml-explore/mlx/releases/tag/${src.tag}";
license = lib.licenses.mit;
platforms = [ "x86_64-linux" "aarch64-linux" "aarch64-darwin" ];
};
};
in
mlx

View File

@@ -6,8 +6,6 @@ readme = "README.md"
requires-python = ">=3.13"
dependencies = [
"aiofiles>=24.1.0",
"aiohttp>=3.12.14",
"types-aiofiles>=24.1.0.20250708",
"pydantic>=2.11.7",
"fastapi>=0.116.1",
"filelock>=3.18.0",
@@ -126,6 +124,3 @@ env = [
"EXO_TESTS=1"
]
addopts = "-m 'not slow'"
filterwarnings = [
"ignore:builtin type Swig:DeprecationWarning",
]

View File

@@ -1,143 +0,0 @@
{ inputs, ... }:
{
perSystem =
{ self', pkgs, lib, system, ... }:
let
# Load workspace from uv.lock
workspace = inputs.uv2nix.lib.workspace.loadWorkspace {
workspaceRoot = inputs.self;
};
# Create overlay from workspace
overlay = workspace.mkPyprojectOverlay { };
# Override overlay to inject Nix-built components
exoOverlay = final: _: {
# Replace workspace exo_pyo3_bindings with Nix-built wheel
exo-pyo3-bindings = pkgs.stdenv.mkDerivation {
pname = "exo-pyo3-bindings";
version = "0.1.0";
src = self'.packages.exo_pyo3_bindings;
# Install from pre-built wheel
nativeBuildInputs = [ final.pyprojectWheelHook ];
dontStrip = true;
};
};
python = pkgs.python313;
# Overlay to provide build systems for source builds
buildSystemsOverlay = final: prev: {
# mlx-lm is a git dependency that needs setuptools
mlx-lm = prev.mlx-lm.overrideAttrs (old: {
nativeBuildInputs = (old.nativeBuildInputs or [ ]) ++ [
final.setuptools
];
});
# Build MLX from source with proper dependencies
mlx = pkgs.callPythonPackage ./nix/mlx.nix;
};
pythonSet = (pkgs.callPackage inputs.pyproject-nix.build.packages {
inherit python;
}).overrideScope (
lib.composeManyExtensions [
inputs.pyproject-build-systems.overlays.default
overlay
exoOverlay
buildSystemsOverlay
]
);
exoVenv = pythonSet.mkVirtualEnv "exo-env" workspace.deps.default;
# Virtual environment with dev dependencies for testing
testVenv = pythonSet.mkVirtualEnv "exo-test-env" (
workspace.deps.default // {
exo = [ "dev" ]; # Include pytest, pytest-asyncio, pytest-env
}
);
exoPackage = pkgs.runCommand "exo"
{
nativeBuildInputs = [ pkgs.makeWrapper ];
}
''
mkdir -p $out/bin
# Create wrapper scripts
for script in exo exo-master exo-worker; do
makeWrapper ${exoVenv}/bin/$script $out/bin/$script \
--set DASHBOARD_DIR ${self'.packages.dashboard}
done
'';
pyinstallerPackage =
let
venv = pythonSet.mkVirtualEnv "exo-pyinstaller-env" (
workspace.deps.default
// {
# Include pyinstaller in the environment
exo = [ "dev" ];
}
);
in
pkgs.stdenv.mkDerivation {
pname = "exo-pyinstaller";
version = "0.3.0";
src = inputs.self;
nativeBuildInputs = [ venv pkgs.makeWrapper pkgs.macmon pkgs.darwin.system_cmds ];
buildPhase = ''
# macmon must be in PATH for PyInstaller to bundle it
export PATH="${pkgs.macmon}/bin:$PATH"
# HOME must be writable for PyInstaller's cache
export HOME="$TMPDIR"
# Copy dashboard to expected location
mkdir -p dashboard/build
cp -r ${self'.packages.dashboard}/* dashboard/build/
# Run PyInstaller
${venv}/bin/python -m PyInstaller packaging/pyinstaller/exo.spec
'';
installPhase = ''
cp -r dist/exo $out
'';
};
in
{
# Python package only available on macOS for now due to the dependency on
# mlx/mlx-cpu being tricky to build on Linux. We can either remove this
# dependency in the PyProject or build it with Nix.
packages = lib.optionalAttrs pkgs.stdenv.hostPlatform.isDarwin {
exo = exoPackage;
exo-pyinstaller = pyinstallerPackage;
};
checks = {
# Ruff linting (works on all platforms)
lint = pkgs.runCommand "ruff-lint" { } ''
export RUFF_CACHE_DIR="$TMPDIR/ruff-cache"
${pkgs.ruff}/bin/ruff check ${inputs.self}/
touch $out
'';
}
# Pytest only on macOS (requires MLX)
// lib.optionalAttrs pkgs.stdenv.hostPlatform.isDarwin {
pytest = pkgs.runCommand "pytest"
{
nativeBuildInputs = [ testVenv ];
} ''
export HOME="$TMPDIR"
export EXO_TESTS=1
cd ${inputs.self}
${testVenv}/bin/python -m pytest src -m "not slow" --import-mode=importlib
touch $out
'';
};
};
}

View File

@@ -205,14 +205,6 @@ def main():
logger.info("Starting EXO")
logger.info(f"EXO_LIBP2P_NAMESPACE: {os.getenv('EXO_LIBP2P_NAMESPACE')}")
# Set FAST_SYNCH override env var for runner subprocesses
if args.fast_synch is True:
os.environ["EXO_FAST_SYNCH"] = "on"
logger.info("FAST_SYNCH forced ON")
elif args.fast_synch is False:
os.environ["EXO_FAST_SYNCH"] = "off"
logger.info("FAST_SYNCH forced OFF")
node = anyio.run(Node.create, args)
anyio.run(node.run)
logger.info("EXO Shutdown complete")
@@ -226,7 +218,6 @@ class Args(CamelCaseModel):
api_port: PositiveInt = 52415
tb_only: bool = False
no_worker: bool = False
fast_synch: bool | None = None # None = auto, True = force on, False = force off
@classmethod
def parse(cls) -> Self:
@@ -268,20 +259,6 @@ class Args(CamelCaseModel):
"--no-worker",
action="store_true",
)
fast_synch_group = parser.add_mutually_exclusive_group()
fast_synch_group.add_argument(
"--fast-synch",
action="store_true",
dest="fast_synch",
default=None,
help="Force MLX FAST_SYNCH on (for JACCL backend)",
)
fast_synch_group.add_argument(
"--no-fast-synch",
action="store_false",
dest="fast_synch",
help="Force MLX FAST_SYNCH off",
)
args = parser.parse_args()
return cls(**vars(args)) # pyright: ignore[reportAny] - We are intentionally validating here, we can't do it statically

View File

@@ -1,14 +1,13 @@
import time
from collections.abc import AsyncGenerator
from http import HTTPStatus
from typing import cast
import anyio
from anyio import BrokenResourceError, create_task_group
from anyio import create_task_group
from anyio.abc import TaskGroup
from fastapi import FastAPI, HTTPException, Request
from fastapi import FastAPI, HTTPException
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import JSONResponse, StreamingResponse
from fastapi.responses import StreamingResponse
from fastapi.staticfiles import StaticFiles
from hypercorn.asyncio import serve # pyright: ignore[reportUnknownVariableType]
from hypercorn.config import Config
@@ -30,8 +29,6 @@ from exo.shared.types.api import (
CreateInstanceParams,
CreateInstanceResponse,
DeleteInstanceResponse,
ErrorInfo,
ErrorResponse,
FinishReason,
GenerationStats,
ModelList,
@@ -52,12 +49,7 @@ from exo.shared.types.commands import (
TaskFinished,
)
from exo.shared.types.common import CommandId, NodeId, SessionId
from exo.shared.types.events import (
ChunkGenerated,
Event,
ForwarderEvent,
IndexedEvent,
)
from exo.shared.types.events import ChunkGenerated, Event, ForwarderEvent, IndexedEvent
from exo.shared.types.memory import Memory
from exo.shared.types.models import ModelId, ModelMetadata
from exo.shared.types.state import State
@@ -123,7 +115,6 @@ class API:
self.paused_ev: anyio.Event = anyio.Event()
self.app = FastAPI()
self._setup_exception_handlers()
self._setup_cors()
self._setup_routes()
@@ -154,21 +145,6 @@ class API:
self.paused_ev.set()
self.paused_ev = anyio.Event()
def _setup_exception_handlers(self) -> None:
self.app.exception_handler(HTTPException)(self.http_exception_handler)
async def http_exception_handler(
self, _: Request, exc: HTTPException
) -> JSONResponse:
err = ErrorResponse(
error=ErrorInfo(
message=exc.detail,
type=HTTPStatus(exc.status_code).phrase,
code=exc.status_code,
)
)
return JSONResponse(err.model_dump(), status_code=exc.status_code)
def _setup_cors(self) -> None:
self.app.add_middleware(
CORSMiddleware,
@@ -430,18 +406,6 @@ class API:
"""Generate chat completion stream as JSON strings."""
async for chunk in self._chat_chunk_stream(command_id):
if chunk.finish_reason == "error":
error_response = ErrorResponse(
error=ErrorInfo(
message=chunk.error_message or "Internal server error",
type="InternalServerError",
code=500,
)
)
yield f"data: {error_response.model_dump_json()}\n\n"
yield "data: [DONE]\n\n"
return
chunk_response: ChatCompletionResponse = chunk_to_response(
chunk, command_id
)
@@ -462,12 +426,6 @@ class API:
finish_reason: FinishReason | None = None
async for chunk in self._chat_chunk_stream(command_id):
if chunk.finish_reason == "error":
raise HTTPException(
status_code=500,
detail=chunk.error_message or "Internal server error",
)
if model is None:
model = chunk.model
@@ -505,12 +463,6 @@ class API:
stats: GenerationStats | None = None
async for chunk in self._chat_chunk_stream(command_id):
if chunk.finish_reason == "error":
raise HTTPException(
status_code=500,
detail=chunk.error_message or "Internal server error",
)
if model is None:
model = chunk.model
@@ -655,14 +607,14 @@ class API:
for idx, event in self.event_buffer.drain_indexed():
self._event_log.append(event)
self.state = apply(self.state, IndexedEvent(event=event, idx=idx))
if isinstance(event, ChunkGenerated):
if (
isinstance(event, ChunkGenerated)
and event.command_id in self._chat_completion_queues
):
assert isinstance(event.chunk, TokenChunk)
queue = self._chat_completion_queues.get(event.command_id)
if queue is not None:
try:
await queue.send(event.chunk)
except BrokenResourceError:
self._chat_completion_queues.pop(event.command_id, None)
await self._chat_completion_queues[event.command_id].send(
event.chunk
)
async def _pause_on_new_election(self):
with self.election_receiver as ems:

View File

@@ -49,83 +49,33 @@ def get_smallest_cycles(cycles: list[list[NodeInfo]]) -> list[list[NodeInfo]]:
return [cycle for cycle in cycles if len(cycle) == min_nodes]
def allocate_layers_proportionally(
total_layers: int,
memory_fractions: list[float],
) -> list[int]:
n = len(memory_fractions)
if n == 0:
raise ValueError("Cannot allocate layers to an empty node list")
if total_layers < n:
raise ValueError(
f"Cannot distribute {total_layers} layers across {n} nodes "
"(need at least 1 layer per node)"
)
# Largest remainder: floor each, then distribute remainder by fractional part
raw = [f * total_layers for f in memory_fractions]
result = [int(r) for r in raw]
by_remainder = sorted(range(n), key=lambda i: raw[i] - result[i], reverse=True)
for i in range(total_layers - sum(result)):
result[by_remainder[i]] += 1
# Ensure minimum 1 per node by taking from the largest
for i in range(n):
if result[i] == 0:
max_idx = max(range(n), key=lambda j: result[j])
assert result[max_idx] > 1
result[max_idx] -= 1
result[i] = 1
return result
def get_shard_assignments_for_pipeline_parallel(
model_meta: ModelMetadata,
selected_cycle: list[NodeWithProfile],
):
if not selected_cycle:
raise ValueError("Cannot create shard assignments for empty node cycle")
cycle_memory = sum(
(node.node_profile.memory.ram_available for node in selected_cycle),
start=Memory(),
)
if cycle_memory.in_bytes == 0:
raise ValueError("Cannot create shard assignments: total available memory is 0")
total_layers = model_meta.n_layers
world_size = len(selected_cycle)
runner_to_shard: dict[RunnerId, ShardMetadata] = {}
node_to_runner: dict[NodeId, RunnerId] = {}
layer_allocations = allocate_layers_proportionally(
total_layers=total_layers,
memory_fractions=[
node.node_profile.memory.ram_available.in_bytes / cycle_memory.in_bytes
for node in selected_cycle
],
)
# Validate each node has sufficient memory for its assigned layers
memory_per_layer = model_meta.storage_size.in_bytes / total_layers
for i, (node, node_layers) in enumerate(
zip(selected_cycle, layer_allocations, strict=True)
):
required_memory = node_layers * memory_per_layer
available_memory = node.node_profile.memory.ram_available.in_bytes
if required_memory > available_memory:
raise ValueError(
f"Node {i} ({node.node_id}) has insufficient memory: "
f"requires {required_memory / (1024**3):.2f} GB for {node_layers} layers, "
f"but only has {available_memory / (1024**3):.2f} GB available"
)
layers_assigned = 0
for i, (node, node_layers) in enumerate(
zip(selected_cycle, layer_allocations, strict=True)
):
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.in_bytes
/ cycle_memory.in_bytes
)
)
node_layers = max(1, node_layers)
runner_id = RunnerId()
shard = PipelineShardMetadata(

View File

@@ -1,107 +0,0 @@
# pyright: reportUnusedFunction=false, reportAny=false
from typing import Any, get_args
from fastapi import FastAPI, HTTPException
from fastapi.testclient import TestClient
from exo.shared.types.api import ErrorInfo, ErrorResponse, FinishReason
from exo.shared.types.chunks import TokenChunk
from exo.worker.tests.constants import MODEL_A_ID
def test_http_exception_handler_formats_openai_style() -> None:
"""Test that HTTPException is converted to OpenAI-style error format."""
from exo.master.api import API
app = FastAPI()
# Setup exception handler
api = object.__new__(API)
api.app = app
api._setup_exception_handlers() # pyright: ignore[reportPrivateUsage]
# Add test routes that raise HTTPException
@app.get("/test-error")
async def _test_error() -> None:
raise HTTPException(status_code=500, detail="Test error message")
@app.get("/test-not-found")
async def _test_not_found() -> None:
raise HTTPException(status_code=404, detail="Resource not found")
client = TestClient(app)
# Test 500 error
response = client.get("/test-error")
assert response.status_code == 500
data: dict[str, Any] = response.json()
assert "error" in data
assert data["error"]["message"] == "Test error message"
assert data["error"]["type"] == "Internal Server Error"
assert data["error"]["code"] == 500
# Test 404 error
response = client.get("/test-not-found")
assert response.status_code == 404
data = response.json()
assert "error" in data
assert data["error"]["message"] == "Resource not found"
assert data["error"]["type"] == "Not Found"
assert data["error"]["code"] == 404
def test_finish_reason_includes_error() -> None:
valid_reasons = get_args(FinishReason)
assert "error" in valid_reasons
def test_token_chunk_with_error_fields() -> None:
chunk = TokenChunk(
idx=0,
model=MODEL_A_ID,
text="",
token_id=0,
finish_reason="error",
error_message="Something went wrong",
)
assert chunk.finish_reason == "error"
assert chunk.error_message == "Something went wrong"
def test_token_chunk_without_error() -> None:
chunk = TokenChunk(
idx=1,
model=MODEL_A_ID,
text="Hello",
token_id=42,
finish_reason=None,
)
assert chunk.finish_reason is None
assert chunk.error_message is None
def test_error_response_construction() -> None:
error_response = ErrorResponse(
error=ErrorInfo(
message="Generation failed",
type="InternalServerError",
code=500,
)
)
assert error_response.error.message == "Generation failed"
assert error_response.error.code == 500
def test_normal_finish_reasons_still_work() -> None:
for reason in ["stop", "length", "tool_calls", "content_filter", "function_call"]:
chunk = TokenChunk(
idx=0,
model=MODEL_A_ID,
text="done",
token_id=100,
finish_reason=reason, # type: ignore[arg-type]
)
assert chunk.finish_reason == reason

View File

@@ -70,7 +70,7 @@ def place_instance_command(model_meta: ModelMetadata) -> PlaceInstance:
[
((500, 500, 1000), 12, (3, 3, 6)),
((500, 500, 500), 12, (4, 4, 4)),
((312, 468, 1092), 12, (2, 3, 7)),
((312, 518, 1024), 12, (2, 3, 7)),
],
)
def test_get_instance_placements_create_instance(

View File

@@ -3,7 +3,6 @@ from typing import Callable
import pytest
from exo.master.placement_utils import (
allocate_layers_proportionally,
filter_cycles_by_memory,
get_hosts_from_subgraph,
get_mlx_jaccl_coordinators,
@@ -166,9 +165,6 @@ def test_get_smallest_cycles(
((500, 500, 1000), 12, (3, 3, 6)),
((500, 500, 500), 12, (4, 4, 4)),
((312, 518, 1024), 12, (2, 3, 7)),
# Edge case: one node has ~90% of memory - should not over-allocate.
# Each node must have enough memory for at least 1 layer (50 KB = 1000/20).
((900, 50, 50), 20, (18, 1, 1)),
],
)
def test_get_shard_assignments(
@@ -401,96 +397,3 @@ def test_get_mlx_jaccl_coordinators(
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"
class TestAllocateLayersProportionally:
def test_empty_node_list_raises(self):
with pytest.raises(ValueError, match="empty node list"):
allocate_layers_proportionally(total_layers=10, memory_fractions=[])
def test_zero_layers_raises(self):
with pytest.raises(ValueError, match="need at least 1 layer per node"):
allocate_layers_proportionally(total_layers=0, memory_fractions=[0.5, 0.5])
def test_negative_layers_raises(self):
with pytest.raises(ValueError, match="need at least 1 layer per node"):
allocate_layers_proportionally(total_layers=-1, memory_fractions=[0.5, 0.5])
def test_fewer_layers_than_nodes_raises(self):
with pytest.raises(ValueError, match="need at least 1 layer per node"):
allocate_layers_proportionally(
total_layers=2, memory_fractions=[0.33, 0.33, 0.34]
)
def test_equal_distribution(self):
result = allocate_layers_proportionally(
total_layers=12, memory_fractions=[0.25, 0.25, 0.25, 0.25]
)
assert result == [3, 3, 3, 3]
assert sum(result) == 12
def test_proportional_distribution(self):
result = allocate_layers_proportionally(
total_layers=12, memory_fractions=[0.25, 0.25, 0.50]
)
assert result == [3, 3, 6]
assert sum(result) == 12
def test_extreme_imbalance_ensures_minimum(self):
result = allocate_layers_proportionally(
total_layers=20, memory_fractions=[0.975, 0.0125, 0.0125]
)
assert all(layers >= 1 for layers in result)
assert sum(result) == 20
# Small nodes get minimum 1 layer
assert result == [18, 1, 1]
def test_single_node_gets_all_layers(self):
result = allocate_layers_proportionally(total_layers=10, memory_fractions=[1.0])
assert result == [10]
def test_minimum_viable_allocation(self):
result = allocate_layers_proportionally(
total_layers=3, memory_fractions=[0.33, 0.33, 0.34]
)
assert result == [1, 1, 1]
assert sum(result) == 3
def test_get_shard_assignments_insufficient_memory_raises(
topology: Topology,
create_node: Callable[[int, NodeId | None], NodeInfo],
create_connection: Callable[[NodeId, NodeId], Connection],
):
"""Test that ValueError is raised when a node has insufficient memory for its layers."""
node_a_id = NodeId()
node_b_id = NodeId()
node_c_id = NodeId()
# Node C has only 10 KB but would need 50 KB for 1 layer (1000 KB / 20 layers)
node_a = create_node(900 * 1024, node_a_id)
node_b = create_node(50 * 1024, node_b_id)
node_c = create_node(10 * 1024, node_c_id) # Insufficient memory
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))
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=ModelId("test-model"),
pretty_name="Test Model",
n_layers=20,
storage_size=Memory.from_kb(1000),
hidden_size=1000,
supports_tensor=True,
)
cycles = topology.get_cycles()
selected_cycle = cycles[0]
with pytest.raises(ValueError, match="insufficient memory"):
get_shard_assignments(model_meta, selected_cycle, Sharding.Pipeline)

View File

@@ -11,21 +11,10 @@ from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta
from exo.shared.types.worker.shards import Sharding
FinishReason = Literal[
"stop", "length", "tool_calls", "content_filter", "function_call", "error"
"stop", "length", "tool_calls", "content_filter", "function_call"
]
class ErrorInfo(BaseModel):
message: str
type: str
param: str | None = None
code: int
class ErrorResponse(BaseModel):
error: ErrorInfo
class ModelListModel(BaseModel):
id: str
object: str = "model"

View File

@@ -22,7 +22,6 @@ class TokenChunk(BaseChunk):
token_id: int
finish_reason: FinishReason | None = None
stats: GenerationStats | None = None
error_message: str | None = None
class ImageChunk(BaseChunk):

View File

@@ -7,13 +7,13 @@ import time
import traceback
from datetime import timedelta
from pathlib import Path
from typing import Callable, Literal
from typing import Callable, Literal, cast
from urllib.parse import urljoin
import aiofiles
import aiofiles.os as aios
import aiohttp
import certifi
import httpx
from loguru import logger
from pydantic import (
BaseModel,
@@ -207,23 +207,22 @@ async def _fetch_file_list(
headers = await get_download_headers()
async with (
create_http_session(timeout_profile="short") 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}")
response = await session.get(url, headers=headers)
if response.status_code != 200:
raise Exception(f"Failed to fetch file list: {response.status_code}")
data = TypeAdapter(list[FileListEntry]).validate_json(response.text)
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
async def get_download_headers() -> dict[str, str]:
@@ -231,34 +230,25 @@ async def get_download_headers() -> dict[str, str]:
def create_http_session(
auto_decompress: bool = False,
timeout_profile: Literal["short", "long"] = "long",
) -> aiohttp.ClientSession:
) -> httpx.AsyncClient:
if timeout_profile == "short":
total_timeout = 30
connect_timeout = 10
sock_read_timeout = 30
sock_connect_timeout = 10
read_timeout = 30
else:
total_timeout = 1800
connect_timeout = 60
sock_read_timeout = 1800
sock_connect_timeout = 60
read_timeout = 1800
ssl_context = ssl.create_default_context(
cafile=os.getenv("SSL_CERT_FILE") or certifi.where()
)
connector = aiohttp.TCPConnector(ssl=ssl_context)
ssl_context = ssl.create_default_context(cafile=certifi.where())
return aiohttp.ClientSession(
auto_decompress=auto_decompress,
connector=connector,
proxy=os.getenv("HTTPS_PROXY") or os.getenv("HTTP_PROXY") or None,
timeout=aiohttp.ClientTimeout(
total=total_timeout,
return httpx.AsyncClient(
verify=ssl_context,
timeout=httpx.Timeout(
connect=connect_timeout,
sock_read=sock_read_timeout,
sock_connect=sock_connect_timeout,
read=read_timeout,
write=total_timeout,
),
)
@@ -285,23 +275,25 @@ async def file_meta(
headers = await get_download_headers()
async with (
create_http_session(timeout_profile="short") as session,
session.head(url, headers=headers) as r,
):
if r.status == 307:
r = await session.head(url, headers=headers)
if r.status_code == 307:
# 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")
x_linked_size = cast(str | None, r.headers.get("x-linked-size"))
x_linked_etag = cast(str | None, 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
# Otherwise, follow the redirect to get authoritative size/hash
redirected_location = r.headers.get("location")
redirected_location = cast(str | None, 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
content_length = cast(
str | None,
r.headers.get("x-linked-size") or r.headers.get("content-length"),
)
etag = r.headers.get("x-linked-etag") or r.headers.get("etag")
content_length = 0 if content_length is None else int(content_length)
etag = cast(str | None, 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}"
etag = trim_etag(etag)
@@ -360,17 +352,17 @@ async def _download_file(
n_read = resume_byte_pos or 0
async with (
create_http_session(timeout_profile="long") as session,
session.get(url, headers=headers) as r,
):
if r.status == 404:
r = await session.get(url, headers=headers)
if r.status_code == 404:
raise FileNotFoundError(f"File not found: {url}")
assert r.status in [200, 206], (
f"Failed to download {path} from {url}: {r.status}"
assert r.status_code in [200, 206], (
f"Failed to download {path} from {url}: {r.status_code}"
)
async with aiofiles.open(
partial_path, "ab" if resume_byte_pos else "wb"
) as f:
while chunk := await r.content.read(8 * 1024 * 1024):
async for chunk in r.aiter_bytes(8 * 1024 * 1024):
n_read = n_read + (await f.write(chunk))
on_progress(n_read, length, False)

View File

@@ -46,11 +46,9 @@ class CustomMlxLayer(nn.Module):
def __init__(self, original_layer: _LayerCallable):
super().__init__()
# Set twice to avoid __setattr__ recursion
object.__setattr__(self, "_original_layer", original_layer)
@property
def original_layer(self) -> _LayerCallable:
return cast(_LayerCallable, object.__getattribute__(self, "_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:
@@ -60,7 +58,7 @@ class CustomMlxLayer(nn.Module):
return super().__getattr__(name)
except AttributeError:
original_layer = object.__getattribute__(self, "_original_layer")
return getattr(original_layer, name)
return object.__getattribute__(original_layer, name)
class PipelineFirstLayer(CustomMlxLayer):
@@ -170,21 +168,11 @@ def pipeline_auto_parallel(
inner_model_instance.layer_types = inner_model_instance.layer_types[ # type: ignore
start_layer:end_layer
]
# We can assume the model has at least one layer thanks to placement.
# If a layer type doesn't exist, we can set it to 0.
inner_model_instance.swa_idx = (
0
if "sliding_attention" not in inner_model_instance.layer_types # type: ignore
else inner_model_instance.layer_types.index( # type: ignore
"sliding_attention"
)
inner_model_instance.swa_idx = inner_model_instance.layer_types.index( # type: ignore
"sliding_attention"
)
inner_model_instance.ga_idx = (
0
if "full_attention" not in inner_model_instance.layer_types # type: ignore
else inner_model_instance.layer_types.index( # type: ignore
"full_attention"
)
inner_model_instance.ga_idx = inner_model_instance.layer_types.index( # type: ignore
"full_attention"
)
_set_layers(model, layers)

View File

@@ -2,9 +2,7 @@ import json
import os
import resource
import sys
import threading
import time
from collections.abc import Callable
from pathlib import Path
from typing import Any, cast
@@ -84,45 +82,6 @@ def get_weights_size(model_shard_meta: ShardMetadata) -> Memory:
)
class ModelLoadingTimeoutError(Exception):
pass
TimeoutCallback = Callable[[], None]
def eval_with_timeout(
mlx_item: Any, # pyright: ignore[reportAny]
timeout_seconds: float = 60.0,
on_timeout: TimeoutCallback | None = None,
) -> None:
"""Evaluate MLX item with a hard timeout.
If on_timeout callback is provided, it will be called before terminating
the process. This allows the runner to send a failure event before exit.
"""
completed = threading.Event()
def watchdog() -> None:
if not completed.wait(timeout=timeout_seconds):
logger.error(
f"mlx_item evaluation timed out after {timeout_seconds:.0f}s. "
"This may indicate an issue with FAST_SYNCH and tensor parallel sharding. "
"Terminating process."
)
if on_timeout is not None:
on_timeout()
os._exit(1)
watchdog_thread = threading.Thread(target=watchdog, daemon=True)
watchdog_thread.start()
try:
mx.eval(mlx_item) # pyright: ignore[reportAny]
finally:
completed.set()
def mx_barrier(group: Group | None = None):
mx.eval(
mx.distributed.all_sum(
@@ -229,9 +188,7 @@ def initialize_mlx(
def load_mlx_items(
bound_instance: BoundInstance,
group: Group | None,
on_timeout: TimeoutCallback | None = None,
bound_instance: BoundInstance, group: Group | None
) -> tuple[Model, TokenizerWrapper]:
if group is None:
logger.info(f"Single device used for {bound_instance.instance}")
@@ -245,9 +202,7 @@ def load_mlx_items(
else:
logger.info("Starting distributed init")
start_time = time.perf_counter()
model, tokenizer = shard_and_load(
bound_instance.bound_shard, group=group, on_timeout=on_timeout
)
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"
@@ -261,7 +216,6 @@ def load_mlx_items(
def shard_and_load(
shard_metadata: ShardMetadata,
group: Group,
on_timeout: TimeoutCallback | None = None,
) -> tuple[nn.Module, TokenizerWrapper]:
model_path = build_model_path(shard_metadata.model_meta.model_id)
@@ -298,15 +252,7 @@ def shard_and_load(
logger.info(f"loading model from {model_path} with pipeline parallelism")
model = pipeline_auto_parallel(model, group, shard_metadata)
# Estimate timeout based on model size
base_timeout = float(os.environ.get("EXO_MODEL_LOAD_TIMEOUT", "60"))
model_size_gb = get_weights_size(shard_metadata).in_bytes / (1024**3)
timeout_seconds = base_timeout + model_size_gb / 5
logger.info(
f"Evaluating model parameters with timeout of {timeout_seconds:.0f}s "
f"(model size: {model_size_gb:.1f}GB)"
)
eval_with_timeout(model.parameters(), timeout_seconds, on_timeout)
mx.eval(model.parameters())
# TODO: Do we need this?
mx.eval(model)

View File

@@ -17,23 +17,15 @@ def entrypoint(
task_receiver: MpReceiver[Task],
_logger: "loguru.Logger",
) -> None:
fast_synch_override = os.environ.get("EXO_FAST_SYNCH")
if fast_synch_override == "on" or (
fast_synch_override != "off"
and (
isinstance(bound_instance.instance, MlxJacclInstance)
and len(bound_instance.instance.ibv_devices) >= 2
)
if (
isinstance(bound_instance.instance, MlxJacclInstance)
and len(bound_instance.instance.ibv_devices) >= 2
):
os.environ["MLX_METAL_FAST_SYNCH"] = "1"
else:
os.environ["MLX_METAL_FAST_SYNCH"] = "0"
global logger
logger = _logger
logger.info(f"Fast synch flag: {os.environ['MLX_METAL_FAST_SYNCH']}")
# Import main after setting global logger - this lets us just import logger from this module
try:
from exo.worker.runner.runner import main

View File

@@ -67,7 +67,6 @@ def main(
bound_instance.bound_runner_id,
bound_instance.bound_shard,
)
device_rank = shard_metadata.device_rank
logger.info("hello from the runner")
if getattr(shard_metadata, "immediate_exception", False):
raise Exception("Fake exception - runner failed to spin up.")
@@ -119,20 +118,7 @@ def main(
)
)
def on_model_load_timeout() -> None:
event_sender.send(
RunnerStatusUpdated(
runner_id=runner_id,
runner_status=RunnerFailed(
error_message="Model loading timed out"
),
)
)
time.sleep(0.5)
model, tokenizer = load_mlx_items(
bound_instance, group, on_timeout=on_model_load_timeout
)
model, tokenizer = load_mlx_items(bound_instance, group)
current_status = RunnerLoaded()
logger.info("runner loaded")
@@ -162,6 +148,8 @@ def main(
case ChatCompletion(task_params=task_params, command_id=command_id) if (
isinstance(current_status, RunnerReady)
):
assert model
assert tokenizer
logger.info(f"received chat request: {str(task)[:500]}")
current_status = RunnerRunning()
logger.info("runner running")
@@ -170,61 +158,41 @@ def main(
runner_id=runner_id, runner_status=current_status
)
)
assert model
assert tokenizer
assert task_params.messages[0].content is not None
_check_for_debug_prompts(task_params.messages[0].content)
try:
_check_for_debug_prompts(task_params.messages[0].content)
# Generate responses using the actual MLX generation
mlx_generator = mlx_generate(
model=model,
tokenizer=tokenizer,
task=task_params,
)
# Generate responses using the actual MLX generation
mlx_generator = mlx_generate(
model=model,
tokenizer=tokenizer,
task=task_params,
)
# GPT-OSS specific parsing to match other model formats.
if isinstance(model, GptOssModel):
mlx_generator = parse_gpt_oss(mlx_generator)
# GPT-OSS specific parsing to match other model formats.
if isinstance(model, GptOssModel):
mlx_generator = parse_gpt_oss(mlx_generator)
# TODO: Add tool call parser here
# TODO: Add tool call parser here
for response in mlx_generator:
match response:
case GenerationResponse():
if 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,
stats=response.stats,
),
)
for response in mlx_generator:
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,
stats=response.stats,
),
)
# can we make this more explicit?
except Exception as e:
if device_rank == 0:
event_sender.send(
ChunkGenerated(
command_id=command_id,
chunk=TokenChunk(
idx=0,
model=shard_metadata.model_meta.model_id,
text="",
token_id=0,
finish_reason="error",
error_message=str(e),
),
)
)
raise
)
# case TokenizedResponse():
# TODO: something here ig
current_status = RunnerReady()
logger.info("runner ready")

View File

@@ -1,202 +0,0 @@
# type: ignore
from dataclasses import dataclass
from pathlib import Path
from typing import Any
import mlx.core as mx
import mlx.nn as nn
from exo.shared.constants import EXO_MODELS_DIR
class MockLayer(nn.Module):
def __init__(self) -> None:
super().__init__()
self.custom_attr = "test_value"
self.use_sliding = True
def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array:
return x * 2
@dataclass(frozen=True)
class PipelineTestConfig:
model_path: Path
total_layers: int
base_port: int
max_tokens: int
def create_hostfile(world_size: int, base_port: int) -> tuple[str, list[str]]:
import json
import tempfile
hosts = [f"127.0.0.1:{base_port + i}" for i in range(world_size)]
with tempfile.NamedTemporaryFile(mode="w", suffix=".json", delete=False) as f:
json.dump(hosts, f)
hostfile_path = f.name
return hostfile_path, hosts
# Use GPT OSS 20b to test as it is a model with a lot of strange behaviour
DEFAULT_GPT_OSS_CONFIG = PipelineTestConfig(
model_path=EXO_MODELS_DIR / "mlx-community--gpt-oss-20b-MXFP4-Q8",
total_layers=24,
base_port=29600,
max_tokens=200,
)
def run_gpt_oss_pipeline_device(
rank: int,
world_size: int,
hostfile_path: str,
model_path: Path,
layer_splits: list[tuple[int, int]],
prompt_tokens: int,
prefill_step_size: int,
result_queue: Any, # pyright: ignore[reportAny]
max_tokens: int = 200,
) -> None:
import os
import traceback
os.environ["MLX_HOSTFILE"] = hostfile_path
os.environ["MLX_RANK"] = str(rank)
import mlx.core as mlx_core
from mlx_lm import load, stream_generate
from exo.shared.types.memory import Memory
from exo.shared.types.models import ModelId, ModelMetadata
from exo.shared.types.worker.shards import PipelineShardMetadata
from exo.worker.engines.mlx.auto_parallel import pipeline_auto_parallel
try:
group = mlx_core.distributed.init(backend="ring", strict=True)
model, tokenizer = load(str(model_path))
# Generate a prompt of exact token length
base_text = "The quick brown fox jumps over the lazy dog. "
base_tokens = tokenizer.encode(base_text)
base_len = len(base_tokens)
# Build prompt with approximate target length
repeats = (prompt_tokens // base_len) + 2
long_text = base_text * repeats
tokens = tokenizer.encode(long_text)
# Truncate to exact target length
tokens = tokens[:prompt_tokens]
prompt_text = tokenizer.decode(tokens)
formatted_prompt = tokenizer.apply_chat_template(
[{"role": "user", "content": prompt_text}],
tokenize=False,
add_generation_prompt=True,
)
start_layer, end_layer = layer_splits[rank]
shard_meta = PipelineShardMetadata(
model_meta=ModelMetadata(
model_id=ModelId("mlx-community/gpt-oss-20b-MXFP4-Q8"),
pretty_name="GPT-OSS 20B",
storage_size=Memory.from_gb(12),
n_layers=24,
hidden_size=2880,
supports_tensor=False,
),
device_rank=rank,
world_size=world_size,
start_layer=start_layer,
end_layer=end_layer,
n_layers=24,
)
model = pipeline_auto_parallel(model, group, shard_meta)
# Barrier before generation
barrier = mlx_core.distributed.all_sum(mlx_core.array([1.0]), group=group)
mlx_core.eval(barrier)
generated_text = ""
for response in stream_generate(
model=model,
tokenizer=tokenizer,
prompt=formatted_prompt,
max_tokens=max_tokens,
prefill_step_size=prefill_step_size,
):
generated_text += response.text
result_queue.put((rank, True, generated_text)) # pyright: ignore[reportAny]
except Exception as e:
result_queue.put((rank, False, f"{e}\n{traceback.format_exc()}")) # pyright: ignore[reportAny]
def run_gpt_oss_tensor_parallel_device(
rank: int,
world_size: int,
hostfile_path: str,
model_path: Path,
prompt_tokens: int,
prefill_step_size: int,
result_queue: Any, # pyright: ignore[reportAny]
max_tokens: int = 10,
) -> None:
import os
import traceback
os.environ["MLX_HOSTFILE"] = hostfile_path
os.environ["MLX_RANK"] = str(rank)
import mlx.core as mlx_core
from mlx_lm import load, stream_generate
from exo.worker.engines.mlx.auto_parallel import tensor_auto_parallel
try:
group = mlx_core.distributed.init(backend="ring", strict=True)
model, tokenizer = load(str(model_path))
base_text = "The quick brown fox jumps over the lazy dog. "
base_tokens = tokenizer.encode(base_text)
base_len = len(base_tokens)
repeats = (prompt_tokens // base_len) + 2
long_text = base_text * repeats
tokens = tokenizer.encode(long_text)
tokens = tokens[:prompt_tokens]
prompt_text = tokenizer.decode(tokens)
formatted_prompt = tokenizer.apply_chat_template(
[{"role": "user", "content": prompt_text}],
tokenize=False,
add_generation_prompt=True,
)
model = tensor_auto_parallel(model, group)
barrier = mlx_core.distributed.all_sum(mlx_core.array([1.0]), group=group)
mlx_core.eval(barrier)
generated_text = ""
for response in stream_generate(
model=model,
tokenizer=tokenizer,
prompt=formatted_prompt,
max_tokens=max_tokens,
prefill_step_size=prefill_step_size,
):
generated_text += response.text
result_queue.put((rank, True, generated_text)) # pyright: ignore[reportAny]
except Exception as e:
result_queue.put((rank, False, f"{e}\n{traceback.format_exc()}")) # pyright: ignore[reportAny]

View File

@@ -1,137 +0,0 @@
import multiprocessing as mp
from typing import Any
import mlx.core as mx
import pytest
from exo.worker.engines.mlx.auto_parallel import (
CustomMlxLayer,
PipelineFirstLayer,
PipelineLastLayer,
)
from exo.worker.tests.unittests.test_mlx.conftest import MockLayer
def run_pipeline_device(
rank: int,
world_size: int,
hostfile_path: str,
result_queue: Any, # pyright: ignore[reportAny]
) -> None:
import os
os.environ["MLX_HOSTFILE"] = hostfile_path
os.environ["MLX_RANK"] = str(rank)
import mlx.core as mlx_core
import mlx.nn as mlx_nn
class MockLayerInner(mlx_nn.Module):
def __init__(self) -> None:
super().__init__()
self.custom_attr = "test_value"
def __call__(
self, x: mlx_core.array, *args: object, **kwargs: object
) -> mlx_core.array:
return x * 2
try:
group = mlx_core.distributed.init(backend="ring", strict=True)
mock = MockLayerInner()
first = PipelineFirstLayer(mock, r=rank, group=group)
composed = PipelineLastLayer(first, r=rank, s=world_size, group=group)
x = mlx_core.ones((1, 4))
result = composed(x)
mlx_core.eval(result)
success = result.shape == x.shape
result_queue.put((rank, success, result)) # pyright: ignore[reportAny]
except Exception as e:
result_queue.put((rank, False, str(e))) # pyright: ignore[reportAny]
def test_single_wrapper_delegates_attributes() -> None:
mock = MockLayer()
wrapped = CustomMlxLayer(mock)
assert wrapped.custom_attr == "test_value" # type: ignore[attr-defined]
assert wrapped.use_sliding is True # type: ignore[attr-defined]
def test_composed_wrappers_delegate_attributes() -> None:
mock = MockLayer()
group = mx.distributed.init()
first = PipelineFirstLayer(mock, r=0, group=group)
composed = PipelineLastLayer(first, r=0, s=1, group=group)
assert composed.custom_attr == "test_value" # type: ignore[attr-defined]
assert composed.use_sliding is True # type: ignore[attr-defined]
def test_missing_attribute_raises() -> None:
mock = MockLayer()
wrapped = CustomMlxLayer(mock)
with pytest.raises(AttributeError):
_ = wrapped.nonexistent_attr # type: ignore[attr-defined]
def test_composed_call_works() -> None:
import json
import os
import tempfile
ctx = mp.get_context("spawn")
world_size = 2
base_port = 29500
hosts = [f"127.0.0.1:{base_port + i}" for i in range(world_size)]
with tempfile.NamedTemporaryFile(mode="w", suffix=".json", delete=False) as f:
json.dump(hosts, f)
hostfile_path = f.name
try:
result_queue: Any = ctx.Queue()
processes: list[Any] = []
for rank in range(world_size):
p = ctx.Process(
target=run_pipeline_device,
args=(rank, world_size, hostfile_path, result_queue),
)
p.start()
processes.append(p)
for p in processes: # pyright: ignore[reportAny]
p.join(timeout=10) # pyright: ignore[reportAny]
results: dict[int, Any] = {}
errors: dict[int, str] = {}
while not result_queue.empty(): # pyright: ignore[reportAny]
rank, success, value = result_queue.get() # pyright: ignore[reportAny]
if success:
results[rank] = value
else:
errors[rank] = value
assert len(results) == world_size, (
f"Expected {world_size} results, got {len(results)}. Errors: {errors}"
)
for rank in range(world_size):
assert rank in results, (
f"Device {rank} failed: {errors.get(rank, 'unknown')}"
)
result_array = results[rank]
# Both devices see the final result (4.0) after all_gather
assert (result_array == 4.0).all(), (
f"Device {rank}: expected 4.0, got {result_array}"
)
finally:
os.unlink(hostfile_path)

View File

@@ -121,21 +121,6 @@ def patch_out_mlx(monkeypatch: pytest.MonkeyPatch):
monkeypatch.setattr(mlx_runner, "mlx_generate", fake_generate)
# Use a fake event_sender to remove test flakiness.
class EventCollector:
def __init__(self) -> None:
self.events: list[Event] = []
def send(self, event: Event) -> None:
self.events.append(event)
def close(self) -> None:
pass
def join(self) -> None:
pass
def _run(tasks: Iterable[Task]):
bound_instance = get_bound_mlx_ring_instance(
instance_id=INSTANCE_1_ID,
@@ -145,20 +130,22 @@ def _run(tasks: Iterable[Task]):
)
task_sender, task_receiver = mp_channel[Task]()
event_sender = EventCollector()
event_sender, event_receiver = mp_channel[Event]()
with task_sender:
with task_sender, event_receiver:
for t in tasks:
task_sender.send(t)
# worst monkeypatch known to man
# this is some c++ nonsense
event_sender.close = nothin
event_sender.join = nothin
task_receiver.close = nothin
task_receiver.join = nothin
mlx_runner.main(bound_instance, event_sender, task_receiver) # type: ignore[arg-type]
mlx_runner.main(bound_instance, event_sender, task_receiver)
return event_sender.events
return event_receiver.collect()
def test_events_processed_in_correct_order(patch_out_mlx: pytest.MonkeyPatch):

View File

@@ -22,6 +22,7 @@ async def check_reachability(
url = f"http://{target_ip}:52415/node_id"
remote_node_id = None
last_error = None
for _ in range(REACHABILITY_ATTEMPTS):
@@ -39,24 +40,24 @@ async def check_reachability(
remote_node_id = NodeId(body)
break
# expected failure cases
except (
httpx.TimeoutException,
httpx.NetworkError,
):
await anyio.sleep(1)
# other failures should be logged on last attempt
except httpx.HTTPError as e:
httpx.ConnectError,
httpx.ConnectTimeout,
httpx.ReadTimeout,
httpx.RemoteProtocolError,
) as e:
last_error = e
await anyio.sleep(1)
if last_error is not None:
logger.warning(
f"connect error {type(last_error).__name__} from {target_ip} after {REACHABILITY_ATTEMPTS} attempts; treating as down"
)
if remote_node_id is None:
else:
if last_error is not None:
logger.warning(
f"connect error {type(last_error).__name__} from {target_ip} after {REACHABILITY_ATTEMPTS} attempts; treating as down"
)
else:
logger.warning(
f"malformed response from {target_ip} after {REACHABILITY_ATTEMPTS} attempts; treating as down"
)
return
if remote_node_id != expected_node_id:

358
uv.lock generated
View File

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