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75 Commits

Author SHA1 Message Date
Ettore Di Giacinto
9decd0813c feat: update go-gpt2 (#359)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-05-23 21:47:47 +02:00
Ettore Di Giacinto
43d3fb3eba ci: add binary releases pipelines (#358) 2023-05-23 17:12:48 +02:00
Ettore Di Giacinto
f5f8c687be examples: add privateGPT example (#355) 2023-05-23 10:32:34 +02:00
ci-robbot [bot]
9e5cd0f10b ⬆️ Update nomic-ai/gpt4all (#348)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-23 09:16:56 +02:00
renovate[bot]
231a3e7c02 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 2ce2220 (#351)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-23 00:59:48 +02:00
renovate[bot]
57172e2e30 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 5ca8767 (#350)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-23 00:06:29 +02:00
Ettore Di Giacinto
043399dd07 fix: re-enable start API message (#349)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-05-23 00:06:13 +02:00
renovate[bot]
6b19356740 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to c8c95ab (#344)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-22 19:04:21 +02:00
ci-robbot [bot]
1cbe6a7067 ⬆️ Update nomic-ai/gpt4all (#345)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-22 19:02:56 +02:00
Ettore Di Giacinto
2912f9870f Update README.md 2023-05-22 00:13:16 +02:00
Ettore Di Giacinto
9630be56e1 fix: make sure ca-certificates is present in the container images (#342) 2023-05-21 15:24:22 +02:00
Robert Hambrock
4aa78843c0 fix: spec compliant instantiation and termination of streams (#341) 2023-05-21 15:24:04 +02:00
renovate[bot]
b36d9f3776 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to aba1147 (#333)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-21 14:38:52 +02:00
Ettore Di Giacinto
6f54cab3f0 feat: allow to set cors (#339) 2023-05-21 14:38:25 +02:00
Ettore Di Giacinto
ed5df1e68e examples: remove threads from example models (#337) 2023-05-21 12:25:24 +02:00
mudler
3c07e11e73 docs: update README 2023-05-21 00:45:24 +02:00
mudler
91bdad1d12 docs: fix typo 2023-05-21 00:41:11 +02:00
ci-robbot [bot]
482a83886e ⬆️ Update ggerganov/whisper.cpp (#332)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-21 00:40:17 +02:00
renovate[bot]
b8f52d67e1 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 041be06 (#331)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 22:21:07 +02:00
renovate[bot]
9ed82199c5 fix(deps): update github.com/go-skynet/go-llama.cpp digest to ccf23ad (#330)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 20:42:59 +02:00
ci-robbot [bot]
864aaf8c4d ⬆️ Update go-skynet/go-llama.cpp (#327)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 20:42:29 +02:00
renovate[bot]
c7056756d5 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 429b978 (#329)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 19:50:28 +02:00
ci-robbot [bot]
93cc8569c3 ⬆️ Update ggerganov/whisper.cpp (#326)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 19:50:01 +02:00
Ettore Di Giacinto
05a3d569b0 feat: allow to override model config (#323) 2023-05-20 17:03:53 +02:00
renovate[bot]
7bc08797f9 fix(deps): update module github.com/gofiber/fiber/v2 to v2.46.0 (#308)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 22:50:17 +10:00
renovate[bot]
5b22704799 fix(deps): update github.com/go-skynet/go-llama.cpp digest to a298043 (#322)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 10:55:22 +02:00
ci-robbot [bot]
9609e4392b ⬆️ Update go-skynet/go-llama.cpp (#321)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 10:53:22 +02:00
Aisuko
d0c033d09b feat: add PR template and stale configuration (#316)
Signed-off-by: Aisuko <urakiny@gmail.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-05-20 09:10:20 +02:00
Ettore Di Giacinto
4e381cbe92 feat: support shorter urls for github repositories (#314) 2023-05-20 09:06:30 +02:00
renovate[bot]
ffaf3b1d36 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 3ee537e (#313)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 00:30:49 +02:00
ci-robbot [bot]
465a3b755d ⬆️ Update nomic-ai/gpt4all (#312)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 00:30:36 +02:00
ci-robbot [bot]
91fc52bfb7 ⬆️ Update go-skynet/go-llama.cpp (#296)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 00:27:13 +02:00
mudler
b425954b9e docs: Update README 2023-05-19 19:42:40 +02:00
Ettore Di Giacinto
2e64ed6255 docs: Update README (#311) 2023-05-19 19:33:53 +02:00
Ettore Di Giacinto
bf3d936aea fix: add LLAMA_CUBLAS on BUILD_TYPE=cublas (#310) 2023-05-19 17:11:28 +02:00
Aisuko
19deea986a fix: missing model path in launch.json (#309)
Signed-off-by: Aisuko <urakiny@gmail.com>
2023-05-19 16:39:48 +02:00
Ettore Di Giacinto
aa7a18f131 github: add ISSUE_TEMPLATE (#307) 2023-05-19 11:46:53 +02:00
ci-robbot [bot]
837ce2cb31 ⬆️ Update nomic-ai/gpt4all (#295)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-19 10:37:12 +02:00
renovate[bot]
cadce540f9 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 914519e (#302)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-19 10:00:07 +02:00
Ettore Di Giacinto
1fade53a61 feat: minor enhancements to /models/apply (#297) 2023-05-19 08:31:11 +02:00
Tyler Gillson
207ce81e4a fix: Dockerfile.build missing cmake in rwkv example (#301)
Signed-off-by: Tyler Gillson <tyler.gillson@gmail.com>
2023-05-19 01:08:20 +02:00
renovate[bot]
fc59f74849 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 94f4018 (#294)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 22:51:02 +02:00
renovate[bot]
9d3c5ead93 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 33f8c2d (#293)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 22:50:45 +02:00
Tyler Gillson
549a01b62e docs: fix langchain-chroma example (#298)
Signed-off-by: Tyler Gillson <tyler.gillson@gmail.com>
2023-05-18 22:50:21 +02:00
renovate[bot]
5a6d9d4e5b fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 546600f (#276)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 21:12:42 +02:00
Sébastien Prud'homme
1a7587ee48 feat: add an environment variable to manage rebuild in Docker image (#290)
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-05-18 19:18:32 +02:00
Ettore Di Giacinto
cc9aa9eb3f feat: add /models/apply endpoint to prepare models (#286) 2023-05-18 15:59:03 +02:00
ci-robbot [bot]
5617e50ebc ⬆️ Update go-skynet/go-llama.cpp (#256)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-18 09:52:48 +02:00
ci-robbot [bot]
b83e8b950d ⬆️ Update nomic-ai/gpt4all (#252)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-18 09:52:35 +02:00
Ettore Di Giacinto
d15fc5371a docs: update README 2023-05-17 22:33:02 +02:00
Ettore Di Giacinto
3f739575d8 Minor fixes (#285) 2023-05-17 21:01:46 +02:00
ci-robbot [bot]
7e4616646f ⬆️ Update go-skynet/go-bert.cpp (#274)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 11:56:32 +02:00
renovate[bot]
44ffaf86ad fix(deps): update github.com/go-skynet/go-llama.cpp digest to b7bbefb (#243)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 11:52:54 +02:00
renovate[bot]
d096644c67 fix(deps): update github.com/go-skynet/go-gpt2.cpp digest to 7bff56f (#217)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 11:52:37 +02:00
renovate[bot]
1428600de4 fix(deps): update github.com/go-skynet/go-bert.cpp digest to cea1ed7 (#242)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 09:47:22 +02:00
renovate[bot]
17b18df600 fix(deps): update github.com/donomii/go-rwkv.cpp digest to 6fdd0c3 (#240)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 08:54:52 +02:00
renovate[bot]
cd81dbae1c fix(deps): update github.com/go-skynet/bloomz.cpp digest to e9366e8 (#227)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 08:17:05 +02:00
ci-robbot [bot]
76be06ed56 ⬆️ Update go-skynet/go-gpt2.cpp (#253)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 01:47:31 +02:00
renovate[bot]
c2026e01c0 fix(deps): update github.com/mudler/go-stable-diffusion digest to c0748ec (#275)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 01:44:14 +02:00
Ettore Di Giacinto
cdca286be1 docker: add openblas and opencv to images (#277) 2023-05-17 01:30:30 +02:00
ci-robbot [bot]
41de6efca9 ⬆️ Update ggerganov/whisper.cpp (#265)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 01:04:14 +02:00
renovate[bot]
63a4ccebdc fix(deps): update module github.com/onsi/ginkgo/v2 to v2.9.5 (#264)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 01:03:43 +02:00
renovate[bot]
9237c1e91d fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 95b02d7 (#254)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-16 22:34:36 +02:00
Ettore Di Giacinto
9d051c5d4f feat: add image generation with ncnn-stablediffusion (#272) 2023-05-16 19:32:53 +02:00
Ettore Di Giacinto
acd03d15f2 feat: add support for cublas/openblas in the llama.cpp backend (#258) 2023-05-16 16:26:25 +02:00
Ettore Di Giacinto
a035de2fdd tests: add rwkv (#261) 2023-05-15 08:15:01 +02:00
Ettore Di Giacinto
76a1267799 bump: update whisper.cpp (#260) 2023-05-15 01:00:16 +02:00
Ettore Di Giacinto
e533b008d4 docs: update README 2023-05-14 18:09:26 +02:00
Ettore Di Giacinto
a4380228e3 docs: update README 2023-05-14 18:08:42 +02:00
Ettore Di Giacinto
2a9d7474ce fix(rwkv): load tokenizer file from model path (#255) 2023-05-14 17:49:10 +02:00
Ettore Di Giacinto
850a690290 docs: update README 2023-05-14 11:14:09 +02:00
Ettore Di Giacinto
39edd9ff73 docs: update README short-term roadmap 2023-05-14 11:12:29 +02:00
ci-robbot [bot]
b82bbbfc6b ⬆️ Update ggerganov/whisper.cpp (#218)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-14 10:03:55 +02:00
mudler
023c065812 docs: Fix typo 2023-05-13 22:14:35 +02:00
mudler
a627a6c4e2 docs: Update README 2023-05-13 22:14:09 +02:00
69 changed files with 2425 additions and 404 deletions

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@@ -1,2 +1,4 @@
models
examples/chatbot-ui/models
examples/chatbot-ui/models
examples/rwkv/models
examples/**/models

27
.env
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@@ -1,5 +1,30 @@
## Set number of threads.
## Note: prefer the number of physical cores. Overbooking the CPU degrades performance notably.
# THREADS=14
## Specify a different bind address (defaults to ":8080")
# ADDRESS=127.0.0.1:8080
## Default models context size
# CONTEXT_SIZE=512
## Default path for models
MODELS_PATH=/models
## Enable debug mode
# DEBUG=true
# BUILD_TYPE=generic
## Specify a build type. Available: cublas, openblas.
# BUILD_TYPE=openblas
## Uncomment and set to false to disable rebuilding from source
# REBUILD=false
## Enable image generation with stablediffusion (requires REBUILD=true)
# GO_TAGS=stablediffusion
## Path where to store generated images
# IMAGE_PATH=/tmp
## Specify a default upload limit in MB (whisper)
# UPLOAD_LIMIT

31
.github/ISSUE_TEMPLATE/bug_report.md vendored Normal file
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@@ -0,0 +1,31 @@
---
name: Bug report
about: Create a report to help us improve
title: ''
labels: bug
assignees: mudler
---
<!-- Thanks for helping us to improve LocalAI! We welcome all bug reports. Please fill out each area of the template so we can better help you. Comments like this will be hidden when you post but you can delete them if you wish. -->
**LocalAI version:**
<!-- Container Image or LocalAI tag/commit -->
**Environment, CPU architecture, OS, and Version:**
<!-- Provide the output from "uname -a", HW specs, if it's a VM -->
**Describe the bug**
<!-- A clear and concise description of what the bug is. -->
**To Reproduce**
<!-- Steps to reproduce the behavior, including the LocalAI command used, if any -->
**Expected behavior**
<!-- A clear and concise description of what you expected to happen. -->
**Logs**
<!-- If applicable, add logs while running LocalAI in debug mode (`--debug` or `DEBUG=true`) to help explain your problem. -->
**Additional context**
<!-- Add any other context about the problem here. -->

8
.github/ISSUE_TEMPLATE/config.yml vendored Normal file
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@@ -0,0 +1,8 @@
blank_issues_enabled: false
contact_links:
- name: Community Support
url: https://github.com/go-skynet/LocalAI/discussions
about: Please ask and answer questions here.
- name: Discord
url: https://discord.gg/uJAeKSAGDy
about: Join our community on Discord!

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@@ -0,0 +1,22 @@
---
name: Feature request
about: Suggest an idea for this project
title: ''
labels: enhancement
assignees: mudler
---
<!-- Thanks for helping us to improve LocalAI! We welcome all feature requests. Please fill out each area of the template so we can better help you. Comments like this will be hidden when you post but you can delete them if you wish. -->
**Is your feature request related to a problem? Please describe.**
<!-- A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] -->
**Describe the solution you'd like**
<!-- A clear and concise description of what you want to happen. -->
**Describe alternatives you've considered**
<!-- A clear and concise description of any alternative solutions or features you've considered. -->
**Additional context**
<!-- Add any other context or screenshots about the feature request here. -->

23
.github/PULL_REQUEST_TEMPLATE.md vendored Normal file
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@@ -0,0 +1,23 @@
**Description**
This PR fixes #
**Notes for Reviewers**
**[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
- [ ] Yes, I signed my commits.
<!--
Thank you for contributing to LocalAI!
Contributing Conventions:
1. Include descriptive PR titles with [<component-name>] prepended.
2. Build and test your changes before submitting a PR.
3. Sign your commits
By following the community's contribution conventions upfront, the review process will
be accelerated and your PR merged more quickly.
-->

24
.github/release.yml vendored Normal file
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@@ -0,0 +1,24 @@
# .github/release.yml
changelog:
exclude:
labels:
- ignore-for-release
categories:
- title: Breaking Changes 🛠
labels:
- Semver-Major
- breaking-change
- title: "Bug fixes :bug:"
labels:
- bug
- title: Exciting New Features 🎉
labels:
- Semver-Minor
- enhancement
- title: 👒 Dependencies
labels:
- dependencies
- title: Other Changes
labels:
- "*"

18
.github/stale.yml vendored Normal file
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@@ -0,0 +1,18 @@
# Number of days of inactivity before an issue becomes stale
daysUntilStale: 45
# Number of days of inactivity before a stale issue is closed
daysUntilClose: 10
# Issues with these labels will never be considered stale
exemptLabels:
- issue/willfix
# Label to use when marking an issue as stale
staleLabel: issue/stale
# Comment to post when marking an issue as stale. Set to `false` to disable
markComment: >
This issue has been automatically marked as stale because it has not had
recent activity. It will be closed if no further activity occurs. Thank you
for your contributions.
# Comment to post when closing a stale issue. Set to `false` to disable
closeComment: >
This issue is being automatically closed due to inactivity.
However, you may choose to reopen this issue.

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@@ -9,14 +9,11 @@ jobs:
fail-fast: false
matrix:
include:
- repository: "go-skynet/go-gpt4all-j.cpp"
variable: "GOGPT4ALLJ_VERSION"
branch: "master"
- repository: "go-skynet/go-llama.cpp"
variable: "GOLLAMA_VERSION"
branch: "master"
- repository: "go-skynet/go-gpt2.cpp"
variable: "GOGPT2_VERSION"
- repository: "go-skynet/go-ggml-transformers.cpp"
variable: "GOGGMLTRANSFORMERS_VERSION"
branch: "master"
- repository: "donomii/go-rwkv.cpp"
variable: "RWKV_VERSION"
@@ -30,7 +27,7 @@ jobs:
- repository: "go-skynet/bloomz.cpp"
variable: "BLOOMZ_VERSION"
branch: "main"
- repository: "go-skynet/gpt4all"
- repository: "nomic-ai/gpt4all"
variable: "GPT4ALL_VERSION"
branch: "main"
runs-on: ubuntu-latest

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@@ -9,6 +9,10 @@ on:
tags:
- '*'
concurrency:
group: ci-${{ github.head_ref || github.ref }}-${{ github.repository }}
cancel-in-progress: true
jobs:
docker:
runs-on: ubuntu-latest

84
.github/workflows/release.yaml vendored Normal file
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@@ -0,0 +1,84 @@
name: Build and Release
on: push
permissions:
contents: write
jobs:
build-linux:
strategy:
matrix:
include:
- build: 'avx2'
defines: ''
- build: 'avx'
defines: '-DLLAMA_AVX2=OFF'
- build: 'avx512'
defines: '-DLLAMA_AVX512=ON'
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v3
with:
submodules: true
- name: Dependencies
run: |
sudo apt-get update
sudo apt-get install build-essential ffmpeg
- name: Build
id: build
env:
CMAKE_ARGS: "${{ matrix.define }}"
BUILD_ID: "${{ matrix.build }}"
run: |
make dist
- uses: actions/upload-artifact@v3
with:
name: ${{ matrix.build }}
path: release/
- name: Release
uses: softprops/action-gh-release@v1
if: startsWith(github.ref, 'refs/tags/')
with:
files: |
release/*
build-macOS:
strategy:
matrix:
include:
- build: 'avx2'
defines: ''
- build: 'avx'
defines: '-DLLAMA_AVX2=OFF'
- build: 'avx512'
defines: '-DLLAMA_AVX512=ON'
runs-on: macOS-latest
steps:
- name: Clone
uses: actions/checkout@v3
with:
submodules: true
- name: Dependencies
run: |
brew update
brew install sdl2 ffmpeg
- name: Build
id: build
env:
CMAKE_ARGS: "${{ matrix.define }}"
BUILD_ID: "${{ matrix.build }}"
run: |
make dist
- uses: actions/upload-artifact@v3
with:
name: ${{ matrix.build }}
path: release/
- name: Release
uses: softprops/action-gh-release@v1
if: startsWith(github.ref, 'refs/tags/')
with:
files: |
release/*

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@@ -1,26 +0,0 @@
name: goreleaser
on:
push:
tags:
- 'v*'
jobs:
goreleaser:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v3
with:
fetch-depth: 0
- name: Set up Go
uses: actions/setup-go@v3
with:
go-version: 1.18
- name: Run GoReleaser
uses: goreleaser/goreleaser-action@v4
with:
version: latest
args: release --clean
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

View File

@@ -9,6 +9,10 @@ on:
tags:
- '*'
concurrency:
group: ci-tests-${{ github.head_ref || github.ref }}-${{ github.repository }}
cancel-in-progress: true
jobs:
ubuntu-latest:
runs-on: ubuntu-latest

5
.gitignore vendored
View File

@@ -1,6 +1,7 @@
# go-llama build artifacts
go-llama
go-gpt4all-j
gpt4all
go-stable-diffusion
go-gpt2
go-rwkv
whisper.cpp
@@ -15,5 +16,7 @@ local-ai
models/*
test-models/
release/
# just in case
.DS_Store

View File

@@ -1,15 +0,0 @@
# Make sure to check the documentation at http://goreleaser.com
project_name: local-ai
builds:
- ldflags:
- -w -s
env:
- CGO_ENABLED=0
goos:
- linux
- darwin
- windows
goarch:
- amd64
- arm64
binary: '{{ .ProjectName }}'

19
.vscode/launch.json vendored
View File

@@ -2,7 +2,20 @@
"version": "0.2.0",
"configurations": [
{
"name": "Launch Go",
"name": "Python: Current File",
"type": "python",
"request": "launch",
"program": "${file}",
"console": "integratedTerminal",
"justMyCode": false,
"cwd": "${workspaceFolder}/examples/langchain-chroma",
"env": {
"OPENAI_API_BASE": "http://localhost:8080/v1",
"OPENAI_API_KEY": "abc"
}
},
{
"name": "Launch LocalAI API",
"type": "go",
"request": "launch",
"mode": "debug",
@@ -11,8 +24,8 @@
"api"
],
"env": {
"C_INCLUDE_PATH": "/workspace/go-llama:/workspace/go-gpt4all-j:/workspace/go-gpt2",
"LIBRARY_PATH": "/workspace/go-llama:/workspace/go-gpt4all-j:/workspace/go-gpt2",
"C_INCLUDE_PATH": "${workspaceFolder}/go-llama:${workspaceFolder}/go-stable-diffusion/:${workspaceFolder}/gpt4all/gpt4all-bindings/golang/:${workspaceFolder}/go-gpt2:${workspaceFolder}/go-rwkv:${workspaceFolder}/whisper.cpp:${workspaceFolder}/go-bert:${workspaceFolder}/bloomz",
"LIBRARY_PATH": "$${workspaceFolder}/go-llama:${workspaceFolder}/go-stable-diffusion/:${workspaceFolder}/gpt4all/gpt4all-bindings/golang/:${workspaceFolder}/go-gpt2:${workspaceFolder}/go-rwkv:${workspaceFolder}/whisper.cpp:${workspaceFolder}/go-bert:${workspaceFolder}/bloomz",
"DEBUG": "true"
}
}

View File

@@ -1,9 +1,11 @@
ARG GO_VERSION=1.20
ARG BUILD_TYPE=
FROM golang:$GO_VERSION
ENV REBUILD=true
WORKDIR /build
RUN apt-get update && apt-get install -y cmake
RUN apt-get update && apt-get install -y cmake libgomp1 libopenblas-dev libopenblas-base libopencv-dev libopencv-core-dev libopencv-core4.5 ca-certificates
COPY . .
RUN make prepare-sources
RUN ln -s /usr/include/opencv4/opencv2/ /usr/include/opencv2
RUN make build
EXPOSE 8080
ENTRYPOINT [ "/build/entrypoint.sh" ]

View File

@@ -4,11 +4,13 @@ ARG BUILD_TYPE=
FROM golang:$GO_VERSION as builder
WORKDIR /build
RUN apt-get update && apt-get install -y cmake
RUN apt-get update && apt-get install -y cmake libgomp1 libopenblas-dev libopenblas-base libopencv-dev libopencv-core-dev libopencv-core4.5
RUN ln -s /usr/include/opencv4/opencv2/ /usr/include/opencv2
COPY . .
RUN make build
FROM debian:$DEBIAN_VERSION
COPY --from=builder /build/local-ai /usr/bin/local-ai
RUN apt-get update && apt-get install -y ca-certificates
EXPOSE 8080
ENTRYPOINT [ "/usr/bin/local-ai" ]

123
Makefile
View File

@@ -3,35 +3,46 @@ GOTEST=$(GOCMD) test
GOVET=$(GOCMD) vet
BINARY_NAME=local-ai
GOLLAMA_VERSION?=eb99b5438787cbd687682da445e879e02bfeaa07
GPT4ALL_REPO?=https://github.com/go-skynet/gpt4all
GPT4ALL_VERSION?=a330bfe26e9e35ca402e16df18973a3b162fb4db
GOGPT2_VERSION?=92421a8cf61ed6e03babd9067af292b094cb1307
GOLLAMA_VERSION?=ccf23adfb278c0165d388389a5d60f3fe38e4854
GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all
GPT4ALL_VERSION?=8119ff4df0a99bde44255db2b8c7290b5582ac2b
GOGGMLTRANSFORMERS_VERSION?=14fd6c9
RWKV_REPO?=https://github.com/donomii/go-rwkv.cpp
RWKV_VERSION?=07166da10cb2a9e8854395a4f210464dcea76e47
WHISPER_CPP_VERSION?=bf2449dfae35a46b2cd92ab22661ce81a48d4993
BERT_VERSION?=33118e0da50318101408986b86a331daeb4a6658
WHISPER_CPP_VERSION?=041be06d5881d3c759cc4ed45d655804361237cd
BERT_VERSION?=cea1ed76a7f48ef386a8e369f6c82c48cdf2d551
BLOOMZ_VERSION?=e9366e82abdfe70565644fbfae9651976714efd1
BUILD_TYPE?=
CGO_LDFLAGS?=
CUDA_LIBPATH?=/usr/local/cuda/lib64/
STABLEDIFFUSION_VERSION?=c0748eca3642d58bcf9521108bcee46959c647dc
GO_TAGS?=
BUILD_ID?=git
OPTIONAL_TARGETS?=
OS := $(shell uname -s)
ARCH := $(shell uname -m)
GREEN := $(shell tput -Txterm setaf 2)
YELLOW := $(shell tput -Txterm setaf 3)
WHITE := $(shell tput -Txterm setaf 7)
CYAN := $(shell tput -Txterm setaf 6)
RESET := $(shell tput -Txterm sgr0)
C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
# Use this if you want to set the default behavior
ifndef BUILD_TYPE
BUILD_TYPE:=default
ifeq ($(BUILD_TYPE),openblas)
CGO_LDFLAGS+=-lopenblas
endif
ifeq ($(BUILD_TYPE), "generic")
GENERIC_PREFIX:=generic-
else
GENERIC_PREFIX:=
ifeq ($(BUILD_TYPE),cublas)
CGO_LDFLAGS+=-lcublas -lcudart -L$(CUDA_LIBPATH)
export LLAMA_CUBLAS=1
endif
ifeq ($(GO_TAGS),stablediffusion)
OPTIONAL_TARGETS+=go-stable-diffusion/libstablediffusion.a
endif
.PHONY: all test build vendor
@@ -57,6 +68,7 @@ gpt4all:
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gptj_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/void replace/void json_gptj_replace/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/::replace/::json_gptj_replace/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/regex_escape/gpt4allregex_escape/g' {} +
mv ./gpt4all/gpt4all-backend/llama.cpp/llama_util.h ./gpt4all/gpt4all-backend/llama.cpp/gptjllama_util.h
## BERT embeddings
@@ -67,6 +79,14 @@ go-bert:
@find ./go-bert -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_bert_/g' {} +
@find ./go-bert -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_bert_/g' {} +
## stable diffusion
go-stable-diffusion:
git clone --recurse-submodules https://github.com/mudler/go-stable-diffusion go-stable-diffusion
cd go-stable-diffusion && git checkout -b build $(STABLEDIFFUSION_VERSION) && git submodule update --init --recursive --depth 1
go-stable-diffusion/libstablediffusion.a:
$(MAKE) -C go-stable-diffusion libstablediffusion.a
## RWKV
go-rwkv:
git clone --recurse-submodules $(RWKV_REPO) go-rwkv
@@ -94,30 +114,33 @@ go-bert/libgobert.a: go-bert
$(MAKE) -C go-bert libgobert.a
gpt4all/gpt4all-bindings/golang/libgpt4all.a: gpt4all
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ $(GENERIC_PREFIX)libgpt4all.a
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ libgpt4all.a
## CEREBRAS GPT
go-gpt2:
git clone --recurse-submodules https://github.com/go-skynet/go-gpt2.cpp go-gpt2
cd go-gpt2 && git checkout -b build $(GOGPT2_VERSION) && git submodule update --init --recursive --depth 1
go-ggml-transformers:
git clone --recurse-submodules https://github.com/go-skynet/go-ggml-transformers.cpp go-ggml-transformers
cd go-ggml-transformers && git checkout -b build $(GOGPT2_VERSION) && git submodule update --init --recursive --depth 1
# This is hackish, but needed as both go-llama and go-gpt4allj have their own version of ggml..
@find ./go-gpt2 -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gpt2_/g' {} +
go-gpt2/libgpt2.a: go-gpt2
$(MAKE) -C go-gpt2 $(GENERIC_PREFIX)libgpt2.a
go-ggml-transformers/libtransformers.a: go-ggml-transformers
$(MAKE) -C go-ggml-transformers libtransformers.a
whisper.cpp:
git clone https://github.com/ggerganov/whisper.cpp.git
cd whisper.cpp && git checkout -b build $(WHISPER_CPP_VERSION) && git submodule update --init --recursive --depth 1
@find ./whisper.cpp -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
@find ./whisper.cpp -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
@find ./whisper.cpp -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
whisper.cpp/libwhisper.a: whisper.cpp
cd whisper.cpp && make libwhisper.a
@@ -127,68 +150,80 @@ go-llama:
cd go-llama && git checkout -b build $(GOLLAMA_VERSION) && git submodule update --init --recursive --depth 1
go-llama/libbinding.a: go-llama
$(MAKE) -C go-llama $(GENERIC_PREFIX)libbinding.a
$(MAKE) -C go-llama BUILD_TYPE=$(BUILD_TYPE) libbinding.a
replace:
$(GOCMD) mod edit -replace github.com/go-skynet/go-llama.cpp=$(shell pwd)/go-llama
$(GOCMD) mod edit -replace github.com/nomic/gpt4all/gpt4all-bindings/golang=$(shell pwd)/gpt4all/gpt4all-bindings/golang
$(GOCMD) mod edit -replace github.com/go-skynet/go-gpt2.cpp=$(shell pwd)/go-gpt2
$(GOCMD) mod edit -replace github.com/nomic-ai/gpt4all/gpt4all-bindings/golang=$(shell pwd)/gpt4all/gpt4all-bindings/golang
$(GOCMD) mod edit -replace github.com/go-skynet/go-ggml-transformers.cpp=$(shell pwd)/go-ggml-transformers
$(GOCMD) mod edit -replace github.com/donomii/go-rwkv.cpp=$(shell pwd)/go-rwkv
$(GOCMD) mod edit -replace github.com/ggerganov/whisper.cpp=$(shell pwd)/whisper.cpp
$(GOCMD) mod edit -replace github.com/go-skynet/go-bert.cpp=$(shell pwd)/go-bert
$(GOCMD) mod edit -replace github.com/go-skynet/bloomz.cpp=$(shell pwd)/bloomz
$(GOCMD) mod edit -replace github.com/mudler/go-stable-diffusion=$(shell pwd)/go-stable-diffusion
prepare-sources: go-llama go-gpt2 gpt4all go-rwkv whisper.cpp go-bert bloomz replace
prepare-sources: go-llama go-ggml-transformers gpt4all go-rwkv whisper.cpp go-bert bloomz go-stable-diffusion replace
$(GOCMD) mod download
## GENERIC
rebuild: ## Rebuilds the project
$(MAKE) -C go-llama clean
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ clean
$(MAKE) -C go-gpt2 clean
$(MAKE) -C go-ggml-transformers clean
$(MAKE) -C go-rwkv clean
$(MAKE) -C whisper.cpp clean
$(MAKE) -C go-stable-diffusion clean
$(MAKE) -C go-bert clean
$(MAKE) -C bloomz clean
$(MAKE) build
prepare: prepare-sources gpt4all/gpt4all-bindings/golang/libgpt4all.a go-llama/libbinding.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a ## Prepares for building
prepare: prepare-sources gpt4all/gpt4all-bindings/golang/libgpt4all.a $(OPTIONAL_TARGETS) go-llama/libbinding.a go-bert/libgobert.a go-ggml-transformers/libtransformers.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a ## Prepares for building
clean: ## Remove build related file
rm -fr ./go-llama
rm -rf ./gpt4all
rm -rf ./go-gpt2
rm -rf ./go-stable-diffusion
rm -rf ./go-ggml-transformers
rm -rf ./go-rwkv
rm -rf ./go-bert
rm -rf ./bloomz
rm -rf ./whisper.cpp
rm -rf $(BINARY_NAME)
rm -rf release/
## Build:
build: prepare ## Build the project
$(info ${GREEN}I local-ai build info:${RESET})
$(info ${GREEN}I BUILD_TYPE: ${YELLOW}$(BUILD_TYPE)${RESET})
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) build -x -o $(BINARY_NAME) ./
$(info ${GREEN}I GO_TAGS: ${YELLOW}$(GO_TAGS)${RESET})
CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) build -tags "$(GO_TAGS)" -x -o $(BINARY_NAME) ./
dist: build
mkdir -p release
cp $(BINARY_NAME) release/$(BINARY_NAME)-$(BUILD_ID)-$(OS)-$(ARCH)
generic-build: ## Build the project using generic
BUILD_TYPE="generic" $(MAKE) build
## Run
run: prepare ## run local-ai
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) run ./main.go
CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) run ./main.go
test-models/testmodel:
mkdir test-models
mkdir test-dir
wget https://huggingface.co/concedo/cerebras-111M-ggml/resolve/main/cerberas-111m-q4_0.bin -O test-models/testmodel
wget https://huggingface.co/nnakasato/ggml-model-test/resolve/main/ggml-model-q4.bin -O test-models/testmodel
wget https://huggingface.co/ggerganov/whisper.cpp/resolve/main/ggml-base.en.bin -O test-models/whisper-en
wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O test-models/bert
wget https://cdn.openai.com/whisper/draft-20220913a/micro-machines.wav -O test-dir/audio.wav
cp tests/fixtures/* test-models
wget https://huggingface.co/imxcstar/rwkv-4-raven-ggml/resolve/main/RWKV-4-Raven-1B5-v11-Eng99%25-Other1%25-20230425-ctx4096-16_Q4_2.bin -O test-models/rwkv
wget https://raw.githubusercontent.com/saharNooby/rwkv.cpp/5eb8f09c146ea8124633ab041d9ea0b1f1db4459/rwkv/20B_tokenizer.json -O test-models/rwkv.tokenizer.json
cp tests/models_fixtures/* test-models
test: prepare test-models/testmodel
cp tests/fixtures/* test-models
@C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo -v -r ./api
cp tests/models_fixtures/* test-models
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo -v -r ./api ./pkg
## Help:
help: ## Show this help.

425
README.md
View File

@@ -9,22 +9,49 @@
[![](https://dcbadge.vercel.app/api/server/uJAeKSAGDy?style=flat-square&theme=default-inverted)](https://discord.gg/uJAeKSAGDy)
**LocalAI** is a drop-in replacement REST API compatible with OpenAI for local CPU inferencing. It allows to run models locally or on-prem with consumer grade hardware, supporting multiple models families. Supports also GPT4ALL-J which is licensed under Apache 2.0.
**LocalAI** is a drop-in replacement REST API that's compatible with OpenAI API specifications for local inferencing. It allows you to run models locally or on-prem with consumer grade hardware, supporting multiple model families that are compatible with the ggml format.
- OpenAI compatible API
- Supports multiple models
For a list of the supported model families, please see [the model compatibility table below](https://github.com/go-skynet/LocalAI#model-compatibility-table).
In a nutshell:
- Local, OpenAI drop-in alternative REST API. You own your data.
- NO GPU required. NO Internet access is required either. Optional, GPU Acceleration is available in `llama.cpp`-compatible LLMs. [See building instructions](https://github.com/go-skynet/LocalAI#cublas).
- Supports multiple models, Audio transcription, Text generation with GPTs, Image generation with stable diffusion (experimental)
- Once loaded the first time, it keep models loaded in memory for faster inference
- Support for prompt templates
- Doesn't shell-out, but uses C bindings for a faster inference and better performance.
- Doesn't shell-out, but uses C++ bindings for a faster inference and better performance.
LocalAI is a community-driven project, focused on making the AI accessible to anyone. Any contribution, feedback and PR is welcome! It was initially created by [mudler](https://github.com/mudler/) at the [SpectroCloud OSS Office](https://github.com/spectrocloud).
LocalAI uses C++ bindings for optimizing speed. It is based on [llama.cpp](https://github.com/ggerganov/llama.cpp), [gpt4all](https://github.com/nomic-ai/gpt4all), [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp), [ggml](https://github.com/ggerganov/ggml), [whisper.cpp](https://github.com/ggerganov/whisper.cpp) for audio transcriptions, and [bert.cpp](https://github.com/skeskinen/bert.cpp) for embedding.
See the [usage](https://github.com/go-skynet/LocalAI#usage) and [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/) sections to learn how to use LocalAI. For a list of curated models check out the [model gallery](https://github.com/go-skynet/model-gallery).
See [examples on how to integrate LocalAI](https://github.com/go-skynet/LocalAI/tree/master/examples/).
### How does it work?
<details>
LocalAI is an API written in Go that serves as an OpenAI shim, enabling software already developed with OpenAI SDKs to seamlessly integrate with LocalAI. It can be effortlessly implemented as a substitute, even on consumer-grade hardware. This capability is achieved by employing various C++ backends, including [ggml](https://github.com/ggerganov/ggml), to perform inference on LLMs using both CPU and, if desired, GPU.
LocalAI uses C++ bindings for optimizing speed. It is based on [llama.cpp](https://github.com/ggerganov/llama.cpp), [gpt4all](https://github.com/nomic-ai/gpt4all), [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp), [ggml](https://github.com/ggerganov/ggml), [whisper.cpp](https://github.com/ggerganov/whisper.cpp) for audio transcriptions, [bert.cpp](https://github.com/skeskinen/bert.cpp) for embedding and [StableDiffusion-NCN](https://github.com/EdVince/Stable-Diffusion-NCNN) for image generation. See [the model compatibility table](https://github.com/go-skynet/LocalAI#model-compatibility-table) to learn about all the components of LocalAI.
![LocalAI](https://github.com/go-skynet/LocalAI/assets/2420543/38de3a9b-3866-48cd-9234-662f9571064a)
</details>
## News
- 21-05-2023: __v1.14.0__ released. Minor updates to the `/models/apply` endpoint, `llama.cpp` backend updated including https://github.com/ggerganov/llama.cpp/pull/1508 which breaks compatibility with older models. `gpt4all` is still compatible with the old format.
- 19-05-2023: __v1.13.0__ released! 🔥🔥 updates to the `gpt4all` and `llama` backend, consolidated CUDA support ( https://github.com/go-skynet/LocalAI/pull/310 thanks to @bubthegreat and @Thireus ), preliminar support for [installing models via API](https://github.com/go-skynet/LocalAI#advanced-prepare-models-using-the-api).
- 17-05-2023: __v1.12.0__ released! 🔥🔥 Minor fixes, plus CUDA (https://github.com/go-skynet/LocalAI/pull/258) support for `llama.cpp`-compatible models and image generation (https://github.com/go-skynet/LocalAI/pull/272).
- 16-05-2023: 🔥🔥🔥 Experimental support for CUDA (https://github.com/go-skynet/LocalAI/pull/258) in the `llama.cpp` backend and Stable diffusion CPU image generation (https://github.com/go-skynet/LocalAI/pull/272) in `master`.
Now LocalAI can generate images too:
| mode=0 | mode=1 (winograd/sgemm) |
|------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|
| ![b6441997879](https://github.com/go-skynet/LocalAI/assets/2420543/d50af51c-51b7-4f39-b6c2-bf04c403894c) | ![winograd2](https://github.com/go-skynet/LocalAI/assets/2420543/1935a69a-ecce-4afc-a099-1ac28cb649b3) |
- 14-05-2023: __v1.11.1__ released! `rwkv` backend patch release
- 13-05-2023: __v1.11.0__ released! 🔥 Updated `llama.cpp` bindings: This update includes a breaking change in the model files ( https://github.com/ggerganov/llama.cpp/pull/1405 ) - old models should still work with the `gpt4all-llama` backend.
- 12-05-2023: __v1.10.0__ released! 🔥🔥 Updated `gpt4all` bindings. Added support for GPTNeox (experimental), RedPajama (experimental), Starcoder (experimental), Replit (experimental), MosaicML MPT. Also now `embeddings` endpoint supports tokens arrays. See the [langchain-chroma](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain-chroma) example! Note - this update does NOT include https://github.com/ggerganov/llama.cpp/pull/1405 which makes models incompatible.
- 11-05-2023: __v1.9.0__ released! 🔥 Important whisper updates ( https://github.com/go-skynet/LocalAI/pull/233 https://github.com/go-skynet/LocalAI/pull/229 ) and extended gpt4all model families support ( https://github.com/go-skynet/LocalAI/pull/232 ). Redpajama/dolly experimental ( https://github.com/go-skynet/LocalAI/pull/214 )
- 10-05-2023: __v1.8.0__ released! 🔥 Added support for fast and accurate embeddings with `bert.cpp` ( https://github.com/go-skynet/LocalAI/pull/222 )
@@ -59,16 +86,14 @@ It is compatible with the models supported by [llama.cpp](https://github.com/gge
Tested with:
- Vicuna
- Alpaca
- [GPT4ALL](https://github.com/nomic-ai/gpt4all) (changes required, see below)
- [GPT4ALL](https://gpt4all.io)
- [GPT4ALL-J](https://gpt4all.io/models/ggml-gpt4all-j.bin) (no changes required)
- Koala
- [cerebras-GPT with ggml](https://huggingface.co/lxe/Cerebras-GPT-2.7B-Alpaca-SP-ggml)
- WizardLM
- [RWKV](https://github.com/BlinkDL/RWKV-LM) models with [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp)
### GPT4ALL
Note: You might need to convert older models to the new format, see [here](https://github.com/ggerganov/llama.cpp#using-gpt4all) for instance to run `gpt4all`.
Note: You might need to convert some models from older models to the new format, for indications, see [the README in llama.cpp](https://github.com/ggerganov/llama.cpp#using-gpt4all) for instance to run `gpt4all`.
### RWKV
@@ -98,31 +123,31 @@ Depending on the model you are attempting to run might need more RAM or CPU reso
<details>
| Backend | Compatible models | Completion/Chat endpoint | Audio transcription | Embeddings support | Token stream support | Github | Bindings |
|-----------------|-----------------------|--------------------------|---------------------|-----------------------------------|----------------------|--------------------------------------------|-------------------------------------------|
| llama | Vicuna, Alpaca, LLaMa | yes | no | yes (doesn't seem to be accurate) | yes | https://github.com/ggerganov/llama.cpp | https://github.com/go-skynet/go-llama.cpp |
| gpt4all-llama | Vicuna, Alpaca, LLaMa | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt4all-mpt | MPT | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt4all-j | GPT4ALL-J | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt2 | GPT/NeoX, Cerebras | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| dolly | Dolly | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| redpajama | RedPajama | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| stableLM | StableLM GPT/NeoX | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| replit | Replit | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| gptneox | GPT NeoX | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| starcoder | Starcoder | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| bloomz | Bloom | yes | no | no | no | https://github.com/NouamaneTazi/bloomz.cpp | https://github.com/go-skynet/bloomz.cpp |
| rwkv | RWKV | yes | no | no | yes | https://github.com/saharNooby/rwkv.cpp | https://github.com/donomii/go-rwkv.cpp |
| bert-embeddings | bert | no | no | yes | no | https://github.com/skeskinen/bert.cpp | https://github.com/go-skynet/go-bert.cpp |
| whisper | whisper | no | yes | no | no | https://github.com/ggerganov/whisper.cpp | https://github.com/ggerganov/whisper.cpp |
| Backend and Bindings | Compatible models | Completion/Chat endpoint | Audio transcription/Image | Embeddings support | Token stream support |
|----------------------------------------------------------------------------------|-----------------------|--------------------------|---------------------------|-----------------------------------|----------------------|
| [llama](https://github.com/ggerganov/llama.cpp) ([binding](https://github.com/go-skynet/go-llama.cpp)) | Vicuna, Alpaca, LLaMa | yes | no | yes (doesn't seem to be accurate) | yes |
| [gpt4all-llama](https://github.com/nomic-ai/gpt4all) | Vicuna, Alpaca, LLaMa | yes | no | no | yes |
| [gpt4all-mpt](https://github.com/nomic-ai/gpt4all) | MPT | yes | no | no | yes |
| [gpt4all-j](https://github.com/nomic-ai/gpt4all) | GPT4ALL-J | yes | no | no | yes |
| [gpt2](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | GPT/NeoX, Cerebras | yes | no | no | no |
| [dolly](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | Dolly | yes | no | no | no |
| [gptj](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | GPTJ | yes | no | no | no |
| [mpt](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | MPT | yes | no | no | no |
| [replit](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | Replit | yes | no | no | no |
| [gptneox](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | GPT NeoX, RedPajama, StableLM | yes | no | no | no |
| [starcoder](https://github.com/ggerganov/ggml) ([binding](https://github.com/go-skynet/go-ggml-transformers.cpp)) | Starcoder | yes | no | no | no |
| [bloomz](https://github.com/NouamaneTazi/bloomz.cpp) ([binding](https://github.com/go-skynet/bloomz.cpp)) | Bloom | yes | no | no | no |
| [rwkv](https://github.com/saharNooby/rwkv.cpp) ([binding](https://github.com/donomii/go-rw)) | rwkv | yes | no | no | yes |
| [bert](https://github.com/skeskinen/bert.cpp) ([binding](https://github.com/go-skynet/go-bert.cpp) | bert | no | no | yes | no |
| [whisper](https://github.com/ggerganov/whisper.cpp) | whisper | no | Audio | no | no |
| [stablediffusion](https://github.com/EdVince/Stable-Diffusion-NCNN) ([binding](https://github.com/mudler/go-stable-diffusion)) | stablediffusion | no | Image | no | no |
</details>
## Usage
> `LocalAI` comes by default as a container image. You can check out all the available images with corresponding tags [here](https://quay.io/repository/go-skynet/local-ai?tab=tags&tag=latest).
The easiest way to run LocalAI is by using `docker-compose`:
The easiest way to run LocalAI is by using `docker-compose` (to build locally, see [building LocalAI](https://github.com/go-skynet/LocalAI/tree/master#setup)):
```bash
@@ -140,7 +165,9 @@ cp your-model.bin models/
# vim .env
# start with docker-compose
docker-compose up -d --build
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
@@ -176,8 +203,9 @@ cp -rf prompt-templates/ggml-gpt4all-j.tmpl models/
# vim .env
# start with docker-compose
docker-compose up -d --build
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
# {"object":"list","data":[{"id":"ggml-gpt4all-j","object":"model"}]}
@@ -192,10 +220,30 @@ curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/jso
```
</details>
To build locally, run `make build` (see below).
### Advanced: prepare models using the API
Instead of installing models manually, you can use the LocalAI API endpoints and a model definition to install programmatically via API models in runtime.
<details>
A curated collection of model files is in the [model-gallery](https://github.com/go-skynet/model-gallery) (work in progress!).
To install for example `gpt4all-j`, you can send a POST call to the `/models/apply` endpoint with the model definition url (`url`) and the name of the model should have in LocalAI (`name`, optional):
```
curl http://localhost:8080/models/apply -H "Content-Type: application/json" -d '{
"url": "https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml",
"name": "gpt4all-j"
}'
```
</details>
### Other examples
![Screenshot from 2023-04-26 23-59-55](https://user-images.githubusercontent.com/2420543/234715439-98d12e03-d3ce-4f94-ab54-2b256808e05e.png)
To see other examples on how to integrate with other projects for instance for question answering or for using it with chatbot-ui, see: [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/).
@@ -286,6 +334,73 @@ Specifying a `config-file` via CLI allows to declare models in a single file as
See also [chatbot-ui](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui) as an example on how to use config files.
### Full config model file reference
```yaml
name: gpt-3.5-turbo
# Default model parameters
parameters:
# Relative to the models path
model: ggml-gpt4all-j
# temperature
temperature: 0.3
# all the OpenAI request options here..
top_k:
top_p:
max_tokens:
batch:
f16: true
ignore_eos: true
n_keep: 10
seed:
mode:
step:
# Default context size
context_size: 512
# Default number of threads
threads: 10
# Define a backend (optional). By default it will try to guess the backend the first time the model is interacted with.
backend: gptj # available: llama, stablelm, gpt2, gptj rwkv
# stopwords (if supported by the backend)
stopwords:
- "HUMAN:"
- "### Response:"
# string to trim space to
trimspace:
- string
# Strings to cut from the response
cutstrings:
- "string"
# define chat roles
roles:
user: "HUMAN:"
system: "GPT:"
assistant: "ASSISTANT:"
template:
# template file ".tmpl" with the prompt template to use by default on the endpoint call. Note there is no extension in the files
completion: completion
chat: ggml-gpt4all-j
edit: edit_template
# Enable F16 if backend supports it
f16: true
# Enable debugging
debug: true
# Enable embeddings
embeddings: true
# Mirostat configuration (llama.cpp only)
mirostat_eta: 0.8
mirostat_tau: 0.9
mirostat: 1
# GPU Layers (only used when built with cublas)
gpu_layers: 22
# Directory used to store additional assets (used for stablediffusion)
asset_dir: ""
```
</details>
### Prompt templates
@@ -343,6 +458,8 @@ local-ai --models-path <model_path> [--address <address>] [--threads <num_thread
| context-size | CONTEXT_SIZE | 512 | Default token context size. |
| debug | DEBUG | false | Enable debug mode. |
| config-file | CONFIG_FILE | empty | Path to a LocalAI config file. |
| upload_limit | UPLOAD_LIMIT | 5MB | Upload limit for whisper. |
| image-path | IMAGE_PATH | empty | Image directory to store and serve processed images. |
</details>
@@ -371,6 +488,8 @@ You should see:
└───────────────────────────────────────────────────┘
```
Note: the binary inside the image is rebuild at the start of the container to enable CPU optimizations for the execution environment, you can set the environment variable `REBUILD` to `false` to prevent this behavior.
</details>
### Build locally
@@ -435,6 +554,50 @@ curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/jso
</details>
### Build with Image generation support
<details>
**Requirements**: OpenCV, Gomp
Image generation is experimental and requires `GO_TAGS=stablediffusion` to be set during build:
```
make GO_TAGS=stablediffusion rebuild
```
</details>
### Accelleration
#### OpenBLAS
<details>
Requirements: OpenBLAS
```
make BUILD_TYPE=openblas build
```
</details>
#### CuBLAS
<details>
Requirement: Nvidia CUDA toolkit
Note: CuBLAS support is experimental, and has not been tested on real HW. please report any issues you find!
```
make BUILD_TYPE=cublas build
```
More informations available in the upstream PR: https://github.com/ggerganov/llama.cpp/pull/1412
</details>
### Windows compatibility
It should work, however you need to make sure you give enough resources to the container. See https://github.com/go-skynet/LocalAI/issues/2
@@ -563,6 +726,8 @@ curl http://localhost:8080/v1/models
### Embeddings
OpenAI docs: https://platform.openai.com/docs/api-reference/embeddings
<details>
The embedding endpoint is experimental and enabled only if the model is configured with `embeddings: true` in its `yaml` file, for example:
@@ -605,6 +770,184 @@ curl http://localhost:8080/v1/audio/transcriptions -H "Content-Type: multipart/f
{"text":"My fellow Americans, this day has brought terrible news and great sadness to our country.At nine o'clock this morning, Mission Control in Houston lost contact with our Space ShuttleColumbia.A short time later, debris was seen falling from the skies above Texas.The Columbia's lost.There are no survivors.One board was a crew of seven.Colonel Rick Husband, Lieutenant Colonel Michael Anderson, Commander Laurel Clark, Captain DavidBrown, Commander William McCool, Dr. Kultna Shavla, and Elon Ramon, a colonel in the IsraeliAir Force.These men and women assumed great risk in the service to all humanity.In an age when spaceflight has come to seem almost routine, it is easy to overlook thedangers of travel by rocket and the difficulties of navigating the fierce outer atmosphere ofthe Earth.These astronauts knew the dangers, and they faced them willingly, knowing they had a highand noble purpose in life.Because of their courage and daring and idealism, we will miss them all the more.All Americans today are thinking as well of the families of these men and women who havebeen given this sudden shock and grief.You're not alone.Our entire nation agrees with you, and those you loved will always have the respect andgratitude of this country.The cause in which they died will continue.Mankind has led into the darkness beyond our world by the inspiration of discovery andthe longing to understand.Our journey into space will go on.In the skies today, we saw destruction and tragedy.As farther than we can see, there is comfort and hope.In the words of the prophet Isaiah, \"Lift your eyes and look to the heavens who createdall these, he who brings out the starry hosts one by one and calls them each by name.\"Because of his great power and mighty strength, not one of them is missing.The same creator who names the stars also knows the names of the seven souls we mourntoday.The crew of the shuttle Columbia did not return safely to Earth yet we can pray that all aresafely home.May God bless the grieving families and may God continue to bless America.[BLANK_AUDIO]"}
```
</details>
### Image generation
OpenAI docs: https://platform.openai.com/docs/api-reference/images/create
LocalAI supports generating images with Stable diffusion, running on CPU.
| mode=0 | mode=1 (winograd/sgemm) |
|------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|
| ![test](https://github.com/go-skynet/LocalAI/assets/2420543/7145bdee-4134-45bb-84d4-f11cb08a5638) | ![b643343452981](https://github.com/go-skynet/LocalAI/assets/2420543/abf14de1-4f50-4715-aaa4-411d703a942a) |
| ![b6441997879](https://github.com/go-skynet/LocalAI/assets/2420543/d50af51c-51b7-4f39-b6c2-bf04c403894c) | ![winograd2](https://github.com/go-skynet/LocalAI/assets/2420543/1935a69a-ecce-4afc-a099-1ac28cb649b3) |
| ![winograd](https://github.com/go-skynet/LocalAI/assets/2420543/1979a8c4-a70d-4602-95ed-642f382f6c6a) | ![winograd3](https://github.com/go-skynet/LocalAI/assets/2420543/e6d184d4-5002-408f-b564-163986e1bdfb) |
<details>
To generate an image you can send a POST request to the `/v1/images/generations` endpoint with the instruction as the request body:
```bash
# 512x512 is supported too
curl http://localhost:8080/v1/images/generations -H "Content-Type: application/json" -d '{
"prompt": "A cute baby sea otter",
"size": "256x256"
}'
```
Available additional parameters: `mode`, `step`.
Note: To set a negative prompt, you can split the prompt with `|`, for instance: `a cute baby sea otter|malformed`.
```bash
curl http://localhost:8080/v1/images/generations -H "Content-Type: application/json" -d '{
"prompt": "floating hair, portrait, ((loli)), ((one girl)), cute face, hidden hands, asymmetrical bangs, beautiful detailed eyes, eye shadow, hair ornament, ribbons, bowties, buttons, pleated skirt, (((masterpiece))), ((best quality)), colorful|((part of the head)), ((((mutated hands and fingers)))), deformed, blurry, bad anatomy, disfigured, poorly drawn face, mutation, mutated, extra limb, ugly, poorly drawn hands, missing limb, blurry, floating limbs, disconnected limbs, malformed hands, blur, out of focus, long neck, long body, Octane renderer, lowres, bad anatomy, bad hands, text",
"size": "256x256"
}'
```
Note: image generator supports images up to 512x512. You can use other tools however to upscale the image, for instance: https://github.com/upscayl/upscayl.
#### Setup
Note: In order to use the `images/generation` endpoint, you need to build LocalAI with `GO_TAGS=stablediffusion`.
1. Create a model file `stablediffusion.yaml` in the models folder:
```yaml
name: stablediffusion
backend: stablediffusion
asset_dir: stablediffusion_assets
```
2. Create a `stablediffusion_assets` directory inside your `models` directory
3. Download the ncnn assets from https://github.com/EdVince/Stable-Diffusion-NCNN#out-of-box and place them in `stablediffusion_assets`.
The models directory should look like the following:
```
models
├── stablediffusion_assets
│   ├── AutoencoderKL-256-256-fp16-opt.param
│   ├── AutoencoderKL-512-512-fp16-opt.param
│   ├── AutoencoderKL-base-fp16.param
│   ├── AutoencoderKL-encoder-512-512-fp16.bin
│   ├── AutoencoderKL-fp16.bin
│   ├── FrozenCLIPEmbedder-fp16.bin
│   ├── FrozenCLIPEmbedder-fp16.param
│   ├── log_sigmas.bin
│   ├── tmp-AutoencoderKL-encoder-256-256-fp16.param
│   ├── UNetModel-256-256-MHA-fp16-opt.param
│   ├── UNetModel-512-512-MHA-fp16-opt.param
│   ├── UNetModel-base-MHA-fp16.param
│   ├── UNetModel-MHA-fp16.bin
│   └── vocab.txt
└── stablediffusion.yaml
```
</details>
## LocalAI API endpoints
Besides the OpenAI endpoints, there are additional LocalAI-only API endpoints.
### Applying a model - `/models/apply`
This endpoint can be used to install a model in runtime.
<details>
LocalAI will create a batch process that downloads the required files from a model definition and automatically reload itself to include the new model.
Input: `url`, `name` (optional), `files` (optional)
```bash
curl http://localhost:8080/models/apply -H "Content-Type: application/json" -d '{
"url": "<MODEL_DEFINITION_URL>",
"name": "<MODEL_NAME>",
"files": [
{
"uri": "<additional_file>",
"sha256": "<additional_file_hash>",
"filename": "<additional_file_name>"
},
"overrides": { "backend": "...", "f16": true }
]
}
```
An optional, list of additional files can be specified to be downloaded within `files`. The `name` allows to override the model name. Finally it is possible to override the model config file with `override`.
Returns an `uuid` and an `url` to follow up the state of the process:
```json
{ "uuid":"251475c9-f666-11ed-95e0-9a8a4480ac58", "status":"http://localhost:8080/models/jobs/251475c9-f666-11ed-95e0-9a8a4480ac58"}
```
To see a collection example of curated models definition files, see the [model-gallery](https://github.com/go-skynet/model-gallery).
</details>
### Inquiry model job state `/models/jobs/<uid>`
This endpoint returns the state of the batch job associated to a model
<details>
This endpoint can be used with the uuid returned by `/models/apply` to check a job state:
```bash
curl http://localhost:8080/models/jobs/251475c9-f666-11ed-95e0-9a8a4480ac58
```
Returns a json containing the error, and if the job is being processed:
```json
{"error":null,"processed":true,"message":"completed"}
```
</details>
## Clients
OpenAI clients are already compatible with LocalAI by overriding the basePath, or the target URL.
## Javascript
<details>
https://github.com/openai/openai-node/
```javascript
import { Configuration, OpenAIApi } from 'openai';
const configuration = new Configuration({
basePath: `http://localhost:8080/v1`
});
const openai = new OpenAIApi(configuration);
```
</details>
## Python
<details>
https://github.com/openai/openai-python
Set the `OPENAI_API_BASE` environment variable, or by code:
```python
import openai
openai.api_base = "http://localhost:8080/v1"
# create a chat completion
chat_completion = openai.ChatCompletion.create(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hello world"}])
# print the completion
print(completion.choices[0].message.content)
```
</details>
## Frequently asked questions
@@ -643,7 +986,7 @@ Yes! If the client uses OpenAI and supports setting a different base URL to send
<details>
Not currently, as ggml doesn't support GPUs yet: https://github.com/ggerganov/llama.cpp/discussions/915.
There is partial GPU support, see build instructions above.
</details>
@@ -683,6 +1026,9 @@ Feel free to open up a PR to get your project listed!
- [x] Multi-model support
- [x] Have a webUI!
- [x] Allow configuration of defaults for models.
- [x] Support for embeddings
- [x] Support for audio transcription with https://github.com/ggerganov/whisper.cpp
- [ ] GPU/CUDA support ( https://github.com/go-skynet/LocalAI/issues/69 )
- [ ] Enable automatic downloading of models from a curated gallery, with only free-licensed models, directly from the webui.
## Star history
@@ -699,16 +1045,21 @@ MIT
- [go-skynet/go-llama.cpp](https://github.com/go-skynet/go-llama.cpp)
- [go-skynet/go-gpt4all-j.cpp](https://github.com/go-skynet/go-gpt4all-j.cpp)
- [go-skynet/go-gpt2.cpp](https://github.com/go-skynet/go-gpt2.cpp)
- [go-skynet/go-ggml-transformers.cpp](https://github.com/go-skynet/go-ggml-transformers.cpp)
- [go-skynet/go-bert.cpp](https://github.com/go-skynet/go-bert.cpp)
- [donomii/go-rwkv.cpp](https://github.com/donomii/go-rwkv.cpp)
## Acknowledgements
LocalAI couldn't have been built without the help of great software already available from the community. Thank you!
- [llama.cpp](https://github.com/ggerganov/llama.cpp)
- https://github.com/tatsu-lab/stanford_alpaca
- https://github.com/cornelk/llama-go for the initial ideas
- https://github.com/antimatter15/alpaca.cpp for the light model version (this is compatible and tested only with that checkpoint model!)
- https://github.com/antimatter15/alpaca.cpp
- https://github.com/EdVince/Stable-Diffusion-NCNN
- https://github.com/ggerganov/whisper.cpp
- https://github.com/saharNooby/rwkv.cpp
## Contributors

View File

@@ -3,7 +3,6 @@ package api
import (
"errors"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/gofiber/fiber/v2"
"github.com/gofiber/fiber/v2/middleware/cors"
"github.com/gofiber/fiber/v2/middleware/logger"
@@ -12,16 +11,18 @@ import (
"github.com/rs/zerolog/log"
)
func App(configFile string, loader *model.ModelLoader, uploadLimitMB, threads, ctxSize int, f16 bool, debug, disableMessage bool) *fiber.App {
func App(opts ...AppOption) *fiber.App {
options := newOptions(opts...)
zerolog.SetGlobalLevel(zerolog.InfoLevel)
if debug {
if options.debug {
zerolog.SetGlobalLevel(zerolog.DebugLevel)
}
// Return errors as JSON responses
app := fiber.New(fiber.Config{
BodyLimit: uploadLimitMB * 1024 * 1024, // this is the default limit of 4MB
DisableStartupMessage: disableMessage,
BodyLimit: options.uploadLimitMB * 1024 * 1024, // this is the default limit of 4MB
DisableStartupMessage: options.disableMessage,
// Override default error handler
ErrorHandler: func(ctx *fiber.Ctx, err error) error {
// Status code defaults to 500
@@ -42,53 +43,80 @@ func App(configFile string, loader *model.ModelLoader, uploadLimitMB, threads, c
},
})
if debug {
if options.debug {
app.Use(logger.New(logger.Config{
Format: "[${ip}]:${port} ${status} - ${method} ${path}\n",
}))
}
cm := make(ConfigMerger)
if err := cm.LoadConfigs(loader.ModelPath); err != nil {
cm := NewConfigMerger()
if err := cm.LoadConfigs(options.loader.ModelPath); err != nil {
log.Error().Msgf("error loading config files: %s", err.Error())
}
if configFile != "" {
if err := cm.LoadConfigFile(configFile); err != nil {
if options.configFile != "" {
if err := cm.LoadConfigFile(options.configFile); err != nil {
log.Error().Msgf("error loading config file: %s", err.Error())
}
}
if debug {
for k, v := range cm {
log.Debug().Msgf("Model: %s (config: %+v)", k, v)
if options.debug {
for _, v := range cm.ListConfigs() {
cfg, _ := cm.GetConfig(v)
log.Debug().Msgf("Model: %s (config: %+v)", v, cfg)
}
}
// Default middleware config
app.Use(recover.New())
app.Use(cors.New())
if options.cors {
if options.corsAllowOrigins == "" {
app.Use(cors.New())
} else {
app.Use(cors.New(cors.Config{
AllowOrigins: options.corsAllowOrigins,
}))
}
}
// LocalAI API endpoints
applier := newGalleryApplier(options.loader.ModelPath)
applier.start(options.context, cm)
app.Post("/models/apply", applyModelGallery(options.loader.ModelPath, cm, applier.C))
app.Get("/models/jobs/:uuid", getOpStatus(applier))
// openAI compatible API endpoint
app.Post("/v1/chat/completions", chatEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/chat/completions", chatEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/v1/edits", editEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/edits", editEndpoint(cm, debug, loader, threads, ctxSize, f16))
// chat
app.Post("/v1/chat/completions", chatEndpoint(cm, options))
app.Post("/chat/completions", chatEndpoint(cm, options))
app.Post("/v1/completions", completionEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/completions", completionEndpoint(cm, debug, loader, threads, ctxSize, f16))
// edit
app.Post("/v1/edits", editEndpoint(cm, options))
app.Post("/edits", editEndpoint(cm, options))
app.Post("/v1/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
// completion
app.Post("/v1/completions", completionEndpoint(cm, options))
app.Post("/completions", completionEndpoint(cm, options))
// /v1/engines/{engine_id}/embeddings
// embeddings
app.Post("/v1/embeddings", embeddingsEndpoint(cm, options))
app.Post("/embeddings", embeddingsEndpoint(cm, options))
app.Post("/v1/engines/:model/embeddings", embeddingsEndpoint(cm, options))
app.Post("/v1/engines/:model/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
// audio
app.Post("/v1/audio/transcriptions", transcriptEndpoint(cm, options))
app.Post("/v1/audio/transcriptions", transcriptEndpoint(cm, debug, loader, threads, ctxSize, f16))
// images
app.Post("/v1/images/generations", imageEndpoint(cm, options))
app.Get("/v1/models", listModels(loader, cm))
app.Get("/models", listModels(loader, cm))
if options.imageDir != "" {
app.Static("/generated-images", options.imageDir)
}
// models
app.Get("/v1/models", listModels(options.loader, cm))
app.Get("/models", listModels(options.loader, cm))
return app
}

View File

@@ -1,7 +1,12 @@
package api_test
import (
"bytes"
"context"
"encoding/json"
"fmt"
"io/ioutil"
"net/http"
"os"
"path/filepath"
"runtime"
@@ -11,21 +16,189 @@ import (
"github.com/gofiber/fiber/v2"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"gopkg.in/yaml.v3"
openaigo "github.com/otiai10/openaigo"
"github.com/sashabaranov/go-openai"
)
type modelApplyRequest struct {
URL string `json:"url"`
Name string `json:"name"`
Overrides map[string]string `json:"overrides"`
}
func getModelStatus(url string) (response map[string]interface{}) {
// Create the HTTP request
resp, err := http.Get(url)
if err != nil {
fmt.Println("Error creating request:", err)
return
}
defer resp.Body.Close()
body, err := ioutil.ReadAll(resp.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
return
}
// Unmarshal the response into a map[string]interface{}
err = json.Unmarshal(body, &response)
if err != nil {
fmt.Println("Error unmarshaling JSON response:", err)
return
}
return
}
func postModelApplyRequest(url string, request modelApplyRequest) (response map[string]interface{}) {
//url := "http://localhost:AI/models/apply"
// Create the request payload
payload, err := json.Marshal(request)
if err != nil {
fmt.Println("Error marshaling JSON:", err)
return
}
// Create the HTTP request
req, err := http.NewRequest("POST", url, bytes.NewBuffer(payload))
if err != nil {
fmt.Println("Error creating request:", err)
return
}
req.Header.Set("Content-Type", "application/json")
// Make the request
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Println("Error making request:", err)
return
}
defer resp.Body.Close()
body, err := ioutil.ReadAll(resp.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
return
}
// Unmarshal the response into a map[string]interface{}
err = json.Unmarshal(body, &response)
if err != nil {
fmt.Println("Error unmarshaling JSON response:", err)
return
}
return
}
var _ = Describe("API test", func() {
var app *fiber.App
var modelLoader *model.ModelLoader
var client *openai.Client
var client2 *openaigo.Client
var c context.Context
var cancel context.CancelFunc
var tmpdir string
Context("API with ephemeral models", func() {
BeforeEach(func() {
var err error
tmpdir, err = os.MkdirTemp("", "")
Expect(err).ToNot(HaveOccurred())
modelLoader = model.NewModelLoader(tmpdir)
c, cancel = context.WithCancel(context.Background())
app = App(WithContext(c), WithModelLoader(modelLoader))
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
defaultConfig.BaseURL = "http://127.0.0.1:9090/v1"
client2 = openaigo.NewClient("")
client2.BaseURL = defaultConfig.BaseURL
// Wait for API to be ready
client = openai.NewClientWithConfig(defaultConfig)
Eventually(func() error {
_, err := client.ListModels(context.TODO())
return err
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
os.RemoveAll(tmpdir)
})
Context("Applying models", func() {
It("overrides models", func() {
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml",
Name: "bert",
Overrides: map[string]string{
"backend": "llama",
},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
dat, err := os.ReadFile(filepath.Join(tmpdir, "bert.yaml"))
Expect(err).ToNot(HaveOccurred())
content := map[string]interface{}{}
err = yaml.Unmarshal(dat, &content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("llama"))
})
It("apply models without overrides", func() {
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml",
Name: "bert",
Overrides: map[string]string{},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
dat, err := os.ReadFile(filepath.Join(tmpdir, "bert.yaml"))
Expect(err).ToNot(HaveOccurred())
content := map[string]interface{}{}
err = yaml.Unmarshal(dat, &content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("bert-embeddings"))
})
})
})
Context("API query", func() {
BeforeEach(func() {
modelLoader = model.NewModelLoader(os.Getenv("MODELS_PATH"))
app = App("", modelLoader, 15, 1, 512, false, true, true)
c, cancel = context.WithCancel(context.Background())
app = App(WithContext(c), WithModelLoader(modelLoader))
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
@@ -42,12 +215,13 @@ var _ = Describe("API test", func() {
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
})
It("returns the models list", func() {
models, err := client.ListModels(context.TODO())
Expect(err).ToNot(HaveOccurred())
Expect(len(models.Models)).To(Equal(7))
Expect(len(models.Models)).To(Equal(10))
})
It("can generate completions", func() {
resp, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "testmodel", Prompt: "abcdedfghikl"})
@@ -123,12 +297,26 @@ var _ = Describe("API test", func() {
Expect(err).ToNot(HaveOccurred())
Expect(resp2.Data[0].Embedding).To(Equal(sunEmbedding))
})
Context("backends", func() {
It("runs rwkv", func() {
if runtime.GOOS != "linux" {
Skip("test supported only on linux")
}
resp, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "rwkv_test", Prompt: "Count up to five: one, two, three, four,"})
Expect(err).ToNot(HaveOccurred())
Expect(len(resp.Choices) > 0).To(BeTrue())
Expect(resp.Choices[0].Text).To(Equal(" five."))
})
})
})
Context("Config file", func() {
BeforeEach(func() {
modelLoader = model.NewModelLoader(os.Getenv("MODELS_PATH"))
app = App(os.Getenv("CONFIG_FILE"), modelLoader, 5, 1, 512, false, true, true)
c, cancel = context.WithCancel(context.Background())
app = App(WithContext(c), WithModelLoader(modelLoader), WithConfigFile(os.Getenv("CONFIG_FILE")))
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
@@ -143,13 +331,13 @@ var _ = Describe("API test", func() {
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
})
It("can generate chat completions from config file", func() {
models, err := client.ListModels(context.TODO())
Expect(err).ToNot(HaveOccurred())
Expect(len(models.Models)).To(Equal(9))
Expect(len(models.Models)).To(Equal(12))
})
It("can generate chat completions from config file", func() {
resp, err := client.CreateChatCompletion(context.TODO(), openai.ChatCompletionRequest{Model: "list1", Messages: []openai.ChatCompletionMessage{openai.ChatCompletionMessage{Role: "user", Content: "abcdedfghikl"}}})

View File

@@ -7,6 +7,7 @@ import (
"os"
"path/filepath"
"strings"
"sync"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/gofiber/fiber/v2"
@@ -15,23 +16,24 @@ import (
)
type Config struct {
OpenAIRequest `yaml:"parameters"`
Name string `yaml:"name"`
StopWords []string `yaml:"stopwords"`
Cutstrings []string `yaml:"cutstrings"`
TrimSpace []string `yaml:"trimspace"`
ContextSize int `yaml:"context_size"`
F16 bool `yaml:"f16"`
Threads int `yaml:"threads"`
Debug bool `yaml:"debug"`
Roles map[string]string `yaml:"roles"`
Embeddings bool `yaml:"embeddings"`
Backend string `yaml:"backend"`
TemplateConfig TemplateConfig `yaml:"template"`
MirostatETA float64 `yaml:"mirostat_eta"`
MirostatTAU float64 `yaml:"mirostat_tau"`
Mirostat int `yaml:"mirostat"`
OpenAIRequest `yaml:"parameters"`
Name string `yaml:"name"`
StopWords []string `yaml:"stopwords"`
Cutstrings []string `yaml:"cutstrings"`
TrimSpace []string `yaml:"trimspace"`
ContextSize int `yaml:"context_size"`
F16 bool `yaml:"f16"`
Threads int `yaml:"threads"`
Debug bool `yaml:"debug"`
Roles map[string]string `yaml:"roles"`
Embeddings bool `yaml:"embeddings"`
Backend string `yaml:"backend"`
TemplateConfig TemplateConfig `yaml:"template"`
MirostatETA float64 `yaml:"mirostat_eta"`
MirostatTAU float64 `yaml:"mirostat_tau"`
Mirostat int `yaml:"mirostat"`
NGPULayers int `yaml:"gpu_layers"`
ImageGenerationAssets string `yaml:"asset_dir"`
PromptStrings, InputStrings []string
InputToken [][]int
}
@@ -42,8 +44,16 @@ type TemplateConfig struct {
Edit string `yaml:"edit"`
}
type ConfigMerger map[string]Config
type ConfigMerger struct {
configs map[string]Config
sync.Mutex
}
func NewConfigMerger() *ConfigMerger {
return &ConfigMerger{
configs: make(map[string]Config),
}
}
func ReadConfigFile(file string) ([]*Config, error) {
c := &[]*Config{}
f, err := os.ReadFile(file)
@@ -71,28 +81,51 @@ func ReadConfig(file string) (*Config, error) {
}
func (cm ConfigMerger) LoadConfigFile(file string) error {
cm.Lock()
defer cm.Unlock()
c, err := ReadConfigFile(file)
if err != nil {
return fmt.Errorf("cannot load config file: %w", err)
}
for _, cc := range c {
cm[cc.Name] = *cc
cm.configs[cc.Name] = *cc
}
return nil
}
func (cm ConfigMerger) LoadConfig(file string) error {
cm.Lock()
defer cm.Unlock()
c, err := ReadConfig(file)
if err != nil {
return fmt.Errorf("cannot read config file: %w", err)
}
cm[c.Name] = *c
cm.configs[c.Name] = *c
return nil
}
func (cm ConfigMerger) GetConfig(m string) (Config, bool) {
cm.Lock()
defer cm.Unlock()
v, exists := cm.configs[m]
return v, exists
}
func (cm ConfigMerger) ListConfigs() []string {
cm.Lock()
defer cm.Unlock()
var res []string
for k := range cm.configs {
res = append(res, k)
}
return res
}
func (cm ConfigMerger) LoadConfigs(path string) error {
cm.Lock()
defer cm.Unlock()
files, err := ioutil.ReadDir(path)
if err != nil {
return err
@@ -105,7 +138,7 @@ func (cm ConfigMerger) LoadConfigs(path string) error {
}
c, err := ReadConfig(filepath.Join(path, file.Name()))
if err == nil {
cm[c.Name] = *c
cm.configs[c.Name] = *c
}
}
@@ -211,12 +244,11 @@ func updateConfig(config *Config, input *OpenAIRequest) {
}
}
}
func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) {
func readInput(c *fiber.Ctx, loader *model.ModelLoader, randomModel bool) (string, *OpenAIRequest, error) {
input := new(OpenAIRequest)
// Get input data from the request body
if err := c.BodyParser(input); err != nil {
return nil, nil, err
return "", nil, err
}
modelFile := input.Model
@@ -234,14 +266,14 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
bearerExists := bearer != "" && loader.ExistsInModelPath(bearer)
// If no model was specified, take the first available
if modelFile == "" && !bearerExists {
if modelFile == "" && !bearerExists && randomModel {
models, _ := loader.ListModels()
if len(models) > 0 {
modelFile = models[0]
log.Debug().Msgf("No model specified, using: %s", modelFile)
} else {
log.Debug().Msgf("No model specified, returning error")
return nil, nil, fmt.Errorf("no model specified")
return "", nil, fmt.Errorf("no model specified")
}
}
@@ -250,7 +282,10 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
log.Debug().Msgf("Using model from bearer token: %s", bearer)
modelFile = bearer
}
return modelFile, input, nil
}
func readConfig(modelFile string, input *OpenAIRequest, cm *ConfigMerger, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) {
// Load a config file if present after the model name
modelConfig := filepath.Join(loader.ModelPath, modelFile+".yaml")
if _, err := os.Stat(modelConfig); err == nil {
@@ -260,7 +295,7 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
}
var config *Config
cfg, exists := cm[modelFile]
cfg, exists := cm.GetConfig(modelFile)
if !exists {
config = &Config{
OpenAIRequest: defaultRequest(modelFile),

196
api/gallery.go Normal file
View File

@@ -0,0 +1,196 @@
package api
import (
"context"
"fmt"
"io/ioutil"
"net/http"
"net/url"
"strings"
"sync"
"github.com/go-skynet/LocalAI/pkg/gallery"
"github.com/gofiber/fiber/v2"
"github.com/google/uuid"
"gopkg.in/yaml.v3"
)
type galleryOp struct {
req ApplyGalleryModelRequest
id string
}
type galleryOpStatus struct {
Error error `json:"error"`
Processed bool `json:"processed"`
Message string `json:"message"`
}
type galleryApplier struct {
modelPath string
sync.Mutex
C chan galleryOp
statuses map[string]*galleryOpStatus
}
func newGalleryApplier(modelPath string) *galleryApplier {
return &galleryApplier{
modelPath: modelPath,
C: make(chan galleryOp),
statuses: make(map[string]*galleryOpStatus),
}
}
func (g *galleryApplier) updatestatus(s string, op *galleryOpStatus) {
g.Lock()
defer g.Unlock()
g.statuses[s] = op
}
func (g *galleryApplier) getstatus(s string) *galleryOpStatus {
g.Lock()
defer g.Unlock()
return g.statuses[s]
}
func (g *galleryApplier) start(c context.Context, cm *ConfigMerger) {
go func() {
for {
select {
case <-c.Done():
return
case op := <-g.C:
g.updatestatus(op.id, &galleryOpStatus{Message: "processing"})
updateError := func(e error) {
g.updatestatus(op.id, &galleryOpStatus{Error: e, Processed: true})
}
url, err := op.req.DecodeURL()
if err != nil {
updateError(err)
continue
}
// Send a GET request to the URL
response, err := http.Get(url)
if err != nil {
updateError(err)
continue
}
defer response.Body.Close()
// Read the response body
body, err := ioutil.ReadAll(response.Body)
if err != nil {
updateError(err)
continue
}
// Unmarshal YAML data into a Config struct
var config gallery.Config
err = yaml.Unmarshal(body, &config)
if err != nil {
updateError(fmt.Errorf("failed to unmarshal YAML: %v", err))
continue
}
config.Files = append(config.Files, op.req.AdditionalFiles...)
if err := gallery.Apply(g.modelPath, op.req.Name, &config, op.req.Overrides); err != nil {
updateError(err)
continue
}
// Reload models
if err := cm.LoadConfigs(g.modelPath); err != nil {
updateError(err)
continue
}
g.updatestatus(op.id, &galleryOpStatus{Processed: true, Message: "completed"})
}
}
}()
}
// endpoints
type ApplyGalleryModelRequest struct {
URL string `json:"url"`
Name string `json:"name"`
Overrides map[string]interface{} `json:"overrides"`
AdditionalFiles []gallery.File `json:"files"`
}
const (
githubURI = "github:"
)
func (request ApplyGalleryModelRequest) DecodeURL() (string, error) {
input := request.URL
var rawURL string
if strings.HasPrefix(input, githubURI) {
parts := strings.Split(input, ":")
repoParts := strings.Split(parts[1], "@")
branch := "main"
if len(repoParts) > 1 {
branch = repoParts[1]
}
repoPath := strings.Split(repoParts[0], "/")
org := repoPath[0]
project := repoPath[1]
projectPath := strings.Join(repoPath[2:], "/")
rawURL = fmt.Sprintf("https://raw.githubusercontent.com/%s/%s/%s/%s", org, project, branch, projectPath)
} else if strings.HasPrefix(input, "http://") || strings.HasPrefix(input, "https://") {
// Handle regular URLs
u, err := url.Parse(input)
if err != nil {
return "", fmt.Errorf("invalid URL: %w", err)
}
rawURL = u.String()
} else {
return "", fmt.Errorf("invalid URL format")
}
return rawURL, nil
}
func getOpStatus(g *galleryApplier) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
status := g.getstatus(c.Params("uuid"))
if status == nil {
return fmt.Errorf("could not find any status for ID")
}
return c.JSON(status)
}
}
func applyModelGallery(modelPath string, cm *ConfigMerger, g chan galleryOp) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
input := new(ApplyGalleryModelRequest)
// Get input data from the request body
if err := c.BodyParser(input); err != nil {
return err
}
uuid, err := uuid.NewUUID()
if err != nil {
return err
}
g <- galleryOp{
req: *input,
id: uuid.String(),
}
return c.JSON(struct {
ID string `json:"uuid"`
StatusURL string `json:"status"`
}{ID: uuid.String(), StatusURL: c.BaseURL() + "/models/jobs/" + uuid.String()})
}
}

30
api/gallery_test.go Normal file
View File

@@ -0,0 +1,30 @@
package api_test
import (
. "github.com/go-skynet/LocalAI/api"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
var _ = Describe("Gallery API tests", func() {
Context("requests", func() {
It("parses github with a branch", func() {
req := ApplyGalleryModelRequest{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml@main"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
It("parses github without a branch", func() {
req := ApplyGalleryModelRequest{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
It("parses URLS", func() {
req := ApplyGalleryModelRequest{URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
})
})

View File

@@ -3,13 +3,16 @@ package api
import (
"bufio"
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"io"
"io/ioutil"
"net/http"
"os"
"path"
"path/filepath"
"strconv"
"strings"
"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
@@ -43,6 +46,10 @@ type Item struct {
Embedding []float32 `json:"embedding"`
Index int `json:"index"`
Object string `json:"object,omitempty"`
// Images
URL string `json:"url,omitempty"`
B64JSON string `json:"b64_json,omitempty"`
}
type OpenAIResponse struct {
@@ -78,11 +85,13 @@ type OpenAIRequest struct {
Model string `json:"model" yaml:"model"`
// whisper
File string `json:"file" validate:"required"`
File string `json:"file" validate:"required"`
Language string `json:"language"`
//whisper/image
ResponseFormat string `json:"response_format"`
Language string `json:"language"`
// Prompt is read only by completion API calls
// image
Size string `json:"size"`
// Prompt is read only by completion/image API calls
Prompt interface{} `json:"prompt" yaml:"prompt"`
// Edit endpoint
@@ -116,6 +125,10 @@ type OpenAIRequest struct {
Mirostat int `json:"mirostat" yaml:"mirostat"`
Seed int `json:"seed" yaml:"seed"`
// Image (not supported by OpenAI)
Mode int `json:"mode"`
Step int `json:"step"`
}
func defaultRequest(modelFile string) OpenAIRequest {
@@ -129,9 +142,15 @@ func defaultRequest(modelFile string) OpenAIRequest {
}
// https://platform.openai.com/docs/api-reference/completions
func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func completionEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -147,7 +166,7 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
var result []Choice
for _, i := range config.PromptStrings {
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
}{Input: i})
if err == nil {
@@ -155,7 +174,7 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
log.Debug().Msgf("Template found, input modified to: %s", i)
}
r, err := ComputeChoices(i, input, config, loader, func(s string, c *[]Choice) {
r, err := ComputeChoices(i, input, config, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Text: s})
}, nil)
if err != nil {
@@ -180,9 +199,14 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
// https://platform.openai.com/docs/api-reference/embeddings
func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func embeddingsEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -192,7 +216,7 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
for i, s := range config.InputToken {
// get the model function to call for the result
embedFn, err := ModelEmbedding("", s, loader, *config)
embedFn, err := ModelEmbedding("", s, o.loader, *config)
if err != nil {
return err
}
@@ -206,7 +230,7 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
for i, s := range config.InputStrings {
// get the model function to call for the result
embedFn, err := ModelEmbedding(s, []int{}, loader, *config)
embedFn, err := ModelEmbedding(s, []int{}, o.loader, *config)
if err != nil {
return err
}
@@ -232,13 +256,20 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
}
func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func chatEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
process := func(s string, req *OpenAIRequest, config *Config, loader *model.ModelLoader, responses chan OpenAIResponse) {
initialMessage := OpenAIResponse{
Model: req.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{Delta: &Message{Role: "assistant"}}},
Object: "chat.completion.chunk",
}
responses <- initialMessage
ComputeChoices(s, req, config, loader, func(s string, c *[]Choice) {}, func(s string) bool {
resp := OpenAIResponse{
Model: req.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{Delta: &Message{Role: "assistant", Content: s}}},
Choices: []Choice{{Delta: &Message{Content: s}}},
Object: "chat.completion.chunk",
}
log.Debug().Msgf("Sending goroutine: %s", s)
@@ -249,7 +280,12 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
close(responses)
}
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -260,12 +296,14 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
mess := []string{}
for _, i := range input.Messages {
var content string
r := config.Roles[i.Role]
if r == "" {
r = i.Role
if r != "" {
content = fmt.Sprint(r, " ", i.Content)
} else {
content = i.Content
}
content := fmt.Sprint(r, " ", i.Content)
mess = append(mess, content)
}
@@ -288,7 +326,7 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
}{Input: predInput})
if err == nil {
@@ -299,7 +337,7 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
if input.Stream {
responses := make(chan OpenAIResponse)
go process(predInput, input, config, loader, responses)
go process(predInput, input, config, o.loader, responses)
c.Context().SetBodyStreamWriter(fasthttp.StreamWriter(func(w *bufio.Writer) {
@@ -308,13 +346,11 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
enc := json.NewEncoder(&buf)
enc.Encode(ev)
fmt.Fprintf(w, "event: data\n\n")
fmt.Fprintf(w, "data: %v\n\n", buf.String())
log.Debug().Msgf("Sending chunk: %s", buf.String())
fmt.Fprintf(w, "data: %v\n", buf.String())
w.Flush()
}
w.WriteString("event: data\n\n")
resp := &OpenAIResponse{
Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{FinishReason: "stop"}},
@@ -322,12 +358,13 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
respData, _ := json.Marshal(resp)
w.WriteString(fmt.Sprintf("data: %s\n\n", respData))
w.WriteString("data: [DONE]\n\n")
w.Flush()
}))
return nil
}
result, err := ComputeChoices(predInput, input, config, loader, func(s string, c *[]Choice) {
result, err := ComputeChoices(predInput, input, config, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Message: &Message{Role: "assistant", Content: s}})
}, nil)
if err != nil {
@@ -347,9 +384,14 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
}
func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func editEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -365,7 +407,7 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
var result []Choice
for _, i := range config.InputStrings {
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
Instruction string
}{Input: i})
@@ -374,7 +416,7 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
log.Debug().Msgf("Template found, input modified to: %s", i)
}
r, err := ComputeChoices(i, input, config, loader, func(s string, c *[]Choice) {
r, err := ComputeChoices(i, input, config, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Text: s})
}, nil)
if err != nil {
@@ -398,14 +440,157 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
}
// https://platform.openai.com/docs/api-reference/audio/create
func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
// https://platform.openai.com/docs/api-reference/images/create
/*
*
curl http://localhost:8080/v1/images/generations \
-H "Content-Type: application/json" \
-d '{
"prompt": "A cute baby sea otter",
"n": 1,
"size": "512x512"
}'
*
*/
func imageEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
m, input, err := readInput(c, o.loader, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
if m == "" {
m = model.StableDiffusionBackend
}
log.Debug().Msgf("Loading model: %+v", m)
config, input, err := readConfig(m, input, cm, o.loader, o.debug, 0, 0, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
log.Debug().Msgf("Parameter Config: %+v", config)
// XXX: Only stablediffusion is supported for now
if config.Backend == "" {
config.Backend = model.StableDiffusionBackend
}
sizeParts := strings.Split(input.Size, "x")
if len(sizeParts) != 2 {
return fmt.Errorf("Invalid value for 'size'")
}
width, err := strconv.Atoi(sizeParts[0])
if err != nil {
return fmt.Errorf("Invalid value for 'size'")
}
height, err := strconv.Atoi(sizeParts[1])
if err != nil {
return fmt.Errorf("Invalid value for 'size'")
}
b64JSON := false
if input.ResponseFormat == "b64_json" {
b64JSON = true
}
var result []Item
for _, i := range config.PromptStrings {
n := input.N
if input.N == 0 {
n = 1
}
for j := 0; j < n; j++ {
prompts := strings.Split(i, "|")
positive_prompt := prompts[0]
negative_prompt := ""
if len(prompts) > 1 {
negative_prompt = prompts[1]
}
mode := 0
step := 15
if input.Mode != 0 {
mode = input.Mode
}
if input.Step != 0 {
step = input.Step
}
tempDir := ""
if !b64JSON {
tempDir = o.imageDir
}
// Create a temporary file
outputFile, err := ioutil.TempFile(tempDir, "b64")
if err != nil {
return err
}
outputFile.Close()
output := outputFile.Name() + ".png"
// Rename the temporary file
err = os.Rename(outputFile.Name(), output)
if err != nil {
return err
}
baseURL := c.BaseURL()
fn, err := ImageGeneration(height, width, mode, step, input.Seed, positive_prompt, negative_prompt, output, o.loader, *config)
if err != nil {
return err
}
if err := fn(); err != nil {
return err
}
item := &Item{}
if b64JSON {
defer os.RemoveAll(output)
data, err := os.ReadFile(output)
if err != nil {
return err
}
item.B64JSON = base64.StdEncoding.EncodeToString(data)
} else {
base := filepath.Base(output)
item.URL = baseURL + "/generated-images/" + base
}
result = append(result, *item)
}
}
resp := &OpenAIResponse{
Data: result,
}
jsonResult, _ := json.Marshal(resp)
log.Debug().Msgf("Response: %s", jsonResult)
// Return the prediction in the response body
return c.JSON(resp)
}
}
// https://platform.openai.com/docs/api-reference/audio/create
func transcriptEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
m, input, err := readInput(c, o.loader, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(m, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
// retrieve the file data from the request
file, err := c.FormFile("file")
if err != nil {
@@ -437,7 +622,7 @@ func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
log.Debug().Msgf("Audio file copied to: %+v", dst)
whisperModel, err := loader.BackendLoader(model.WhisperBackend, config.Model, []llama.ModelOption{}, uint32(config.Threads))
whisperModel, err := o.loader.BackendLoader(model.WhisperBackend, config.Model, []llama.ModelOption{}, uint32(config.Threads))
if err != nil {
return err
}
@@ -462,7 +647,7 @@ func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
}
func listModels(loader *model.ModelLoader, cm ConfigMerger) func(ctx *fiber.Ctx) error {
func listModels(loader *model.ModelLoader, cm *ConfigMerger) func(ctx *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
models, err := loader.ListModels()
if err != nil {
@@ -476,7 +661,7 @@ func listModels(loader *model.ModelLoader, cm ConfigMerger) func(ctx *fiber.Ctx)
dataModels = append(dataModels, OpenAIModel{ID: m, Object: "model"})
}
for k := range cm {
for _, k := range cm.ListConfigs() {
if _, exists := mm[k]; !exists {
dataModels = append(dataModels, OpenAIModel{ID: k, Object: "model"})
}

108
api/options.go Normal file
View File

@@ -0,0 +1,108 @@
package api
import (
"context"
model "github.com/go-skynet/LocalAI/pkg/model"
)
type Option struct {
context context.Context
configFile string
loader *model.ModelLoader
uploadLimitMB, threads, ctxSize int
f16 bool
debug, disableMessage bool
imageDir string
cors bool
corsAllowOrigins string
}
type AppOption func(*Option)
func newOptions(o ...AppOption) *Option {
opt := &Option{
context: context.Background(),
uploadLimitMB: 15,
threads: 1,
ctxSize: 512,
debug: true,
disableMessage: true,
}
for _, oo := range o {
oo(opt)
}
return opt
}
func WithCors(b bool) AppOption {
return func(o *Option) {
o.cors = b
}
}
func WithCorsAllowOrigins(b string) AppOption {
return func(o *Option) {
o.corsAllowOrigins = b
}
}
func WithContext(ctx context.Context) AppOption {
return func(o *Option) {
o.context = ctx
}
}
func WithConfigFile(configFile string) AppOption {
return func(o *Option) {
o.configFile = configFile
}
}
func WithModelLoader(loader *model.ModelLoader) AppOption {
return func(o *Option) {
o.loader = loader
}
}
func WithUploadLimitMB(limit int) AppOption {
return func(o *Option) {
o.uploadLimitMB = limit
}
}
func WithThreads(threads int) AppOption {
return func(o *Option) {
o.threads = threads
}
}
func WithContextSize(ctxSize int) AppOption {
return func(o *Option) {
o.ctxSize = ctxSize
}
}
func WithF16(f16 bool) AppOption {
return func(o *Option) {
o.f16 = f16
}
}
func WithDebug(debug bool) AppOption {
return func(o *Option) {
o.debug = debug
}
}
func WithDisableMessage(disableMessage bool) AppOption {
return func(o *Option) {
o.disableMessage = disableMessage
}
}
func WithImageDir(imageDir string) AppOption {
return func(o *Option) {
o.imageDir = imageDir
}
}

View File

@@ -8,11 +8,12 @@ import (
"github.com/donomii/go-rwkv.cpp"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/go-skynet/LocalAI/pkg/stablediffusion"
"github.com/go-skynet/bloomz.cpp"
bert "github.com/go-skynet/go-bert.cpp"
gpt2 "github.com/go-skynet/go-gpt2.cpp"
transformers "github.com/go-skynet/go-ggml-transformers.cpp"
llama "github.com/go-skynet/go-llama.cpp"
gpt4all "github.com/nomic/gpt4all/gpt4all-bindings/golang"
gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
)
// mutex still needed, see: https://github.com/ggerganov/llama.cpp/discussions/784
@@ -31,9 +32,52 @@ func defaultLLamaOpts(c Config) []llama.ModelOption {
llamaOpts = append(llamaOpts, llama.EnableEmbeddings)
}
if c.NGPULayers != 0 {
llamaOpts = append(llamaOpts, llama.SetGPULayers(c.NGPULayers))
}
return llamaOpts
}
func ImageGeneration(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst string, loader *model.ModelLoader, c Config) (func() error, error) {
if c.Backend != model.StableDiffusionBackend {
return nil, fmt.Errorf("endpoint only working with stablediffusion models")
}
inferenceModel, err := loader.BackendLoader(c.Backend, c.ImageGenerationAssets, []llama.ModelOption{}, uint32(c.Threads))
if err != nil {
return nil, err
}
var fn func() error
switch model := inferenceModel.(type) {
case *stablediffusion.StableDiffusion:
fn = func() error {
return model.GenerateImage(height, width, mode, step, seed, positive_prompt, negative_prompt, dst)
}
default:
fn = func() error {
return fmt.Errorf("creation of images not supported by the backend")
}
}
return func() error {
// This is still needed, see: https://github.com/ggerganov/llama.cpp/discussions/784
mutexMap.Lock()
l, ok := mutexes[c.Backend]
if !ok {
m := &sync.Mutex{}
mutexes[c.Backend] = m
l = m
}
mutexMap.Unlock()
l.Lock()
defer l.Unlock()
return fn()
}, nil
}
func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config) (func() ([]float32, error), error) {
if !c.Embeddings {
return nil, fmt.Errorf("endpoint disabled for this model by API configuration")
@@ -199,23 +243,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
return response, nil
}
case *gpt2.GPTNeoX:
case *transformers.GPTNeoX:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -223,23 +267,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Replit:
case *transformers.Replit:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -247,23 +291,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Starcoder:
case *transformers.Starcoder:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -271,23 +315,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.RedPajama:
case *transformers.MPT:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -315,23 +359,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.StableLM:
case *transformers.GPTJ:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -339,23 +383,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Dolly:
case *transformers.Dolly:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -363,23 +407,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.GPT2:
case *transformers.GPT2:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(

View File

@@ -2,6 +2,8 @@
cd /build
make build
if [ "$REBUILD" != "false" ]; then
make rebuild
fi
./local-ai "$@"

View File

@@ -57,6 +57,14 @@ A full example on how to run RWKV models with LocalAI
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/rwkv/)
### PrivateGPT
_by [@mudler](https://github.com/mudler)_
A full example on how to run PrivateGPT with LocalAI
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/privateGPT/)
### Slack bot
_by [@mudler](https://github.com/mudler)_

View File

@@ -19,7 +19,9 @@ cd LocalAI/examples/chatbot-ui
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# start with docker-compose
docker-compose up -d --build
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
```
## Pointing chatbot-ui to a separately managed LocalAI service

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 14
stopwords:
- "HUMAN:"
- "GPT:"

View File

@@ -0,0 +1,5 @@
THREADS=4
CONTEXT_SIZE=512
MODELS_PATH=/models
DEBUG=true
# BUILD_TYPE=generic

4
examples/langchain-chroma/.gitignore vendored Normal file
View File

@@ -0,0 +1,4 @@
db/
state_of_the_union.txt
models/bert
models/ggml-gpt4all-j

View File

@@ -10,13 +10,20 @@ Download the models and start the API:
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/query_data
cd LocalAI/examples/langchain-chroma
wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O models/bert
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# configure your .env
# NOTE: ensure that THREADS does not exceed your machine's CPU cores
mv .env.example .env
# start with docker-compose
docker-compose up -d --build
# tail the logs & wait until the build completes
docker logs -f langchain-chroma-api-1
```
### Python requirements
@@ -29,6 +36,8 @@ pip install -r requirements.txt
In this step we will create a local vector database from our document set, so later we can ask questions on it with the LLM.
Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
```bash
export OPENAI_API_BASE=http://localhost:8080/v1
export OPENAI_API_KEY=sk-
@@ -37,7 +46,7 @@ wget https://raw.githubusercontent.com/hwchase17/chat-your-data/master/state_of_
python store.py
```
After it finishes, a directory "storage" will be created with the vector index database.
After it finishes, a directory "db" will be created with the vector index database.
## Query

View File

@@ -0,0 +1,15 @@
version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080
env_file:
- ../../.env
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai"]

View File

@@ -1,5 +1,6 @@
name: text-embedding-ada-002
parameters:
model: bert
threads: 4
backend: bert-embeddings
embeddings: true

View File

@@ -2,8 +2,9 @@
import os
from langchain.vectorstores import Chroma
from langchain.embeddings import OpenAIEmbeddings
from langchain.llms import OpenAI
from langchain.chains import VectorDBQA
from langchain.chat_models import ChatOpenAI
from langchain.chains import RetrievalQA
from langchain.vectorstores.base import VectorStoreRetriever
base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
@@ -12,8 +13,10 @@ embedding = OpenAIEmbeddings()
persist_directory = 'db'
# Now we can load the persisted database from disk, and use it as normal.
llm = ChatOpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path)
vectordb = Chroma(persist_directory=persist_directory, embedding_function=embedding)
qa = VectorDBQA.from_chain_type(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path), chain_type="stuff", vectorstore=vectordb)
retriever = VectorStoreRetriever(vectorstore=vectordb)
qa = RetrievalQA.from_llm(llm=llm, retriever=retriever)
query = "What the president said about taxes ?"
print(qa.run(query))

View File

@@ -2,9 +2,7 @@
import os
from langchain.vectorstores import Chroma
from langchain.embeddings import OpenAIEmbeddings
from langchain.text_splitter import RecursiveCharacterTextSplitter,TokenTextSplitter,CharacterTextSplitter
from langchain.llms import OpenAI
from langchain.chains import VectorDBQA
from langchain.text_splitter import CharacterTextSplitter
from langchain.document_loaders import TextLoader
base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
@@ -14,7 +12,6 @@ loader = TextLoader('state_of_the_union.txt')
documents = loader.load()
text_splitter = CharacterTextSplitter(chunk_size=300, chunk_overlap=70)
#text_splitter = TokenTextSplitter()
texts = text_splitter.split_documents(documents)
# Embed and store the texts

View File

@@ -26,6 +26,7 @@ pip install langchain
pip install openai
export OPENAI_API_BASE=http://localhost:8080
# Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
export OPENAI_API_KEY=sk-
python test.py

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 4
stopwords:
- "HUMAN:"
- "GPT:"

View File

@@ -0,0 +1,25 @@
# privateGPT
This example is a re-adaptation of https://github.com/imartinez/privateGPT to work with LocalAI and OpenAI endpoints. We have a fork with the changes required to work with privateGPT here https://github.com/go-skynet/privateGPT ( PR: https://github.com/imartinez/privateGPT/pull/408 ).
Follow the instructions in https://github.com/go-skynet/privateGPT:
```bash
git clone git@github.com:go-skynet/privateGPT.git
cd privateGPT
pip install -r requirements.txt
```
Rename `example.env` to `.env` and edit the variables appropriately.
This is an example `.env` file for LocalAI:
```
PERSIST_DIRECTORY=db
# Set to OpenAI here
MODEL_TYPE=OpenAI
EMBEDDINGS_MODEL_NAME=all-MiniLM-L6-v2
MODEL_N_CTX=1000
# LocalAI URL
OPENAI_API_BASE=http://localhost:8080/v1
```

View File

@@ -35,6 +35,8 @@ docker-compose up -d --build
In this step we will create a local vector database from our document set, so later we can ask questions on it with the LLM.
Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
```bash
export OPENAI_API_BASE=http://localhost:8080/v1
export OPENAI_API_KEY=sk-

View File

@@ -4,7 +4,7 @@ services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: .
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 14
stopwords:
- "HUMAN:"
- "GPT:"

2
examples/rwkv/.gitignore vendored Normal file
View File

@@ -0,0 +1,2 @@
models/rwkv
models/rwkv.tokenizer.json

View File

@@ -1,5 +1,7 @@
FROM python
RUN apt-get update && apt-get -y install cmake
# convert the model (one-off)
RUN pip3 install torch numpy

View File

@@ -6,7 +6,6 @@ parameters:
max_tokens: 100
top_p: 0.8
context_size: 1024
threads: 14
backend: "rwkv"
cutwords:
- "Bob:.*"

34
go.mod
View File

@@ -3,25 +3,28 @@ module github.com/go-skynet/LocalAI
go 1.19
require (
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a
github.com/donomii/go-rwkv.cpp v0.0.0-20230515123100-6fdd0c338e56
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881
github.com/go-audio/wav v1.1.0
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b
github.com/gofiber/fiber/v2 v2.45.0
github.com/go-skynet/bloomz.cpp v0.0.0-20230510223001-e9366e82abdf
github.com/go-skynet/go-bert.cpp v0.0.0-20230516063724-cea1ed76a7f4
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230523150735-8bfcb3ea6127
github.com/go-skynet/go-llama.cpp v0.0.0-20230520155239-ccf23adfb278
github.com/gofiber/fiber/v2 v2.46.0
github.com/google/uuid v1.3.0
github.com/hashicorp/go-multierror v1.1.1
github.com/onsi/ginkgo/v2 v2.9.4
github.com/onsi/gomega v1.27.6
github.com/otiai10/copy v1.11.0
github.com/imdario/mergo v0.3.15
github.com/mudler/go-stable-diffusion v0.0.0-20230516152536-c0748eca3642
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230522220313-2ce22208a3dd
github.com/onsi/ginkgo/v2 v2.9.5
github.com/onsi/gomega v1.27.7
github.com/otiai10/openaigo v1.1.0
github.com/rs/zerolog v1.29.1
github.com/sashabaranov/go-openai v1.9.4
github.com/swaggo/swag v1.16.1
github.com/urfave/cli/v2 v2.25.3
github.com/valyala/fasthttp v1.47.0
gopkg.in/yaml.v2 v2.4.0
gopkg.in/yaml.v3 v3.0.1
)
@@ -38,10 +41,10 @@ require (
github.com/go-openapi/jsonreference v0.19.6 // indirect
github.com/go-openapi/spec v0.20.4 // indirect
github.com/go-openapi/swag v0.19.15 // indirect
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230523153133-3eb3a32c0874 // indirect
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 // indirect
github.com/google/go-cmp v0.5.9 // indirect
github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38 // indirect
github.com/google/uuid v1.3.0 // indirect
github.com/hashicorp/errwrap v1.0.0 // indirect
github.com/josharian/intern v1.0.0 // indirect
github.com/klauspost/compress v1.16.3 // indirect
@@ -49,7 +52,7 @@ require (
github.com/mattn/go-colorable v0.1.13 // indirect
github.com/mattn/go-isatty v0.0.18 // indirect
github.com/mattn/go-runewidth v0.0.14 // indirect
github.com/nomic/gpt4all/gpt4all-bindings/golang v0.0.0-00010101000000-000000000000 // indirect
github.com/otiai10/mint v1.5.1 // indirect
github.com/philhofer/fwd v1.1.2 // indirect
github.com/rivo/uniseg v0.2.0 // indirect
github.com/russross/blackfriday/v2 v2.1.0 // indirect
@@ -59,9 +62,8 @@ require (
github.com/valyala/bytebufferpool v1.0.0 // indirect
github.com/valyala/tcplisten v1.0.0 // indirect
github.com/xrash/smetrics v0.0.0-20201216005158-039620a65673 // indirect
golang.org/x/net v0.9.0 // indirect
golang.org/x/net v0.10.0 // indirect
golang.org/x/sys v0.8.0 // indirect
golang.org/x/text v0.9.0 // indirect
golang.org/x/tools v0.8.0 // indirect
gopkg.in/yaml.v2 v2.4.0 // indirect
golang.org/x/tools v0.9.1 // indirect
)

51
go.sum
View File

@@ -16,14 +16,8 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3
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/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be h1:3Hic97PY6hcw/SY44RuR7kyONkxd744RFeRrqckzwNQ=
github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2 h1:YNbUAyIRtaLODitigJU1EM5ubmMu5FmHtYAayJD6Vbg=
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35 h1:sMg/SgnMPS/HNUO/2kGm72vl8R9TmNIwgLFr2TNwR3g=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a h1:MlyiDLNCM/wjbv8U5Elj18NvaAgl61SGiRUpqQz5dfs=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881 h1:dafqVivljYk51VLFnnpTXJnfWDe637EobWZ1l8PyEf8=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
github.com/go-audio/riff v1.0.0 h1:d8iCGbDvox9BfLagY94fBynxSPHO80LmZCaOsmKxokA=
@@ -42,23 +36,13 @@ github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7
github.com/go-openapi/swag v0.19.5/go.mod h1:POnQmlKehdgb5mhVOsnJFsivZCEZ/vjK9gh66Z9tfKk=
github.com/go-openapi/swag v0.19.15 h1:D2NRCBzS9/pEY3gP9Nl8aDqGUcPFrwG2p+CNFrLyrCM=
github.com/go-openapi/swag v0.19.15/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ=
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f h1:GW8RQa1RVeDF1dOuAP/y6xWVC+BRtf9tJOuEza6Asbg=
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea h1:8Isk9D+Auth5OuXVAQPC3MO+5zF/2S7mvs2JZLw6a+8=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557 h1:LD66fKtvP2lmyuuKL8pBat/pVTKUbLs3L5fM/5lyi4w=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6 h1:XshpypO6ekU09CI19vuzke2a1Es1lV5ZaxA7CUehu0E=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6/go.mod h1:1Wj/xbkMfwQSOrhNYK178IzqQHstZbRfhx4s8p1M5VM=
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c h1:48I7jpLNGiQeBmF0SFVVbREh8vlG0zN13v9LH5ctXis=
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c/go.mod h1:5VZ9XbcINI0XcHhkcX8GPK8TplFGAzu1Hrg4tNiMCtI=
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b h1:qqxrjY8fYDXQahmCMTCACahm1tbiqHLPUHALkFLyBfo=
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b/go.mod h1:DLfsPD7tYYnpksERH83HSf7qVNW3FIwmz7/zfYO0/6I=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230523153133-3eb3a32c0874 h1:/6QWh2oarU7iPSpXj/3bLlkKptyxjKTRrNtGUrh8vhI=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230523153133-3eb3a32c0874/go.mod h1:1Wj/xbkMfwQSOrhNYK178IzqQHstZbRfhx4s8p1M5VM=
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 h1:tfuBGBXKqDEevZMzYi5KSi8KkcZtzBcTgAUUtapy0OI=
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572/go.mod h1:9Pwr4B2jHnOSGXyyzV8ROjYa2ojvAY6HCGYYfMoC3Ls=
github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA=
github.com/gofiber/fiber/v2 v2.45.0 h1:p4RpkJT9GAW6parBSbcNFH2ApnAuW3OzaQzbOCoDu+s=
github.com/gofiber/fiber/v2 v2.45.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
github.com/gofiber/fiber/v2 v2.46.0 h1:wkkWotblsGVlLjXj2dpgKQAYHtXumsK/HyFugQM68Ns=
github.com/gofiber/fiber/v2 v2.46.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg=
github.com/google/go-cmp v0.5.9 h1:O2Tfq5qg4qc4AmwVlvv0oLiVAGB7enBSJ2x2DqQFi38=
github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
@@ -71,6 +55,8 @@ github.com/hashicorp/errwrap v1.0.0/go.mod h1:YH+1FKiLXxHSkmPseP+kNlulaMuP3n2brv
github.com/hashicorp/go-multierror v1.1.1 h1:H5DkEtf6CXdFp0N0Em5UCwQpXMWke8IA0+lD48awMYo=
github.com/hashicorp/go-multierror v1.1.1/go.mod h1:iw975J/qwKPdAO1clOe2L8331t/9/fmwbPZ6JB6eMoM=
github.com/ianlancetaylor/demangle v0.0.0-20200824232613-28f6c0f3b639/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc=
github.com/imdario/mergo v0.3.15 h1:M8XP7IuFNsqUx6VPK2P9OSmsYsI/YFaGil0uD21V3dM=
github.com/imdario/mergo v0.3.15/go.mod h1:WBLT9ZmE3lPoWsEzCh9LPo3TiwVN+ZKEjmz+hD27ysY=
github.com/josharian/intern v1.0.0 h1:vlS4z54oSdjm0bgjRigI+G1HpF+tI+9rE5LLzOg8HmY=
github.com/josharian/intern v1.0.0/go.mod h1:5DoeVV0s6jJacbCEi61lwdGj/aVlrQvzHFFd8Hwg//Y=
github.com/klauspost/compress v1.16.3 h1:XuJt9zzcnaz6a16/OU53ZjWp/v7/42WcR5t2a0PcNQY=
@@ -95,13 +81,12 @@ github.com/mattn/go-runewidth v0.0.14 h1:+xnbZSEeDbOIg5/mE6JF0w6n9duR1l3/WmbinWV
github.com/mattn/go-runewidth v0.0.14/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e h1:fD57ERR4JtEqsWbfPhv4DMiApHyliiK5xCTNVSPiaAs=
github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e/go.mod h1:zD1mROLANZcx1PVRCS0qkT7pwLkGfwJo4zjcN/Tysno=
github.com/onsi/ginkgo/v2 v2.9.4 h1:xR7vG4IXt5RWx6FfIjyAtsoMAtnc3C/rFXBBd2AjZwE=
github.com/onsi/ginkgo/v2 v2.9.4/go.mod h1:gCQYp2Q+kSoIj7ykSVb9nskRSsR6PUj4AiLywzIhbKM=
github.com/onsi/gomega v1.27.6 h1:ENqfyGeS5AX/rlXDd/ETokDz93u0YufY1Pgxuy/PvWE=
github.com/onsi/gomega v1.27.6/go.mod h1:PIQNjfQwkP3aQAH7lf7j87O/5FiNr+ZR8+ipb+qQlhg=
github.com/otiai10/copy v1.11.0 h1:OKBD80J/mLBrwnzXqGtFCzprFSGioo30JcmR4APsNwc=
github.com/otiai10/copy v1.11.0/go.mod h1:rSaLseMUsZFFbsFGc7wCJnnkTAvdc5L6VWxPE4308Ww=
github.com/onsi/ginkgo/v2 v2.9.5 h1:+6Hr4uxzP4XIUyAkg61dWBw8lb/gc4/X5luuxN/EC+Q=
github.com/onsi/ginkgo/v2 v2.9.5/go.mod h1:tvAoo1QUJwNEU2ITftXTpR7R1RbCzoZUOs3RonqW57k=
github.com/onsi/gomega v1.27.7 h1:fVih9JD6ogIiHUN6ePK7HJidyEDpWGVB5mzM7cWNXoU=
github.com/onsi/gomega v1.27.7/go.mod h1:1p8OOlwo2iUUDsHnOrjE5UKYJ+e3W8eQ3qSlRahPmr4=
github.com/otiai10/mint v1.5.1 h1:XaPLeE+9vGbuyEHem1JNk3bYc7KKqyI/na0/mLd/Kks=
github.com/otiai10/mint v1.5.1/go.mod h1:MJm72SBthJjz8qhefc4z1PYEieWmy8Bku7CjcAqyUSM=
github.com/otiai10/openaigo v1.1.0 h1:zRvGBqZUW5PCMgdkJNsPVTBd8tOLCMTipXE5wD2pdTg=
github.com/otiai10/openaigo v1.1.0/go.mod h1:792bx6AWTS61weDi2EzKpHHnTF4eDMAlJ5GvAk/mgPg=
github.com/philhofer/fwd v1.1.1/go.mod h1:gk3iGcWd9+svBvR0sR+KPcfE+RNWozjowpeBVG3ZVNU=
@@ -117,8 +102,6 @@ github.com/rs/zerolog v1.29.1 h1:cO+d60CHkknCbvzEWxP0S9K6KqyTjrCNUy1LdQLCGPc=
github.com/rs/zerolog v1.29.1/go.mod h1:Le6ESbR7hc+DP6Lt1THiV8CQSdkkNrd3R0XbEgp3ZBU=
github.com/russross/blackfriday/v2 v2.1.0 h1:JIOH55/0cWyOuilr9/qlrm0BSXldqnqwMsf35Ld67mk=
github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
github.com/sashabaranov/go-openai v1.9.3 h1:uNak3Rn5pPsKRs9bdT7RqRZEyej/zdZOEI2/8wvrFtM=
github.com/sashabaranov/go-openai v1.9.3/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
github.com/sashabaranov/go-openai v1.9.4 h1:KanoCEoowAI45jVXlenMCckutSRr39qOmSi9MyPBfZM=
github.com/sashabaranov/go-openai v1.9.4/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
github.com/savsgio/dictpool v0.0.0-20221023140959-7bf2e61cea94 h1:rmMl4fXJhKMNWl+K+r/fq4FbbKI+Ia2m9hYBLm2h4G4=
@@ -162,8 +145,8 @@ golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v
golang.org/x/net v0.0.0-20210421230115-4e50805a0758/go.mod h1:72T/g9IO56b78aLF+1Kcs5dz7/ng1VjMUvfKvpfy+jM=
golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
golang.org/x/net v0.3.0/go.mod h1:MBQ8lrhLObU/6UmLb4fmbmk5OcyYmqtbGd/9yIeKjEE=
golang.org/x/net v0.9.0 h1:aWJ/m6xSmxWBx+V0XRHTlrYrPG56jKsLdTFmsSsCzOM=
golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns=
golang.org/x/net v0.10.0 h1:X2//UzNDwYmtCLn7To6G58Wr6f5ahEAQgKNzv9Y951M=
golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -199,8 +182,8 @@ golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtn
golang.org/x/tools v0.0.0-20201022035929-9cf592e881e9/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA=
golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
golang.org/x/tools v0.4.0/go.mod h1:UE5sM2OK9E/d67R0ANs2xJizIymRP5gJU295PvKXxjQ=
golang.org/x/tools v0.8.0 h1:vSDcovVPld282ceKgDimkRSC8kpaH1dgyc9UMzlt84Y=
golang.org/x/tools v0.8.0/go.mod h1:JxBZ99ISMI5ViVkT1tr6tdNmXeTrcpVSD3vZ1RsRdN4=
golang.org/x/tools v0.9.1 h1:8WMNJAz3zrtPmnYC7ISf5dEn3MT0gY7jBJfw27yrrLo=
golang.org/x/tools v0.9.1/go.mod h1:owI94Op576fPu3cIGQeHs3joujW/2Oc6MtlxbF5dfNc=
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 v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=

27
main.go
View File

@@ -33,6 +33,14 @@ func main() {
Name: "debug",
EnvVars: []string{"DEBUG"},
},
&cli.BoolFlag{
Name: "cors",
EnvVars: []string{"CORS"},
},
&cli.StringFlag{
Name: "cors-allow-origins",
EnvVars: []string{"CORS_ALLOW_ORIGINS"},
},
&cli.IntFlag{
Name: "threads",
DefaultText: "Number of threads used for parallel computation. Usage of the number of physical cores in the system is suggested.",
@@ -56,6 +64,12 @@ func main() {
EnvVars: []string{"ADDRESS"},
Value: ":8080",
},
&cli.StringFlag{
Name: "image-path",
DefaultText: "Image directory",
EnvVars: []string{"IMAGE_PATH"},
Value: "",
},
&cli.IntFlag{
Name: "context-size",
DefaultText: "Default context size of the model",
@@ -87,7 +101,18 @@ It uses llama.cpp, ggml and gpt4all as backend with golang c bindings.
Copyright: "go-skynet authors",
Action: func(ctx *cli.Context) error {
fmt.Printf("Starting LocalAI using %d threads, with models path: %s\n", ctx.Int("threads"), ctx.String("models-path"))
return api.App(ctx.String("config-file"), model.NewModelLoader(ctx.String("models-path")), ctx.Int("upload-limit"), ctx.Int("threads"), ctx.Int("context-size"), ctx.Bool("f16"), ctx.Bool("debug"), false).Listen(ctx.String("address"))
return api.App(
api.WithConfigFile(ctx.String("config-file")),
api.WithModelLoader(model.NewModelLoader(ctx.String("models-path"))),
api.WithContextSize(ctx.Int("context-size")),
api.WithDebug(ctx.Bool("debug")),
api.WithImageDir(ctx.String("image-path")),
api.WithF16(ctx.Bool("f16")),
api.WithDisableMessage(false),
api.WithCors(ctx.Bool("cors")),
api.WithCorsAllowOrigins(ctx.String("cors-allow-origins")),
api.WithThreads(ctx.Int("threads")),
api.WithUploadLimitMB(ctx.Int("upload-limit"))).Listen(ctx.String("address"))
},
}

View File

@@ -0,0 +1,13 @@
package gallery_test
import (
"testing"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
func TestGallery(t *testing.T) {
RegisterFailHandler(Fail)
RunSpecs(t, "Gallery test suite")
}

271
pkg/gallery/models.go Normal file
View File

@@ -0,0 +1,271 @@
package gallery
import (
"crypto/sha256"
"fmt"
"io"
"net/http"
"os"
"path/filepath"
"github.com/imdario/mergo"
"github.com/rs/zerolog/log"
"gopkg.in/yaml.v2"
)
/*
description: |
foo
license: ""
urls:
-
-
name: "bar"
config_file: |
# Note, name will be injected. or generated by the alias wanted by the user
threads: 14
files:
- filename: ""
sha: ""
uri: ""
prompt_templates:
- name: ""
content: ""
*/
type Config struct {
Description string `yaml:"description"`
License string `yaml:"license"`
URLs []string `yaml:"urls"`
Name string `yaml:"name"`
ConfigFile string `yaml:"config_file"`
Files []File `yaml:"files"`
PromptTemplates []PromptTemplate `yaml:"prompt_templates"`
}
type File struct {
Filename string `yaml:"filename" json:"filename"`
SHA256 string `yaml:"sha256" json:"sha256"`
URI string `yaml:"uri" json:"uri"`
}
type PromptTemplate struct {
Name string `yaml:"name"`
Content string `yaml:"content"`
}
func ReadConfigFile(filePath string) (*Config, error) {
// Read the YAML file
yamlFile, err := os.ReadFile(filePath)
if err != nil {
return nil, fmt.Errorf("failed to read YAML file: %v", err)
}
// Unmarshal YAML data into a Config struct
var config Config
err = yaml.Unmarshal(yamlFile, &config)
if err != nil {
return nil, fmt.Errorf("failed to unmarshal YAML: %v", err)
}
return &config, nil
}
func inTrustedRoot(path string, trustedRoot string) error {
for path != "/" {
path = filepath.Dir(path)
if path == trustedRoot {
return nil
}
}
return fmt.Errorf("path is outside of trusted root")
}
func verifyPath(path, basePath string) error {
c := filepath.Clean(filepath.Join(basePath, path))
return inTrustedRoot(c, basePath)
}
func Apply(basePath, nameOverride string, config *Config, configOverrides map[string]interface{}) error {
// Create base path if it doesn't exist
err := os.MkdirAll(basePath, 0755)
if err != nil {
return fmt.Errorf("failed to create base path: %v", err)
}
if len(configOverrides) > 0 {
log.Debug().Msgf("Config overrides %+v", configOverrides)
}
// Download files and verify their SHA
for _, file := range config.Files {
log.Debug().Msgf("Checking %q exists and matches SHA", file.Filename)
if err := verifyPath(file.Filename, basePath); err != nil {
return err
}
// Create file path
filePath := filepath.Join(basePath, file.Filename)
// Check if the file already exists
_, err := os.Stat(filePath)
if err == nil {
// File exists, check SHA
if file.SHA256 != "" {
// Verify SHA
calculatedSHA, err := calculateSHA(filePath)
if err != nil {
return fmt.Errorf("failed to calculate SHA for file %q: %v", file.Filename, err)
}
if calculatedSHA == file.SHA256 {
// SHA matches, skip downloading
log.Debug().Msgf("File %q already exists and matches the SHA. Skipping download", file.Filename)
continue
}
// SHA doesn't match, delete the file and download again
err = os.Remove(filePath)
if err != nil {
return fmt.Errorf("failed to remove existing file %q: %v", file.Filename, err)
}
log.Debug().Msgf("Removed %q (SHA doesn't match)", filePath)
} else {
// SHA is missing, skip downloading
log.Debug().Msgf("File %q already exists. Skipping download", file.Filename)
continue
}
} else if !os.IsNotExist(err) {
// Error occurred while checking file existence
return fmt.Errorf("failed to check file %q existence: %v", file.Filename, err)
}
log.Debug().Msgf("Downloading %q", file.URI)
// Download file
resp, err := http.Get(file.URI)
if err != nil {
return fmt.Errorf("failed to download file %q: %v", file.Filename, err)
}
defer resp.Body.Close()
// Create parent directory
err = os.MkdirAll(filepath.Dir(filePath), 0755)
if err != nil {
return fmt.Errorf("failed to create parent directory for file %q: %v", file.Filename, err)
}
// Create and write file content
outFile, err := os.Create(filePath)
if err != nil {
return fmt.Errorf("failed to create file %q: %v", file.Filename, err)
}
defer outFile.Close()
if file.SHA256 != "" {
log.Debug().Msgf("Download and verifying %q", file.Filename)
// Write file content and calculate SHA
hash := sha256.New()
_, err = io.Copy(io.MultiWriter(outFile, hash), resp.Body)
if err != nil {
return fmt.Errorf("failed to write file %q: %v", file.Filename, err)
}
// Verify SHA
calculatedSHA := fmt.Sprintf("%x", hash.Sum(nil))
if calculatedSHA != file.SHA256 {
return fmt.Errorf("SHA mismatch for file %q ( calculated: %s != metadata: %s )", file.Filename, calculatedSHA, file.SHA256)
}
} else {
log.Debug().Msgf("SHA missing for %q. Skipping validation", file.Filename)
_, err = io.Copy(outFile, resp.Body)
if err != nil {
return fmt.Errorf("failed to write file %q: %v", file.Filename, err)
}
}
log.Debug().Msgf("File %q downloaded and verified", file.Filename)
}
// Write prompt template contents to separate files
for _, template := range config.PromptTemplates {
if err := verifyPath(template.Name+".tmpl", basePath); err != nil {
return err
}
// Create file path
filePath := filepath.Join(basePath, template.Name+".tmpl")
// Create parent directory
err := os.MkdirAll(filepath.Dir(filePath), 0755)
if err != nil {
return fmt.Errorf("failed to create parent directory for prompt template %q: %v", template.Name, err)
}
// Create and write file content
err = os.WriteFile(filePath, []byte(template.Content), 0644)
if err != nil {
return fmt.Errorf("failed to write prompt template %q: %v", template.Name, err)
}
log.Debug().Msgf("Prompt template %q written", template.Name)
}
name := config.Name
if nameOverride != "" {
name = nameOverride
}
if err := verifyPath(name+".yaml", basePath); err != nil {
return err
}
configFilePath := filepath.Join(basePath, name+".yaml")
// Read and update config file as map[string]interface{}
configMap := make(map[string]interface{})
err = yaml.Unmarshal([]byte(config.ConfigFile), &configMap)
if err != nil {
return fmt.Errorf("failed to unmarshal config YAML: %v", err)
}
configMap["name"] = name
if err := mergo.Merge(&configMap, configOverrides, mergo.WithOverride); err != nil {
return err
}
// Write updated config file
updatedConfigYAML, err := yaml.Marshal(configMap)
if err != nil {
return fmt.Errorf("failed to marshal updated config YAML: %v", err)
}
err = os.WriteFile(configFilePath, updatedConfigYAML, 0644)
if err != nil {
return fmt.Errorf("failed to write updated config file: %v", err)
}
log.Debug().Msgf("Written config file %s", configFilePath)
return nil
}
func calculateSHA(filePath string) (string, error) {
file, err := os.Open(filePath)
if err != nil {
return "", err
}
defer file.Close()
hash := sha256.New()
if _, err := io.Copy(hash, file); err != nil {
return "", err
}
return fmt.Sprintf("%x", hash.Sum(nil)), nil
}

View File

@@ -0,0 +1,94 @@
package gallery_test
import (
"os"
"path/filepath"
. "github.com/go-skynet/LocalAI/pkg/gallery"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"gopkg.in/yaml.v3"
)
var _ = Describe("Model test", func() {
Context("Downloading", func() {
It("applies model correctly", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "", c, map[string]interface{}{})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "cerebras.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
content := map[string]interface{}{}
dat, err := os.ReadFile(filepath.Join(tempdir, "cerebras.yaml"))
Expect(err).ToNot(HaveOccurred())
err = yaml.Unmarshal(dat, content)
Expect(err).ToNot(HaveOccurred())
Expect(content["context_size"]).To(Equal(1024))
})
It("renames model correctly", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "foo", c, map[string]interface{}{})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
})
It("overrides parameters", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "foo", c, map[string]interface{}{"backend": "foo"})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
content := map[string]interface{}{}
dat, err := os.ReadFile(filepath.Join(tempdir, "foo.yaml"))
Expect(err).ToNot(HaveOccurred())
err = yaml.Unmarshal(dat, content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("foo"))
})
It("catches path traversals", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "../../../foo", c, map[string]interface{}{})
Expect(err).To(HaveOccurred())
})
})
})

View File

@@ -2,37 +2,40 @@ package model
import (
"fmt"
"path/filepath"
"strings"
rwkv "github.com/donomii/go-rwkv.cpp"
whisper "github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
"github.com/go-skynet/LocalAI/pkg/stablediffusion"
bloomz "github.com/go-skynet/bloomz.cpp"
bert "github.com/go-skynet/go-bert.cpp"
gpt2 "github.com/go-skynet/go-gpt2.cpp"
transformers "github.com/go-skynet/go-ggml-transformers.cpp"
llama "github.com/go-skynet/go-llama.cpp"
"github.com/hashicorp/go-multierror"
gpt4all "github.com/nomic/gpt4all/gpt4all-bindings/golang"
gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
"github.com/rs/zerolog/log"
)
const tokenizerSuffix = ".tokenizer.json"
const (
LlamaBackend = "llama"
BloomzBackend = "bloomz"
StarcoderBackend = "starcoder"
StableLMBackend = "stablelm"
DollyBackend = "dolly"
RedPajamaBackend = "redpajama"
GPTNeoXBackend = "gptneox"
ReplitBackend = "replit"
Gpt2Backend = "gpt2"
Gpt4AllLlamaBackend = "gpt4all-llama"
Gpt4AllMptBackend = "gpt4all-mpt"
Gpt4AllJBackend = "gpt4all-j"
BertEmbeddingsBackend = "bert-embeddings"
RwkvBackend = "rwkv"
WhisperBackend = "whisper"
LlamaBackend = "llama"
BloomzBackend = "bloomz"
StarcoderBackend = "starcoder"
GPTJBackend = "gptj"
DollyBackend = "dolly"
MPTBackend = "mpt"
GPTNeoXBackend = "gptneox"
ReplitBackend = "replit"
Gpt2Backend = "gpt2"
Gpt4AllLlamaBackend = "gpt4all-llama"
Gpt4AllMptBackend = "gpt4all-mpt"
Gpt4AllJBackend = "gpt4all-j"
BertEmbeddingsBackend = "bert-embeddings"
RwkvBackend = "rwkv"
WhisperBackend = "whisper"
StableDiffusionBackend = "stablediffusion"
)
var backends []string = []string{
@@ -40,41 +43,41 @@ var backends []string = []string{
Gpt4AllLlamaBackend,
Gpt4AllMptBackend,
Gpt4AllJBackend,
Gpt2Backend,
WhisperBackend,
RwkvBackend,
BloomzBackend,
StableLMBackend,
DollyBackend,
RedPajamaBackend,
GPTNeoXBackend,
ReplitBackend,
WhisperBackend,
BertEmbeddingsBackend,
GPTJBackend,
Gpt2Backend,
DollyBackend,
MPTBackend,
ReplitBackend,
StarcoderBackend,
BloomzBackend,
}
var starCoder = func(modelFile string) (interface{}, error) {
return gpt2.NewStarcoder(modelFile)
return transformers.NewStarcoder(modelFile)
}
var redPajama = func(modelFile string) (interface{}, error) {
return gpt2.NewRedPajama(modelFile)
var mpt = func(modelFile string) (interface{}, error) {
return transformers.NewMPT(modelFile)
}
var dolly = func(modelFile string) (interface{}, error) {
return gpt2.NewDolly(modelFile)
return transformers.NewDolly(modelFile)
}
var gptNeoX = func(modelFile string) (interface{}, error) {
return gpt2.NewGPTNeoX(modelFile)
return transformers.NewGPTNeoX(modelFile)
}
var replit = func(modelFile string) (interface{}, error) {
return gpt2.NewReplit(modelFile)
return transformers.NewReplit(modelFile)
}
var stableLM = func(modelFile string) (interface{}, error) {
return gpt2.NewStableLM(modelFile)
var gptJ = func(modelFile string) (interface{}, error) {
return transformers.NewGPTJ(modelFile)
}
var bertEmbeddings = func(modelFile string) (interface{}, error) {
@@ -84,8 +87,13 @@ var bertEmbeddings = func(modelFile string) (interface{}, error) {
var bloomzLM = func(modelFile string) (interface{}, error) {
return bloomz.New(modelFile)
}
var gpt2LM = func(modelFile string) (interface{}, error) {
return gpt2.New(modelFile)
var transformersLM = func(modelFile string) (interface{}, error) {
return transformers.New(modelFile)
}
var stableDiffusion = func(assetDir string) (interface{}, error) {
return stablediffusion.New(assetDir)
}
var whisperModel = func(modelFile string) (interface{}, error) {
@@ -106,6 +114,8 @@ func gpt4allLM(opts ...gpt4all.ModelOption) func(string) (interface{}, error) {
func rwkvLM(tokenFile string, threads uint32) func(string) (interface{}, error) {
return func(s string) (interface{}, error) {
log.Debug().Msgf("Loading RWKV", s, tokenFile)
model := rwkv.LoadFiles(s, tokenFile, threads)
if model == nil {
return nil, fmt.Errorf("could not load model")
@@ -115,23 +125,26 @@ func rwkvLM(tokenFile string, threads uint32) func(string) (interface{}, error)
}
func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, llamaOpts []llama.ModelOption, threads uint32) (model interface{}, err error) {
log.Debug().Msgf("Loading model %s from %s", backendString, modelFile)
switch strings.ToLower(backendString) {
case LlamaBackend:
return ml.LoadModel(modelFile, llamaLM(llamaOpts...))
case BloomzBackend:
return ml.LoadModel(modelFile, bloomzLM)
case StableLMBackend:
return ml.LoadModel(modelFile, stableLM)
case GPTJBackend:
return ml.LoadModel(modelFile, gptJ)
case DollyBackend:
return ml.LoadModel(modelFile, dolly)
case RedPajamaBackend:
return ml.LoadModel(modelFile, redPajama)
case MPTBackend:
return ml.LoadModel(modelFile, mpt)
case Gpt2Backend:
return ml.LoadModel(modelFile, gpt2LM)
return ml.LoadModel(modelFile, transformersLM)
case GPTNeoXBackend:
return ml.LoadModel(modelFile, gptNeoX)
case ReplitBackend:
return ml.LoadModel(modelFile, replit)
case StableDiffusionBackend:
return ml.LoadModel(modelFile, stableDiffusion)
case StarcoderBackend:
return ml.LoadModel(modelFile, starCoder)
case Gpt4AllLlamaBackend:
@@ -143,7 +156,7 @@ func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, lla
case BertEmbeddingsBackend:
return ml.LoadModel(modelFile, bertEmbeddings)
case RwkvBackend:
return ml.LoadModel(modelFile, rwkvLM(modelFile+tokenizerSuffix, threads))
return ml.LoadModel(modelFile, rwkvLM(filepath.Join(ml.ModelPath, modelFile+tokenizerSuffix), threads))
case WhisperBackend:
return ml.LoadModel(modelFile, whisperModel)
default:
@@ -152,11 +165,12 @@ func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, lla
}
func (ml *ModelLoader) GreedyLoader(modelFile string, llamaOpts []llama.ModelOption, threads uint32) (interface{}, error) {
log.Debug().Msgf("Loading models greedly")
log.Debug().Msgf("Loading model '%s' greedly", modelFile)
ml.mu.Lock()
m, exists := ml.models[modelFile]
if exists {
log.Debug().Msgf("Model '%s' already loaded", modelFile)
ml.mu.Unlock()
return m, nil
}

View File

@@ -0,0 +1,23 @@
//go:build stablediffusion
// +build stablediffusion
package stablediffusion
import (
stableDiffusion "github.com/mudler/go-stable-diffusion"
)
func GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst, asset_dir string) error {
return stableDiffusion.GenerateImage(
height,
width,
mode,
step,
seed,
positive_prompt,
negative_prompt,
dst,
"",
asset_dir,
)
}

View File

@@ -0,0 +1,10 @@
//go:build !stablediffusion
// +build !stablediffusion
package stablediffusion
import "fmt"
func GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst, asset_dir string) error {
return fmt.Errorf("This version of LocalAI was built without the stablediffusion tag")
}

View File

@@ -0,0 +1,20 @@
package stablediffusion
import "os"
type StableDiffusion struct {
assetDir string
}
func New(assetDir string) (*StableDiffusion, error) {
if _, err := os.Stat(assetDir); err != nil {
return nil, err
}
return &StableDiffusion{
assetDir: assetDir,
}, nil
}
func (s *StableDiffusion) GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst string) error {
return GenerateImage(height, width, mode, step, seed, positive_prompt, negative_prompt, dst, s.assetDir)
}

40
tests/fixtures/gallery_simple.yaml vendored Normal file
View File

@@ -0,0 +1,40 @@
name: "cerebras"
description: |
cerebras
license: "Apache 2.0"
config_file: |
parameters:
model: cerebras
top_k: 80
temperature: 0.2
top_p: 0.7
context_size: 1024
stopwords:
- "HUMAN:"
- "GPT:"
roles:
user: ""
system: ""
template:
completion: "cerebras-completion"
chat: cerebras-chat
files:
- filename: "cerebras"
sha256: "c947051ae4dba9530ca55d923a7a484acd65664c8633462c8ccd4bb7848f2c65"
uri: "https://huggingface.co/concedo/cerebras-111M-ggml/resolve/main/cerebras-111m-q4_2.bin"
prompt_templates:
- name: "cerebras-completion"
content: |
Complete the prompt
### Prompt:
{{.Input}}
### Response:
- name: "cerebras-chat"
content: |
The prompt below is a question to answer, a task to complete, or a conversation to respond to; decide which and write an appropriate response.
### Prompt:
{{.Input}}
### Response:

View File

@@ -1,6 +1,5 @@
name: text-embedding-ada-002
parameters:
model: bert
threads: 14
backend: bert-embeddings
embeddings: true

View File

@@ -0,0 +1,18 @@
name: rwkv_test
parameters:
model: rwkv
top_k: 80
temperature: 0.9
max_tokens: 100
top_p: 0.8
context_size: 1024
backend: "rwkv"
cutwords:
- "Bob:.*"
roles:
user: "Bob:"
system: "Alice:"
assistant: "Alice:"
template:
completion: rwkv_completion
chat: rwkv_chat

View File

@@ -0,0 +1,13 @@
The following is a verbose detailed conversation between Bob and a woman, Alice. Alice is intelligent, friendly and likeable. Alice is likely to agree with Bob.
Bob: Hello Alice, how are you doing?
Alice: Hi Bob! Thanks, I'm fine. What about you?
Bob: I am very good! It's nice to see you. Would you mind me chatting with you for a while?
Alice: Not at all! I'm listening.
{{.Input}}
Alice:

View File

@@ -0,0 +1 @@
Complete the following sentence: {{.Input}}