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name: Publish Package to npmjs | ||
on: | ||
release: | ||
types: [published] | ||
jobs: | ||
build: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- uses: actions/checkout@v3 | ||
- uses: actions/setup-node@v3 | ||
with: | ||
node-version: "16.x" | ||
registry-url: "https://registry.npmjs.org" | ||
- uses: pnpm/action-setup@v2 | ||
name: Install pnpm | ||
id: pnpm-install | ||
with: | ||
version: 8 | ||
run_install: false | ||
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- name: Get pnpm store directory | ||
id: pnpm-cache | ||
shell: bash | ||
run: | | ||
echo "STORE_PATH=$(pnpm store path)" >> $GITHUB_OUTPUT | ||
- uses: actions/cache@v3 | ||
name: Setup pnpm cache | ||
with: | ||
path: ${{ steps.pnpm-cache.outputs.STORE_PATH }} | ||
key: ${{ runner.os }}-pnpm-store-${{ hashFiles('**/pnpm-lock.yaml') }} | ||
restore-keys: | | ||
${{ runner.os }}-pnpm-store- | ||
- name: Install dependencies | ||
run: pnpm install | ||
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||
- name: Build | ||
run: pnpm build | ||
- name: Publish to npmjs | ||
run: pnpm publish | ||
env: | ||
NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} |
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node_modules | ||
**/*.tsbuildinfo | ||
**/**/.next | ||
**/**/node_modules |
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MIT License | ||
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Copyright (c) 2023 Matt Rickard | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
|
||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# @react-llm/headless | ||
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Easy-to-use headless React Hooks to run LLMs in the browser with WebGPU. As simple as `useLLM()`. | ||
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### [**Live Demo**](https://chat.matt-rickard.com) | ||
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![image](assets/demo.webp) | ||
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**Features**: | ||
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* Supports [Vicuna 13B](https://lmsys.org/blog/2023-03-30-vicuna/) | ||
* Use custom system prompts and "user:"/"assistant:" role names | ||
* Completion options like `max tokens` and `stop sequences` | ||
* No data leaves the browser. Accelerated via WebGPU. | ||
* Hooks built to 'Bring your own UI' | ||
* Persistent storage for conversations in browser storage. Hooks for loading and saving conversations. | ||
* Model caching for faster subsequent loads | ||
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## Installation | ||
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```bash | ||
npm install @react-llm/headless | ||
``` | ||
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## **useLLM** API | ||
### Types | ||
```typescript | ||
// Model Initialization | ||
init: () => void; | ||
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// Model Generation | ||
send: (msg: string, maxTokens: number, stopSequences: string[]) => void; | ||
onMessage: (msg: GenerateTextResponse) => void; | ||
setOnMessage: (cb: (msg: GenerateTextResponse) => void) => void; | ||
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// Model Status | ||
loadingStatus: InitProgressReport; | ||
isGenerating: boolean; | ||
gpuDevice: GPUDeviceInfo; | ||
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// Model Configuration | ||
userRoleName: string; | ||
setUserRoleName: (roleName: string) => void; | ||
assistantRoleName: string; | ||
setAssistantRoleName: (roleName: string) => void; | ||
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// Conversation Management | ||
conversation: Conversation | undefined; | ||
allConversations: Conversation[] | undefined; | ||
createConversation: (title?: string, prompt?: string) => void; | ||
setConversationId: (conversationId: string) => void; | ||
deleteConversation: (conversationId: string) => void; | ||
deleteAllConversations: () => void; | ||
deleteMessages: () => void; | ||
setConversationTitle: (conversationId: string, title: string) => void; | ||
``` | ||
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### Hooks | ||
```typescript | ||
import useLLM from '@react-llm/headless'; | ||
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const MyComponent = () => { | ||
const { | ||
conversation, | ||
allConversations, | ||
loadingStatus, | ||
isGenerating, | ||
createConversation, | ||
setConversationId, | ||
deleteConversation, | ||
deleteAllConversations, | ||
deleteMessages, | ||
setConversationTitle, | ||
onMessage, | ||
setOnMessage, | ||
userRoleName, | ||
setUserRoleName, | ||
assistantRoleName, | ||
setAssistantRoleName, | ||
gpuDevice, | ||
send, | ||
init, | ||
} = useLLM(); | ||
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// Component logic... | ||
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return null; | ||
}; | ||
``` | ||
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### Packages | ||
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* `@react-llm/headless` - Headless React Hooks for running LLMs in the browser | ||
* `@react-llm/retro-ui` - Retro-themed UI for the hooks | ||
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## How does it work? | ||
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This library is a set of React Hooks that provide a simple interface to run LLMs in the browser. It uses Vicuna 13B. | ||
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* SentencePiece tokenizer (compiled for the browser via Emscripten) | ||
* Vicuna 13B (transformed to Apache TVM format) | ||
* Apache TVM and MLC Relax (compiled for the browser via Emscripten) | ||
* Off-the-main-thread WebWorker to run the model (bundled with the library) | ||
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The model, tokenizer, and TVM runtime are loaded from a CDN (huggingface). The model is cached in browser storage for faster subsequent loads. | ||
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### Example | ||
See [packages/retro-ui](packages/retro-ui) for the full demo code. This is a simple example of how to use the hooks. To run it, after cloning the repo, | ||
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```bash | ||
cd packages/retro-ui | ||
pnpm install | ||
pnpm dev | ||
``` | ||
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### License | ||
MIT | ||
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The code under `packages/headless/worker/lib/tvm` is licensed under Apache 2.0. |
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{ | ||
"name": "@react-llm/workspace", | ||
"version": "0.0.1", | ||
"type": "module", | ||
"main": "dist/bundle.cjs.js", | ||
"module": "dist/bundle.esm.js", | ||
"author": "Matt Rickard <[email protected]>", | ||
"license": "MIT", | ||
"private": true, | ||
"workspaces": [ | ||
"packages/headless", | ||
"packages/retro-ui" | ||
], | ||
"scripts": { | ||
"publish": "pnpm publish --access public", | ||
"build": "pnpm recursive run build" | ||
}, | ||
"devDependencies": { | ||
"typescript": "^5.0.4" | ||
}, | ||
"dependencies": { | ||
"react95": "^4.0.0", | ||
"styled-components": "^5.3.10" | ||
} | ||
} |
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{ | ||
"extends": [ | ||
"@typescript-eslint/no-unused-vars" | ||
] | ||
} |
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# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. | ||
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# dependencies | ||
/node_modules | ||
/.pnp | ||
.pnp.js | ||
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# testing | ||
/coverage | ||
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# next.js | ||
/.next/ | ||
/out/ | ||
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# production | ||
/build | ||
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# misc | ||
.DS_Store | ||
*.pem | ||
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# debug | ||
npm-debug.log* | ||
yarn-debug.log* | ||
yarn-error.log* | ||
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# local env files | ||
.env*.local | ||
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# vercel | ||
.vercel | ||
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# typescript | ||
*.tsbuildinfo | ||
next-env.d.ts |
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MIT License | ||
|
||
Copyright (c) 2023 Matt Rickard | ||
|
||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
|
||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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Successfully deployed to the following URLs:
react-llm – ./
react-llm-r2d4.vercel.app
react-llm-git-main-r2d4.vercel.app
react-llm.vercel.app
chat.matt-rickard.com