From 1f1c645aca5cf7ba7d4f342c55cf985371852e55 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:10:52 +0000 Subject: [PATCH 01/23] Move adaptive retrieval demo --- examples/adaptive-retrieval/.eslintrc.cjs | 20 - examples/adaptive-retrieval/.gitignore | 24 - examples/adaptive-retrieval/index.html | 13 - examples/adaptive-retrieval/package-lock.json | 5895 ----------------- examples/adaptive-retrieval/package.json | 30 - examples/adaptive-retrieval/postcss.config.js | 6 - examples/adaptive-retrieval/src/App.css | 5 - examples/adaptive-retrieval/src/App.jsx | 173 - examples/adaptive-retrieval/src/index.css | 3 - examples/adaptive-retrieval/src/main.jsx | 10 - examples/adaptive-retrieval/src/worker.js | 47 - .../adaptive-retrieval/tailwind.config.js | 12 - examples/adaptive-retrieval/vite.config.js | 7 - 13 files changed, 6245 deletions(-) delete mode 100644 examples/adaptive-retrieval/.eslintrc.cjs delete mode 100644 examples/adaptive-retrieval/.gitignore delete mode 100644 examples/adaptive-retrieval/index.html delete mode 100644 examples/adaptive-retrieval/package-lock.json delete mode 100644 examples/adaptive-retrieval/package.json delete mode 100644 examples/adaptive-retrieval/postcss.config.js delete mode 100644 examples/adaptive-retrieval/src/App.css delete mode 100644 examples/adaptive-retrieval/src/App.jsx delete mode 100644 examples/adaptive-retrieval/src/index.css delete mode 100644 examples/adaptive-retrieval/src/main.jsx delete mode 100644 examples/adaptive-retrieval/src/worker.js delete mode 100644 examples/adaptive-retrieval/tailwind.config.js delete mode 100644 examples/adaptive-retrieval/vite.config.js diff --git a/examples/adaptive-retrieval/.eslintrc.cjs b/examples/adaptive-retrieval/.eslintrc.cjs deleted file mode 100644 index 4dcb43901..000000000 --- a/examples/adaptive-retrieval/.eslintrc.cjs +++ /dev/null @@ -1,20 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/adaptive-retrieval/.gitignore b/examples/adaptive-retrieval/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/adaptive-retrieval/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/adaptive-retrieval/index.html b/examples/adaptive-retrieval/index.html deleted file mode 100644 index 4dbcf54ff..000000000 --- a/examples/adaptive-retrieval/index.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - - Adaptive Retrieval w/ Transformers.js - - -

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"react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.43", - "@types/react-dom": "^18.2.17", - "@vitejs/plugin-react": "^4.2.1", - "autoprefixer": "^10.4.16", - "eslint": "^8.55.0", - "eslint-plugin-react": "^7.33.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.5", - "postcss": "^8.4.33", - "tailwindcss": "^3.4.1", - "vite": "^5.1.7" - } -} diff --git a/examples/adaptive-retrieval/postcss.config.js b/examples/adaptive-retrieval/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/adaptive-retrieval/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/adaptive-retrieval/src/App.css b/examples/adaptive-retrieval/src/App.css deleted file mode 100644 index c3951888c..000000000 --- a/examples/adaptive-retrieval/src/App.css +++ /dev/null @@ -1,5 +0,0 @@ -#root { - height: 100vh; - width: 100vw; - padding: 1rem; -} diff --git a/examples/adaptive-retrieval/src/App.jsx b/examples/adaptive-retrieval/src/App.jsx deleted file mode 100644 index 9fc130e0d..000000000 --- a/examples/adaptive-retrieval/src/App.jsx +++ /dev/null @@ -1,173 +0,0 @@ -import { useState, useRef, useEffect, useCallback } from 'react' -import './App.css' - -const PLACEHOLDER_TEXTS = [ - "A panda is a large black-and-white bear native to China.", - "The typical life span of a panda is 20 years in the wild.", - "A panda's diet consists almost entirely of bamboo.", - "Ailuropoda melanoleuca is a bear species endemic to China.", - "I love pandas so much!", - "Bamboo is a fast-growing, woody grass.", - "My favorite movie is Kung Fu Panda.", - "I love the color blue.", - "Once upon a time, in a land far, far away...", - "Hello world.", - "This is an example sentence.", -].sort(() => Math.random() - 0.5); - -function normalize(embedding) { - const magnitude = Math.sqrt(embedding.reduce((sum, val) => sum + val * val, 0)); - return embedding.map((val) => val / magnitude); -} - -function dot(a, b) { - return a.reduce((acc, val, i) => acc + val * b[i], 0); -} - -function App() { - const [status, setStatus] = useState('idle'); - - const [source, setSource] = useState('What is a panda?'); - const [text, setText] = useState(PLACEHOLDER_TEXTS.join('\n')); - - const [dimensions, setDimensions] = useState(768); - - const [embeddings, setEmbeddings] = useState([]); - const [results, setResults] = useState([]); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - const status = e.data.status; - if (status === 'initiate') { - setStatus('loading'); - } else if (status === 'ready') { - setStatus('ready'); - } else if (status === 'complete') { - const embeddings = e.data.embeddings; - setDimensions(embeddings[0].length); - setEmbeddings(embeddings); - setStatus('idle'); - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }, []); - - const run = useCallback(() => { - setStatus('processing'); - worker.current.postMessage({ - source, - text, - }); - }, [source, text]) - - useEffect(() => { - if (embeddings.length === 0) return; - const slicedEmbeddings = embeddings.map(x => normalize(x.slice(0, dimensions))); - - const sourceEmbedding = slicedEmbeddings[0]; - const sentenceEmbeddings = slicedEmbeddings.slice(1); - - // Compute the cosine similarity between the source sentence and the other sentences. - // NOTE: Since vectors are normalized, we use the dot product. - const similarities = sentenceEmbeddings.map((embedding) => dot(sourceEmbedding, embedding)); - - setResults(text.trim().split('\n').map((sentence, i) => ({ - sentence, - similarity: similarities[i] - })).sort((a, b) => b.similarity - a.similarity)); - }, [text, embeddings, dimensions]) - - const busy = status !== 'idle'; - - return ( -

Adaptive Retrieval w/ Matryoshka Embeddings

- Query - - Text - - - -

- {embeddings.length > 0 && (<> - Dimensions - { - setDimensions(e.target.value); - }} - className="w-[98%] h-[10px]" - /> -

{dimensions}

- Results -

- {results.map((result, i) => ( -

- {result.similarity.toFixed(3)} - {result.sentence} -

- ))} -

- ) - } -

- ) -} - -export default App diff --git a/examples/adaptive-retrieval/src/index.css b/examples/adaptive-retrieval/src/index.css deleted file mode 100644 index b5c61c956..000000000 --- a/examples/adaptive-retrieval/src/index.css +++ /dev/null @@ -1,3 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; diff --git a/examples/adaptive-retrieval/src/main.jsx b/examples/adaptive-retrieval/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/adaptive-retrieval/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/adaptive-retrieval/src/worker.js b/examples/adaptive-retrieval/src/worker.js deleted file mode 100644 index 23c9e7a39..000000000 --- a/examples/adaptive-retrieval/src/worker.js +++ /dev/null @@ -1,47 +0,0 @@ -import { env, pipeline } from '@xenova/transformers'; - -// Skip local model check since we are downloading the model from the Hugging Face Hub. -env.allowLocalModels = false; - -class MyFeatureExtractionPipeline { - static task = 'feature-extraction'; - static model = 'nomic-ai/nomic-embed-text-v1.5'; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - this.instance = pipeline(this.task, this.model, { - quantized: true, - progress_callback, - }); - } - - return this.instance; - } -} - -// https://huggingface.co/nomic-ai/nomic-embed-text-v1.5#usage -const SEARCH_PREFIX = 'search_query: '; -const DOCUMENT_PREFIX = 'search_document: '; - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Retrieve the pipeline. When called for the first time, - // this will load the pipeline and save it for future use. - const extractor = await MyFeatureExtractionPipeline.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }); - - const { source, text } = event.data; - - const split = [ - SEARCH_PREFIX + source, - ...text.trim().split('\n').map(x => DOCUMENT_PREFIX + x), - ]; - const embeddings = await extractor(split, { pooling: 'mean', normalize: true }); - - // Send the output back to the main thread - self.postMessage({ status: 'complete', embeddings: embeddings.tolist() }); -}); diff --git a/examples/adaptive-retrieval/tailwind.config.js b/examples/adaptive-retrieval/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/adaptive-retrieval/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/adaptive-retrieval/vite.config.js b/examples/adaptive-retrieval/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/adaptive-retrieval/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 363aefa3be883739fa4d0d23ed6828a7f0cd256d Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:11:38 +0000 Subject: [PATCH 02/23] Move code completion demo --- examples/code-completion/.eslintrc.cjs | 16 - examples/code-completion/.gitignore | 24 - examples/code-completion/index.html | 12 - examples/code-completion/package-lock.json | 4823 ----------------- examples/code-completion/package.json | 34 - examples/code-completion/postcss.config.js | 6 - examples/code-completion/src/App.css | 34 - examples/code-completion/src/App.jsx | 251 - examples/code-completion/src/assets/react.svg | 1 - .../src/components/Progress.jsx | 20 - examples/code-completion/src/index.css | 72 - examples/code-completion/src/main.jsx | 10 - examples/code-completion/src/worker.js | 73 - examples/code-completion/tailwind.config.js | 12 - examples/code-completion/vite.config.js | 7 - 15 files changed, 5395 deletions(-) delete mode 100644 examples/code-completion/.eslintrc.cjs delete mode 100644 examples/code-completion/.gitignore delete mode 100644 examples/code-completion/index.html delete mode 100644 examples/code-completion/package-lock.json delete mode 100644 examples/code-completion/package.json delete mode 100644 examples/code-completion/postcss.config.js delete mode 100644 examples/code-completion/src/App.css delete mode 100644 examples/code-completion/src/App.jsx delete mode 100644 examples/code-completion/src/assets/react.svg delete mode 100644 examples/code-completion/src/components/Progress.jsx delete mode 100644 examples/code-completion/src/index.css delete mode 100644 examples/code-completion/src/main.jsx delete mode 100644 examples/code-completion/src/worker.js delete mode 100644 examples/code-completion/tailwind.config.js delete mode 100644 examples/code-completion/vite.config.js diff --git a/examples/code-completion/.eslintrc.cjs b/examples/code-completion/.eslintrc.cjs deleted file mode 100644 index c12e55cec..000000000 --- a/examples/code-completion/.eslintrc.cjs +++ /dev/null @@ -1,16 +0,0 @@ -module.exports = { - env: { browser: true, es2020: true, 'node': true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': 'warn', - 'react/prop-types': 'off', - }, -} diff --git a/examples/code-completion/.gitignore b/examples/code-completion/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/code-completion/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/code-completion/index.html b/examples/code-completion/index.html deleted file mode 100644 index b23c61fb3..000000000 --- a/examples/code-completion/index.html +++ /dev/null @@ -1,12 +0,0 @@ - - - - - - Transformers.js - Code completion playground - - -

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"name": "code-completion", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint src --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "^2.4.4", - "@monaco-editor/react": "^4.5.1", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.15", - "@types/react-dom": "^18.2.7", - "@vitejs/plugin-react": "^4.0.3", - "autoprefixer": "^10.4.14", - "eslint": "^8.45.0", - "eslint-plugin-react": "^7.32.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.3", - "postcss": "^8.4.31", - "tailwindcss": "^3.3.3", - "vite": "^4.5.3" - }, - "overrides": { - "protobufjs": "^7.2.4" - } -} diff --git a/examples/code-completion/postcss.config.js b/examples/code-completion/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/code-completion/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/code-completion/src/App.css b/examples/code-completion/src/App.css deleted file mode 100644 index 749e884f3..000000000 --- a/examples/code-completion/src/App.css +++ /dev/null @@ -1,34 +0,0 @@ -.sidebar { - background-color: #181818; - color: #CCCCCC; -} - -body{ - background-color: #1F1F1F; - color: white; -} - -.progress-container { - position: relative; - font-size: 16px; - color: white; - /* background-color: #e9ecef; */ - border-radius: 8px; - text-align: left; - overflow: hidden; -} - -.progress-bar { - padding: 2px 4px; - z-index: 0; - top: 0; - width: 1%; - height: 100%; - overflow: hidden; - background-color: #007bff; - white-space: nowrap; -} - -.progress-text { - z-index: 2; -} diff --git a/examples/code-completion/src/App.jsx b/examples/code-completion/src/App.jsx deleted file mode 100644 index 7fc84f538..000000000 --- a/examples/code-completion/src/App.jsx +++ /dev/null @@ -1,251 +0,0 @@ -import { useState, useRef, useEffect } from "react"; - -import Editor from "@monaco-editor/react"; -import Progress from './components/Progress'; - -import './App.css' - - -const MODELS = [ - 'Xenova/tiny_starcoder_py', - 'Xenova/codegen-350M-mono', - // 'Xenova/starcoderbase-1b', -] -function App() { - // Editor setup - const monaco = useRef(null); - const [monacoReady, setMonacoReady] = useState(false); - const [language, setLanguage] = useState('python'); // Only allow python for now - - // Model loading - const [ready, setReady] = useState(null); - const [disabled, setDisabled] = useState(false); - const [progressItems, setProgressItems] = useState([]); - - // Inputs and outputs - const [model, setModel] = useState(MODELS[0]); - const [maxNewTokens, setMaxNewTokens] = useState(45); - const [code, setCode] = useState('\ndef fib(n):\n """Calculates the nth Fibonacci number"""\n'); - - // Generation parameters - const [temperature, setTemperature] = useState(0.5); - const [topK, setTopK] = useState(5); - const [doSample, setDoSample] = useState(false); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - switch (e.data.status) { - case 'initiate': - // Model file start load: add a new progress item to the list. - setReady(false); - setProgressItems(prev => [...prev, e.data]); - break; - - case 'progress': - // Model file progress: update one of the progress items. - setProgressItems( - prev => prev.map(item => { - if (item.file === e.data.file) { - return { ...item, ...e.data } - } - return item; - }) - ); - break; - - case 'done': - // Model file loaded: remove the progress item from the list. - setProgressItems( - prev => prev.filter(item => item.file !== e.data.file) - ); - break; - - case 'ready': - // Pipeline ready: the worker is ready to accept messages. - setReady(true); - break; - - case 'update': - // Generation update: update the output text. - setCode(e.data.output); - break; - - case 'complete': - // Generation complete: re-enable the "Generate" button - setDisabled(false); - break; - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }); - - - useEffect(() => { - const m = monaco.current; - if (!m) return; - - let actionRegistration = m.addAction({ - id: "generate", - label: "Generate", - contextMenuGroupId: "0_custom", - run: () => { - const val = m.getValue(); - if (!val) return; - - worker.current.postMessage({ - model, - text: val, - max_new_tokens: maxNewTokens, - temperature, - top_k: topK, - do_sample: doSample - }); - } - }); - - // Define a cleanup function for when the component is unmounted. - return () => actionRegistration.dispose(); - }, [monacoReady, model, maxNewTokens, temperature, topK, doSample]); - - const showLoading = ready === false || progressItems.length > 0 - - return ( -

- - {ready === false && ( - Loading model... - )} - {progressItems.map(data => ( -

- -

- ))} -

- { - monaco.current = m; - setMonacoReady(true); - }} - options={{ - fontSize: 24 - }} - /> -

In-browser code completion

- Made with 🤗 Transformers.js -

- - Model: - - -

- Max new tokens: - {maxNewTokens} -

- { - const newValue = parseInt(event.target.value); - setMaxNewTokens(newValue); - }} - /> - -

- Temperature: - {temperature} -

- { - const newValue = Number(event.target.value); - setTemperature(newValue); - }} - /> -

- { - setDoSample(event.target.checked); - }} - className="w-4 h-4 text-blue-600 rounded focus:ring-blue-600 ring-offset-gray-800 focus:ring-2 bg-gray-700 border-gray-600" - /> - Sample -

- -

- Top K: - {topK} -

- { - const newValue = parseInt(event.target.value); - setTopK(newValue); - }} - /> - -

- -

- - - - Source code -

- ); -} - -export default App; diff --git a/examples/code-completion/src/assets/react.svg b/examples/code-completion/src/assets/react.svg deleted file mode 100644 index 6c87de9bb..000000000 --- a/examples/code-completion/src/assets/react.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/examples/code-completion/src/components/Progress.jsx b/examples/code-completion/src/components/Progress.jsx deleted file mode 100644 index 28491df43..000000000 --- a/examples/code-completion/src/components/Progress.jsx +++ /dev/null @@ -1,20 +0,0 @@ -function formatBytes(bytes, decimals = 0) { - const sizes = ["Bytes", "KB", "MB", "GB", "TB"]; - if (bytes === 0) return "0 Bytes"; - const i = parseInt(Math.floor(Math.log(bytes) / Math.log(1000)), 10); - const rounded = (bytes / Math.pow(1000, i)).toFixed(decimals); - return rounded + " " + sizes[i]; -} - -export default function Progress({ data }) { - const progress = data.progress ?? 0; - const text = data.file; - - const a = formatBytes(data.loaded); - const b = formatBytes(data.total); - return ( -

{text} ({`${a} / ${b}`})

- ); -} \ No newline at end of file diff --git a/examples/code-completion/src/index.css b/examples/code-completion/src/index.css deleted file mode 100644 index b90bf2853..000000000 --- a/examples/code-completion/src/index.css +++ /dev/null @@ -1,72 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -:root { - font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif; - line-height: 1.5; - font-weight: 400; - - color-scheme: light dark; - color: rgba(255, 255, 255, 0.87); - background-color: #242424; - - font-synthesis: none; - text-rendering: optimizeLegibility; - -webkit-font-smoothing: antialiased; - -moz-osx-font-smoothing: grayscale; - -webkit-text-size-adjust: 100%; -} - - -a { - font-weight: 500; - color: #646cff; - text-decoration: inherit; -} -a:hover { - color: #535bf2; -} - -body { - margin: 0; - display: flex; - place-items: center; -} - -h1 { - font-size: 3.2em; - line-height: 1.1; -} - -button { - border-radius: 8px; - border: 1px solid transparent; - padding: 0.6em 1.2em; - font-size: 1em; - font-weight: 500; - font-family: inherit; - background-color: #1a1a1a; - cursor: pointer; - transition: border-color 0.25s; -} -button:hover { - border-color: #646cff; -} -button:focus, -button:focus-visible { - outline: 4px auto -webkit-focus-ring-color; -} - -@media (prefers-color-scheme: light) { - :root { - color: #213547; - background-color: #ffffff; - } - a:hover { - color: #747bff; - } - button { - background-color: #f9f9f9; - } -} diff --git a/examples/code-completion/src/main.jsx b/examples/code-completion/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/code-completion/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/code-completion/src/worker.js b/examples/code-completion/src/worker.js deleted file mode 100644 index 31ceed610..000000000 --- a/examples/code-completion/src/worker.js +++ /dev/null @@ -1,73 +0,0 @@ - -import { pipeline, env } from '@xenova/transformers'; - -env.allowLocalModels = false; - -/** - * This class uses the Singleton pattern to ensure that only one instance of the pipeline is loaded. - */ -class CodeCompletionPipeline { - static task = 'text-generation'; - static model = null; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - this.instance = pipeline(this.task, this.model, { progress_callback }); - } - - return this.instance; - } -} - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - const { - model, text, max_new_tokens, - - // Generation parameters - temperature, - top_k, - do_sample, - } = event.data; - - if (CodeCompletionPipeline.model !== model) { - // Invalidate model if different - CodeCompletionPipeline.model = model; - - if (CodeCompletionPipeline.instance !== null) { - (await CodeCompletionPipeline.getInstance()).dispose(); - CodeCompletionPipeline.instance = null; - } - } - - // Retrieve the code-completion pipeline. When called for the first time, - // this will load the pipeline and save it for future use. - let generator = await CodeCompletionPipeline.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }); - - // Actually perform the code-completion - let output = await generator(text, { - max_new_tokens, - temperature, - top_k, - do_sample, - - // Allows for partial output - callback_function: x => { - self.postMessage({ - status: 'update', - output: generator.tokenizer.decode(x[0].output_token_ids, { skip_special_tokens: true }) - }); - } - }); - - // Send the output back to the main thread - self.postMessage({ - status: 'complete', - output: output, - }); -}); diff --git a/examples/code-completion/tailwind.config.js b/examples/code-completion/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/code-completion/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/code-completion/vite.config.js b/examples/code-completion/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/code-completion/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 6c966001a0ba04a415d88aaf89809fff37d2d3ab Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:12:17 +0000 Subject: [PATCH 03/23] Move florence-2 demo --- examples/florence2-webgpu/.eslintrc.cjs | 21 -- examples/florence2-webgpu/.gitignore | 24 -- examples/florence2-webgpu/README.md | 8 - examples/florence2-webgpu/index.html | 12 - examples/florence2-webgpu/package.json | 30 --- examples/florence2-webgpu/postcss.config.js | 6 - examples/florence2-webgpu/src/App.jsx | 218 ------------------ .../src/components/ImageInput.jsx | 68 ------ .../src/components/Progress.jsx | 15 -- examples/florence2-webgpu/src/index.css | 21 -- examples/florence2-webgpu/src/main.jsx | 10 - examples/florence2-webgpu/src/worker.js | 140 ----------- examples/florence2-webgpu/tailwind.config.js | 12 - examples/florence2-webgpu/vite.config.js | 7 - 14 files changed, 592 deletions(-) delete mode 100644 examples/florence2-webgpu/.eslintrc.cjs delete mode 100644 examples/florence2-webgpu/.gitignore delete mode 100644 examples/florence2-webgpu/README.md delete mode 100644 examples/florence2-webgpu/index.html delete mode 100644 examples/florence2-webgpu/package.json delete mode 100644 examples/florence2-webgpu/postcss.config.js delete mode 100644 examples/florence2-webgpu/src/App.jsx delete mode 100644 examples/florence2-webgpu/src/components/ImageInput.jsx delete mode 100644 examples/florence2-webgpu/src/components/Progress.jsx delete mode 100644 examples/florence2-webgpu/src/index.css delete mode 100644 examples/florence2-webgpu/src/main.jsx delete mode 100644 examples/florence2-webgpu/src/worker.js delete mode 100644 examples/florence2-webgpu/tailwind.config.js delete mode 100644 examples/florence2-webgpu/vite.config.js diff --git a/examples/florence2-webgpu/.eslintrc.cjs b/examples/florence2-webgpu/.eslintrc.cjs deleted file mode 100644 index 3e212e1d4..000000000 --- a/examples/florence2-webgpu/.eslintrc.cjs +++ /dev/null @@ -1,21 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react/jsx-no-target-blank': 'off', - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/florence2-webgpu/.gitignore b/examples/florence2-webgpu/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/florence2-webgpu/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/florence2-webgpu/README.md b/examples/florence2-webgpu/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/florence2-webgpu/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/florence2-webgpu/index.html b/examples/florence2-webgpu/index.html deleted file mode 100644 index 77f8f0a0c..000000000 --- a/examples/florence2-webgpu/index.html +++ /dev/null @@ -1,12 +0,0 @@ - - - - - - Florence2 WebGPU - - -

- - - diff --git a/examples/florence2-webgpu/package.json b/examples/florence2-webgpu/package.json deleted file mode 100644 index 490ad589f..000000000 --- a/examples/florence2-webgpu/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "florence2-webgpu", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "github:xenova/transformers.js#v3", - "react": "^18.3.1", - "react-dom": "^18.3.1" - }, - "devDependencies": { - "@types/react": "^18.3.3", - "@types/react-dom": "^18.3.0", - "@vitejs/plugin-react": "^4.3.1", - "autoprefixer": "^10.4.19", - "eslint": "^8.57.0", - "eslint-plugin-react": "^7.34.2", - "eslint-plugin-react-hooks": "^4.6.2", - "eslint-plugin-react-refresh": "^0.4.7", - "postcss": "^8.4.38", - "tailwindcss": "^3.4.4", - "vite": "^5.3.1" - } -} diff --git a/examples/florence2-webgpu/postcss.config.js b/examples/florence2-webgpu/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/florence2-webgpu/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/florence2-webgpu/src/App.jsx b/examples/florence2-webgpu/src/App.jsx deleted file mode 100644 index 36ac67e0f..000000000 --- a/examples/florence2-webgpu/src/App.jsx +++ /dev/null @@ -1,218 +0,0 @@ -import { useEffect, useState, useRef, useCallback } from 'react'; - -import Progress from './components/Progress'; -import ImageInput from './components/ImageInput'; - -const IS_WEBGPU_AVAILABLE = !!navigator.gpu; - -function App() { - - // Create a reference to the worker object. - const worker = useRef(null); - - // Model loading and progress - const [status, setStatus] = useState(null); - const [loadingMessage, setLoadingMessage] = useState(''); - const [progressItems, setProgressItems] = useState([]); - - const [task, setTask] = useState(''); - const [text, setText] = useState(''); - const [image, setImage] = useState(null); - const [result, setResult] = useState(null); - const [time, setTime] = useState(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - switch (e.data.status) { - case 'loading': - // Model file start load: add a new progress item to the list. - setStatus('loading'); - setLoadingMessage(e.data.data); - break; - - case 'initiate': - setProgressItems(prev => [...prev, e.data]); - break; - - case 'progress': - // Model file progress: update one of the progress items. - setProgressItems( - prev => prev.map(item => { - if (item.file === e.data.file) { - return { ...item, ...e.data } - } - return item; - }) - ); - break; - - case 'done': - // Model file loaded: remove the progress item from the list. - setProgressItems( - prev => prev.filter(item => item.file !== e.data.file) - ); - break; - - case 'ready': - // Pipeline ready: the worker is ready to accept messages. - setStatus('ready'); - break; - - case 'complete': - setResult(e.data.result); - setTime(e.data.time); - setStatus('ready'); - break; - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => { - worker.current.removeEventListener('message', onMessageReceived); - }; - }, []); - - const handleClick = useCallback(() => { - if (status === null) { - setStatus('loading'); - worker.current.postMessage({ type: 'load' }); - } else { - setStatus('running'); - worker.current.postMessage({ - type: 'run', data: { text, url: image, task } - }); - } - }, [status, task, image, text]); - - return ( - IS_WEBGPU_AVAILABLE - ? (

- - {status === 'loading' && ( -

{loadingMessage}

- {progressItems.map(({ file, progress, total }, i) => ( - - ))} -

- )} -

Florence2 WebGPU

Powerful vision foundation model running locally in your browser.

- -

- You are about to download Florence-2-base-ft, - a 230 million parameter vision foundation model that uses a prompt-based approach to handle a wide range of vision and vision-language tasks like captioning, object detection, and segmentation. - Once loaded, the model (340 MB) will be cached and reused when you revisit the page.
-
- Everything runs locally in your browser using 🤗 Transformers.js and ONNX Runtime Web, - meaning no API calls are made to a server for inference. You can even disconnect from the internet after the model has loaded! -

- -

- Task - -

- Input Image - { - worker.current.postMessage({ type: 'reset' }); // Reset image cache - setResult(null); - setImage(result); - }} /> -

- { - task === '' - && (

- Text input - setText(e.target.value)} - /> -

) - } - -

- Output -

- {result?.[task] && (<> - { - typeof result[task] === 'string' - ?

{result[task]}

- :

-                            {JSON.stringify(result[task], null, 2)}
-

- } - { - time &&

Execution time: {time.toFixed(2)} ms

- } - ) - } -

- -

- - -

- -

) - : (

WebGPU is not supported
by this browser :(

) - ) -} - -export default App diff --git a/examples/florence2-webgpu/src/components/ImageInput.jsx b/examples/florence2-webgpu/src/components/ImageInput.jsx deleted file mode 100644 index 9f24d9d5b..000000000 --- a/examples/florence2-webgpu/src/components/ImageInput.jsx +++ /dev/null @@ -1,68 +0,0 @@ -import { useState, useRef } from 'react'; - -const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/beetle.png'; - -const ImageInput = ({ onImageChange, ...props }) => { - const [imagePreview, setImagePreview] = useState(null); - const fileInputRef = useRef(null); - - const readFile = (file) => { - if (!file) return; - const reader = new FileReader(); - reader.onloadend = () => { - setImagePreview(reader.result); - if (onImageChange) { - onImageChange(file, reader.result); - } - }; - reader.readAsDataURL(file); - } - - const handleImageChange = (event) => { - readFile(event.target.files[0]); - }; - - const handleDragOver = (event) => { - event.preventDefault(); - }; - - const handleDrop = (event) => { - event.preventDefault(); - readFile(event.dataTransfer.files[0]); - }; - - const handleClick = () => { - fileInputRef.current.click(); - }; - - return ( -

- - {imagePreview ? ( - Selected

- ) : ( -

- Drag & drop or click
to select an image - { - e.stopPropagation(); - setImagePreview(EXAMPLE_URL); - onImageChange(null, EXAMPLE_URL); - }}>(or try an example) -

- )} -

- ); -}; - -export default ImageInput; diff --git a/examples/florence2-webgpu/src/components/Progress.jsx b/examples/florence2-webgpu/src/components/Progress.jsx deleted file mode 100644 index 9ce024cc8..000000000 --- a/examples/florence2-webgpu/src/components/Progress.jsx +++ /dev/null @@ -1,15 +0,0 @@ -function formatBytes(size) { - const i = size == 0 ? 0 : Math.floor(Math.log(size) / Math.log(1024)); - return +((size / Math.pow(1024, i)).toFixed(2)) * 1 + ['B', 'kB', 'MB', 'GB', 'TB'][i]; -} - -export default function Progress({ text, percentage, total }) { - percentage ??= 0; - return ( -

- {text} ({percentage.toFixed(2)}%{isNaN(total) ? '' : ` of ${formatBytes(total)}`}) -

- ); -} diff --git a/examples/florence2-webgpu/src/index.css b/examples/florence2-webgpu/src/index.css deleted file mode 100644 index c4a1285e0..000000000 --- a/examples/florence2-webgpu/src/index.css +++ /dev/null @@ -1,21 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -@layer utilities { - .scrollbar-thin::-webkit-scrollbar { - @apply w-2; - } - - .scrollbar-thin::-webkit-scrollbar-track { - @apply rounded-full bg-gray-100 dark:bg-gray-700; - } - - .scrollbar-thin::-webkit-scrollbar-thumb { - @apply rounded-full bg-gray-300 dark:bg-gray-600; - } - - .scrollbar-thin::-webkit-scrollbar-thumb:hover { - @apply bg-gray-500; - } -} diff --git a/examples/florence2-webgpu/src/main.jsx b/examples/florence2-webgpu/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/florence2-webgpu/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/florence2-webgpu/src/worker.js b/examples/florence2-webgpu/src/worker.js deleted file mode 100644 index 92c1732f4..000000000 --- a/examples/florence2-webgpu/src/worker.js +++ /dev/null @@ -1,140 +0,0 @@ - -import { - Florence2ForConditionalGeneration, - AutoProcessor, - AutoTokenizer, - RawImage, - full, -} from '@xenova/transformers'; - -async function hasFp16() { - try { - const adapter = await navigator.gpu.requestAdapter(); - return adapter.features.has('shader-f16'); - } catch (e) { - return false; - } -} - -/** - * This class uses the Singleton pattern to ensure that only one instance of the model is loaded. - */ -class Florence2Singleton { - static model_id = 'onnx-community/Florence-2-base-ft'; - - static async getInstance(progress_callback = null) { - this.processor ??= AutoProcessor.from_pretrained(this.model_id); - this.tokenizer ??= AutoTokenizer.from_pretrained(this.model_id); - - this.supports_fp16 ??= await hasFp16(); - this.model ??= Florence2ForConditionalGeneration.from_pretrained(this.model_id, { - dtype: { - embed_tokens: this.supports_fp16 ? 'fp16' : 'fp32', - vision_encoder: this.supports_fp16 ? 'fp16' : 'fp32', - encoder_model: 'q4', // or 'fp16' or 'fp32' - decoder_model_merged: 'q4', // or 'fp16' or 'fp32' - }, - device: 'webgpu', - progress_callback, - }); - - return Promise.all([this.model, this.tokenizer, this.processor]); - } -} - - -async function load() { - self.postMessage({ - status: 'loading', - data: 'Loading model...' - }); - - // Load the pipeline and save it for future use. - const [model, tokenizer, processor] = await Florence2Singleton.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }); - - self.postMessage({ - status: 'loading', - data: 'Compiling shaders and warming up model...' - }); - - // Dummy text and vision inputs - const text_inputs = tokenizer('a'); - const pixel_values = full([1, 3, 768, 768], 0.0); - - // Run model with dummy input to compile shaders - await model.generate({ - ...text_inputs, - pixel_values, - max_new_tokens: 1, - }); - - self.postMessage({ status: 'ready' }); -} - -const TASKS_WITH_INPUTS = [ - '', -] - -let vision_inputs; -let image_size; -async function run({ text, url, task }) { - const [model, tokenizer, processor] = await Florence2Singleton.getInstance(); - - // Read and preprocess image - const start = performance.now(); - if (!vision_inputs) { - // Cache vision inputs when possible - const image = await RawImage.fromURL(url); - image_size = image.size; - vision_inputs = await processor(image); - } - - let user_input = task; - if (TASKS_WITH_INPUTS.includes(task) && text) { - user_input += text; - } - const prompts = processor.construct_prompts(user_input); - const text_inputs = tokenizer(prompts); - - // Generate text - const generated_ids = await model.generate({ - ...text_inputs, - ...vision_inputs, - max_new_tokens: 128, - num_beams: 1, - do_sample: false, - }); - - // Decode generated text - const generated_text = tokenizer.batch_decode(generated_ids, { skip_special_tokens: false })[0]; - - // Post-process the generated text - const result = processor.post_process_generation(generated_text, task, image_size); - - const end = performance.now(); - - self.postMessage({ status: 'complete', result, time: end - start }); -} - -// Listen for messages from the main thread -self.addEventListener('message', async (e) => { - const { type, data } = e.data; - - switch (type) { - case 'load': - load(); - break; - - case 'run': - run(data); - break; - - case 'reset': - vision_inputs = image_size = null; - break; - } -}); diff --git a/examples/florence2-webgpu/tailwind.config.js b/examples/florence2-webgpu/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/florence2-webgpu/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/florence2-webgpu/vite.config.js b/examples/florence2-webgpu/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/florence2-webgpu/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From c4b3a7676a602f4a0f59a956127f3a50eb32b354 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:13:23 +0000 Subject: [PATCH 04/23] Move depth anything demo --- examples/depth-anything-client/.gitignore | 24 - examples/depth-anything-client/index.html | 29 - examples/depth-anything-client/main.js | 150 -- .../depth-anything-client/package-lock.json | 1472 ----------------- examples/depth-anything-client/package.json | 18 - examples/depth-anything-client/style.css | 92 -- examples/depth-anything-client/vite.config.js | 6 - 7 files changed, 1791 deletions(-) delete mode 100644 examples/depth-anything-client/.gitignore delete mode 100644 examples/depth-anything-client/index.html delete mode 100644 examples/depth-anything-client/main.js delete mode 100644 examples/depth-anything-client/package-lock.json delete mode 100644 examples/depth-anything-client/package.json delete mode 100644 examples/depth-anything-client/style.css delete mode 100644 examples/depth-anything-client/vite.config.js diff --git a/examples/depth-anything-client/.gitignore b/examples/depth-anything-client/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/depth-anything-client/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/depth-anything-client/index.html b/examples/depth-anything-client/index.html deleted file mode 100644 index 92c3fe079..000000000 --- a/examples/depth-anything-client/index.html +++ /dev/null @@ -1,29 +0,0 @@ - - - - - - - Transformers.js - Depth Anything - - - -

Depth Anything w/ 🤗 Transformers.js

- - - Click to upload image - (or try example) - -

- - - - - - - \ No newline at end of file diff --git a/examples/depth-anything-client/main.js b/examples/depth-anything-client/main.js deleted file mode 100644 index 253468aca..000000000 --- a/examples/depth-anything-client/main.js +++ /dev/null @@ -1,150 +0,0 @@ -import './style.css'; - -import * as THREE from 'three'; -import { OrbitControls } from 'three/addons/controls/OrbitControls.js'; - -import { pipeline, env, RawImage } from '@xenova/transformers'; - -// Since we will download the model from the Hugging Face Hub, we can skip the local model check -env.allowLocalModels = false; - -// Proxy the WASM backend to prevent the UI from freezing -env.backends.onnx.wasm.proxy = true; - -// Constants -const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/bread_small.png'; -const DEFAULT_SCALE = 0.75; - -// Reference the elements that we will need -const status = document.getElementById('status'); -const fileUpload = document.getElementById('upload'); -const imageContainer = document.getElementById('container'); -const example = document.getElementById('example'); - -// Create a new depth-estimation pipeline -status.textContent = 'Loading model...'; -const depth_estimator = await pipeline('depth-estimation', 'Xenova/depth-anything-small-hf'); -status.textContent = 'Ready'; - -example.addEventListener('click', (e) => { - e.preventDefault(); - predict(EXAMPLE_URL); -}); - -fileUpload.addEventListener('change', function (e) { - const file = e.target.files[0]; - if (!file) { - return; - } - - const reader = new FileReader(); - - // Set up a callback when the file is loaded - reader.onload = e2 => predict(e2.target.result); - - reader.readAsDataURL(file); -}); - -let onSliderChange; - -// Predict depth map for the given image -async function predict(url) { - imageContainer.innerHTML = ''; - const image = await RawImage.fromURL(url); - - // Set up scene and slider controls - const { canvas, setDisplacementMap } = setupScene(url, image.width, image.height); - - imageContainer.append(canvas); - - status.textContent = 'Analysing...'; - const { depth } = await depth_estimator(image); - - setDisplacementMap(depth.toCanvas()); - status.textContent = ''; - - // Add slider control - const slider = document.createElement('input'); - slider.type = 'range'; - slider.min = 0; - slider.max = 1; - slider.step = 0.01; - slider.addEventListener('input', (e) => { - onSliderChange(parseFloat(e.target.value)); - }); - slider.defaultValue = DEFAULT_SCALE; - imageContainer.append(slider); -} - -function setupScene(url, w, h) { - - // Create new scene - const canvas = document.createElement('canvas'); - const width = canvas.width = imageContainer.offsetWidth; - const height = canvas.height = imageContainer.offsetHeight; - - const scene = new THREE.Scene(); - - // Create camera and add it to the scene - const camera = new THREE.PerspectiveCamera(30, width / height, 0.01, 10); - camera.position.z = 2; - scene.add(camera); - - const renderer = new THREE.WebGLRenderer({ canvas, antialias: true }); - renderer.setSize(width, height); - renderer.setPixelRatio(window.devicePixelRatio); - - // Add ambient light - const light = new THREE.AmbientLight(0xffffff, 2); - scene.add(light); - - // Load depth texture - const image = new THREE.TextureLoader().load(url); - image.colorSpace = THREE.SRGBColorSpace; - const material = new THREE.MeshStandardMaterial({ - map: image, - side: THREE.DoubleSide, - }); - material.displacementScale = DEFAULT_SCALE; - - const setDisplacementMap = (canvas) => { - material.displacementMap = new THREE.CanvasTexture(canvas); - material.needsUpdate = true; - } - - const setDisplacementScale = (scale) => { - material.displacementScale = scale; - material.needsUpdate = true; - } - onSliderChange = setDisplacementScale; - - // Create plane and rescale it so that max(w, h) = 1 - const [pw, ph] = w > h ? [1, h / w] : [w / h, 1]; - const geometry = new THREE.PlaneGeometry(pw, ph, w, h); - const plane = new THREE.Mesh(geometry, material); - scene.add(plane); - - // Add orbit controls - const controls = new OrbitControls(camera, renderer.domElement); - controls.enableDamping = true; - - renderer.setAnimationLoop(() => { - renderer.render(scene, camera); - controls.update(); - }); - - window.addEventListener('resize', () => { - const width = imageContainer.offsetWidth; - const height = imageContainer.offsetHeight; - - camera.aspect = width / height; - camera.updateProjectionMatrix(); - - renderer.setSize(width, height); - }, false); - - return { - canvas: renderer.domElement, - setDisplacementMap, - }; -} diff --git a/examples/depth-anything-client/package-lock.json b/examples/depth-anything-client/package-lock.json deleted file mode 100644 index c24c4db67..000000000 --- a/examples/depth-anything-client/package-lock.json +++ /dev/null @@ -1,1472 +0,0 @@ -{ - "name": "depth-anything-client", - 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} - } -} diff --git a/examples/depth-anything-client/package.json b/examples/depth-anything-client/package.json deleted file mode 100644 index 0adf621a0..000000000 --- a/examples/depth-anything-client/package.json +++ /dev/null @@ -1,18 +0,0 @@ -{ - "name": "depth-anything-client", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.0.13" - }, - "dependencies": { - "@xenova/transformers": "^2.14.1", - "three": "^0.160.1" - } -} diff --git a/examples/depth-anything-client/style.css b/examples/depth-anything-client/style.css deleted file mode 100644 index 1b0fb3f23..000000000 --- a/examples/depth-anything-client/style.css +++ /dev/null @@ -1,92 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container, -#upload-button { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -h1 { - text-align: center; -} - -#container { - position: relative; - width: 640px; - height: 420px; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} - -#mask-output { - position: absolute; - width: 100%; - height: 100%; - pointer-events: none; -} - -#upload-button { - gap: 0.4rem; - font-size: 18px; - cursor: pointer; -} - -#upload { - display: none; -} - -svg { - pointer-events: none; -} - -#example { - font-size: 14px; - text-decoration: underline; - cursor: pointer; -} - -#example:hover { - color: #2563EB; -} - -canvas { - position: absolute; - width: 100%; - height: 100%; -} - -#status { - min-height: 16px; - margin: 8px 0; -} - -input[type="range"] { - position: absolute; - top: 10px; - right: 10px; - z-index: 1; -} \ No newline at end of file diff --git a/examples/depth-anything-client/vite.config.js b/examples/depth-anything-client/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/depth-anything-client/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -}); From 29bdc5bf95a8f954539019d8e65c2bf703ad0ba6 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:14:58 +0000 Subject: [PATCH 05/23] Move tokenizer playground demo --- examples/tokenizer-playground/.eslintrc.cjs | 20 - examples/tokenizer-playground/.gitignore | 24 - examples/tokenizer-playground/README.md | 8 - examples/tokenizer-playground/index.html | 15 - .../tokenizer-playground/package-lock.json | 5154 ----------------- examples/tokenizer-playground/package.json | 33 - .../tokenizer-playground/postcss.config.js | 6 - examples/tokenizer-playground/src/App.css | 11 - examples/tokenizer-playground/src/App.jsx | 177 - .../src/components/Token.jsx | 23 - examples/tokenizer-playground/src/index.css | 40 - examples/tokenizer-playground/src/main.jsx | 10 - examples/tokenizer-playground/src/worker.js | 68 - .../tokenizer-playground/tailwind.config.js | 12 - examples/tokenizer-playground/vite.config.js | 7 - 15 files changed, 5608 deletions(-) delete mode 100644 examples/tokenizer-playground/.eslintrc.cjs delete mode 100644 examples/tokenizer-playground/.gitignore delete mode 100644 examples/tokenizer-playground/README.md delete mode 100644 examples/tokenizer-playground/index.html delete mode 100644 examples/tokenizer-playground/package-lock.json delete mode 100644 examples/tokenizer-playground/package.json delete mode 100644 examples/tokenizer-playground/postcss.config.js delete mode 100644 examples/tokenizer-playground/src/App.css delete mode 100644 examples/tokenizer-playground/src/App.jsx delete mode 100644 examples/tokenizer-playground/src/components/Token.jsx delete mode 100644 examples/tokenizer-playground/src/index.css delete mode 100644 examples/tokenizer-playground/src/main.jsx delete mode 100644 examples/tokenizer-playground/src/worker.js delete mode 100644 examples/tokenizer-playground/tailwind.config.js delete mode 100644 examples/tokenizer-playground/vite.config.js diff --git a/examples/tokenizer-playground/.eslintrc.cjs b/examples/tokenizer-playground/.eslintrc.cjs deleted file mode 100644 index 4dcb43901..000000000 --- a/examples/tokenizer-playground/.eslintrc.cjs +++ /dev/null @@ -1,20 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/tokenizer-playground/.gitignore b/examples/tokenizer-playground/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/tokenizer-playground/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/tokenizer-playground/README.md b/examples/tokenizer-playground/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/tokenizer-playground/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/tokenizer-playground/index.html b/examples/tokenizer-playground/index.html deleted file mode 100644 index 3a73d9a50..000000000 --- a/examples/tokenizer-playground/index.html +++ /dev/null @@ -1,15 +0,0 @@ - - - - - - - The Tokenizer Playground - - - -

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"integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==", - "dev": true, - "engines": { - "node": ">=10" - }, - "funding": { - "url": "https://github.com/sponsors/sindresorhus" - } - } - } -} diff --git a/examples/tokenizer-playground/package.json b/examples/tokenizer-playground/package.json deleted file mode 100644 index 0d77ce8db..000000000 --- a/examples/tokenizer-playground/package.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "name": "tokenizer-playground", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "^2.17.1", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.15", - "@types/react-dom": "^18.2.7", - "@vitejs/plugin-react": "^4.0.3", - "autoprefixer": "^10.4.14", - "eslint": "^8.45.0", - "eslint-plugin-react": "^7.32.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.3", - "postcss": "^8.4.31", - "tailwindcss": "^3.3.3", - "vite": "^4.5.3" - }, - "overrides": { - "protobufjs": "^7.2.4" - } -} diff --git a/examples/tokenizer-playground/postcss.config.js b/examples/tokenizer-playground/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/tokenizer-playground/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/tokenizer-playground/src/App.css b/examples/tokenizer-playground/src/App.css deleted file mode 100644 index 09b73fe61..000000000 --- a/examples/tokenizer-playground/src/App.css +++ /dev/null @@ -1,11 +0,0 @@ -#root { - max-width: 1280px; - width: 100%; - margin: 0 auto; - padding: 2rem; - text-align: center; - display: flex; - justify-content: center; - align-items: center; - flex-direction: column; -} diff --git a/examples/tokenizer-playground/src/App.jsx b/examples/tokenizer-playground/src/App.jsx deleted file mode 100644 index 824a1cfcd..000000000 --- a/examples/tokenizer-playground/src/App.jsx +++ /dev/null @@ -1,177 +0,0 @@ -import { useCallback, useEffect, useRef, useState } from 'react' -import { Token } from './components/Token' -import './App.css' - -// Define list of tokenizers and their corresponding human-readable names -const TOKENIZER_OPTIONS = Object.freeze({ - 'Xenova/gpt-4': 'gpt-4 / gpt-3.5-turbo / text-embedding-ada-002', - 'Xenova/text-davinci-003': 'text-davinci-003 / text-davinci-002', - 'Xenova/gpt-3': 'gpt-3', - 'Xenova/grok-1-tokenizer': 'Grok-1', - 'Xenova/claude-tokenizer': 'Claude', - 'Xenova/mistral-tokenizer-v3': 'Mistral v3', - 'Xenova/mistral-tokenizer-v1': 'Mistral v1', - 'Xenova/gemma-tokenizer': 'Gemma', - 'Xenova/llama-3-tokenizer': 'Llama 3', - 'Xenova/llama-tokenizer': 'LLaMA / Llama 2', - 'Xenova/c4ai-command-r-v01-tokenizer': 'Cohere Command-R', - 'Xenova/t5-small': 'T5', - 'Xenova/bert-base-cased': 'bert-base-cased', - '': 'Custom', -}) - -function App() { - // Allow user to set tokenizer and text via URL query parameters - const urlParams = new URLSearchParams(window.location.search); - const tokenizerParam = urlParams.get('tokenizer'); - const textParam = urlParams.get('text'); - - const [tokenIds, setTokenIds] = useState([]); - const [decodedTokens, setDecodedTokens] = useState([]); - const [margins, setMargins] = useState([]); - const [outputOption, setOutputOption] = useState('text'); - const [tokenizer, setTokenizer] = useState(tokenizerParam ?? 'Xenova/gpt-4'); - const [customTokenizer, setCustomTokenizer] = useState(''); - - const textareaRef = useRef(null); - const outputRef = useRef(null); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to set up the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - setTokenIds(e.data.token_ids); - setDecodedTokens(e.data.decoded); - setMargins(e.data.margins); - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }, []); - - const resetOutput = useCallback(() => { - setOutputOption('text'); - setTokenIds([]); - setDecodedTokens([]); - setMargins([]); - }, []); - - const onInputChange = useCallback((e) => { - const model_id = tokenizer; - const text = e.target.value; - - if (text.length > 10000) { - setOutputOption(null); - console.log('User most likely pasted in a large body of text (> 10k chars), so we hide the output (until specifically requested by the user).'); - } - worker.current.postMessage({ model_id, text }); - }, [tokenizer]); - - useEffect(() => { - if (textParam) { - onInputChange({ target: { value: textParam } }); - } - }, [onInputChange, textParam]); - - const onTokenizerChange = useCallback((e) => { - const model_id = e.target.value; - setTokenizer(model_id); - if (!model_id) return; - worker.current.postMessage({ model_id, text: textareaRef.current.value }); - }, []); - - return ( -

- -

The Tokenizer Playground

Experiment with different tokenizers (running locally in your browser).

- -

- - {(!(tokenizer in TOKENIZER_OPTIONS) || customTokenizer || tokenizer === '') && ( - { - setCustomTokenizer(e.target.value); - onTokenizerChange(e); - }} - className="bg-white border border-gray-300 text-gray-900 text-sm rounded-lg focus:ring-blue-500 focus:border-blue-500 block w-full py-1 px-2 mt-1" - /> - )} -

- - - - -

Tokens

{tokenIds.length.toLocaleString()}

Characters

{(textareaRef.current?.value.length ?? 0).toLocaleString()}

- -

- {outputOption === 'text' ? ( - decodedTokens.map( - (token, index) => - ) - ) : outputOption === 'token_ids' ? ( - `[${tokenIds.join(', ')}]` - ) : null} -

- -

- setOutputOption('text')} id="output-radio-1" type="radio" value="" name="output-radio" className="w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500" /> - Text -

- setOutputOption('token_ids')} id="output-radio-2" type="radio" value="" name="output-radio" className="w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500" /> - Token IDs -

- setOutputOption(null)} id="output-radio-3" type="radio" value="" name="output-radio" className="w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500" /> - Hide -

- ) -} - -export default App diff --git a/examples/tokenizer-playground/src/components/Token.jsx b/examples/tokenizer-playground/src/components/Token.jsx deleted file mode 100644 index 8987eb9ce..000000000 --- a/examples/tokenizer-playground/src/components/Token.jsx +++ /dev/null @@ -1,23 +0,0 @@ -import { Fragment } from 'react'; - -const COLOURS = [ - 'bg-purple-300', - 'bg-green-300', - 'bg-yellow-300', - 'bg-red-300', - 'bg-blue-300', -] - -export function Token({ text, position, margin }) { - const textWithLineBreaks = text.split('\n').map((line, index, array) => ( - - {line} - {index !== array.length - 1 &&
} - - )); - return ( - {textWithLineBreaks} - ) -} \ No newline at end of file diff --git a/examples/tokenizer-playground/src/index.css b/examples/tokenizer-playground/src/index.css deleted file mode 100644 index 80340160d..000000000 --- a/examples/tokenizer-playground/src/index.css +++ /dev/null @@ -1,40 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -:root { - font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif; - line-height: 1.5; - font-weight: 400; - - color-scheme: light dark; - color: rgba(255, 255, 255, 0.87); - background-color: #242424; - - font-synthesis: none; - text-rendering: optimizeLegibility; - -webkit-font-smoothing: antialiased; - -moz-osx-font-smoothing: grayscale; - -webkit-text-size-adjust: 100%; -} - -body { - margin: 0; - display: flex; - place-items: center; - min-height: 100vh; -} - - -@media (prefers-color-scheme: light) { - :root { - color: #213547; - background-color: #ffffff; - } - a:hover { - color: #747bff; - } - button { - background-color: #f9f9f9; - } -} diff --git a/examples/tokenizer-playground/src/main.jsx b/examples/tokenizer-playground/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/tokenizer-playground/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/tokenizer-playground/src/worker.js b/examples/tokenizer-playground/src/worker.js deleted file mode 100644 index 4db09bdc0..000000000 --- a/examples/tokenizer-playground/src/worker.js +++ /dev/null @@ -1,68 +0,0 @@ -// Although not strictly necessary, we delegate the tokenization to a worker thread to avoid -// any potential issues with the tokenizer blocking the main thread (especially for large inputs). - -import { env, AutoTokenizer } from '@xenova/transformers' - -env.allowLocalModels = false; - -// This is a map of all the tokenizer instances that we have loaded. -// model_id -> promise that resolves to tokenizer -const TOKENIZER_MAPPINGS = new Map(); - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - let tokenizerPromise = TOKENIZER_MAPPINGS.get(event.data.model_id); - // Load the tokenizer if it hasn't been loaded yet - if (!tokenizerPromise) { - tokenizerPromise = AutoTokenizer.from_pretrained(event.data.model_id); - - TOKENIZER_MAPPINGS.set(event.data.model_id, new Promise((resolve) => { - // Just for visualization purposes, we may need to modify the tokenizer slightly - tokenizerPromise.then((tokenizer) => { - // NOTE: We just remove the StripDecoder from the llama tokenizer - switch (tokenizer.constructor.name) { - case 'LlamaTokenizer': - case 'Grok1Tokenizer': - // tokenizer.decoder.decoders.at(-1).constructor.name === 'StripDecoder' - tokenizer.decoder.decoders.pop(); - break; - case 'T5Tokenizer': - tokenizer.decoder.addPrefixSpace = false; - break; - } - resolve(tokenizer); - }); - })); - } - - const tokenizer = await tokenizerPromise; - - const text = event.data.text; - - const start = performance.now(); - const token_ids = tokenizer.encode(text); - const end = performance.now(); - console.log('[INFO]', `Tokenized ${text.length} characters in ${(end - start).toFixed(2)}ms`) - - let decoded = token_ids.map(x => tokenizer.decode([x])); - - let margins = []; - - // Minor post-processing for visualization purposes - switch (tokenizer.constructor.name) { - case 'BertTokenizer': - margins = decoded.map((x, i) => i === 0 || x.startsWith('##') ? 0 : 8); - decoded = decoded.map(x => x.replace('##', '')); - break; - case 'T5Tokenizer': - if (decoded.length > 0 && decoded.length !== ' ') { - decoded[0] = decoded[0].replace(/^ /, ''); - } - break; - } - - // Send the output back to the main thread - self.postMessage({ - token_ids, decoded, margins - }); -}); \ No newline at end of file diff --git a/examples/tokenizer-playground/tailwind.config.js b/examples/tokenizer-playground/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/tokenizer-playground/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/tokenizer-playground/vite.config.js b/examples/tokenizer-playground/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/tokenizer-playground/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 98958ff9119576ef3bc54e39f74df146137825c3 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:16:04 +0000 Subject: [PATCH 06/23] Move node audio processing demo --- examples/node-audio-processing/index.js | 36 --------------------- examples/node-audio-processing/package.json | 17 ---------- 2 files changed, 53 deletions(-) delete mode 100644 examples/node-audio-processing/index.js delete mode 100644 examples/node-audio-processing/package.json diff --git a/examples/node-audio-processing/index.js b/examples/node-audio-processing/index.js deleted file mode 100644 index bac47156b..000000000 --- a/examples/node-audio-processing/index.js +++ /dev/null @@ -1,36 +0,0 @@ -import { pipeline } from '@xenova/transformers'; -import wavefile from 'wavefile'; - -// Load model -let transcriber = await pipeline('automatic-speech-recognition', 'Xenova/whisper-tiny.en'); - -// Load audio data -let url = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/jfk.wav'; -let buffer = Buffer.from(await fetch(url).then(x => x.arrayBuffer())) - -// Read .wav file and convert it to required format -let wav = new wavefile.WaveFile(buffer); -wav.toBitDepth('32f'); // Pipeline expects input as a Float32Array -wav.toSampleRate(16000); // Whisper expects audio with a sampling rate of 16000 -let audioData = wav.getSamples(); -if (Array.isArray(audioData)) { - if (audioData.length > 1) { - const SCALING_FACTOR = Math.sqrt(2); - - // Merge channels (into first channel to save memory) - for (let i = 0; i < audioData[0].length; ++i) { - audioData[0][i] = SCALING_FACTOR * (audioData[0][i] + audioData[1][i]) / 2; - } - } - - // Select first channel - audioData = audioData[0]; -} - -// Run model -let start = performance.now(); -let output = await transcriber(audioData); -let end = performance.now(); -console.log(`Execution duration: ${(end - start) / 1000} seconds`); -console.log(output); -// { text: ' And so my fellow Americans ask not what your country can do for you, ask what you can do for your country.' } diff --git a/examples/node-audio-processing/package.json b/examples/node-audio-processing/package.json deleted file mode 100644 index 212b56b54..000000000 --- a/examples/node-audio-processing/package.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "name": "audio-processing", - "version": "1.0.0", - "description": "", - "main": "index.js", - "type": "module", - "scripts": { - "test": "echo \"Error: no test specified\" && exit 1" - }, - "keywords": [], - "author": "", - "license": "ISC", - "dependencies": { - "@xenova/transformers": "^2.2.0", - "wavefile": "^11.0.0" - } -} From ac5b758ffbfd60230513991063d55d041117c9e4 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:17:23 +0000 Subject: [PATCH 07/23] Move remove background web demo --- examples/remove-background-client/.gitignore | 24 - examples/remove-background-client/index.html | 33 - examples/remove-background-client/main.js | 112 -- .../package-lock.json | 1466 ----------------- .../remove-background-client/package.json | 17 - examples/remove-background-client/style.css | 83 - .../remove-background-client/vite.config.js | 6 - 7 files changed, 1741 deletions(-) delete mode 100644 examples/remove-background-client/.gitignore delete mode 100644 examples/remove-background-client/index.html delete mode 100644 examples/remove-background-client/main.js delete mode 100644 examples/remove-background-client/package-lock.json delete mode 100644 examples/remove-background-client/package.json delete mode 100644 examples/remove-background-client/style.css delete mode 100644 examples/remove-background-client/vite.config.js diff --git a/examples/remove-background-client/.gitignore b/examples/remove-background-client/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/remove-background-client/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/remove-background-client/index.html b/examples/remove-background-client/index.html deleted file mode 100644 index a85cef65f..000000000 --- a/examples/remove-background-client/index.html +++ /dev/null @@ -1,33 +0,0 @@ - - - - - - - Transformers.js - Background Removal - - - -

Background Removal w/ 🤗 Transformers.js -

Runs locally in your browser, powered by the RMBG V1.4 model from BRIA AI -

- - - Click to upload image - (or try example) - -

- - - - - - - \ No newline at end of file diff --git a/examples/remove-background-client/main.js b/examples/remove-background-client/main.js deleted file mode 100644 index 31eb7080e..000000000 --- a/examples/remove-background-client/main.js +++ /dev/null @@ -1,112 +0,0 @@ -import './style.css'; - -import { AutoModel, AutoProcessor, env, RawImage } from '@xenova/transformers'; - -// Since we will download the model from the Hugging Face Hub, we can skip the local model check -env.allowLocalModels = false; - -// Proxy the WASM backend to prevent the UI from freezing -env.backends.onnx.wasm.proxy = true; - -// Constants -const EXAMPLE_URL = 'https://images.pexels.com/photos/5965592/pexels-photo-5965592.jpeg?auto=compress&cs=tinysrgb&w=1024'; - -// Reference the elements that we will need -const status = document.getElementById('status'); -const fileUpload = document.getElementById('upload'); -const imageContainer = document.getElementById('container'); -const example = document.getElementById('example'); - -// Load model and processor -status.textContent = 'Loading model...'; - -const model = await AutoModel.from_pretrained('briaai/RMBG-1.4', { - // Do not require config.json to be present in the repository - config: { model_type: 'custom' }, -}); - -const processor = await AutoProcessor.from_pretrained('briaai/RMBG-1.4', { - // Do not require config.json to be present in the repository - config: { - do_normalize: true, - do_pad: false, - do_rescale: true, - do_resize: true, - image_mean: [0.5, 0.5, 0.5], - feature_extractor_type: "ImageFeatureExtractor", - image_std: [1, 1, 1], - resample: 2, - rescale_factor: 0.00392156862745098, - size: { width: 1024, height: 1024 }, - } -}); - -status.textContent = 'Ready'; - -example.addEventListener('click', (e) => { - e.preventDefault(); - predict(EXAMPLE_URL); -}); - -fileUpload.addEventListener('change', function (e) { - const file = e.target.files[0]; - if (!file) { - return; - } - - const reader = new FileReader(); - - // Set up a callback when the file is loaded - reader.onload = e2 => predict(e2.target.result); - - reader.readAsDataURL(file); -}); - -// Predict foreground of the given image -async function predict(url) { - // Read image - const image = await RawImage.fromURL(url); - - // Update UI - imageContainer.innerHTML = ''; - imageContainer.style.backgroundImage = `url(${url})`; - - // Set container width and height depending on the image aspect ratio - const ar = image.width / image.height; - const [cw, ch] = (ar > 720 / 480) ? [720, 720 / ar] : [480 * ar, 480]; - imageContainer.style.width = `${cw}px`; - imageContainer.style.height = `${ch}px`; - - status.textContent = 'Analysing...'; - - // Preprocess image - const { pixel_values } = await processor(image); - - // Predict alpha matte - const { output } = await model({ input: pixel_values }); - - // Resize mask back to original size - const mask = await RawImage.fromTensor(output[0].mul(255).to('uint8')).resize(image.width, image.height); - - // Create new canvas - const canvas = document.createElement('canvas'); - canvas.width = image.width; - canvas.height = image.height; - const ctx = canvas.getContext('2d'); - - // Draw original image output to canvas - ctx.drawImage(image.toCanvas(), 0, 0); - - // Update alpha channel - const pixelData = ctx.getImageData(0, 0, image.width, image.height); - for (let i = 0; i < mask.data.length; ++i) { - pixelData.data[4 * i + 3] = mask.data[i]; - } - ctx.putImageData(pixelData, 0, 0); - - // Update UI - imageContainer.append(canvas); - imageContainer.style.removeProperty('background-image'); - imageContainer.style.background = `url("data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQBAMAAADt3eJSAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAGUExURb+/v////5nD/3QAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAAUSURBVBjTYwABQSCglEENMxgYGAAynwRB8BEAgQAAAABJRU5ErkJggg==")`; - status.textContent = 'Done!'; -} diff --git a/examples/remove-background-client/package-lock.json b/examples/remove-background-client/package-lock.json deleted file mode 100644 index 95fc5ed41..000000000 --- a/examples/remove-background-client/package-lock.json +++ /dev/null @@ -1,1466 +0,0 @@ -{ - "name": "remove-background-client", - "version": "0.0.0", - "lockfileVersion": 3, - "requires": true, - "packages": { - "": { - "name": "remove-background-client", - "version": "0.0.0", - "dependencies": { - "@xenova/transformers": "^2.15.0" - }, - "devDependencies": { - "vite": "^5.0.13" - } - }, - "node_modules/@esbuild/aix-ppc64": { - "version": "0.19.12", - "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.19.12.tgz", - 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} - } -} diff --git a/examples/remove-background-client/package.json b/examples/remove-background-client/package.json deleted file mode 100644 index b5669082d..000000000 --- a/examples/remove-background-client/package.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "name": "remove-background-client", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.0.13" - }, - "dependencies": { - "@xenova/transformers": "^2.15.0" - } -} diff --git a/examples/remove-background-client/style.css b/examples/remove-background-client/style.css deleted file mode 100644 index f3016c246..000000000 --- a/examples/remove-background-client/style.css +++ /dev/null @@ -1,83 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container, -#upload-button { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -h1, -h4 { - text-align: center; -} - -h4 { - margin-top: 0.5rem; -} - -#container { - position: relative; - width: 720px; - height: 480px; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} - -#upload-button { - gap: 0.4rem; - font-size: 18px; - cursor: pointer; -} - -#upload { - display: none; -} - -svg { - pointer-events: none; -} - -#example { - font-size: 14px; - text-decoration: underline; - cursor: pointer; -} - -#example:hover { - color: #2563EB; -} - -canvas { - position: absolute; - width: 100%; - height: 100%; -} - -#status { - min-height: 16px; - margin: 8px 0; -} \ No newline at end of file diff --git a/examples/remove-background-client/vite.config.js b/examples/remove-background-client/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/remove-background-client/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -}); From b3ac89effd25bb2c084b8b14af9b2fea2fe53046 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:17:49 +0000 Subject: [PATCH 08/23] Move webgpu whisper demo --- examples/webgpu-whisper/.eslintrc.cjs | 21 -- examples/webgpu-whisper/.gitignore | 24 -- examples/webgpu-whisper/README.md | 8 - examples/webgpu-whisper/index.html | 13 - examples/webgpu-whisper/package.json | 30 -- examples/webgpu-whisper/postcss.config.js | 6 - examples/webgpu-whisper/public/banner.png | Bin 274226 -> 0 bytes examples/webgpu-whisper/public/logo.png | Bin 320697 -> 0 bytes examples/webgpu-whisper/src/App.jsx | 257 ------------------ .../src/components/AudioVisualizer.jsx | 58 ---- .../src/components/LanguageSelector.jsx | 133 --------- .../src/components/Progress.jsx | 15 - examples/webgpu-whisper/src/index.css | 32 --- examples/webgpu-whisper/src/main.jsx | 10 - examples/webgpu-whisper/src/worker.js | 134 --------- examples/webgpu-whisper/tailwind.config.js | 12 - examples/webgpu-whisper/vite.config.js | 7 - 17 files changed, 760 deletions(-) delete mode 100644 examples/webgpu-whisper/.eslintrc.cjs delete mode 100644 examples/webgpu-whisper/.gitignore delete mode 100644 examples/webgpu-whisper/README.md delete mode 100644 examples/webgpu-whisper/index.html delete mode 100644 examples/webgpu-whisper/package.json delete mode 100644 examples/webgpu-whisper/postcss.config.js delete mode 100644 examples/webgpu-whisper/public/banner.png delete mode 100644 examples/webgpu-whisper/public/logo.png delete mode 100644 examples/webgpu-whisper/src/App.jsx delete mode 100644 examples/webgpu-whisper/src/components/AudioVisualizer.jsx delete mode 100644 examples/webgpu-whisper/src/components/LanguageSelector.jsx delete mode 100644 examples/webgpu-whisper/src/components/Progress.jsx delete mode 100644 examples/webgpu-whisper/src/index.css delete mode 100644 examples/webgpu-whisper/src/main.jsx delete mode 100644 examples/webgpu-whisper/src/worker.js delete mode 100644 examples/webgpu-whisper/tailwind.config.js delete mode 100644 examples/webgpu-whisper/vite.config.js diff --git a/examples/webgpu-whisper/.eslintrc.cjs b/examples/webgpu-whisper/.eslintrc.cjs deleted file mode 100644 index ce8fffe57..000000000 --- a/examples/webgpu-whisper/.eslintrc.cjs +++ /dev/null @@ -1,21 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - 'react/prop-types': 'off' - }, -} diff --git a/examples/webgpu-whisper/.gitignore b/examples/webgpu-whisper/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/webgpu-whisper/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/webgpu-whisper/README.md b/examples/webgpu-whisper/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/webgpu-whisper/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/webgpu-whisper/index.html b/examples/webgpu-whisper/index.html deleted file mode 100644 index da24b23cb..000000000 --- a/examples/webgpu-whisper/index.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - - Whisper WebGPU - - -

- - - diff --git a/examples/webgpu-whisper/package.json b/examples/webgpu-whisper/package.json deleted file mode 100644 index 325990590..000000000 --- a/examples/webgpu-whisper/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "webgpu-whisper", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@huggingface/transformers": "^3.0.0-alpha.18", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.43", - "@types/react-dom": "^18.2.17", - "@vitejs/plugin-react": "^4.2.1", - "autoprefixer": "^10.4.19", - "eslint": "^8.55.0", - "eslint-plugin-react": "^7.33.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.5", - "postcss": "^8.4.38", - "tailwindcss": "^3.4.3", - "vite": "^5.2.11" - } -} diff --git a/examples/webgpu-whisper/postcss.config.js b/examples/webgpu-whisper/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/webgpu-whisper/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/webgpu-whisper/public/banner.png b/examples/webgpu-whisper/public/banner.png deleted file mode 100644 index b9b0e75f476a9dba2d8941a0606e98472706ae69..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 274226 zcmd?Qg;N~s^F55SxVyW%6Wl#`aCdiy;E=@$?(XjH?iw6|yE}yN+k5Zl`~DN}R&8y~ z%x20q&|QEe2LI zLwE{0fU*=-6a@pTk3;xl3=KMlbCS_^1p`Cw|K|My4Am~CHNbC z;;M*Ly<|X(2l~!$3AB|ZXv;68!5jS?V!Sqcc!A5lW|ylIEjNh&E-+MZ-M`@>=uo5N@(Ch99JKz8qjB zZTFu|g|ea!{OA{rhZ z+OA9gFNfAIgdP!F$dZJ}rCSaZXh_4l?#?n${voQ*KHc%ZZ{L&~-~D2c6q%Tq6sMV( z96aS4JA3l;>&x3~YI<6bLxgg3QzgGC6x@p^*VTIgy4tIu7=-!7n*a648{t^c4K2#x zb`V;b4i3>7FqMKyP{}q7Oac>e9z5k-RDFDGY;0V_{QOMB^h{L6RK@%x%t9x3p@Od5 zc*)Ef*RV7a%(XQzqp&8jyAF_WVGOiZz2aNSI;6P#_U`(HZS<`zeB-2&)bG?I_pPz5_0q|8ar-PfXB0Q4%bfx(cO0 z6q}$8WE|AhNWPeQ*xbCBif)R2Sh~1iT$PfP;@1xxbZ86;s#p)k$I+;VqwL3anPV~7 z=bj6kYEvi?!$s7zLobL(=PvO&ufkdQ%jxx7J02hK!u4_+!tdzd5M(cII=I^a6sIa4 z9xfh^kV8N~Ng-su_wmmtu`PPh7QGWynq#|CT$flUqwM@=cSC(5{Nr88dAwKg@r>*U zBck^WaP)b-jqD2@?&k}Ix~W%Noxu`upjV{Rx=7N79gvbk#TE)te6(`8A3ogyiC-Wk zK1@tuz%;GJ2qnmn{|4bA|m?Lqkz?xBuh){vILf z>2gw7-DUOic5ey4Hg5W|f6s2QwX{>TCf$iF2ROO7 zlE0~6ZRGa)k6v}ZBOl;kYG|x*b8|O0wUO<(4SM)}4GrHQ{l9w^_~%}EiEQ0Ch@OuK z%q>Xy>FLSXgsAxHrCXW1eGidNb~<%ina5>i6TQ*!`^+^FyUb>mEPauH@VKg^BosyZ z;}H8LRNI4ijL>9FrOHka2!}To&`jb2q>Py!o9Nee#i%5t%8}RNUj`o*&hX$_A$i$b zu#q@nU@5UHjZd(WHDHl3?bhHM{6BNLVJj+Z=@}{sGBdOiesPBpV(zpS`y0aj8?Ro3 zD3UsUw^cYt$h;9bePaeuB$xThk%ubJAtkin;3U%Mzbx_ezaZq%qEcPLcgF`kk z6orl{Vh)K~CjD?Vlqo4Va@e|OuN!2A0jEbA&PM`I{7d>*8^8gnOu=W#_8`IPnFyug zMpJM5j!U_7A{fYRH3CGZ-EH4D0vJ>^ql)R$+Y@7SJ99!5VxnFZttZ^w0sY_aTQ67J zZJ&Go{3+N=TmS;;TSr5N)1kTMi?}f1xzzrRg#FJ1`Ag8F;6LUl*f6H`R?C5eL`2D% z*=xOs4I-wLi29>Z#!=ppf0}7d z4FC7AX#YGcHDXXK5S5cQa^+y?g}I&2-{<)8dWE4@`gt?!VrU4;LIy(Hls)T*J^TWe z&DG!o@LPtpyOeqlsct#>l9No2r2VYdKtE=9+8N z@5|dfGii4v`5LRT89ps8(Z^dNTL{f@`jmRCI*s2k_&Q>ev8wv+fm)vYdd%O{%_P*_ zFcIaQ=sdloB_+t?_d{{uedlg~(G*~sBuX7T5d6ykYq$CA5df~VEXr>jfM$9)0&cTb zMP=nZf=KiAPLJvHjJ_`lCg!iDrRFxl67>iO#y$WNLic~c@)-;C*hD53s~)Ujcm?*5 zv~wH_YMt)Wcyqn8ec=9`o|hRpDfmPfirC=2vvH{@rx|QNw-jOrW9hz8tEN-Kc*}9~ z=58F{cj|6}a>yf6jJv!0GFLN~Msr(rd1XjZIQ85i6Y00xehJdwAGAZa^n9tES_ocL zSkVM<=&X^`eei7XQbj+2tGTTv`rHc8C_bG zg{Ezud}@|~_ZAG&36GU>@6}cZB^9-ll$02@%vZ%l5#FD8W!hZ@Q$UzuW{aSyVfj%~ z-CGxSD~GuquIA?DAyTd5iI1xvs^00@O>n&W#HB3h(!j3L_g*=Gx74N~IL! 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- {( -

Whisper WebGPU

Real-time in-browser speech recognition

- -

- {status === null && (<> -

-
- You are about to load whisper-base, - a 73 million parameter speech recognition model that is optimized for inference on the web. Once downloaded, the model (~200 MB) will be cached and reused when you revisit the page.
-
- Everything runs directly in your browser using 🤗 Transformers.js and ONNX Runtime Web, - meaning no data is sent to a server. You can even disconnect from the internet after the model has loaded! -

- - - )} - -

- - {status === 'ready' &&

{text}

- {tps && {tps.toFixed(2)} tok/s} -

} - -

- {status === 'ready' &&

- { - recorderRef.current?.stop(); - setLanguage(e); - recorderRef.current?.start(); - }} /> - -

- } - {status === 'loading' && ( -

{loadingMessage}

- {progressItems.map(({ file, progress, total }, i) => ( - - ))} -

- )} -

WebGPU is not supported
by this browser :(

- {text} ({percentage.toFixed(2)}%{isNaN(total) ? '' : ` of ${formatBytes(total)}`}) -

- -

Date: Mon, 23 Dec 2024 14:19:00 +0000 Subject: [PATCH 09/23] Move depth estimation video demo --- .../webgpu-video-depth-estimation/.gitignore | 24 --- .../webgpu-video-depth-estimation/index.html | 42 ----- .../webgpu-video-depth-estimation/main.js | 145 ------------------ .../package.json | 17 -- .../webgpu-video-depth-estimation/style.css | 71 --------- .../vite.config.js | 6 - 6 files changed, 305 deletions(-) delete mode 100644 examples/webgpu-video-depth-estimation/.gitignore delete mode 100644 examples/webgpu-video-depth-estimation/index.html delete mode 100644 examples/webgpu-video-depth-estimation/main.js delete mode 100644 examples/webgpu-video-depth-estimation/package.json delete mode 100644 examples/webgpu-video-depth-estimation/style.css delete mode 100644 examples/webgpu-video-depth-estimation/vite.config.js diff --git a/examples/webgpu-video-depth-estimation/.gitignore b/examples/webgpu-video-depth-estimation/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/webgpu-video-depth-estimation/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/webgpu-video-depth-estimation/index.html b/examples/webgpu-video-depth-estimation/index.html deleted file mode 100644 index c05574f67..000000000 --- a/examples/webgpu-video-depth-estimation/index.html +++ /dev/null @@ -1,42 +0,0 @@ - - - - - - - Transformers.js | Real-time depth estimation - - - -

- Real-time depth estimation w/ - Depth Anything V2 -

- Runs locally in your browser, powered by - 🤗 Transformers.js -

- Stream scale - (0.4) -
- -

- Image size - (504px) -
- -

- Loading model... - - - - - \ No newline at end of file diff --git a/examples/webgpu-video-depth-estimation/main.js b/examples/webgpu-video-depth-estimation/main.js deleted file mode 100644 index a745da774..000000000 --- a/examples/webgpu-video-depth-estimation/main.js +++ /dev/null @@ -1,145 +0,0 @@ -import './style.css'; - -import { AutoModel, AutoProcessor, RawImage } from '@xenova/transformers'; - -async function hasFp16() { - try { - const adapter = await navigator.gpu.requestAdapter() - return adapter.features.has('shader-f16') - } catch (e) { - return false - } -} - -// Reference the elements that we will need -const status = document.getElementById('status'); -const canvas = document.createElement('canvas'); -const outputCanvas = document.getElementById('output-canvas'); -const video = document.getElementById('video'); -const sizeSlider = document.getElementById('size'); -const sizeLabel = document.getElementById('size-value'); -const scaleSlider = document.getElementById('scale'); -const scaleLabel = document.getElementById('scale-value'); - -function setStreamSize(width, height) { - video.width = outputCanvas.width = canvas.width = Math.round(width); - video.height = outputCanvas.height = canvas.height = Math.round(height); -} - -status.textContent = 'Loading model...'; - -// Load model and processor -const model_id = 'onnx-community/depth-anything-v2-small'; - -let model; -try { - model = await AutoModel.from_pretrained(model_id, { - device: 'webgpu', - // Use fp16 if available, otherwise use fp32 - dtype: (await hasFp16()) ? 'fp16' : 'fp32', - }); -} catch (err) { - status.textContent = err.message; - alert(err.message) - throw err; -} - -const processor = await AutoProcessor.from_pretrained(model_id); - -// Set up controls -let size = 504; -processor.feature_extractor.size = { width: size, height: size }; -sizeSlider.addEventListener('input', () => { - size = Number(sizeSlider.value); - processor.feature_extractor.size = { width: size, height: size }; - sizeLabel.textContent = size; -}); -sizeSlider.disabled = false; - -let scale = 0.4; -scaleSlider.addEventListener('input', () => { - scale = Number(scaleSlider.value); - setStreamSize(video.videoWidth * scale, video.videoHeight * scale); - scaleLabel.textContent = scale; -}); -scaleSlider.disabled = false; - -status.textContent = 'Ready'; - -let isProcessing = false; -let previousTime; -const context = canvas.getContext('2d', { willReadFrequently: true }); -const outputContext = outputCanvas.getContext('2d', { willReadFrequently: true }); -function updateCanvas() { - const { width, height } = canvas; - - if (!isProcessing) { - isProcessing = true; - (async function () { - // Read the current frame from the video - context.drawImage(video, 0, 0, width, height); - const currentFrame = context.getImageData(0, 0, width, height); - const image = new RawImage(currentFrame.data, width, height, 4); - - // Pre-process image - const inputs = await processor(image); - - // Predict depth map - const { predicted_depth } = await model(inputs); - const data = predicted_depth.data; - const [bs, oh, ow] = predicted_depth.dims; - - // Normalize the depth map - let min = Infinity; - let max = -Infinity; - outputCanvas.width = ow; - outputCanvas.height = oh; - for (let i = 0; i < data.length; ++i) { - const v = data[i]; - if (v < min) min = v; - if (v > max) max = v; - } - const range = max - min; - - const imageData = new Uint8ClampedArray(4 * data.length); - for (let i = 0; i < data.length; ++i) { - const offset = 4 * i; - imageData[offset] = 255; // Set base color to red - - // Set alpha to normalized depth value - imageData[offset + 3] = 255 * (1 - (data[i] - min) / range); - } - const outPixelData = new ImageData(imageData, ow, oh); - outputContext.putImageData(outPixelData, 0, 0); - - if (previousTime !== undefined) { - const fps = 1000 / (performance.now() - previousTime); - status.textContent = `FPS: ${fps.toFixed(2)}`; - } - previousTime = performance.now(); - - isProcessing = false; - })(); - } - - window.requestAnimationFrame(updateCanvas); -} - -// Start the video stream -navigator.mediaDevices.getUserMedia( - { video: { width: 720, height: 720 } }, // Ask for square video -).then((stream) => { - // Set up the video and canvas elements. - video.srcObject = stream; - video.play(); - - const videoTrack = stream.getVideoTracks()[0]; - const { width, height } = videoTrack.getSettings(); - - setStreamSize(width * scale, height * scale); - - // Start the animation loop - setTimeout(updateCanvas, 50); -}).catch((error) => { - alert(error); -}); diff --git a/examples/webgpu-video-depth-estimation/package.json b/examples/webgpu-video-depth-estimation/package.json deleted file mode 100644 index 041dd86e0..000000000 --- a/examples/webgpu-video-depth-estimation/package.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "name": "webgpu-video-depth-estimation", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.2.0" - }, - "dependencies": { - "@xenova/transformers": "github:xenova/transformers.js#v3" - } -} diff --git a/examples/webgpu-video-depth-estimation/style.css b/examples/webgpu-video-depth-estimation/style.css deleted file mode 100644 index bd4796b95..000000000 --- a/examples/webgpu-video-depth-estimation/style.css +++ /dev/null @@ -1,71 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -#controls { - display: flex; - padding: 1rem; - gap: 1rem; -} - -#controls>div { - text-align: center; -} - -h1, -h3 { - text-align: center; -} - -h3 { - margin-top: 0.5rem; -} - -#container { - display: flex; - flex-direction: row; - position: relative; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} -#video, #output-canvas { - width: 504px; - height: 504px; -} - -canvas { - width: 100%; - height: 100%; -} - -#status { - min-height: 16px; - margin: 8px 0; -} diff --git a/examples/webgpu-video-depth-estimation/vite.config.js b/examples/webgpu-video-depth-estimation/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/webgpu-video-depth-estimation/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -}); From a361b38cd5c51178c756f785aa38d478c2b46586 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:19:26 +0000 Subject: [PATCH 10/23] Move vanilla js demo --- examples/vanilla-js/README.md | 9 ----- examples/vanilla-js/index.html | 24 ----------- examples/vanilla-js/index.js | 73 ---------------------------------- examples/vanilla-js/style.css | 58 --------------------------- 4 files changed, 164 deletions(-) delete mode 100644 examples/vanilla-js/README.md delete mode 100644 examples/vanilla-js/index.html delete mode 100644 examples/vanilla-js/index.js delete mode 100644 examples/vanilla-js/style.css diff --git a/examples/vanilla-js/README.md b/examples/vanilla-js/README.md deleted file mode 100644 index e3ba3d412..000000000 --- a/examples/vanilla-js/README.md +++ /dev/null @@ -1,9 +0,0 @@ -# Vanilla JS Application - -This folder contains the source code for a simple web application that detects objects in images using Transformers.js! Check out the demo [here](https://huggingface.co/spaces/Scrimba/vanilla-js-object-detector). - -If you'd like to build it yourself, you can follow the [written](https://huggingface.co/docs/transformers.js/tutorials/vanilla-js) or [interactive video](https://scrimba.com/scrim/cKm9bDAg) tutorials we have made! - -Here's how it works: the user clicks “Upload image” and selects an image using an input dialog. After analysing the image with an object detection model, the predicted bounding boxes are overlaid on top of the image, like this: - -![Demo](https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/js-detection-interence-zebra.png) diff --git a/examples/vanilla-js/index.html b/examples/vanilla-js/index.html deleted file mode 100644 index 5ec52a3db..000000000 --- a/examples/vanilla-js/index.html +++ /dev/null @@ -1,24 +0,0 @@ - - - - - - - - Transformers.js - Object Detection demo - - - -

- - -

- Upload image - -

- - - - \ No newline at end of file diff --git a/examples/vanilla-js/index.js b/examples/vanilla-js/index.js deleted file mode 100644 index 4fd5fe076..000000000 --- a/examples/vanilla-js/index.js +++ /dev/null @@ -1,73 +0,0 @@ -import { pipeline, env } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.6.0'; - -// Since we will download the model from the Hugging Face Hub, we can skip the local model check -env.allowLocalModels = false; - -// Reference the elements that we will need -const status = document.getElementById('status'); -const fileUpload = document.getElementById('file-upload'); -const imageContainer = document.getElementById('image-container'); - -// Create a new object detection pipeline -status.textContent = 'Loading model...'; -const detector = await pipeline('object-detection', 'Xenova/detr-resnet-50'); -status.textContent = 'Ready'; - -fileUpload.addEventListener('change', function (e) { - const file = e.target.files[0]; - if (!file) { - return; - } - - const reader = new FileReader(); - - // Set up a callback when the file is loaded - reader.onload = function (e2) { - imageContainer.innerHTML = ''; - const image = document.createElement('img'); - image.src = e2.target.result; - imageContainer.appendChild(image); - detect(image); - }; - reader.readAsDataURL(file); -}); - - -// Detect objects in the image -async function detect(img) { - status.textContent = 'Analysing...'; - const output = await detector(img.src, { - threshold: 0.5, - percentage: true, - }); - status.textContent = ''; - output.forEach(renderBox); -} - -// Render a bounding box and label on the image -function renderBox({ box, label }) { - const { xmax, xmin, ymax, ymin } = box; - - // Generate a random color for the box - const color = '#' + Math.floor(Math.random() * 0xFFFFFF).toString(16).padStart(6, 0); - - // Draw the box - const boxElement = document.createElement('div'); - boxElement.className = 'bounding-box'; - Object.assign(boxElement.style, { - borderColor: color, - left: 100 * xmin + '%', - top: 100 * ymin + '%', - width: 100 * (xmax - xmin) + '%', - height: 100 * (ymax - ymin) + '%', - }) - - // Draw label - const labelElement = document.createElement('span'); - labelElement.textContent = label; - labelElement.className = 'bounding-box-label'; - labelElement.style.backgroundColor = color; - - boxElement.appendChild(labelElement); - imageContainer.appendChild(boxElement); -} diff --git a/examples/vanilla-js/style.css b/examples/vanilla-js/style.css deleted file mode 100644 index a8dd91304..000000000 --- a/examples/vanilla-js/style.css +++ /dev/null @@ -1,58 +0,0 @@ -html, -body { - font-family: Arial, Helvetica, sans-serif; -} - -.container { - margin: 40px auto; - width: max(50vw, 400px); - display: flex; - flex-direction: column; - align-items: center; -} - - -.custom-file-upload { - display: flex; - align-items: center; - cursor: pointer; - gap: 10px; - border: 2px solid black; - padding: 8px 16px; - cursor: pointer; - border-radius: 6px; -} - -#file-upload { - display: none; -} - -.upload-icon { - width: 30px; -} - -#image-container { - width: 100%; - margin-top: 20px; - position: relative; -} - -#image-container>img { - width: 100%; -} - -.bounding-box { - position: absolute; - box-sizing: border-box; - border-width: 2px; - border-style: solid; -} - -.bounding-box-label { - color: white; - position: absolute; - font-size: 12px; - margin-top: -16px; - margin-left: -2px; - padding: 1px; -} From 16343999e23fabb18e1f86526e8c4e7e385b7438 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:20:38 +0000 Subject: [PATCH 11/23] Move node demo --- examples/node/commonjs/app.js | 63 ----------------------------- examples/node/commonjs/package.json | 12 ------ examples/node/esm/app.js | 62 ---------------------------- examples/node/esm/package.json | 13 ------ 4 files changed, 150 deletions(-) delete mode 100644 examples/node/commonjs/app.js delete mode 100644 examples/node/commonjs/package.json delete mode 100644 examples/node/esm/app.js delete mode 100644 examples/node/esm/package.json diff --git a/examples/node/commonjs/app.js b/examples/node/commonjs/app.js deleted file mode 100644 index 6612b6d95..000000000 --- a/examples/node/commonjs/app.js +++ /dev/null @@ -1,63 +0,0 @@ - -const http = require('http'); -const querystring = require('querystring'); -const url = require('url'); - - -class MyClassificationPipeline { - static task = 'text-classification'; - static model = 'Xenova/distilbert-base-uncased-finetuned-sst-2-english'; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - // Dynamically import the Transformers.js library - let { pipeline, env } = await import('@xenova/transformers'); - - // NOTE: Uncomment this to change the cache directory - // env.cacheDir = './.cache'; - - this.instance = pipeline(this.task, this.model, { progress_callback }); - } - - return this.instance; - } -} - -// Comment out this line if you don't want to start loading the model as soon as the server starts. -// If commented out, the model will be loaded when the first request is received (i.e,. lazily). -MyClassificationPipeline.getInstance(); - -// Define the HTTP server -const server = http.createServer(); -const hostname = '127.0.0.1'; -const port = 3000; - -// Listen for requests made to the server -server.on('request', async (req, res) => { - // Parse the request URL - const parsedUrl = url.parse(req.url); - - // Extract the query parameters - const { text } = querystring.parse(parsedUrl.query); - - // Set the response headers - res.setHeader('Content-Type', 'application/json'); - - let response; - if (parsedUrl.pathname === '/classify' && text) { - const classifier = await MyClassificationPipeline.getInstance(); - response = await classifier(text); - res.statusCode = 200; - } else { - response = { 'error': 'Bad request' } - res.statusCode = 400; - } - - // Send the JSON response - res.end(JSON.stringify(response)); -}); - -server.listen(port, hostname, () => { - console.log(`Server running at http://${hostname}:${port}/`); -}); diff --git a/examples/node/commonjs/package.json b/examples/node/commonjs/package.json deleted file mode 100644 index 5e4d59b0f..000000000 --- a/examples/node/commonjs/package.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "name": "commonjs", - "version": "1.0.0", - "description": "Server-side inference with Transformers.js (CommonJS)", - "main": "app.js", - "keywords": [], - "author": "Xenova", - "license": "ISC", - "dependencies": { - "@xenova/transformers": "^2.0.0" - } -} diff --git a/examples/node/esm/app.js b/examples/node/esm/app.js deleted file mode 100644 index 08c873d83..000000000 --- a/examples/node/esm/app.js +++ /dev/null @@ -1,62 +0,0 @@ - -import http from 'http'; -import querystring from 'querystring'; -import url from 'url'; - -import { pipeline, env } from '@xenova/transformers'; - -class MyClassificationPipeline { - static task = 'text-classification'; - static model = 'Xenova/distilbert-base-uncased-finetuned-sst-2-english'; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - - // NOTE: Uncomment this to change the cache directory - // env.cacheDir = './.cache'; - - this.instance = pipeline(this.task, this.model, { progress_callback }); - } - - return this.instance; - } -} - -// Comment out this line if you don't want to start loading the model as soon as the server starts. -// If commented out, the model will be loaded when the first request is received (i.e,. lazily). -MyClassificationPipeline.getInstance(); - -// Define the HTTP server -const server = http.createServer(); -const hostname = '127.0.0.1'; -const port = 3000; - -// Listen for requests made to the server -server.on('request', async (req, res) => { - // Parse the request URL - const parsedUrl = url.parse(req.url); - - // Extract the query parameters - const { text } = querystring.parse(parsedUrl.query); - - // Set the response headers - res.setHeader('Content-Type', 'application/json'); - - let response; - if (parsedUrl.pathname === '/classify' && text) { - const classifier = await MyClassificationPipeline.getInstance(); - response = await classifier(text); - res.statusCode = 200; - } else { - response = { 'error': 'Bad request' } - res.statusCode = 400; - } - - // Send the JSON response - res.end(JSON.stringify(response)); -}); - -server.listen(port, hostname, () => { - console.log(`Server running at http://${hostname}:${port}/`); -}); diff --git a/examples/node/esm/package.json b/examples/node/esm/package.json deleted file mode 100644 index 72ecb47ca..000000000 --- a/examples/node/esm/package.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "name": "esm", - "version": "1.0.0", - "description": "Server-side inference with Transformers.js (ESM)", - "type": "module", - "main": "app.js", - "keywords": [], - "author": "Xenova", - "license": "ISC", - "dependencies": { - "@xenova/transformers": "^2.0.0" - } -} From 4f7b7f49fb458fe0201a255b3d02e16cb8f06438 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:22:08 +0000 Subject: [PATCH 12/23] Move whisper word timestamps demo --- .../whisper-word-timestamps/.eslintrc.cjs | 21 -- examples/whisper-word-timestamps/.gitignore | 24 -- examples/whisper-word-timestamps/README.md | 8 - examples/whisper-word-timestamps/index.html | 12 - examples/whisper-word-timestamps/package.json | 30 --- .../whisper-word-timestamps/postcss.config.js | 6 - examples/whisper-word-timestamps/src/App.jsx | 217 ------------------ .../src/components/LanguageSelector.jsx | 134 ----------- .../src/components/MediaInput.jsx | 194 ---------------- .../src/components/Progress.jsx | 15 -- .../src/components/Transcript.jsx | 68 ------ .../whisper-word-timestamps/src/index.css | 25 -- examples/whisper-word-timestamps/src/main.jsx | 10 - .../whisper-word-timestamps/src/worker.js | 94 -------- .../tailwind.config.js | 12 - .../whisper-word-timestamps/vite.config.js | 7 - 16 files changed, 877 deletions(-) delete mode 100644 examples/whisper-word-timestamps/.eslintrc.cjs delete mode 100644 examples/whisper-word-timestamps/.gitignore delete mode 100644 examples/whisper-word-timestamps/README.md delete mode 100644 examples/whisper-word-timestamps/index.html delete mode 100644 examples/whisper-word-timestamps/package.json delete mode 100644 examples/whisper-word-timestamps/postcss.config.js delete mode 100644 examples/whisper-word-timestamps/src/App.jsx delete mode 100644 examples/whisper-word-timestamps/src/components/LanguageSelector.jsx delete mode 100644 examples/whisper-word-timestamps/src/components/MediaInput.jsx delete mode 100644 examples/whisper-word-timestamps/src/components/Progress.jsx delete mode 100644 examples/whisper-word-timestamps/src/components/Transcript.jsx delete mode 100644 examples/whisper-word-timestamps/src/index.css delete mode 100644 examples/whisper-word-timestamps/src/main.jsx delete mode 100644 examples/whisper-word-timestamps/src/worker.js delete mode 100644 examples/whisper-word-timestamps/tailwind.config.js delete mode 100644 examples/whisper-word-timestamps/vite.config.js diff --git a/examples/whisper-word-timestamps/.eslintrc.cjs b/examples/whisper-word-timestamps/.eslintrc.cjs deleted file mode 100644 index 3e212e1d4..000000000 --- a/examples/whisper-word-timestamps/.eslintrc.cjs +++ /dev/null @@ -1,21 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react/jsx-no-target-blank': 'off', - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/whisper-word-timestamps/.gitignore b/examples/whisper-word-timestamps/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/whisper-word-timestamps/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/whisper-word-timestamps/README.md b/examples/whisper-word-timestamps/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/whisper-word-timestamps/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/whisper-word-timestamps/index.html b/examples/whisper-word-timestamps/index.html deleted file mode 100644 index 5f620b00e..000000000 --- a/examples/whisper-word-timestamps/index.html +++ /dev/null @@ -1,12 +0,0 @@ - - - - - - Whisper Timestamped - - -

- - - diff --git a/examples/whisper-word-timestamps/package.json b/examples/whisper-word-timestamps/package.json deleted file mode 100644 index 3af99d9ef..000000000 --- a/examples/whisper-word-timestamps/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "whisper-word-timestamps", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "github:xenova/transformers.js#v3", - "react": "^18.3.1", - "react-dom": "^18.3.1" - }, - "devDependencies": { - "@types/react": "^18.3.3", - "@types/react-dom": "^18.3.0", - "@vitejs/plugin-react": "^4.3.1", - "autoprefixer": "^10.4.19", - "eslint": "^8.57.0", - "eslint-plugin-react": "^7.34.2", - "eslint-plugin-react-hooks": "^4.6.2", - "eslint-plugin-react-refresh": "^0.4.7", - "postcss": "^8.4.38", - "tailwindcss": "^3.4.4", - "vite": "^5.3.1" - } -} diff --git a/examples/whisper-word-timestamps/postcss.config.js b/examples/whisper-word-timestamps/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/whisper-word-timestamps/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/whisper-word-timestamps/src/App.jsx b/examples/whisper-word-timestamps/src/App.jsx deleted file mode 100644 index c7b6e89fc..000000000 --- a/examples/whisper-word-timestamps/src/App.jsx +++ /dev/null @@ -1,217 +0,0 @@ -import { useEffect, useState, useRef, useCallback } from 'react'; - -import Progress from './components/Progress'; -import MediaInput from './components/MediaInput'; -import Transcript from './components/Transcript'; -import LanguageSelector from './components/LanguageSelector'; - - -async function hasWebGPU() { - if (!navigator.gpu) { - return false; - } - try { - const adapter = await navigator.gpu.requestAdapter(); - return !!adapter; - } catch (e) { - return false; - } -} - -function App() { - - // Create a reference to the worker object. - const worker = useRef(null); - - // Model loading and progress - const [status, setStatus] = useState(null); - const [loadingMessage, setLoadingMessage] = useState(''); - const [progressItems, setProgressItems] = useState([]); - - const mediaInputRef = useRef(null); - const [audio, setAudio] = useState(null); - const [language, setLanguage] = useState('en'); - - const [result, setResult] = useState(null); - const [time, setTime] = useState(null); - const [currentTime, setCurrentTime] = useState(0); - - const [device, setDevice] = useState('webgpu'); // Try use WebGPU first - const [modelSize, setModelSize] = useState('gpu' in navigator ? 196 : 77); // WebGPU=196MB, WebAssembly=77MB - useEffect(() => { - hasWebGPU().then((result) => { - setModelSize(result ? 196 : 77); - setDevice(result ? 'webgpu' : 'wasm'); - }); - }, []); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - switch (e.data.status) { - case 'loading': - // Model file start load: add a new progress item to the list. - setStatus('loading'); - setLoadingMessage(e.data.data); - break; - - case 'initiate': - setProgressItems(prev => [...prev, e.data]); - break; - - case 'progress': - // Model file progress: update one of the progress items. - setProgressItems( - prev => prev.map(item => { - if (item.file === e.data.file) { - return { ...item, ...e.data } - } - return item; - }) - ); - break; - - case 'done': - // Model file loaded: remove the progress item from the list. - setProgressItems( - prev => prev.filter(item => item.file !== e.data.file) - ); - break; - - case 'ready': - // Pipeline ready: the worker is ready to accept messages. - setStatus('ready'); - break; - - case 'complete': - setResult(e.data.result); - setTime(e.data.time); - setStatus('ready'); - break; - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => { - worker.current.removeEventListener('message', onMessageReceived); - }; - }, []); - - const handleClick = useCallback(() => { - setResult(null); - setTime(null); - if (status === null) { - setStatus('loading'); - worker.current.postMessage({ type: 'load', data: { device } }); - } else { - setStatus('running'); - worker.current.postMessage({ - type: 'run', data: { audio, language } - }); - } - }, [status, audio, language, device]); - - return ( -

- - {status === 'loading' && ( -

{loadingMessage}

- {progressItems.map(({ file, progress, total }, i) => ( - - ))} -

- )} -

Whisper Timestamped

In-browser speech recognition w/ word-level timestamps

- -

- { - !audio && ( -

- You are about to download whisper-base (timestamped), - a 73 million parameter speech recognition model with the ability to generate word-level timestamps across 100 different languages. - Once loaded, the model ({modelSize} MB) will be cached and reused when you revisit the page.
-
- Everything runs locally in your browser using 🤗 Transformers.js and ONNX Runtime Web, - meaning no API calls are made to a server for inference. You can even disconnect from the internet after the model has loaded! -

- ) - } - -

- Input audio/video - setAudio(result)} - onTimeUpdate={(time) => setCurrentTime(time)} - /> -

- -

- - - {status !== null && -

- Language: -
- -

- } -

- - { - result && time && ( - <> -

- { - setCurrentTime(time); - mediaInputRef.current.setMediaTime(time); - }} - /> -

Generation time: {time.toFixed(2)}ms

- - ) - - - } -

- -

- ) -} - -export default App diff --git a/examples/whisper-word-timestamps/src/components/LanguageSelector.jsx b/examples/whisper-word-timestamps/src/components/LanguageSelector.jsx deleted file mode 100644 index 74c02a62a..000000000 --- a/examples/whisper-word-timestamps/src/components/LanguageSelector.jsx +++ /dev/null @@ -1,134 +0,0 @@ - -function titleCase(str) { - str = str.toLowerCase(); - return (str.match(/\w+.?/g) || []) - .map((word) => { - return word.charAt(0).toUpperCase() + word.slice(1); - }) - .join(""); -} - -// List of supported languages: -// https://help.openai.com/en/articles/7031512-whisper-api-faq -// https://github.com/openai/whisper/blob/248b6cb124225dd263bb9bd32d060b6517e067f8/whisper/tokenizer.py#L79 -const LANGUAGES = { - en: "english", - zh: "chinese", - de: "german", - es: "spanish/castilian", - ru: "russian", - ko: "korean", - fr: "french", - ja: "japanese", - pt: "portuguese", - tr: "turkish", - pl: "polish", - ca: "catalan/valencian", - nl: "dutch/flemish", - ar: "arabic", - sv: "swedish", - it: "italian", - id: "indonesian", - hi: "hindi", - fi: "finnish", - vi: "vietnamese", - he: "hebrew", - uk: "ukrainian", - el: "greek", - ms: "malay", - cs: "czech", - ro: "romanian/moldavian/moldovan", - da: "danish", - hu: "hungarian", - ta: "tamil", - no: "norwegian", - th: "thai", - ur: "urdu", - hr: "croatian", - bg: "bulgarian", - lt: "lithuanian", - la: "latin", - mi: "maori", - ml: "malayalam", - cy: "welsh", - sk: "slovak", - te: "telugu", - fa: "persian", - lv: "latvian", - bn: "bengali", - sr: "serbian", - az: "azerbaijani", - sl: "slovenian", - kn: "kannada", - et: "estonian", - mk: "macedonian", - br: "breton", - eu: "basque", - is: "icelandic", - hy: "armenian", - ne: "nepali", - mn: "mongolian", - bs: "bosnian", - kk: "kazakh", - sq: "albanian", - sw: "swahili", - gl: "galician", - mr: "marathi", - pa: "punjabi/panjabi", - si: "sinhala/sinhalese", - km: "khmer", - sn: "shona", - yo: "yoruba", - so: "somali", - af: "afrikaans", - oc: "occitan", - ka: "georgian", - be: "belarusian", - tg: "tajik", - sd: "sindhi", - gu: "gujarati", - am: "amharic", - yi: "yiddish", - lo: "lao", - uz: "uzbek", - fo: "faroese", - ht: "haitian creole/haitian", - ps: "pashto/pushto", - tk: "turkmen", - nn: "nynorsk", - mt: "maltese", - sa: "sanskrit", - lb: "luxembourgish/letzeburgesch", - my: "myanmar/burmese", - bo: "tibetan", - tl: "tagalog", - mg: "malagasy", - as: "assamese", - tt: "tatar", - haw: "hawaiian", - ln: "lingala", - ha: "hausa", - ba: "bashkir", - jw: "javanese", - su: "sundanese", -}; -function LanguageSelector({ language, setLanguage, ...props }) { - const handleLanguageChange = (event) => { - setLanguage(event.target.value); - }; - - const names = Object.values(LANGUAGES).map(titleCase); - - return ( - - ); -} -export default LanguageSelector diff --git a/examples/whisper-word-timestamps/src/components/MediaInput.jsx b/examples/whisper-word-timestamps/src/components/MediaInput.jsx deleted file mode 100644 index 4bf7afcb6..000000000 --- a/examples/whisper-word-timestamps/src/components/MediaInput.jsx +++ /dev/null @@ -1,194 +0,0 @@ -import { useState, forwardRef, useRef, useImperativeHandle, useEffect, useCallback } from 'react'; - -const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/whisper-timestamps-demo.mp4'; - -const MediaInput = forwardRef(({ onInputChange, onTimeUpdate, ...props }, ref) => { - // UI states - const [dragging, setDragging] = useState(false); - const fileInputRef = useRef(null); - - // Create a reference to the audio and video elements - const audioElement = useRef(null); - const videoElement = useRef(null); - - const currentTimeRef = useRef(0); - useImperativeHandle(ref, () => ({ - setMediaTime(time) { - if (audioElement.current?.src) { - audioElement.current.currentTime = time; - } else if (videoElement.current?.src) { - videoElement.current.currentTime = time; - } - currentTimeRef.current = time; - } - })); - - const onBufferLoad = (arrayBuffer, type) => { - const blob = new Blob([arrayBuffer.slice(0)], { type: type }); - const url = URL.createObjectURL(blob); - processFile(arrayBuffer); - - // Create a URL for the Blob - if (type.startsWith('audio/')) { - // Dispose the previous source - videoElement.current.pause(); - videoElement.current.removeAttribute('src'); - videoElement.current.load(); - - audioElement.current.src = url; - } else if (type.startsWith('video/')) { - // Dispose the previous source - audioElement.current.pause(); - audioElement.current.removeAttribute('src'); - audioElement.current.load(); - - videoElement.current.src = url; - } else { - alert(`Unsupported file type: ${type}`); - } - } - - const readFile = (file) => { - if (!file) return; - - // file.type - const reader = new FileReader(); - reader.onload = (e) => { - onBufferLoad(e.target.result, file.type); - } - reader.readAsArrayBuffer(file); - } - - const handleInputChange = (event) => { - readFile(event.target.files[0]); - }; - - const handleDragOver = (event) => { - event.preventDefault(); - }; - - const handleDrop = (event) => { - event.preventDefault(); - setDragging(false); - readFile(event.dataTransfer.files[0]); - }; - - const handleClick = (e) => { - if (e.target.tagName === 'VIDEO' || e.target.tagName === 'AUDIO') { - e.preventDefault(); - fileInputRef.current.click(); - } else if (e.target.tagName === 'INPUT') { - e.stopPropagation(); - } else { - fileInputRef.current.click(); - e.stopPropagation(); - } - }; - - const processFile = async (buffer) => { - const audioContext = new (window.AudioContext || window.webkitAudioContext)({ sampleRate: 16_000 }); - - try { - const audioBuffer = await audioContext.decodeAudioData(buffer); - let audio; - if (audioBuffer.numberOfChannels === 2) { - // Merge channels - const SCALING_FACTOR = Math.sqrt(2); - const left = audioBuffer.getChannelData(0); - const right = audioBuffer.getChannelData(1); - audio = new Float32Array(left.length); - for (let i = 0; i < audioBuffer.length; ++i) { - audio[i] = SCALING_FACTOR * (left[i] + right[i]) / 2; - } - } else { - audio = audioBuffer.getChannelData(0); - } - onInputChange(audio); - - } catch (e) { - alert(e); - } - }; - - const requestRef = useRef(); - - const updateTime = useCallback(() => { - let elem; - if (audioElement.current?.src) { - elem = audioElement.current; - - } else if (videoElement.current?.src) { - elem = videoElement.current; - } - - if (elem && currentTimeRef.current !== elem.currentTime) { - currentTimeRef.current = elem.currentTime; - onTimeUpdate(elem.currentTime); - } - - // Request the next frame - requestRef.current = requestAnimationFrame(updateTime); - }, [onTimeUpdate]); - - useEffect(() => { - // Start the animation - requestRef.current = requestAnimationFrame(updateTime); - - return () => { - // Cleanup on component unmount - cancelAnimationFrame(requestRef.current); - }; - }, [updateTime]); - return ( -

setDragging(true)} - onDragLeave={(e) => setDragging(false)} - > - - { -

- ); -}); -MediaInput.displayName = 'MediaInput'; - -export default MediaInput; diff --git a/examples/whisper-word-timestamps/src/components/Progress.jsx b/examples/whisper-word-timestamps/src/components/Progress.jsx deleted file mode 100644 index 9ce024cc8..000000000 --- a/examples/whisper-word-timestamps/src/components/Progress.jsx +++ /dev/null @@ -1,15 +0,0 @@ -function formatBytes(size) { - const i = size == 0 ? 0 : Math.floor(Math.log(size) / Math.log(1024)); - return +((size / Math.pow(1024, i)).toFixed(2)) * 1 + ['B', 'kB', 'MB', 'GB', 'TB'][i]; -} - -export default function Progress({ text, percentage, total }) { - percentage ??= 0; - return ( -

- {text} ({percentage.toFixed(2)}%{isNaN(total) ? '' : ` of ${formatBytes(total)}`}) -

- ); -} diff --git a/examples/whisper-word-timestamps/src/components/Transcript.jsx b/examples/whisper-word-timestamps/src/components/Transcript.jsx deleted file mode 100644 index 542014323..000000000 --- a/examples/whisper-word-timestamps/src/components/Transcript.jsx +++ /dev/null @@ -1,68 +0,0 @@ -import { useMemo } from "react"; - -const Chunk = ({ chunk, currentTime, onClick, ...props }) => { - const { text, timestamp } = chunk; - const [start, end] = timestamp; - - const bolded = start <= currentTime && currentTime < end; - - return ( - - {text.startsWith(' ') ? " " : ""} - x.toFixed(2)).join(' → ')} - style={{ - textDecoration: bolded ? 'underline' : 'none', - textShadow: bolded ? '0 0 1px #000' : 'none', - }} - >{text.trim()} - - ) -} - -const Transcript = ({ transcript, currentTime, setCurrentTime, ...props }) => { - - - const jsonTranscript = useMemo(() => { - return JSON.stringify(transcript, null, 2) - // post-process the JSON to make it more readable - .replace(/( {4}"timestamp": )\[\s+(\S+)\s+(\S+)\s+\]/gm, "$1[$2 $3]"); - }, [transcript]); - - const downloadTranscript = () => { - const blob = new Blob([jsonTranscript], { type: 'application/json' }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = 'transcript.json'; - a.click(); - URL.revokeObjectURL(url); - } - - return (<> -

- { - transcript.chunks.map((chunk, i) => { - setCurrentTime(chunk.timestamp[0]) // Set to start of chunk - }} />) - } -

- -

- - - ) -}; -export default Transcript; diff --git a/examples/whisper-word-timestamps/src/index.css b/examples/whisper-word-timestamps/src/index.css deleted file mode 100644 index 87bbb9dac..000000000 --- a/examples/whisper-word-timestamps/src/index.css +++ /dev/null @@ -1,25 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -@layer utilities { - .scrollbar-thin::-webkit-scrollbar { - @apply w-2; - } - - .scrollbar-thin::-webkit-scrollbar-track { - @apply rounded-full bg-gray-100 dark:bg-gray-700; - } - - .scrollbar-thin::-webkit-scrollbar-thumb { - @apply rounded-full bg-gray-300 dark:bg-gray-600; - } - - .scrollbar-thin::-webkit-scrollbar-thumb:hover { - @apply bg-gray-500; - } -} - -html { - @apply scrollbar-thin; -} \ No newline at end of file diff --git a/examples/whisper-word-timestamps/src/main.jsx b/examples/whisper-word-timestamps/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/whisper-word-timestamps/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/whisper-word-timestamps/src/worker.js b/examples/whisper-word-timestamps/src/worker.js deleted file mode 100644 index efa029a97..000000000 --- a/examples/whisper-word-timestamps/src/worker.js +++ /dev/null @@ -1,94 +0,0 @@ - -import { pipeline } from '@xenova/transformers'; - -const PER_DEVICE_CONFIG = { - webgpu: { - dtype: { - encoder_model: 'fp32', - decoder_model_merged: 'q4', - }, - device: 'webgpu', - }, - wasm: { - dtype: 'q8', - device: 'wasm', - }, -}; - -/** - * This class uses the Singleton pattern to ensure that only one instance of the model is loaded. - */ -class PipelineSingeton { - static model_id = 'onnx-community/whisper-base_timestamped'; - static instance = null; - - static async getInstance(progress_callback = null, device = 'webgpu') { - - if (!this.instance) { - this.instance = pipeline('automatic-speech-recognition', this.model_id, { - ...PER_DEVICE_CONFIG[device], - progress_callback, - }); - } - return this.instance; - } -} - -async function load({ device }) { - self.postMessage({ - status: 'loading', - data: `Loading model (${device})...` - }); - - // Load the pipeline and save it for future use. - const transcriber = await PipelineSingeton.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }, device); - - if (device === 'webgpu') { - self.postMessage({ - status: 'loading', - data: 'Compiling shaders and warming up model...' - }); - - await transcriber(new Float32Array(16_000), { - language: 'en', - }); - } - - self.postMessage({ status: 'ready' }); -} - -async function run({ audio, language }) { - const transcriber = await PipelineSingeton.getInstance(); - - // Read and preprocess image - const start = performance.now(); - - const result = await transcriber(audio, { - language, - return_timestamps: 'word', - chunk_length_s: 30, - }); - - const end = performance.now(); - - self.postMessage({ status: 'complete', result, time: end - start }); -} - -// Listen for messages from the main thread -self.addEventListener('message', async (e) => { - const { type, data } = e.data; - - switch (type) { - case 'load': - load(data); - break; - - case 'run': - run(data); - break; - } -}); diff --git a/examples/whisper-word-timestamps/tailwind.config.js b/examples/whisper-word-timestamps/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/whisper-word-timestamps/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/whisper-word-timestamps/vite.config.js b/examples/whisper-word-timestamps/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/whisper-word-timestamps/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From b0ac200ecba898ef51f262c90e0128f65d357a3e Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 14:22:37 +0000 Subject: [PATCH 13/23] Move musicgen web demo --- examples/musicgen-web/.eslintrc.cjs | 21 --- examples/musicgen-web/.gitignore | 24 --- examples/musicgen-web/README.md | 8 - examples/musicgen-web/index.html | 12 -- examples/musicgen-web/package.json | 30 --- examples/musicgen-web/postcss.config.js | 6 - examples/musicgen-web/src/App.css | 9 - examples/musicgen-web/src/App.jsx | 229 ----------------------- examples/musicgen-web/src/index.css | 3 - examples/musicgen-web/src/main.jsx | 10 - examples/musicgen-web/src/utils.js | 59 ------ examples/musicgen-web/tailwind.config.js | 12 -- examples/musicgen-web/vite.config.js | 7 - 13 files changed, 430 deletions(-) delete mode 100644 examples/musicgen-web/.eslintrc.cjs delete mode 100644 examples/musicgen-web/.gitignore delete mode 100644 examples/musicgen-web/README.md delete mode 100644 examples/musicgen-web/index.html delete mode 100644 examples/musicgen-web/package.json delete mode 100644 examples/musicgen-web/postcss.config.js delete mode 100644 examples/musicgen-web/src/App.css delete mode 100644 examples/musicgen-web/src/App.jsx delete mode 100644 examples/musicgen-web/src/index.css delete mode 100644 examples/musicgen-web/src/main.jsx delete mode 100644 examples/musicgen-web/src/utils.js delete mode 100644 examples/musicgen-web/tailwind.config.js delete mode 100644 examples/musicgen-web/vite.config.js diff --git a/examples/musicgen-web/.eslintrc.cjs b/examples/musicgen-web/.eslintrc.cjs deleted file mode 100644 index 3e212e1d4..000000000 --- a/examples/musicgen-web/.eslintrc.cjs +++ /dev/null @@ -1,21 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react/jsx-no-target-blank': 'off', - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/musicgen-web/.gitignore b/examples/musicgen-web/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/musicgen-web/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/musicgen-web/README.md b/examples/musicgen-web/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/musicgen-web/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/musicgen-web/index.html b/examples/musicgen-web/index.html deleted file mode 100644 index cad1bcd1a..000000000 --- a/examples/musicgen-web/index.html +++ /dev/null @@ -1,12 +0,0 @@ - - - - - - MusicGen Web | In-browser text-to-music w/ 🤗 Transformers.js! - - -

- - - diff --git a/examples/musicgen-web/package.json b/examples/musicgen-web/package.json deleted file mode 100644 index 0175494d7..000000000 --- a/examples/musicgen-web/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "musicgen-web", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "github:xenova/transformers.js#v3", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.66", - "@types/react-dom": "^18.2.22", - "@vitejs/plugin-react": "^4.2.1", - "autoprefixer": "^10.4.19", - "eslint": "^8.57.0", - "eslint-plugin-react": "^7.34.1", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.6", - "postcss": "^8.4.38", - "tailwindcss": "^3.4.3", - "vite": "^5.2.0" - } -} diff --git a/examples/musicgen-web/postcss.config.js b/examples/musicgen-web/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/musicgen-web/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/musicgen-web/src/App.css b/examples/musicgen-web/src/App.css deleted file mode 100644 index 91ab868f6..000000000 --- a/examples/musicgen-web/src/App.css +++ /dev/null @@ -1,9 +0,0 @@ -#root { - max-width: 960px; - height: 100vh; - margin: 0 auto; - text-align: center; - display: flex; - justify-content: center; - align-items: center; -} diff --git a/examples/musicgen-web/src/App.jsx b/examples/musicgen-web/src/App.jsx deleted file mode 100644 index a64e8b655..000000000 --- a/examples/musicgen-web/src/App.jsx +++ /dev/null @@ -1,229 +0,0 @@ -import { useEffect, useState, useRef } from 'react'; -import { AutoTokenizer, MusicgenForConditionalGeneration, BaseStreamer } from '@xenova/transformers'; -import { encodeWAV, share } from './utils.js'; - -import './App.css'; - -const MODEL_ID = 'Xenova/musicgen-small'; - -// Adapted from https://huggingface.co/spaces/facebook/MusicGen -const EXAMPLES = [ - '80s pop track with bassy drums and synth', - '90s rock song with loud guitars and heavy drums', - 'a light and cheerly EDM track, with syncopated drums, aery pads, and strong emotions bpm: 130', - 'A cheerful country song with acoustic guitars', - 'lofi slow bpm electro chill with organic samples', -]; - -// Enable sharing if running on Hugging Face Spaces -const SHARING_ENABLED = window.location.host.endsWith('.hf.space'); - -// Streamer to update progress -class CallbackStreamer extends BaseStreamer { - constructor(callback_fn) { - super(); - this.callback_fn = callback_fn; - } - - put(value) { - return this.callback_fn(value); - } - - end() { - return this.callback_fn(); - } -} - -// Main App component -const App = () => { - // Input/output state - const [textInput, setTextInput] = useState(EXAMPLES[0]); - const [progress, setProgress] = useState(0); - const [loadProgress, setLoadProgress] = useState({}); - const [statusText, setStatusText] = useState('Loading model (656MB)...'); - const [result, setResult] = useState(null); - const audioRef = useRef(null); - - // Model and tokenizer references - const modelPromise = useRef(null); - const tokenizerPromise = useRef(null); - - // Generation parameters - const [guidance_scale, setGuidanceScale] = useState(3); - const [temperature, setTemperature] = useState(1); - const [duration, setDuration] = useState(10); - - // Load model and tokenizer on first render - useEffect(() => { - modelPromise.current ??= MusicgenForConditionalGeneration.from_pretrained(MODEL_ID, { - progress_callback: (data) => { - if (data.status !== 'progress') return; - setLoadProgress(prev => ({ ...prev, [data.file]: data })) - }, - dtype: { - text_encoder: 'q8', - decoder_model_merged: 'q8', - encodec_decode: 'fp32', - }, - device: 'wasm', - }); - - tokenizerPromise.current ??= AutoTokenizer.from_pretrained(MODEL_ID); - }, []); - - // Update progress bar based on load progress - useEffect(() => { - const items = Object.values(loadProgress); - if (items.length !== 5) return; // 5 files to load - let loaded = 0; - let total = 0; - for (const data of Object.values(loadProgress)) { - loaded += data.loaded; - total += data.total; - } - const progress = loaded / total; - setProgress(progress); - setStatusText(progress === 1 - ? 'Ready!' - : `Loading model (${(progress * 100).toFixed()}% of 656MB)...` - ); - }, [loadProgress]); - - // Function to handle generating music - const generateMusic = async () => { - // Reset audio player and result - audioRef.current.src = ''; - setResult(null); - - // Get model and tokenizer - const tokenizer = await tokenizerPromise.current; - const model = await modelPromise.current; - - // Get number of tokens to match user-specified duration (more intuitive for user) - // 503 tokens -> 10 seconds generated => ~50 tokens per second - // https://huggingface.co/docs/transformers/model_doc/musicgen#generation - const max_length = Math.min( - Math.max(Math.floor(duration * 50), 1) + 4, - model.generation_config.max_length ?? 1500, - ); - - // Create a streamer to update progress - let num_tokens = 0; - const streamer = new CallbackStreamer((value) => { - const percent = value === undefined ? 1 : ++num_tokens / max_length; - setStatusText(`Generating (${(percent * 100).toFixed()}%)...`); - setProgress(percent); - }); - - // Tokenize input text - const inputs = tokenizer(textInput); - - // Generate music - const audio_values = await model.generate({ - // Inputs - ...inputs, - - // Generation parameters - max_length, - guidance_scale, - temperature, - - // Outputs - streamer, - }); - - setStatusText('Encoding audio...'); - - // Encode audio values to WAV - const sampling_rate = model.config.audio_encoder.sampling_rate; - const wav = encodeWAV(audio_values.data, sampling_rate); - const blob = new Blob([wav], { type: 'audio/wav' }); - setResult(blob); - - audioRef.current.src = URL.createObjectURL(blob); - setStatusText('Done!'); - }; - - return ( -

MusicGen Web

In-browser text-to-music w/ 🤗 Transformers.js! -

- - {/* Text input for user */} - setTextInput(e.target.value)} - className="border border-gray-300 p-2 mb-4 w-full rounded" - /> - - {/* Example buttons */} -

- {EXAMPLES.map((example, i) => ( - - ))} -

- - {/* Generation parameters */} -

- {/* Duration */} -

- Duration - setDuration(e.target.value)} /> -

{`${duration} second${duration > 1 ? 's' : ''}`}

- - {/* Guidance Scale */} -

- Guidance Scale - setGuidanceScale(e.target.value)} /> -

{guidance_scale}

- - {/* Temperature */} -

- Temperature - setTemperature(e.target.value)} /> -

{temperature}

- - {/* Button to generate music */} - - - {/* Progress bar */} -

{statusText}

- - {/* Audio player */} - {

} -

- ); -}; - -export default App; diff --git a/examples/musicgen-web/src/index.css b/examples/musicgen-web/src/index.css deleted file mode 100644 index bd6213e1d..000000000 --- a/examples/musicgen-web/src/index.css +++ /dev/null @@ -1,3 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; \ No newline at end of file diff --git a/examples/musicgen-web/src/main.jsx b/examples/musicgen-web/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/musicgen-web/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/musicgen-web/src/utils.js b/examples/musicgen-web/src/utils.js deleted file mode 100644 index 436c9daab..000000000 --- a/examples/musicgen-web/src/utils.js +++ /dev/null @@ -1,59 +0,0 @@ - -// Adapted from https://www.npmjs.com/package/audiobuffer-to-wav -export function encodeWAV(samples, sampleRate = 16000) { - let offset = 44; - const buffer = new ArrayBuffer(offset + samples.length * 4); - const view = new DataView(buffer); - - /* RIFF identifier */ - writeString(view, 0, 'RIFF') - /* RIFF chunk length */ - view.setUint32(4, 36 + samples.length * 4, true) - /* RIFF type */ - writeString(view, 8, 'WAVE') - /* format chunk identifier */ - writeString(view, 12, 'fmt ') - /* format chunk length */ - view.setUint32(16, 16, true) - /* sample format (raw) */ - view.setUint16(20, 3, true) - /* channel count */ - view.setUint16(22, 1, true) - /* sample rate */ - view.setUint32(24, sampleRate, true) - /* byte rate (sample rate * block align) */ - view.setUint32(28, sampleRate * 4, true) - /* block align (channel count * bytes per sample) */ - view.setUint16(32, 4, true) - /* bits per sample */ - view.setUint16(34, 32, true) - /* data chunk identifier */ - writeString(view, 36, 'data') - /* data chunk length */ - view.setUint32(40, samples.length * 4, true) - - for (let i = 0; i < samples.length; ++i, offset += 4) { - view.setFloat32(offset, samples[i], true) - } - - return buffer -} -function writeString(view, offset, string) { - for (let i = 0; i < string.length; ++i) { - view.setUint8(offset + i, string.charCodeAt(i)) - } -} - -export async function share(body, settings) { - const response = await fetch('https://huggingface.co/uploads', { method: 'POST', body }); - if (!response.ok) throw new Error(`Failed to upload audio: ${response.statusText}`); - const url = await response.text(); - - const params = new URLSearchParams({ - title: `🎵 ${settings.prompt}`, - description: `

\n${JSON.stringify(settings, null, 2)}`, - }); - - const shareURL = `https://huggingface.co/spaces/Xenova/musicgen-web/discussions/new?${params.toString()}`; - window.open(shareURL, '_blank'); -} \ No newline at end of file diff --git a/examples/musicgen-web/tailwind.config.js b/examples/musicgen-web/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/musicgen-web/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/musicgen-web/vite.config.js b/examples/musicgen-web/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/musicgen-web/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 4ccb4056b1b26eed0e0944d177217c95cf8178e6 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 15:39:36 +0000 Subject: [PATCH 14/23] Move cross encoder demo --- examples/cross-encoder/.eslintrc.cjs | 20 - examples/cross-encoder/.gitignore | 24 - examples/cross-encoder/index.html | 13 - examples/cross-encoder/package-lock.json | 5895 --------------------- examples/cross-encoder/package.json | 30 - examples/cross-encoder/postcss.config.js | 6 - examples/cross-encoder/src/App.css | 5 - examples/cross-encoder/src/App.jsx | 124 - examples/cross-encoder/src/index.css | 3 - examples/cross-encoder/src/main.jsx | 10 - examples/cross-encoder/src/worker.js | 62 - examples/cross-encoder/tailwind.config.js | 12 - examples/cross-encoder/vite.config.js | 7 - 13 files changed, 6211 deletions(-) delete mode 100644 examples/cross-encoder/.eslintrc.cjs delete mode 100644 examples/cross-encoder/.gitignore delete mode 100644 examples/cross-encoder/index.html delete mode 100644 examples/cross-encoder/package-lock.json delete mode 100644 examples/cross-encoder/package.json delete mode 100644 examples/cross-encoder/postcss.config.js delete mode 100644 examples/cross-encoder/src/App.css delete mode 100644 examples/cross-encoder/src/App.jsx delete mode 100644 examples/cross-encoder/src/index.css delete mode 100644 examples/cross-encoder/src/main.jsx delete mode 100644 examples/cross-encoder/src/worker.js delete mode 100644 examples/cross-encoder/tailwind.config.js delete mode 100644 examples/cross-encoder/vite.config.js diff --git a/examples/cross-encoder/.eslintrc.cjs b/examples/cross-encoder/.eslintrc.cjs deleted file mode 100644 index 4dcb43901..000000000 --- a/examples/cross-encoder/.eslintrc.cjs +++ /dev/null @@ -1,20 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/cross-encoder/.gitignore b/examples/cross-encoder/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/cross-encoder/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/cross-encoder/index.html b/examples/cross-encoder/index.html deleted file mode 100644 index f3497ecad..000000000 --- a/examples/cross-encoder/index.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - - Reranking w/ Transformers.js - - -

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"dev": true, - "engines": { - "node": ">= 14" - } - }, - "node_modules/yocto-queue": { - "version": "0.1.0", - "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz", - "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==", - "dev": true, - "engines": { - "node": ">=10" - }, - "funding": { - "url": "https://github.com/sponsors/sindresorhus" - } - } - } -} diff --git a/examples/cross-encoder/package.json b/examples/cross-encoder/package.json deleted file mode 100644 index a505be482..000000000 --- a/examples/cross-encoder/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "cross-encoder", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "^2.15.0", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.43", - "@types/react-dom": "^18.2.17", - "@vitejs/plugin-react": "^4.2.1", - "autoprefixer": "^10.4.16", - "eslint": "^8.55.0", - "eslint-plugin-react": "^7.33.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.5", - "postcss": "^8.4.33", - "tailwindcss": "^3.4.1", - "vite": "^5.1.7" - } -} diff --git a/examples/cross-encoder/postcss.config.js b/examples/cross-encoder/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/cross-encoder/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/cross-encoder/src/App.css b/examples/cross-encoder/src/App.css deleted file mode 100644 index c3951888c..000000000 --- a/examples/cross-encoder/src/App.css +++ /dev/null @@ -1,5 +0,0 @@ -#root { - height: 100vh; - width: 100vw; - padding: 1rem; -} diff --git a/examples/cross-encoder/src/App.jsx b/examples/cross-encoder/src/App.jsx deleted file mode 100644 index 5de65a7bd..000000000 --- a/examples/cross-encoder/src/App.jsx +++ /dev/null @@ -1,124 +0,0 @@ -import { useState, useRef, useEffect, useCallback } from 'react' -import './App.css' - -const PLACEHOLDER_TEXTS = [ - "'To Kill a Mockingbird' is a novel by Harper Lee published in 1960. It was immediately successful, winning the Pulitzer Prize, and has become a classic of modern American literature.", - "The novel 'Moby-Dick' was written by Herman Melville and first published in 1851. It is considered a masterpiece of American literature and deals with complex themes of obsession, revenge, and the conflict between good and evil.", - "Harper Lee, an American novelist widely known for her novel 'To Kill a Mockingbird', was born in 1926 in Monroeville, Alabama. She received the Pulitzer Prize for Fiction in 1961.", - "Jane Austen was an English novelist known primarily for her six major novels, which interpret, critique and comment upon the British landed gentry at the end of the 18th century.", - "The 'Harry Potter' series, which consists of seven fantasy novels written by British author J.K. Rowling, is among the most popular and critically acclaimed books of the modern era.", - "'The Great Gatsby', a novel written by American author F. Scott Fitzgerald, was published in 1925. The story is set in the Jazz Age and follows the life of millionaire Jay Gatsby and his pursuit of Daisy Buchanan." -].sort(() => Math.random() - 0.5); - -function App() { - const [status, setStatus] = useState('idle'); - - const [query, setQuery] = useState(`Who wrote 'To Kill a Mockingbird'?`); - const [documents, setDocuments] = useState(PLACEHOLDER_TEXTS.join('\n')); - - const [results, setResults] = useState([]); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - const status = e.data.status; - if (e.data.file?.endsWith('.onnx')) { - if (status === 'initiate') { - setStatus('loading'); - } else if (status === 'done') { - setStatus('ready'); - } - } else if (status === 'complete') { - setResults(e.data.output); - setStatus('idle'); - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }, []); - - const run = useCallback(() => { - setStatus('processing'); - worker.current.postMessage({ - query, - documents, - }); - }, [query, documents]) - - const busy = status !== 'idle'; - - return ( -

Reranking w/ The Crispy mixedbread Rerank Models

- Query - - Documents - - - -

- {results.length > 0 && (<> -

- Results -

- {results.map((result, i) => ( -

- {result.score.toFixed(3)} - {result.text} -

- ))} -

- ) - } -

- ) -} - -export default App diff --git a/examples/cross-encoder/src/index.css b/examples/cross-encoder/src/index.css deleted file mode 100644 index b5c61c956..000000000 --- a/examples/cross-encoder/src/index.css +++ /dev/null @@ -1,3 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; diff --git a/examples/cross-encoder/src/main.jsx b/examples/cross-encoder/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/cross-encoder/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/cross-encoder/src/worker.js b/examples/cross-encoder/src/worker.js deleted file mode 100644 index 0507baf6a..000000000 --- a/examples/cross-encoder/src/worker.js +++ /dev/null @@ -1,62 +0,0 @@ -import { env, AutoTokenizer, AutoModelForSequenceClassification } from '@xenova/transformers'; - -// Skip local model check since we are downloading the model from the Hugging Face Hub. -env.allowLocalModels = false; - -class CrossEncoderSingleton { - static model_id = 'mixedbread-ai/mxbai-rerank-xsmall-v1'; - static model = null; - static tokenizer = null; - - static async getInstance(progress_callback) { - if (!this.tokenizer) { - this.tokenizer = AutoTokenizer.from_pretrained(this.model_id); - } - - if (!this.model) { - this.model = AutoModelForSequenceClassification.from_pretrained(this.model_id, { - quantized: true, - progress_callback, - }); - } - - return Promise.all([this.tokenizer, this.model]); - } -} - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Retrieve the pipeline. When called for the first time, - // this will load the pipeline and save it for future use. - const [tokenizer, model] = await CrossEncoderSingleton.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }); - - const { query, documents } = event.data; - - const docs = documents.trim().split('\n'); - - const inputs = tokenizer( - new Array(docs.length).fill(query), - { - text_pair: docs, - padding: true, - truncation: true, - } - ) - const { logits } = await model(inputs); - const output = logits - .sigmoid() - .tolist() - .map(([score], i) => ({ - corpus_id: i, - score, - text: docs[i], - })) - .sort((a, b) => b.score - a.score); - - // Send the output back to the main thread - self.postMessage({ status: 'complete', output }); -}); diff --git a/examples/cross-encoder/tailwind.config.js b/examples/cross-encoder/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/cross-encoder/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/cross-encoder/vite.config.js b/examples/cross-encoder/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/cross-encoder/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From bc006e5a7186ed22be2c57c3071c3bbb20c275f1 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 16:05:48 +0000 Subject: [PATCH 15/23] Move text-to-speech client demo --- examples/text-to-speech-client/.eslintrc.cjs | 20 --- examples/text-to-speech-client/.gitignore | 24 --- examples/text-to-speech-client/README.md | 8 - examples/text-to-speech-client/index.html | 12 -- examples/text-to-speech-client/package.json | 30 ---- .../text-to-speech-client/postcss.config.js | 6 - examples/text-to-speech-client/src/App.jsx | 162 ------------------ .../src/components/AudioPlayer.jsx | 26 --- .../src/components/Progress.jsx | 12 -- .../text-to-speech-client/src/constants.js | 11 -- examples/text-to-speech-client/src/index.css | 21 --- examples/text-to-speech-client/src/main.jsx | 10 -- examples/text-to-speech-client/src/utils.js | 47 ----- examples/text-to-speech-client/src/worker.js | 97 ----------- .../text-to-speech-client/tailwind.config.js | 12 -- examples/text-to-speech-client/vite.config.js | 7 - 16 files changed, 505 deletions(-) delete mode 100644 examples/text-to-speech-client/.eslintrc.cjs delete mode 100644 examples/text-to-speech-client/.gitignore delete mode 100644 examples/text-to-speech-client/README.md delete mode 100644 examples/text-to-speech-client/index.html delete mode 100644 examples/text-to-speech-client/package.json delete mode 100644 examples/text-to-speech-client/postcss.config.js delete mode 100644 examples/text-to-speech-client/src/App.jsx delete mode 100644 examples/text-to-speech-client/src/components/AudioPlayer.jsx delete mode 100644 examples/text-to-speech-client/src/components/Progress.jsx delete mode 100644 examples/text-to-speech-client/src/constants.js delete mode 100644 examples/text-to-speech-client/src/index.css delete mode 100644 examples/text-to-speech-client/src/main.jsx delete mode 100644 examples/text-to-speech-client/src/utils.js delete mode 100644 examples/text-to-speech-client/src/worker.js delete mode 100644 examples/text-to-speech-client/tailwind.config.js delete mode 100644 examples/text-to-speech-client/vite.config.js diff --git a/examples/text-to-speech-client/.eslintrc.cjs b/examples/text-to-speech-client/.eslintrc.cjs deleted file mode 100644 index 4dcb43901..000000000 --- a/examples/text-to-speech-client/.eslintrc.cjs +++ /dev/null @@ -1,20 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/text-to-speech-client/.gitignore b/examples/text-to-speech-client/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/text-to-speech-client/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/text-to-speech-client/README.md b/examples/text-to-speech-client/README.md deleted file mode 100644 index f768e33fc..000000000 --- a/examples/text-to-speech-client/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# React + Vite - -This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. - -Currently, two official plugins are available: - -- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh -- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/text-to-speech-client/index.html b/examples/text-to-speech-client/index.html deleted file mode 100644 index 26748c68f..000000000 --- a/examples/text-to-speech-client/index.html +++ /dev/null @@ -1,12 +0,0 @@ - - - - - - Transformers.js - Text-to-speech demo - - -

- - - diff --git a/examples/text-to-speech-client/package.json b/examples/text-to-speech-client/package.json deleted file mode 100644 index 49949efa2..000000000 --- a/examples/text-to-speech-client/package.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "name": "text-to-speech-client", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", - "preview": "vite preview" - }, - "dependencies": { - "@xenova/transformers": "^2.7.0", - "react": "^18.2.0", - "react-dom": "^18.2.0" - }, - "devDependencies": { - "@types/react": "^18.2.15", - "@types/react-dom": "^18.2.7", - "@vitejs/plugin-react": "^4.0.3", - "autoprefixer": "^10.4.16", - "eslint": "^8.45.0", - "eslint-plugin-react": "^7.32.2", - "eslint-plugin-react-hooks": "^4.6.0", - "eslint-plugin-react-refresh": "^0.4.3", - "postcss": "^8.4.31", - "tailwindcss": "^3.3.3", - "vite": "^4.4.5" - } -} diff --git a/examples/text-to-speech-client/postcss.config.js b/examples/text-to-speech-client/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/text-to-speech-client/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/text-to-speech-client/src/App.jsx b/examples/text-to-speech-client/src/App.jsx deleted file mode 100644 index cfa53fb9a..000000000 --- a/examples/text-to-speech-client/src/App.jsx +++ /dev/null @@ -1,162 +0,0 @@ -import React, { useState, useEffect, useRef } from 'react'; - -import AudioPlayer from './components/AudioPlayer'; -import Progress from './components/Progress'; -import { SPEAKERS, DEFAULT_SPEAKER } from './constants'; - -const App = () => { - - // Model loading - const [ready, setReady] = useState(null); - const [disabled, setDisabled] = useState(false); - const [progressItems, setProgressItems] = useState([]); - - // Inputs and outputs - const [text, setText] = useState('I love Hugging Face!'); - const [selectedSpeaker, setSelectedSpeaker] = useState(DEFAULT_SPEAKER); - const [output, setOutput] = useState(null); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - switch (e.data.status) { - case 'initiate': - // Model file start load: add a new progress item to the list. - setReady(false); - setProgressItems(prev => [...prev, e.data]); - break; - - case 'progress': - // Model file progress: update one of the progress items. - setProgressItems( - prev => prev.map(item => { - if (item.file === e.data.file) { - return { ...item, progress: e.data.progress } - } - return item; - }) - ); - break; - - case 'done': - // Model file loaded: remove the progress item from the list. - setProgressItems( - prev => prev.filter(item => item.file !== e.data.file) - ); - break; - - case 'ready': - // Pipeline ready: the worker is ready to accept messages. - setReady(true); - break; - - case 'complete': - // Generation complete: re-enable the "Translate" button - setDisabled(false); - - const blobUrl = URL.createObjectURL(e.data.output); - setOutput(blobUrl); - break; - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }); - - - const handleGenerateSpeech = () => { - setDisabled(true); - worker.current.postMessage({ - text, - speaker_id: selectedSpeaker, - }); - }; - - const isLoading = ready === false; - return ( -

- {isLoading && ( - Loading models... (only run once) - )} - {progressItems.map(data => ( -

- -

- ))} -

In-browser Text to Speech

Made with 🤗 Transformers.js

- - Text - - -

- - Speaker - - -

- -

- {output && } -

- ); -}; - -export default App; diff --git a/examples/text-to-speech-client/src/components/AudioPlayer.jsx b/examples/text-to-speech-client/src/components/AudioPlayer.jsx deleted file mode 100644 index a6d2daf1f..000000000 --- a/examples/text-to-speech-client/src/components/AudioPlayer.jsx +++ /dev/null @@ -1,26 +0,0 @@ -import { useEffect, useRef } from "react"; - -export default function AudioPlayer({ audioUrl, mimeType }) { - const audioPlayer = useRef(null); - const audioSource = useRef(null); - - // Updates src when url changes - useEffect(() => { - if (audioPlayer.current && audioSource.current) { - audioSource.current.src = audioUrl; - audioPlayer.current.load(); - } - }, [audioUrl]); - - return ( -

- ); -} \ No newline at end of file diff --git a/examples/text-to-speech-client/src/components/Progress.jsx b/examples/text-to-speech-client/src/components/Progress.jsx deleted file mode 100644 index efaaf0a9a..000000000 --- a/examples/text-to-speech-client/src/components/Progress.jsx +++ /dev/null @@ -1,12 +0,0 @@ - -export default function Progress({ text, percentage }) { - percentage ??= 0; - return ( -

- {text} ({`${percentage.toFixed(2)}%`}) -

- ); -} - diff --git a/examples/text-to-speech-client/src/constants.js b/examples/text-to-speech-client/src/constants.js deleted file mode 100644 index ef6d848af..000000000 --- a/examples/text-to-speech-client/src/constants.js +++ /dev/null @@ -1,11 +0,0 @@ -export const SPEAKERS = { - "US female 1": "cmu_us_slt_arctic-wav-arctic_a0001", - "US female 2": "cmu_us_clb_arctic-wav-arctic_a0001", - "US male 1": "cmu_us_bdl_arctic-wav-arctic_a0003", - "US male 2": "cmu_us_rms_arctic-wav-arctic_a0003", - "Canadian male": "cmu_us_jmk_arctic-wav-arctic_a0002", - "Scottish male": "cmu_us_awb_arctic-wav-arctic_b0002", - "Indian male": "cmu_us_ksp_arctic-wav-arctic_a0007", -} - -export const DEFAULT_SPEAKER = "cmu_us_slt_arctic-wav-arctic_a0001"; diff --git a/examples/text-to-speech-client/src/index.css b/examples/text-to-speech-client/src/index.css deleted file mode 100644 index 2ea01764b..000000000 --- a/examples/text-to-speech-client/src/index.css +++ /dev/null @@ -1,21 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -:root { - font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif; - line-height: 1.5; - font-weight: 400; - color: #213547; - background-color: #ffffff; - - font-synthesis: none; - text-rendering: optimizeLegibility; - -webkit-font-smoothing: antialiased; - -moz-osx-font-smoothing: grayscale; - -webkit-text-size-adjust: 100%; -} - -audio::-webkit-media-controls-panel { - background-color: white; -} \ No newline at end of file diff --git a/examples/text-to-speech-client/src/main.jsx b/examples/text-to-speech-client/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/text-to-speech-client/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/text-to-speech-client/src/utils.js b/examples/text-to-speech-client/src/utils.js deleted file mode 100644 index b23f88bba..000000000 --- a/examples/text-to-speech-client/src/utils.js +++ /dev/null @@ -1,47 +0,0 @@ -// Adapted from https://www.npmjs.com/package/audiobuffer-to-wav - -export function encodeWAV(samples) { - let offset = 44; - const buffer = new ArrayBuffer(offset + samples.length * 4); - const view = new DataView(buffer); - const sampleRate = 16000; - - /* RIFF identifier */ - writeString(view, 0, 'RIFF') - /* RIFF chunk length */ - view.setUint32(4, 36 + samples.length * 4, true) - /* RIFF type */ - writeString(view, 8, 'WAVE') - /* format chunk identifier */ - writeString(view, 12, 'fmt ') - /* format chunk length */ - view.setUint32(16, 16, true) - /* sample format (raw) */ - view.setUint16(20, 3, true) - /* channel count */ - view.setUint16(22, 1, true) - /* sample rate */ - view.setUint32(24, sampleRate, true) - /* byte rate (sample rate * block align) */ - view.setUint32(28, sampleRate * 4, true) - /* block align (channel count * bytes per sample) */ - view.setUint16(32, 4, true) - /* bits per sample */ - view.setUint16(34, 32, true) - /* data chunk identifier */ - writeString(view, 36, 'data') - /* data chunk length */ - view.setUint32(40, samples.length * 4, true) - - for (let i = 0; i < samples.length; ++i, offset += 4) { - view.setFloat32(offset, samples[i], true) - } - - return buffer -} - -function writeString(view, offset, string) { - for (let i = 0; i < string.length; ++i) { - view.setUint8(offset + i, string.charCodeAt(i)) - } -} diff --git a/examples/text-to-speech-client/src/worker.js b/examples/text-to-speech-client/src/worker.js deleted file mode 100644 index 4644890d3..000000000 --- a/examples/text-to-speech-client/src/worker.js +++ /dev/null @@ -1,97 +0,0 @@ - -import { env, Tensor, AutoTokenizer, SpeechT5ForTextToSpeech, SpeechT5HifiGan } from '@xenova/transformers'; -import { encodeWAV } from './utils'; - -// Disable local model checks -env.allowLocalModels = false; - - -// Use the Singleton pattern to enable lazy construction of the pipeline. -class MyTextToSpeechPipeline { - - static BASE_URL = 'https://huggingface.co/datasets/Xenova/cmu-arctic-xvectors-extracted/resolve/main/'; - - static model_id = 'Xenova/speecht5_tts'; - static vocoder_id = 'Xenova/speecht5_hifigan'; - - static tokenizer_instance = null; - static model_instance = null; - static vocoder_instance = null; - - static async getInstance(progress_callback = null) { - if (this.tokenizer_instance === null) { - this.tokenizer = AutoTokenizer.from_pretrained(this.model_id, { progress_callback }); - } - - if (this.model_instance === null) { - this.model_instance = SpeechT5ForTextToSpeech.from_pretrained(this.model_id, { - dtype: 'fp32', - progress_callback, - }); - } - - if (this.vocoder_instance === null) { - this.vocoder_instance = SpeechT5HifiGan.from_pretrained(this.vocoder_id, { - dtype: 'fp32', - progress_callback, - }); - } - - return new Promise(async (resolve, reject) => { - const result = await Promise.all([ - this.tokenizer, - this.model_instance, - this.vocoder_instance, - ]); - self.postMessage({ - status: 'ready', - }); - resolve(result); - }); - } - - static async getSpeakerEmbeddings(speaker_id) { - // e.g., `cmu_us_awb_arctic-wav-arctic_a0001` - const speaker_embeddings_url = `${this.BASE_URL}${speaker_id}.bin`; - const speaker_embeddings = new Tensor( - 'float32', - new Float32Array(await (await fetch(speaker_embeddings_url)).arrayBuffer()), - [1, 512] - ) - return speaker_embeddings; - } -} - -// Mapping of cached speaker embeddings -const speaker_embeddings_cache = new Map(); - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Load the pipeline - const [tokenizer, model, vocoder] = await MyTextToSpeechPipeline.getInstance(x => { - // We also add a progress callback so that we can track model loading. - self.postMessage(x); - }); - - // Tokenize the input - const { input_ids } = tokenizer(event.data.text); - - // Load the speaker embeddings - let speaker_embeddings = speaker_embeddings_cache.get(event.data.speaker_id); - if (speaker_embeddings === undefined) { - speaker_embeddings = await MyTextToSpeechPipeline.getSpeakerEmbeddings(event.data.speaker_id); - speaker_embeddings_cache.set(event.data.speaker_id, speaker_embeddings); - } - - // Generate the waveform - const { waveform } = await model.generate_speech(input_ids, speaker_embeddings, { vocoder }); - - // Encode the waveform as a WAV file - const wav = encodeWAV(waveform.data); - - // Send the output back to the main thread - self.postMessage({ - status: 'complete', - output: new Blob([wav], { type: 'audio/wav' }), - }); -}); diff --git a/examples/text-to-speech-client/tailwind.config.js b/examples/text-to-speech-client/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/text-to-speech-client/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/text-to-speech-client/vite.config.js b/examples/text-to-speech-client/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/text-to-speech-client/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 7cdea27884deb635a22e70eb414f10bf4ddca628 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 16:24:03 +0000 Subject: [PATCH 16/23] Move video object detection demo --- examples/video-object-detection/.gitignore | 24 - examples/video-object-detection/index.html | 49 - examples/video-object-detection/main.js | 160 -- .../video-object-detection/package-lock.json | 1505 ----------------- examples/video-object-detection/package.json | 17 - examples/video-object-detection/style.css | 83 - .../video-object-detection/vite.config.js | 6 - 7 files changed, 1844 deletions(-) delete mode 100644 examples/video-object-detection/.gitignore delete mode 100644 examples/video-object-detection/index.html delete mode 100644 examples/video-object-detection/main.js delete mode 100644 examples/video-object-detection/package-lock.json delete mode 100644 examples/video-object-detection/package.json delete mode 100644 examples/video-object-detection/style.css delete mode 100644 examples/video-object-detection/vite.config.js diff --git a/examples/video-object-detection/.gitignore b/examples/video-object-detection/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/video-object-detection/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/video-object-detection/index.html b/examples/video-object-detection/index.html deleted file mode 100644 index 0c4e8dfc8..000000000 --- a/examples/video-object-detection/index.html +++ /dev/null @@ -1,49 +0,0 @@ - - - - - - - Transformers.js | Real-time object detection - - - -

- Real-time object detection w/ - 🤗 Transformers.js -

- Runs locally in your browser, powered by - YOLOv9 -

- Image size - (128) -
- -

- Threshold - (0.25) -
- -

- Image scale - (0.5) -
- -

- - - - - - diff --git a/examples/video-object-detection/main.js b/examples/video-object-detection/main.js deleted file mode 100644 index 12c3552a4..000000000 --- a/examples/video-object-detection/main.js +++ /dev/null @@ -1,160 +0,0 @@ -import './style.css'; - -import { env, AutoModel, AutoProcessor, RawImage } from '@xenova/transformers'; - -// Since we will download the model from the Hugging Face Hub, we can skip the local model check -env.allowLocalModels = false; - -// Proxy the WASM backend to prevent the UI from freezing -env.backends.onnx.wasm.proxy = true; - -// Reference the elements that we will need -const status = document.getElementById('status'); -const container = document.getElementById('container'); -const overlay = document.getElementById('overlay'); -const canvas = document.getElementById('canvas'); -const video = document.getElementById('video'); -const thresholdSlider = document.getElementById('threshold'); -const thresholdLabel = document.getElementById('threshold-value'); -const sizeSlider = document.getElementById('size'); -const sizeLabel = document.getElementById('size-value'); -const scaleSlider = document.getElementById('scale'); -const scaleLabel = document.getElementById('scale-value'); - -function setStreamSize(width, height) { - video.width = canvas.width = Math.round(width); - video.height = canvas.height = Math.round(height); -} - -status.textContent = 'Loading model...'; - -// Load model and processor -const model_id = 'Xenova/gelan-c_all'; -const model = await AutoModel.from_pretrained(model_id); -const processor = await AutoProcessor.from_pretrained(model_id); - -// Set up controls -let scale = 0.5; -scaleSlider.addEventListener('input', () => { - scale = Number(scaleSlider.value); - setStreamSize(video.videoWidth * scale, video.videoHeight * scale); - scaleLabel.textContent = scale; -}); -scaleSlider.disabled = false; - -let threshold = 0.25; -thresholdSlider.addEventListener('input', () => { - threshold = Number(thresholdSlider.value); - thresholdLabel.textContent = threshold.toFixed(2); -}); -thresholdSlider.disabled = false; - -let size = 128; -processor.feature_extractor.size = { shortest_edge: size }; -sizeSlider.addEventListener('input', () => { - size = Number(sizeSlider.value); - processor.feature_extractor.size = { shortest_edge: size }; - sizeLabel.textContent = size; -}); -sizeSlider.disabled = false; - -status.textContent = 'Ready'; - -const COLOURS = [ - "#EF4444", "#4299E1", "#059669", - "#FBBF24", "#4B52B1", "#7B3AC2", - "#ED507A", "#1DD1A1", "#F3873A", - "#4B5563", "#DC2626", "#1852B4", - "#18A35D", "#F59E0B", "#4059BE", - "#6027A5", "#D63D60", "#00AC9B", - "#E64A19", "#272A34" -] - -// Render a bounding box and label on the image -function renderBox([xmin, ymin, xmax, ymax, score, id], [w, h]) { - if (score < threshold) return; // Skip boxes with low confidence - - // Generate a random color for the box - const color = COLOURS[id % COLOURS.length]; - - // Draw the box - const boxElement = document.createElement('div'); - boxElement.className = 'bounding-box'; - Object.assign(boxElement.style, { - borderColor: color, - left: 100 * xmin / w + '%', - top: 100 * ymin / h + '%', - width: 100 * (xmax - xmin) / w + '%', - height: 100 * (ymax - ymin) / h + '%', - }) - - // Draw label - const labelElement = document.createElement('span'); - labelElement.textContent = `${model.config.id2label[id]} (${(100 * score).toFixed(2)}%)`; - labelElement.className = 'bounding-box-label'; - labelElement.style.backgroundColor = color; - - boxElement.appendChild(labelElement); - overlay.appendChild(boxElement); -} - -let isProcessing = false; -let previousTime; -const context = canvas.getContext('2d', { willReadFrequently: true }); -function updateCanvas() { - const { width, height } = canvas; - context.drawImage(video, 0, 0, width, height); - - if (!isProcessing) { - isProcessing = true; - (async function () { - // Read the current frame from the video - const pixelData = context.getImageData(0, 0, width, height).data; - const image = new RawImage(pixelData, width, height, 4); - - // Process the image and run the model - const inputs = await processor(image); - const { outputs } = await model(inputs); - - // Update UI - overlay.innerHTML = ''; - - const sizes = inputs.reshaped_input_sizes[0].reverse(); - outputs.tolist().forEach(x => renderBox(x, sizes)); - - if (previousTime !== undefined) { - const fps = 1000 / (performance.now() - previousTime); - status.textContent = `FPS: ${fps.toFixed(2)}`; - } - previousTime = performance.now(); - isProcessing = false; - })(); - } - - window.requestAnimationFrame(updateCanvas); -} - -// Start the video stream -navigator.mediaDevices.getUserMedia( - { video: true }, // Ask for video -).then((stream) => { - // Set up the video and canvas elements. - video.srcObject = stream; - video.play(); - - const videoTrack = stream.getVideoTracks()[0]; - const { width, height } = videoTrack.getSettings(); - - setStreamSize(width * scale, height * scale); - - // Set container width and height depending on the image aspect ratio - const ar = width / height; - const [cw, ch] = (ar > 720 / 405) ? [720, 720 / ar] : [405 * ar, 405]; - container.style.width = `${cw}px`; - container.style.height = `${ch}px`; - - // Start the animation loop - window.requestAnimationFrame(updateCanvas); -}).catch((error) => { - alert(error); -}); diff --git a/examples/video-object-detection/package-lock.json b/examples/video-object-detection/package-lock.json deleted file mode 100644 index 9ece04cd3..000000000 --- a/examples/video-object-detection/package-lock.json +++ /dev/null @@ -1,1505 +0,0 @@ -{ - "name": "video-object-detection", - "version": "0.0.0", - "lockfileVersion": 3, - "requires": true, - "packages": { - "": { - "name": "video-object-detection", - "version": "0.0.0", - "dependencies": { - "@xenova/transformers": "^2.15.0" - }, - "devDependencies": { - "vite": "^5.1.7" - } - }, - "node_modules/@esbuild/aix-ppc64": { - "version": "0.19.12", - "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.19.12.tgz", - "integrity": "sha512-bmoCYyWdEL3wDQIVbcyzRyeKLgk2WtWLTWz1ZIAZF/EGbNOwSA6ew3PftJ1PqMiOOGu0OyFMzG53L0zqIpPeNA==", - 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} -} diff --git a/examples/video-object-detection/style.css b/examples/video-object-detection/style.css deleted file mode 100644 index 4892e55b2..000000000 --- a/examples/video-object-detection/style.css +++ /dev/null @@ -1,83 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -#controls { - display: flex; - padding: 1rem; - gap: 1rem; -} - -#controls>div { - text-align: center; -} - -h1, -h4 { - text-align: center; -} - -h4 { - margin-top: 0.5rem; -} - -#container { - position: relative; - width: 720px; - height: 405px; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} - -#overlay, -canvas { - position: absolute; - width: 100%; - height: 100%; -} - -#status { - min-height: 16px; - margin: 8px 0; -} - -.bounding-box { - position: absolute; - box-sizing: border-box; - border: solid 2px; -} - -.bounding-box-label { - color: white; - position: absolute; - font-size: 12px; - margin: -16px 0 0 -2px; - padding: 1px; -} diff --git a/examples/video-object-detection/vite.config.js b/examples/video-object-detection/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/video-object-detection/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -}); From b053db2b388930c63ff9d3127fc516012e940493 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 16:47:37 +0000 Subject: [PATCH 17/23] Move video background removal demo --- .../.gitignore | 24 ---- .../index.html | 43 ------ .../webgpu-video-background-removal/main.js | 128 ------------------ .../package.json | 17 --- .../webgpu-video-background-removal/style.css | 87 ------------ .../vite.config.js | 6 - 6 files changed, 305 deletions(-) delete mode 100644 examples/webgpu-video-background-removal/.gitignore delete mode 100644 examples/webgpu-video-background-removal/index.html delete mode 100644 examples/webgpu-video-background-removal/main.js delete mode 100644 examples/webgpu-video-background-removal/package.json delete mode 100644 examples/webgpu-video-background-removal/style.css delete mode 100644 examples/webgpu-video-background-removal/vite.config.js diff --git a/examples/webgpu-video-background-removal/.gitignore b/examples/webgpu-video-background-removal/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/webgpu-video-background-removal/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/webgpu-video-background-removal/index.html b/examples/webgpu-video-background-removal/index.html deleted file mode 100644 index 8e71df5a9..000000000 --- a/examples/webgpu-video-background-removal/index.html +++ /dev/null @@ -1,43 +0,0 @@ - - - - - - - Transformers.js | Real-time background removal - - - -

- Real-time background removal w/ - 🤗 Transformers.js -

- Runs locally in your browser, powered by - MODNet -

- Stream scale - (0.5) -
- -

- Image size - (256) -
- -

- - - - - - \ No newline at end of file diff --git a/examples/webgpu-video-background-removal/main.js b/examples/webgpu-video-background-removal/main.js deleted file mode 100644 index 620f21afb..000000000 --- a/examples/webgpu-video-background-removal/main.js +++ /dev/null @@ -1,128 +0,0 @@ -import './style.css'; - -import { env, AutoModel, AutoProcessor, RawImage } from '@xenova/transformers'; - -env.backends.onnx.wasm.wasmPaths = 'https://cdn.jsdelivr.net/npm/onnxruntime-web@1.17.1/dist/'; -env.backends.onnx.wasm.numThreads = 1; - -// Reference the elements that we will need -const status = document.getElementById('status'); -const container = document.getElementById('container'); -const canvas = document.getElementById('canvas'); -const outputCanvas = document.getElementById('output-canvas'); -const video = document.getElementById('video'); -const sizeSlider = document.getElementById('size'); -const sizeLabel = document.getElementById('size-value'); -const scaleSlider = document.getElementById('scale'); -const scaleLabel = document.getElementById('scale-value'); - -function setStreamSize(width, height) { - video.width = outputCanvas.width = canvas.width = Math.round(width); - video.height = outputCanvas.height = canvas.height = Math.round(height); -} - -status.textContent = 'Loading model...'; - -// Load model and processor -const model_id = 'Xenova/modnet'; -let model; -try { - model = await AutoModel.from_pretrained(model_id, { - device: 'webgpu', - dtype: 'fp32', // TODO: add fp16 support - }); -} catch (err) { - status.textContent = err.message; - alert(err.message) - throw err; -} - -const processor = await AutoProcessor.from_pretrained(model_id); - -// Set up controls -let size = 256; -processor.feature_extractor.size = { shortest_edge: size }; -sizeSlider.addEventListener('input', () => { - size = Number(sizeSlider.value); - processor.feature_extractor.size = { shortest_edge: size }; - sizeLabel.textContent = size; -}); -sizeSlider.disabled = false; - -let scale = 0.5; -scaleSlider.addEventListener('input', () => { - scale = Number(scaleSlider.value); - setStreamSize(video.videoWidth * scale, video.videoHeight * scale); - scaleLabel.textContent = scale; -}); -scaleSlider.disabled = false; - -status.textContent = 'Ready'; - -let isProcessing = false; -let previousTime; -const context = canvas.getContext('2d', { willReadFrequently: true }); -const outputContext = outputCanvas.getContext('2d', { willReadFrequently: true }); -function updateCanvas() { - const { width, height } = canvas; - - if (!isProcessing) { - isProcessing = true; - (async function () { - // Read the current frame from the video - context.drawImage(video, 0, 0, width, height); - const currentFrame = context.getImageData(0, 0, width, height); - const image = new RawImage(currentFrame.data, width, height, 4); - - // Pre-process image - const inputs = await processor(image); - - // Predict alpha matte - const { output } = await model({ input: inputs.pixel_values }); - - const mask = await RawImage.fromTensor(output[0].mul(255).to('uint8')).resize(width, height); - - // Update alpha channel - const outPixelData = currentFrame; - for (let i = 0; i < mask.data.length; ++i) { - outPixelData.data[4 * i + 3] = mask.data[i]; - } - outputContext.putImageData(outPixelData, 0, 0); - - if (previousTime !== undefined) { - const fps = 1000 / (performance.now() - previousTime); - status.textContent = `FPS: ${fps.toFixed(2)}`; - } - previousTime = performance.now(); - - isProcessing = false; - })(); - } - - window.requestAnimationFrame(updateCanvas); -} - -// Start the video stream -navigator.mediaDevices.getUserMedia( - { video: true }, // Ask for video -).then((stream) => { - // Set up the video and canvas elements. - video.srcObject = stream; - video.play(); - - const videoTrack = stream.getVideoTracks()[0]; - const { width, height } = videoTrack.getSettings(); - - setStreamSize(width * scale, height * scale); - - // Set container width and height depending on the image aspect ratio - const ar = width / height; - const [cw, ch] = (ar > 720 / 405) ? [720, 720 / ar] : [405 * ar, 405]; - container.style.width = `${cw}px`; - container.style.height = `${ch}px`; - - // Start the animation loop - setTimeout(updateCanvas, 50); -}).catch((error) => { - alert(error); -}); diff --git a/examples/webgpu-video-background-removal/package.json b/examples/webgpu-video-background-removal/package.json deleted file mode 100644 index 9ebe47afe..000000000 --- a/examples/webgpu-video-background-removal/package.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "name": "webgpu-video-background-removal", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.0.12" - }, - "dependencies": { - "@xenova/transformers": "^3.0.0" - } -} diff --git a/examples/webgpu-video-background-removal/style.css b/examples/webgpu-video-background-removal/style.css deleted file mode 100644 index a86729e1c..000000000 --- a/examples/webgpu-video-background-removal/style.css +++ /dev/null @@ -1,87 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -#controls { - display: flex; - padding: 1rem; - gap: 1rem; -} - -#controls>div { - text-align: center; -} - -h1, -h4 { - text-align: center; -} - -h4 { - margin-top: 0.5rem; -} - -#container { - position: relative; - width: 720px; - height: 405px; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} - -#overlay, -canvas { - position: absolute; - width: 100%; - height: 100%; -} - -#status { - min-height: 16px; - margin: 8px 0; -} - -.bounding-box { - position: absolute; - box-sizing: border-box; - border: solid 2px; -} - -.bounding-box-label { - color: white; - position: absolute; - font-size: 12px; - margin: -16px 0 0 -2px; - padding: 1px; -} - -#video, #canvas { - display: none; -} diff --git a/examples/webgpu-video-background-removal/vite.config.js b/examples/webgpu-video-background-removal/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/webgpu-video-background-removal/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -}); From eacdbd1d139971bdb428eeb08c2ce7a31dc2121e Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 17:42:46 +0000 Subject: [PATCH 18/23] Move Segment Anything demo --- examples/segment-anything-client/.gitignore | 1 - examples/segment-anything-client/index.css | 116 ------- examples/segment-anything-client/index.html | 42 --- examples/segment-anything-client/index.js | 296 ------------------ examples/segment-anything-client/package.json | 17 - .../segment-anything-client/vite.config.js | 18 -- examples/segment-anything-client/worker.js | 101 ------ 7 files changed, 591 deletions(-) delete mode 100644 examples/segment-anything-client/.gitignore delete mode 100644 examples/segment-anything-client/index.css delete mode 100644 examples/segment-anything-client/index.html delete mode 100644 examples/segment-anything-client/index.js delete mode 100644 examples/segment-anything-client/package.json delete mode 100644 examples/segment-anything-client/vite.config.js delete mode 100644 examples/segment-anything-client/worker.js diff --git a/examples/segment-anything-client/.gitignore b/examples/segment-anything-client/.gitignore deleted file mode 100644 index 1521c8b76..000000000 --- a/examples/segment-anything-client/.gitignore +++ /dev/null @@ -1 +0,0 @@ -dist diff --git a/examples/segment-anything-client/index.css b/examples/segment-anything-client/index.css deleted file mode 100644 index fc556bcac..000000000 --- a/examples/segment-anything-client/index.css +++ /dev/null @@ -1,116 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; -} - -body, -#container, -#upload-button { - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -h1, h3 { - text-align: center; -} - -#container { - position: relative; - width: 640px; - height: 420px; - max-width: 100%; - max-height: 100%; - border: 2px dashed #D1D5DB; - border-radius: 0.75rem; - overflow: hidden; - cursor: pointer; - margin-top: 1rem; - background-size: 100% 100%; - background-position: center; - background-repeat: no-repeat; -} - -#mask-output { - position: absolute; - width: 100%; - height: 100%; - pointer-events: none; -} - -#upload-button { - gap: 0.4rem; - font-size: 18px; - cursor: pointer; -} - -#upload { - display: none; -} - -svg { - pointer-events: none; -} - -#example { - font-size: 14px; - text-decoration: underline; - cursor: pointer; -} - -#example:hover { - color: #2563EB; -} - -canvas { - position: absolute; - width: 100%; - height: 100%; - opacity: 0.6; -} - -#status { - min-height: 16px; - margin: 8px 0; -} - -.icon { - height: 16px; - width: 16px; - position: absolute; - transform: translate(-50%, -50%); -} - -#controls>button { - padding: 6px 12px; - background-color: #3498db; - color: white; - border: 1px solid #2980b9; - border-radius: 5px; - cursor: pointer; - font-size: 16px; -} - -#controls>button:disabled { - background-color: #d1d5db; - color: #6b7280; - border: 1px solid #9ca3af; - cursor: not-allowed; -} - -#information { - margin-top: 0.25rem; - font-size: 15px; -} \ No newline at end of file diff --git a/examples/segment-anything-client/index.html b/examples/segment-anything-client/index.html deleted file mode 100644 index 9dba925fe..000000000 --- a/examples/segment-anything-client/index.html +++ /dev/null @@ -1,42 +0,0 @@ - - - - - - - - - Transformers.js - Segment Anything WebGPU - - - -

Segment Anything WebGPU

In-browser image segmentation w/ 🤗 - Transformers.js

- - - Click to upload image - (or try example) - -

- -

- - - -

- Left click = positive points, right click = negative points. -

- - - - - - \ No newline at end of file diff --git a/examples/segment-anything-client/index.js b/examples/segment-anything-client/index.js deleted file mode 100644 index 979db0582..000000000 --- a/examples/segment-anything-client/index.js +++ /dev/null @@ -1,296 +0,0 @@ - -// Reference the elements we will use -const statusLabel = document.getElementById('status'); -const fileUpload = document.getElementById('upload'); -const imageContainer = document.getElementById('container'); -const example = document.getElementById('example'); -const maskCanvas = document.getElementById('mask-output'); -const uploadButton = document.getElementById('upload-button'); -const resetButton = document.getElementById('reset-image'); -const clearButton = document.getElementById('clear-points'); -const cutButton = document.getElementById('cut-mask'); - -// State variables -let lastPoints = null; -let isEncoded = false; -let isDecoding = false; -let isMultiMaskMode = false; -let modelReady = false; -let imageDataURI = null; - -// Constants -const BASE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/'; -const EXAMPLE_URL = BASE_URL + 'corgi.jpg'; - -// Create a web worker so that the main (UI) thread is not blocked during inference. -const worker = new Worker( - new URL('./worker.js', import.meta.url), - { type: 'module' } -); - -// Preload star and cross images to avoid lag on first click -const star = new Image(); -star.src = BASE_URL + 'star-icon.png'; -star.className = 'icon'; - -const cross = new Image(); -cross.src = BASE_URL + 'cross-icon.png'; -cross.className = 'icon'; - -// Set up message handler -worker.addEventListener('message', (e) => { - const { type, data } = e.data; - if (type === 'ready') { - modelReady = true; - statusLabel.textContent = 'Ready'; - - } else if (type === 'decode_result') { - isDecoding = false; - - if (!isEncoded) { - return; // We are not ready to decode yet - } - - if (!isMultiMaskMode && lastPoints) { - // Perform decoding with the last point - decode(); - lastPoints = null; - } - - const { mask, scores } = data; - - // Update canvas dimensions (if different) - if (maskCanvas.width !== mask.width || maskCanvas.height !== mask.height) { - maskCanvas.width = mask.width; - maskCanvas.height = mask.height; - } - - // Create context and allocate buffer for pixel data - const context = maskCanvas.getContext('2d'); - const imageData = context.createImageData(maskCanvas.width, maskCanvas.height); - - // Select best mask - const numMasks = scores.length; // 3 - let bestIndex = 0; - for (let i = 1; i < numMasks; ++i) { - if (scores[i] > scores[bestIndex]) { - bestIndex = i; - } - } - statusLabel.textContent = `Segment score: ${scores[bestIndex].toFixed(2)}`; - - // Fill mask with colour - const pixelData = imageData.data; - for (let i = 0; i < pixelData.length; ++i) { - if (mask.data[numMasks * i + bestIndex] === 1) { - const offset = 4 * i; - pixelData[offset] = 0; // red - pixelData[offset + 1] = 114; // green - pixelData[offset + 2] = 189; // blue - pixelData[offset + 3] = 255; // alpha - } - } - - // Draw image data to context - context.putImageData(imageData, 0, 0); - - } else if (type === 'segment_result') { - if (data === 'start') { - statusLabel.textContent = 'Extracting image embedding...'; - } else { - statusLabel.textContent = 'Embedding extracted!'; - isEncoded = true; - } - } -}); - -function decode() { - isDecoding = true; - worker.postMessage({ type: 'decode', data: lastPoints }); -} - -function clearPointsAndMask() { - // Reset state - isMultiMaskMode = false; - lastPoints = null; - - // Remove points from previous mask (if any) - document.querySelectorAll('.icon').forEach(e => e.remove()); - - // Disable cut button - cutButton.disabled = true; - - // Reset mask canvas - maskCanvas.getContext('2d').clearRect(0, 0, maskCanvas.width, maskCanvas.height); -} -clearButton.addEventListener('click', clearPointsAndMask); - -resetButton.addEventListener('click', () => { - // Update state - isEncoded = false; - imageDataURI = null; - - // Indicate to worker that we have reset the state - worker.postMessage({ type: 'reset' }); - - // Clear points and mask (if present) - clearPointsAndMask(); - - // Update UI - cutButton.disabled = true; - imageContainer.style.backgroundImage = 'none'; - uploadButton.style.display = 'flex'; - statusLabel.textContent = 'Ready'; -}); - -function segment(data) { - // Update state - isEncoded = false; - if (!modelReady) { - statusLabel.textContent = 'Loading model...'; - } - imageDataURI = data; - - // Update UI - imageContainer.style.backgroundImage = `url(${data})`; - uploadButton.style.display = 'none'; - cutButton.disabled = true; - - // Instruct worker to segment the image - worker.postMessage({ type: 'segment', data }); -} - -// Handle file selection -fileUpload.addEventListener('change', function (e) { - const file = e.target.files[0]; - if (!file) { - return; - } - - const reader = new FileReader(); - - // Set up a callback when the file is loaded - reader.onload = e2 => segment(e2.target.result); - - reader.readAsDataURL(file); -}); - -example.addEventListener('click', (e) => { - e.preventDefault(); - segment(EXAMPLE_URL); -}); - -function addIcon({ point, label }) { - const icon = (label === 1 ? star : cross).cloneNode(); - icon.style.left = `${point[0] * 100}%`; - icon.style.top = `${point[1] * 100}%`; - imageContainer.appendChild(icon); -} - -// Attach hover event to image container -imageContainer.addEventListener('mousedown', e => { - if (e.button !== 0 && e.button !== 2) { - return; // Ignore other buttons - } - if (!isEncoded) { - return; // Ignore if not encoded yet - } - if (!isMultiMaskMode) { - lastPoints = []; - isMultiMaskMode = true; - cutButton.disabled = false; - } - - const point = getPoint(e); - lastPoints.push(point); - - // add icon - addIcon(point); - - decode(); -}); - - -// Clamp a value inside a range [min, max] -function clamp(x, min = 0, max = 1) { - return Math.max(Math.min(x, max), min) -} - -function getPoint(e) { - // Get bounding box - const bb = imageContainer.getBoundingClientRect(); - - // Get the mouse coordinates relative to the container - const mouseX = clamp((e.clientX - bb.left) / bb.width); - const mouseY = clamp((e.clientY - bb.top) / bb.height); - - return { - point: [mouseX, mouseY], - label: e.button === 2 // right click - ? 0 // negative prompt - : 1, // positive prompt - } -} - -// Do not show context menu on right click -imageContainer.addEventListener('contextmenu', e => { - e.preventDefault(); -}); - -// Attach hover event to image container -imageContainer.addEventListener('mousemove', e => { - if (!isEncoded || isMultiMaskMode) { - // Ignore mousemove events if the image is not encoded yet, - // or we are in multi-mask mode - return; - } - lastPoints = [getPoint(e)]; - - if (!isDecoding) { - decode(); // Only decode if we are not already decoding - } -}); - -// Handle cut button click -cutButton.addEventListener('click', () => { - const [w, h] = [maskCanvas.width, maskCanvas.height]; - - // Get the mask pixel data - const maskContext = maskCanvas.getContext('2d'); - const maskPixelData = maskContext.getImageData(0, 0, w, h); - - // Load the image - const image = new Image(); - image.crossOrigin = 'anonymous'; - image.onload = async () => { - // Create a new canvas to hold the image - const imageCanvas = new OffscreenCanvas(w, h); - const imageContext = imageCanvas.getContext('2d'); - imageContext.drawImage(image, 0, 0, w, h); - const imagePixelData = imageContext.getImageData(0, 0, w, h); - - // Create a new canvas to hold the cut-out - const cutCanvas = new OffscreenCanvas(w, h); - const cutContext = cutCanvas.getContext('2d'); - const cutPixelData = cutContext.getImageData(0, 0, w, h); - - // Copy the image pixel data to the cut canvas - for (let i = 3; i < maskPixelData.data.length; i += 4) { - if (maskPixelData.data[i] > 0) { - for (let j = 0; j < 4; ++j) { - const offset = i - j; - cutPixelData.data[offset] = imagePixelData.data[offset]; - } - } - } - cutContext.putImageData(cutPixelData, 0, 0); - - // Download image - const link = document.createElement('a'); - link.download = 'image.png'; - link.href = URL.createObjectURL(await cutCanvas.convertToBlob()); - link.click(); - link.remove(); - } - image.src = imageDataURI; -}); diff --git a/examples/segment-anything-client/package.json b/examples/segment-anything-client/package.json deleted file mode 100644 index aa790ea74..000000000 --- a/examples/segment-anything-client/package.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "name": "segment-anything-client", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "dependencies": { - "@huggingface/transformers": "^3.0.0-alpha.0" - }, - "devDependencies": { - "vite": "^5.2.9" - } -} diff --git a/examples/segment-anything-client/vite.config.js b/examples/segment-anything-client/vite.config.js deleted file mode 100644 index b2d374d1b..000000000 --- a/examples/segment-anything-client/vite.config.js +++ /dev/null @@ -1,18 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig(env => { - const config = { - build: { - target: 'esnext' - } - }; - - // TODO: Add this back when .wasm files are served locally - // if (env.mode === 'development') { - // // The .wasm files are not correctly served using Vite in development mode. - // // This is a workaround to exclude the onnxruntime-web package from Vite's optimization. - // // See also: https://github.com/vitejs/vite/issues/8427 - // config.optimizeDeps = { exclude: ["onnxruntime-web"] }; - // } - - return config; -}); diff --git a/examples/segment-anything-client/worker.js b/examples/segment-anything-client/worker.js deleted file mode 100644 index bb783e0b5..000000000 --- a/examples/segment-anything-client/worker.js +++ /dev/null @@ -1,101 +0,0 @@ -import { SamModel, AutoProcessor, RawImage, Tensor } from '@huggingface/transformers'; - -// We adopt the singleton pattern to enable lazy-loading of the model and processor. -export class SegmentAnythingSingleton { - static model_id = 'Xenova/slimsam-77-uniform'; - static model; - static processor; - - static getInstance() { - this.model ??= SamModel.from_pretrained(this.model_id, { - dtype: 'fp16', - device: 'webgpu', - }); - this.processor ??= AutoProcessor.from_pretrained(this.model_id); - - return Promise.all([this.model, this.processor]); - } -} - -// State variables -let imageEmbeddings = null; -let imageInputs = null; -let ready = false; - -self.onmessage = async (e) => { - const [model, processor] = await SegmentAnythingSingleton.getInstance(); - if (!ready) { - // Indicate that we are ready to accept requests - ready = true; - self.postMessage({ - type: 'ready', - }); - } - - const { type, data } = e.data; - if (type === 'reset') { - imageInputs = null; - imageEmbeddings = null; - - } else if (type === 'segment') { - // Indicate that we are starting to segment the image - self.postMessage({ - type: 'segment_result', - data: 'start', - }); - - // Read the image and recompute image embeddings - const image = await RawImage.read(e.data.data); - imageInputs = await processor(image); - imageEmbeddings = await model.get_image_embeddings(imageInputs) - - // Indicate that we have computed the image embeddings, and we are ready to accept decoding requests - self.postMessage({ - type: 'segment_result', - data: 'done', - }); - - } else if (type === 'decode') { - // Prepare inputs for decoding - const reshaped = imageInputs.reshaped_input_sizes[0]; - const points = data.map(x => [x.point[0] * reshaped[1], x.point[1] * reshaped[0]]) - const labels = data.map(x => BigInt(x.label)); - - const input_points = new Tensor( - 'float32', - points.flat(Infinity), - [1, 1, points.length, 2], - ) - const input_labels = new Tensor( - 'int64', - labels.flat(Infinity), - [1, 1, labels.length], - ) - - // Generate the mask - const { pred_masks, iou_scores } = await model({ - ...imageEmbeddings, - input_points, - input_labels, - }) - - // Post-process the mask - const masks = await processor.post_process_masks( - pred_masks, - imageInputs.original_sizes, - imageInputs.reshaped_input_sizes, - ); - - // Send the result back to the main thread - self.postMessage({ - type: 'decode_result', - data: { - mask: RawImage.fromTensor(masks[0][0]), - scores: iou_scores.data, - }, - }); - - } else { - throw new Error(`Unknown message type: ${type}`); - } -} From e890716fe00c3a323ce66bca61ace27e0f36ac88 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 23:26:50 +0000 Subject: [PATCH 19/23] Move zero-shot classification demo --- .../zero-shot-classification/.eslintrc.cjs | 20 - examples/zero-shot-classification/.gitignore | 24 - examples/zero-shot-classification/index.html | 13 - .../package-lock.json | 5805 ----------------- .../zero-shot-classification/package.json | 30 - .../postcss.config.js | 6 - examples/zero-shot-classification/src/App.css | 5 - examples/zero-shot-classification/src/App.jsx | 189 - .../zero-shot-classification/src/index.css | 3 - .../zero-shot-classification/src/main.jsx | 10 - .../zero-shot-classification/src/worker.js | 46 - .../tailwind.config.js | 12 - .../zero-shot-classification/vite.config.js | 7 - 13 files changed, 6170 deletions(-) delete mode 100644 examples/zero-shot-classification/.eslintrc.cjs delete mode 100644 examples/zero-shot-classification/.gitignore delete mode 100644 examples/zero-shot-classification/index.html delete mode 100644 examples/zero-shot-classification/package-lock.json delete mode 100644 examples/zero-shot-classification/package.json delete mode 100644 examples/zero-shot-classification/postcss.config.js delete mode 100644 examples/zero-shot-classification/src/App.css delete mode 100644 examples/zero-shot-classification/src/App.jsx delete mode 100644 examples/zero-shot-classification/src/index.css delete mode 100644 examples/zero-shot-classification/src/main.jsx delete mode 100644 examples/zero-shot-classification/src/worker.js delete mode 100644 examples/zero-shot-classification/tailwind.config.js delete mode 100644 examples/zero-shot-classification/vite.config.js diff --git a/examples/zero-shot-classification/.eslintrc.cjs b/examples/zero-shot-classification/.eslintrc.cjs deleted file mode 100644 index 4dcb43901..000000000 --- a/examples/zero-shot-classification/.eslintrc.cjs +++ /dev/null @@ -1,20 +0,0 @@ -module.exports = { - root: true, - env: { browser: true, es2020: true }, - extends: [ - 'eslint:recommended', - 'plugin:react/recommended', - 'plugin:react/jsx-runtime', - 'plugin:react-hooks/recommended', - ], - ignorePatterns: ['dist', '.eslintrc.cjs'], - parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, - settings: { react: { version: '18.2' } }, - plugins: ['react-refresh'], - rules: { - 'react-refresh/only-export-components': [ - 'warn', - { allowConstantExport: true }, - ], - }, -} diff --git a/examples/zero-shot-classification/.gitignore b/examples/zero-shot-classification/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/zero-shot-classification/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/zero-shot-classification/index.html b/examples/zero-shot-classification/index.html deleted file mode 100644 index 386718654..000000000 --- a/examples/zero-shot-classification/index.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - - Zero-shot classication w/ Transformers.js - - -

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"eslint-plugin-react-refresh": "^0.4.5", - "postcss": "^8.4.33", - "tailwindcss": "^3.4.1", - "vite": "^5.0.13" - } -} diff --git a/examples/zero-shot-classification/postcss.config.js b/examples/zero-shot-classification/postcss.config.js deleted file mode 100644 index 2e7af2b7f..000000000 --- a/examples/zero-shot-classification/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -export default { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/zero-shot-classification/src/App.css b/examples/zero-shot-classification/src/App.css deleted file mode 100644 index c3951888c..000000000 --- a/examples/zero-shot-classification/src/App.css +++ /dev/null @@ -1,5 +0,0 @@ -#root { - height: 100vh; - width: 100vw; - padding: 1rem; -} diff --git a/examples/zero-shot-classification/src/App.jsx b/examples/zero-shot-classification/src/App.jsx deleted file mode 100644 index e43ebfe78..000000000 --- a/examples/zero-shot-classification/src/App.jsx +++ /dev/null @@ -1,189 +0,0 @@ -import { useState, useRef, useEffect, useCallback } from 'react' -import './App.css' - -const PLACEHOLDER_REVIEWS = [ - // battery/charging problems - "Disappointed with the battery life! The phone barely lasts half a day with regular use. Considering how much I paid for it, I expected better performance in this department.", - "I bought this phone a week ago, and I'm already frustrated with the battery life. It barely lasts half a day with normal usage. I expected more from a supposedly high-end device", - "The charging port is so finicky. Sometimes it takes forever to charge, and other times it doesn't even recognize the charger. Frustrating experience!", - - // overheating - "This phone heats up way too quickly, especially when using demanding apps. It's uncomfortable to hold, and I'm concerned it might damage the internal components over time. Not what I expected", - "This phone is like holding a hot potato. Video calls turn it into a scalding nightmare. Seriously, can't it keep its cool?", - "Forget about a heatwave outside; my phone's got its own. It's like a little portable heater. Not what I signed up for.", - - // poor build quality - "I dropped the phone from a short distance, and the screen cracked easily. Not as durable as I expected from a flagship device.", - "Took a slight bump in my bag, and the frame got dinged. Are we back in the flip phone era?", - "So, my phone's been in my pocket with just keys – no ninja moves or anything. Still, it managed to get some scratches. Disappointed with the build quality.", - - // software - "The software updates are a nightmare. Each update seems to introduce new bugs, and it takes forever for them to be fixed.", - "Constant crashes and freezes make me want to throw it into a black hole.", - "Every time I open Instagram, my phone freezes and crashes. It's so frustrating!", - - // other - "I'm not sure what to make of this phone. It's not bad, but it's not great either. I'm on the fence about it.", - "I hate the color of this phone. It's so ugly!", - "This phone sucks! I'm returning it." -].sort(() => Math.random() - 0.5) - -const PLACEHOLDER_SECTIONS = [ - 'Battery and charging problems', - 'Overheating', - 'Poor build quality', - 'Software issues', - 'Other', -]; - -function App() { - - const [text, setText] = useState(PLACEHOLDER_REVIEWS.join('\n')); - - const [sections, setSections] = useState( - PLACEHOLDER_SECTIONS.map(title => ({ title, items: [] })) - ); - - const [status, setStatus] = useState('idle'); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - - // Create a callback function for messages from the worker thread. - const onMessageReceived = (e) => { - const status = e.data.status; - if (status === 'initiate') { - setStatus('loading'); - } else if (status === 'ready') { - setStatus('ready'); - } else if (status === 'output') { - const { sequence, labels, scores } = e.data.output; - - // Threshold for classification - const label = scores[0] > 0.5 ? labels[0] : 'Other'; - - const sectionID = sections.map(x => x.title).indexOf(label) ?? sections.length - 1; - setSections((sections) => { - const newSections = [...sections] - newSections[sectionID] = { - ...newSections[sectionID], - items: [...newSections[sectionID].items, sequence] - } - return newSections - }) - } else if (status === 'complete') { - setStatus('idle'); - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }, [sections]); - - const classify = useCallback(() => { - setStatus('processing'); - worker.current.postMessage({ - text, - labels: sections.slice(0, sections.length - 1).map(section => section.title) - }); - }, [text, sections]) - - const busy = status !== 'idle'; - - return ( -

- -

- - - -

- -

- {sections.map((section, index) => ( -

- { - setSections((sections) => { - const newSections = [...sections]; - newSections[index].title = e.target.value; - return newSections; - }) - }}> -

- {section.items.map((item, index) => ( -

{item} -

- ))} -

- ) -} - -export default App diff --git a/examples/zero-shot-classification/src/index.css b/examples/zero-shot-classification/src/index.css deleted file mode 100644 index b5c61c956..000000000 --- a/examples/zero-shot-classification/src/index.css +++ /dev/null @@ -1,3 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; diff --git a/examples/zero-shot-classification/src/main.jsx b/examples/zero-shot-classification/src/main.jsx deleted file mode 100644 index 54b39dd1d..000000000 --- a/examples/zero-shot-classification/src/main.jsx +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react' -import ReactDOM from 'react-dom/client' -import App from './App.jsx' -import './index.css' - -ReactDOM.createRoot(document.getElementById('root')).render( - - - , -) diff --git a/examples/zero-shot-classification/src/worker.js b/examples/zero-shot-classification/src/worker.js deleted file mode 100644 index efa61136f..000000000 --- a/examples/zero-shot-classification/src/worker.js +++ /dev/null @@ -1,46 +0,0 @@ -import { env, pipeline } from '@xenova/transformers'; - -// Skip local model check since we are downloading the model from the Hugging Face Hub. -env.allowLocalModels = false; - -class MyZeroShotClassificationPipeline { - static task = 'zero-shot-classification'; - static model = 'MoritzLaurer/deberta-v3-xsmall-zeroshot-v1.1-all-33'; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - this.instance = pipeline(this.task, this.model, { - quantized: true, - progress_callback, - }); - } - - return this.instance; - } -} - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Retrieve the pipeline. When called for the first time, - // this will load the pipeline and save it for future use. - const classifier = await MyZeroShotClassificationPipeline.getInstance(x => { - // We also add a progress callback to the pipeline so that we can - // track model loading. - self.postMessage(x); - }); - - const { text, labels } = event.data; - - const split = text.split('\n'); - for (const line of split) { - const output = await classifier(line, labels, { - hypothesis_template: 'This text is about {}.', - multi_label: true, - }); - // Send the output back to the main thread - self.postMessage({ status: 'output', output }); - } - // Send the output back to the main thread - self.postMessage({ status: 'complete' }); -}); diff --git a/examples/zero-shot-classification/tailwind.config.js b/examples/zero-shot-classification/tailwind.config.js deleted file mode 100644 index d37737fc0..000000000 --- a/examples/zero-shot-classification/tailwind.config.js +++ /dev/null @@ -1,12 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -export default { - content: [ - "./index.html", - "./src/**/*.{js,ts,jsx,tsx}", - ], - theme: { - extend: {}, - }, - plugins: [], -} - diff --git a/examples/zero-shot-classification/vite.config.js b/examples/zero-shot-classification/vite.config.js deleted file mode 100644 index 5a33944a9..000000000 --- a/examples/zero-shot-classification/vite.config.js +++ /dev/null @@ -1,7 +0,0 @@ -import { defineConfig } from 'vite' -import react from '@vitejs/plugin-react' - -// https://vitejs.dev/config/ -export default defineConfig({ - plugins: [react()], -}) From 1ee3d46c2c3a5d079c2f21f8bd76931f288cc7c2 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 23:34:16 +0000 Subject: [PATCH 20/23] Move browser extension template --- examples/extension/.gitignore | 1 - examples/extension/README.md | 35 --------- examples/extension/build/.gitignore | 3 - examples/extension/package.json | 20 ----- examples/extension/public/icons/icon.png | Bin 12999 -> 0 bytes examples/extension/public/manifest.json | 45 ----------- examples/extension/src/background.js | 96 ----------------------- examples/extension/src/content.js | 11 --- examples/extension/src/popup.css | 50 ------------ examples/extension/src/popup.html | 23 ------ examples/extension/src/popup.js | 21 ----- examples/extension/webpack.config.js | 42 ---------- 12 files changed, 347 deletions(-) delete mode 100644 examples/extension/.gitignore delete mode 100644 examples/extension/README.md delete mode 100644 examples/extension/build/.gitignore delete mode 100644 examples/extension/package.json delete mode 100644 examples/extension/public/icons/icon.png delete mode 100644 examples/extension/public/manifest.json delete mode 100644 examples/extension/src/background.js delete mode 100644 examples/extension/src/content.js delete mode 100644 examples/extension/src/popup.css delete mode 100644 examples/extension/src/popup.html delete mode 100644 examples/extension/src/popup.js delete mode 100644 examples/extension/webpack.config.js diff --git a/examples/extension/.gitignore b/examples/extension/.gitignore deleted file mode 100644 index c2658d7d1..000000000 --- a/examples/extension/.gitignore +++ /dev/null @@ -1 +0,0 @@ -node_modules/ diff --git a/examples/extension/README.md b/examples/extension/README.md deleted file mode 100644 index f1073d8c5..000000000 --- a/examples/extension/README.md +++ /dev/null @@ -1,35 +0,0 @@ - -# Transformers.js - Sample browser extension - -An example project to show how to run 🤗 Transformers in a browser extension. Although we only provide instructions for running in Chrome, it should be similar for other browsers. - -## Getting Started -1. Clone the repo and enter the project directory: - ```bash - git clone https://github.com/huggingface/transformers.js.git - cd transformers.js/examples/extension/ - ``` -1. Install the necessary dependencies: - ```bash - npm install - ``` - -1. Build the project: - ```bash - npm run build - ``` - -1. Add the extension to your browser. To do this, go to `chrome://extensions/`, enable developer mode (top right), and click "Load unpacked". Select the `build` directory from the dialog which appears and click "Select Folder". - -1. That's it! You should now be able to open the extension's popup and use the model in your browser! - -## Editing the template - -We recommend running `npm run dev` while editing the template as it will rebuild the project when changes are made. - -All source code can be found in the `./src/` directory: -- `background.js` ([service worker](https://developer.chrome.com/docs/extensions/mv3/service_workers/)) - handles all the requests from the UI, does processing in the background, then returns the result. You will need to reload the extension (by visiting `chrome://extensions/` and clicking the refresh button) after editing this file for changes to be visible in the extension. - -- `content.js` ([content script](https://developer.chrome.com/docs/extensions/mv3/content_scripts/)) - contains the code which is injected into every page the user visits. You can use the `sendMessage` api to make requests to the background script. Similarly, you will need to reload the extension after editing this file for changes to be visible in the extension. - -- `popup.html`, `popup.css`, `popup.js` ([toolbar action](https://developer.chrome.com/docs/extensions/reference/action/)) - contains the code for the popup which is visible to the user when they click the extension's icon from the extensions bar. For development, we recommend opening the `popup.html` file in its own tab by visiting `chrome-extension:///popup.html` (remember to replace `` with the extension's ID). You will need to refresh the page while you develop to see the changes you make. diff --git a/examples/extension/build/.gitignore b/examples/extension/build/.gitignore deleted file mode 100644 index ce5e83aca..000000000 --- a/examples/extension/build/.gitignore +++ /dev/null @@ -1,3 +0,0 @@ -# Running `npm run build` will build the project and output the files here. -* -!.gitignore diff --git a/examples/extension/package.json b/examples/extension/package.json deleted file mode 100644 index 9adcd617e..000000000 --- a/examples/extension/package.json +++ /dev/null @@ -1,20 +0,0 @@ -{ - "name": "extension", - "version": "0.0.1", - "description": "Transformers.js | Sample browser extension", - "scripts": { - "build": "webpack", - "dev": "webpack --watch" - }, - "type": "module", - "author": "Xenova", - "license": "MIT", - "devDependencies": { - "copy-webpack-plugin": "^11.0.0", - "html-webpack-plugin": "^5.5.1", - "webpack": "^5.79.0" - }, - "dependencies": { - "@xenova/transformers": "^2.0.0" - } -} diff --git a/examples/extension/public/icons/icon.png b/examples/extension/public/icons/icon.png deleted file mode 100644 index e04507e9349198c0318d6d3c739b0dec70f5bd9b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12999 zcmaL8bzIZm`!~Lg5u=$>QUgYJH;f*g(%m3kQo^<=d}|g>FcVK5I!IT001N!NEJf>0EqbeCcwi|CNPz+ zu^+$yLv1azk`grl%JNY;`^M`o(Vz~hTS%nZ^d&fu4fiMSWS9fnYmV>Td7MQz}9E+)#j-ZaO zva_2zGR)uEC`{MbG3=3}loN}BJPDy}h%^?#%Q?^<7UJdU9UvVd$MP>=X>9v1S%3xh zFP6YZax98}HNwnv^kK?A{?0Hlei1%LK_MZSxH!L%sF=985HCzvP)Jxn5c?A66B3mc z6PFg2fc@u>1*;AQll6CUkv3FO`;R(oPmaYcFwj?8K;ZG?$NY~)_GCUq&6B|2M0b*Z*(_1R6U3|3?2`fdh;~eVqjiodbM={2iUK z?5uxP`ARGMJKG2P_#6B9c>Xt<`ffgfJ^^k%zA$AYaTuqLy`#JLUjo;^By@D7HM|1? z?Y$kHHB{tSuo(RA?oQI8B9dZCLXxT~QmV>ALaNxFvXG>bnuwB$h_aM~u*835ReT(S zyqvuQ|10Z+m6Z|{mXcDG6#idj|COe{Ig`bz!y2IC?C&1z?4;)J;|2Sd@6zu7yGhFb zE9`${o&GN-{l^`Z|6Nw#KSs$4{LS3?KG{Abt~0UB+0!{0&(RPo`9WW@1w5f#^y%rbBQ2xA=yh6Uhc`$!oT!0@ z*b&KkS}^euBIviucs4n$h#o&KM1vX2P#-RSs8U%Drv@QcZgM<9)Smfmb8qhLh-jO~8S1?44AMsHjC@_VzVQJ@)Cme>5 zA!ksEU2=d!^mzl}A?M-iS#}kmifcn)EdHosNJyG!bAVPdxZ?oGNVqLEGI<~#wK9R53lF~aPl5ws~g6M2=$nweZ4}m2l7C5Zh{2R6nbp8U#{9V(%Qa=s?0#T%It(Ts9~OM%oPwm`E|8QdCr&4m zYK#!8EVAD#0C4q~AvCYt#bDiH-9geB6u{t^&ot0?)+B99vB+#M;THs$RF?*0TSZ2f&$bQa*ulIv&GMQh%t6U||)0x$u^@=H7-P9P^`im)Jg zJs1b;5D^2<`?zaiou}Xh68Ok{DS*9%_7xRullpg}Q9nf&S5?dpn1G{3M-xpGMzIv3sc)N#djMP zsO(Z7-lL-dcJI}*_2}o&KsLn3De89^4f2qijtbWP909$vVw{R=*%+xF%eht6J-{|V zF6N*7z0a%kFGwN_D&;1CP<7rTd&Y!gR{NMog!5GOP2;r$gjs4WY-ws^vH=N>;E^9w zly3H&iX_ItNm?{OJUq(p0@eNU0}n&KAo@+PCh+KYcB!TY3Ki7hhS4Z6Ex3QuV|IhX|B2vuU5`=(AjktxbpyL82NM+tvqzz z@t|m%)g3s`Qm^5{%I+mL&3LjLUc}bHg8TBCzCX-bErPlKzN9dQs@!6n#DbFCs?xCS z$@J_FHq9-#_aKk+Vvbqe@#kL!b#L`pc&eg4qib68XDnY&;K>d#Q$3NdQ!e?Su({TDPtizU4v(psT@b@8ss%iWELm z*m4nn>jWFD2c+O$euzU~N4($^`C|Sxb*ZZ1A?ryv$(AB2?;GmcY*U9q5!_*}8q~n# zJ*N7m&C~dUJD@iuMl)V-l5(T!L^Xe2K~$xM9-f%c;hIxRL{4E_Pp9xH*%atd^2>qk zokV(@Q&sZmEb;7S_X+Ohk+uOT?|Yiecrq3QlAOYxeY6>1{u3$WjVozDr)X1I!gW z(eZ_q!TbQEL=k<(ZRBKtsy+2U6$3JMdz>rS4lGuL;dx^EQn$<1Wj`%H3yV!!#YsNG zj$6?exc~tg&oMDN%W5u9mC>F!^rDnO=4kw7yu6bp+MELR%}TV~5+z2t^W?DhrImQ* zlcOLb)2PL+hoTqLslo1kE?=FRVTh4*z4x=kTBwHlwoS*vf?>imcpo8oYI3HpA?-O4 zH^c4k(XytmDy-9t0hJFdwDcciN6On-@3F4?|_gZj6!(MQHTD#7!?-Q1-RqOQZa8^mN zkKPPgp%3SR8WRE;;FPm1=qqqK&js0w`M)}2E|@4?3U5?N`B4M^YpAsOnpa4 zPO*Yxq~TY7n~RLozKXbIM1$WT3iTdFv%7xO z6Ip)A^1{}JO`$>depN>gSi`q_mQ%3x^c?fIP9&G)vhPUl;wAP+7-Rk9&>Zl%82B~H`H@$Gvh z&wZGwH&af7ybRCOlxn*;$rVkcmFl2Og!gvb)E-X)k+A8jyn~98&pyvF!9ag49+EFF zy-%lne5Acy0KmysEn!JXx1KECxfjgJZBd8gffdjp7qSD}6=Ck-NJ&Z4+`A{W@U%>E zsP>tOg}ZL_n*uEu1FU<>d%rhJOEpP=@3@7Nn&|j)$?^E(8hPO#lW5V4dTfAyCuKJL z2%bMgS+&?y4v=`w+Aj`P7kBB^0A{w(6C{ahu%w&umoGhkwJ3qsYm8@U`-hkn4==0~ zd+J%F6fC!GdtPw+JSd{97AQEVU|bxl_O#Y22h8k!@cJpXA-88S+;*mmh;V;as%ixt z3cf_T-rNt7zfLyz@=w96D!RJ6>Juj-LO%kP;j-$N&17>xKS@kXT*1HphLs=UFm~O* z1qrhrFy+3#VH#YYHEe$oymlVT%s15 zV-L6UEM(Lz?DxQyhq-*Cm)V0Bj-U*?-L11vaD;Khm%S?HJC({F*BXLp($)@Q5|Vt^ zFp6Ao`fKE&IGbWaH`?c$Ft5y`-QG{?=<2sqpI8vunCA5w<^`UECz>c-L}bm?bs!5r zgwYUsopO}fRF`XcSRMJZ=xkTbdk?O-xL3`YT%m~i2h25tvHiMQ^rvh!`qcFCdgkgf zc3zU%*>78vH_mDIsi!R*7kAOs3=i$UmZ)Z@RLu}2AYZ}b4RagWi~riJP9g)7w@zmC z#`>gC#QianO-bOL>$gPWXTCD+l~OVQnx@Pl9;D zI+#fz>pZx7rQP>cVZG;`bmCL38L(eZBw<3C_hDNA?;U#RQb$C`zS#w0*OK=ob3Z|; 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- -// Skip initial check for local models, since we are not loading any local models. -env.allowLocalModels = false; - -// Due to a bug in onnxruntime-web, we must disable multithreading for now. -// See https://github.com/microsoft/onnxruntime/issues/14445 for more information. -env.backends.onnx.wasm.numThreads = 1; - - -class PipelineSingleton { - static task = 'text-classification'; - static model = 'Xenova/distilbert-base-uncased-finetuned-sst-2-english'; - static instance = null; - - static async getInstance(progress_callback = null) { - if (this.instance === null) { - this.instance = pipeline(this.task, this.model, { progress_callback }); - } - - return this.instance; - } -} - -// Create generic classify function, which will be reused for the different types of events. -const classify = async (text) => { - // Get the pipeline instance. This will load and build the model when run for the first time. - let model = await PipelineSingleton.getInstance((data) => { - // You can track the progress of the pipeline creation here. - // e.g., you can send `data` back to the UI to indicate a progress bar - // console.log('progress', data) - }); - - // Actually run the model on the input text - let result = await model(text); - return result; -}; - -////////////////////// 1. Context Menus ////////////////////// -// -// Add a listener to create the initial context menu items, -// context menu items only need to be created at runtime.onInstalled -chrome.runtime.onInstalled.addListener(function () { - // Register a context menu item that will only show up for selection text. - chrome.contextMenus.create({ - id: 'classify-selection', - title: 'Classify "%s"', - contexts: ['selection'], - }); -}); - -// Perform inference when the user clicks a context menu -chrome.contextMenus.onClicked.addListener(async (info, tab) => { - // Ignore context menu clicks that are not for classifications (or when there is no input) - if (info.menuItemId !== 'classify-selection' || !info.selectionText) return; - - // Perform classification on the selected text - let result = await classify(info.selectionText); - - // Do something with the result - chrome.scripting.executeScript({ - target: { tabId: tab.id }, // Run in the tab that the user clicked in - args: [result], // The arguments to pass to the function - function: (result) => { // The function to run - // NOTE: This function is run in the context of the web page, meaning that `document` is available. - console.log('result', result) - console.log('document', document) - }, - }); -}); -////////////////////////////////////////////////////////////// - -////////////////////// 2. Message Events ///////////////////// -// -// Listen for messages from the UI, process it, and send the result back. -chrome.runtime.onMessage.addListener((message, sender, sendResponse) => { - console.log('sender', sender) - if (message.action !== 'classify') return; // Ignore messages that are not meant for classification. - - // Run model prediction asynchronously - (async function () { - // Perform classification - let result = await classify(message.text); - - // Send response back to UI - sendResponse(result); - })(); - - // return true to indicate we will send a response asynchronously - // see https://stackoverflow.com/a/46628145 for more information - return true; -}); -////////////////////////////////////////////////////////////// - diff --git a/examples/extension/src/content.js b/examples/extension/src/content.js deleted file mode 100644 index 2974bd27c..000000000 --- a/examples/extension/src/content.js +++ /dev/null @@ -1,11 +0,0 @@ -// content.js - the content scripts which is run in the context of web pages, and has access -// to the DOM and other web APIs. - -// Example usage: -// const message = { -// action: 'classify', -// text: 'text to classify', -// } -// chrome.runtime.sendMessage(message, (response) => { -// console.log('received user data', response) -// }); diff --git a/examples/extension/src/popup.css b/examples/extension/src/popup.css deleted file mode 100644 index 5a7a8e10e..000000000 --- a/examples/extension/src/popup.css +++ /dev/null @@ -1,50 +0,0 @@ -/* Styles go here */ - -* { - padding: 0; - margin: 0; - box-sizing: border-box; - font-family: 'Roboto', sans-serif; -} - -h1 { - font-size: 40px; - text-align: center; - font-weight: 500; -} - -h2 { - font-size: 20px; - text-align: center; - font-weight: 400; - margin-bottom: 16px; -} - -.container { - width: 360px; -} - -html, -body { - min-width: 400px; - min-height: 500px; -} - -body { - display: flex; - justify-content: center; - align-items: center; -} - -#text { - width: 100%; - padding: 8px; - font-size: 20px; - margin-bottom: 8px; -} - -#output { - font-size: 20px; - font-family: 'Roboto Mono', monospace; - height: 100px; -} \ No newline at end of file diff --git a/examples/extension/src/popup.html b/examples/extension/src/popup.html deleted file mode 100644 index a4a817d2a..000000000 --- a/examples/extension/src/popup.html +++ /dev/null @@ -1,23 +0,0 @@ - - - - - - - - Transformers.js | Sample Browser Extension - - - - - - -

Transformers.js

Run 🤗 Transformers in a Browser Extension!

- -

- - - \ No newline at end of file diff --git a/examples/extension/src/popup.js b/examples/extension/src/popup.js deleted file mode 100644 index 720304c1a..000000000 --- a/examples/extension/src/popup.js +++ /dev/null @@ -1,21 +0,0 @@ -// popup.js - handles interaction with the extension's popup, sends requests to the -// service worker (background.js), and updates the popup's UI (popup.html) on completion. - -const inputElement = document.getElementById('text'); -const outputElement = document.getElementById('output'); - -// Listen for changes made to the textbox. -inputElement.addEventListener('input', (event) => { - - // Bundle the input data into a message. - const message = { - action: 'classify', - text: event.target.value, - } - - // Send this message to the service worker. - chrome.runtime.sendMessage(message, (response) => { - // Handle results returned by the service worker (`background.js`) and update the popup's UI. - outputElement.innerText = JSON.stringify(response, null, 2); - }); -}); diff --git a/examples/extension/webpack.config.js b/examples/extension/webpack.config.js deleted file mode 100644 index 8e96f29d6..000000000 --- a/examples/extension/webpack.config.js +++ /dev/null @@ -1,42 +0,0 @@ - -import path from 'path'; -import { fileURLToPath } from 'url'; - -import HtmlWebpackPlugin from 'html-webpack-plugin'; -import CopyPlugin from 'copy-webpack-plugin'; - -const __dirname = path.dirname(fileURLToPath(import.meta.url)); - -const config = { - mode: 'development', - devtool: 'inline-source-map', - entry: { - background: './src/background.js', - popup: './src/popup.js', - content: './src/content.js', - }, - output: { - path: path.resolve(__dirname, 'build'), - filename: '[name].js', - }, - plugins: [ - new HtmlWebpackPlugin({ - template: './src/popup.html', - filename: 'popup.html', - }), - new CopyPlugin({ - patterns: [ - { - from: "public", - to: "." // Copies to build folder - }, - { - from: "src/popup.css", - to: "popup.css" - } - ], - }) - ], -}; - -export default config; From 56297b0cb2a003d4ba2cd9f8eccf17f6cb967ca7 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Mon, 23 Dec 2024 23:34:26 +0000 Subject: [PATCH 21/23] Move semantic image search demo --- .../.eslintrc.json | 3 - .../semantic-image-search-client/.gitignore | 35 - .../semantic-image-search-client/README.md | 34 - .../jsconfig.json | 7 - .../next.config.js | 20 - .../package-lock.json | 4829 ----------------- .../semantic-image-search-client/package.json | 26 - .../postcss.config.js | 6 - .../public/next.svg | 1 - .../public/vercel.svg | 1 - .../src/app/components/ImageGrid.jsx | 32 - .../src/app/components/Modal.jsx | 64 - .../src/app/components/SearchBar.jsx | 33 - .../src/app/favicon.ico | Bin 25931 -> 0 bytes .../src/app/globals.css | 19 - .../src/app/layout.js | 17 - .../src/app/page.js | 65 - .../src/app/utils.js | 95 - .../src/app/worker.js | 110 - .../tailwind.config.js | 16 - 20 files changed, 5413 deletions(-) delete mode 100644 examples/semantic-image-search-client/.eslintrc.json delete mode 100644 examples/semantic-image-search-client/.gitignore delete mode 100644 examples/semantic-image-search-client/README.md delete mode 100644 examples/semantic-image-search-client/jsconfig.json delete mode 100644 examples/semantic-image-search-client/next.config.js delete mode 100644 examples/semantic-image-search-client/package-lock.json delete mode 100644 examples/semantic-image-search-client/package.json delete mode 100644 examples/semantic-image-search-client/postcss.config.js delete mode 100644 examples/semantic-image-search-client/public/next.svg delete mode 100644 examples/semantic-image-search-client/public/vercel.svg delete mode 100644 examples/semantic-image-search-client/src/app/components/ImageGrid.jsx delete mode 100644 examples/semantic-image-search-client/src/app/components/Modal.jsx delete mode 100644 examples/semantic-image-search-client/src/app/components/SearchBar.jsx delete mode 100644 examples/semantic-image-search-client/src/app/favicon.ico delete mode 100644 examples/semantic-image-search-client/src/app/globals.css delete mode 100644 examples/semantic-image-search-client/src/app/layout.js delete mode 100644 examples/semantic-image-search-client/src/app/page.js delete mode 100644 examples/semantic-image-search-client/src/app/utils.js delete mode 100644 examples/semantic-image-search-client/src/app/worker.js delete mode 100644 examples/semantic-image-search-client/tailwind.config.js diff --git a/examples/semantic-image-search-client/.eslintrc.json b/examples/semantic-image-search-client/.eslintrc.json deleted file mode 100644 index bffb357a7..000000000 --- a/examples/semantic-image-search-client/.eslintrc.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "extends": "next/core-web-vitals" -} diff --git a/examples/semantic-image-search-client/.gitignore b/examples/semantic-image-search-client/.gitignore deleted file mode 100644 index 8f322f0d8..000000000 --- a/examples/semantic-image-search-client/.gitignore +++ /dev/null @@ -1,35 +0,0 @@ -# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. - -# dependencies -/node_modules -/.pnp -.pnp.js - -# testing -/coverage - -# next.js -/.next/ -/out/ - -# production -/build - -# misc -.DS_Store -*.pem - -# debug -npm-debug.log* -yarn-debug.log* -yarn-error.log* - -# local env files -.env*.local - -# vercel -.vercel - -# typescript -*.tsbuildinfo -next-env.d.ts diff --git a/examples/semantic-image-search-client/README.md b/examples/semantic-image-search-client/README.md deleted file mode 100644 index fea12a725..000000000 --- a/examples/semantic-image-search-client/README.md +++ /dev/null @@ -1,34 +0,0 @@ -This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app). - -## Getting Started - -First, run the development server: - -```bash -npm run dev -# or -yarn dev -# or -pnpm dev -``` - -Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. - -You can start editing the page by modifying `app/page.js`. The page auto-updates as you edit the file. - -This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font. - -## Learn More - -To learn more about Next.js, take a look at the following resources: - -- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API. -- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial. - -You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome! - -## Deploy on Vercel - -The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js. - -Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details. \ No newline at end of file diff --git a/examples/semantic-image-search-client/jsconfig.json b/examples/semantic-image-search-client/jsconfig.json deleted file mode 100644 index b8d6842d7..000000000 --- a/examples/semantic-image-search-client/jsconfig.json +++ /dev/null @@ -1,7 +0,0 @@ -{ - "compilerOptions": { - "paths": { - "@/*": ["./src/*"] - } - } -} diff --git a/examples/semantic-image-search-client/next.config.js b/examples/semantic-image-search-client/next.config.js deleted file mode 100644 index d1cb37318..000000000 --- a/examples/semantic-image-search-client/next.config.js +++ /dev/null @@ -1,20 +0,0 @@ -/** @type {import('next').NextConfig} */ -const nextConfig = { - // (Optional) Export as a static site - // See https://nextjs.org/docs/pages/building-your-application/deploying/static-exports#configuration - output: 'export', // Feel free to modify/remove this option - - // Override the default webpack configuration - webpack: (config) => { - // Ignore node-specific modules when bundling for the browser - // See https://webpack.js.org/configuration/resolve/#resolvealias - config.resolve.alias = { - ...config.resolve.alias, - 'sharp$': false, - 'onnxruntime-node$': false, - } - return config; - }, -}; - -module.exports = nextConfig; \ No newline at end of file diff --git a/examples/semantic-image-search-client/package-lock.json b/examples/semantic-image-search-client/package-lock.json deleted file mode 100644 index 379527906..000000000 --- a/examples/semantic-image-search-client/package-lock.json +++ /dev/null @@ -1,4829 +0,0 @@ -{ - 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"postcss": "^8.4.31", - "react": "18.2.0", - "react-dom": "18.2.0", - "tailwindcss": "3.3.3" - }, - "overrides": { - "protobufjs": "^7.2.4" - } -} diff --git a/examples/semantic-image-search-client/postcss.config.js b/examples/semantic-image-search-client/postcss.config.js deleted file mode 100644 index 33ad091d2..000000000 --- a/examples/semantic-image-search-client/postcss.config.js +++ /dev/null @@ -1,6 +0,0 @@ -module.exports = { - plugins: { - tailwindcss: {}, - autoprefixer: {}, - }, -} diff --git a/examples/semantic-image-search-client/public/next.svg b/examples/semantic-image-search-client/public/next.svg deleted file mode 100644 index 5174b28c5..000000000 --- a/examples/semantic-image-search-client/public/next.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/examples/semantic-image-search-client/public/vercel.svg b/examples/semantic-image-search-client/public/vercel.svg deleted file mode 100644 index d2f842227..000000000 --- a/examples/semantic-image-search-client/public/vercel.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/examples/semantic-image-search-client/src/app/components/ImageGrid.jsx b/examples/semantic-image-search-client/src/app/components/ImageGrid.jsx deleted file mode 100644 index d33ab3637..000000000 --- a/examples/semantic-image-search-client/src/app/components/ImageGrid.jsx +++ /dev/null @@ -1,32 +0,0 @@ -'use client' - -import Image from 'next/image' -import { blurHashToDataURL } from '../utils.js' - -export function ImageGrid({ images, setCurrentImage }) { - return ( -

- {images && images.map(({ id, url, ar, blur }) => ( -

{ - setCurrentImage({ id, url, ar, blur }); - }} - > -

- ))} -

) -} \ No newline at end of file diff --git a/examples/semantic-image-search-client/src/app/components/Modal.jsx b/examples/semantic-image-search-client/src/app/components/Modal.jsx deleted file mode 100644 index a40cc1d0c..000000000 --- a/examples/semantic-image-search-client/src/app/components/Modal.jsx +++ /dev/null @@ -1,64 +0,0 @@ -'use client' - -import Image from 'next/image' -import { downloadImage } from '../utils.js' - -export function Modal({ currentImage, setCurrentImage }) { - const photo_url = currentImage ? `https://unsplash.com/photos/${currentImage.id}` : null; - const photo_image_url = currentImage ? `https://images.unsplash.com/${currentImage.url}?auto=format&fit=crop&w=480&q=80` : null; - return ( -

- {currentImage && <> -

- -

- - - - -

- - } - -

) -} \ No newline at end of file diff --git a/examples/semantic-image-search-client/src/app/components/SearchBar.jsx b/examples/semantic-image-search-client/src/app/components/SearchBar.jsx deleted file mode 100644 index aa7aaf48c..000000000 --- a/examples/semantic-image-search-client/src/app/components/SearchBar.jsx +++ /dev/null @@ -1,33 +0,0 @@ -'use client' - -export function SearchBar({ search }) { - return () -} \ No newline at end of file diff --git a/examples/semantic-image-search-client/src/app/favicon.ico b/examples/semantic-image-search-client/src/app/favicon.ico deleted file mode 100644 index 718d6fea4835ec2d246af9800eddb7ffb276240c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25931 zcmeHv30#a{`}aL_*G&7qml|y<+KVaDM2m#dVr!KsA!#An?kSQM(q<_dDNCpjEux83 zLb9Z^XxbDl(w>%i@8hT6>)&Gu{h#Oeyszu?xtw#Zb1mO{pgX9699l+Qppw7jXaYf~-84xW z)w4x8?=youko|}Vr~(D$UXIbiXABHh`p1?nn8Po~fxRJv}|0e(BPs|G`(TT%kKVJAdg5*Z|x0leQq0 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a/examples/semantic-image-search-client/src/app/globals.css +++ /dev/null @@ -1,19 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; - -:root { - --foreground-rgb: 255, 255, 255; - --background-start-rgb: 0, 0, 0; - --background-end-rgb: 0, 0, 0; -} - -body { - color: rgb(var(--foreground-rgb)); - background: linear-gradient( - to bottom, - transparent, - rgb(var(--background-end-rgb)) - ) - rgb(var(--background-start-rgb)); -} diff --git a/examples/semantic-image-search-client/src/app/layout.js b/examples/semantic-image-search-client/src/app/layout.js deleted file mode 100644 index 9d42768a1..000000000 --- a/examples/semantic-image-search-client/src/app/layout.js +++ /dev/null @@ -1,17 +0,0 @@ -import './globals.css' -import { Inter } from 'next/font/google' - -const inter = Inter({ subsets: ['latin'] }) - -export const metadata = { - title: 'In-browser Semantic Image Search', - description: 'Search for images using text (built w/ Transformers.js)', -} - -export default function RootLayout({ children }) { - return ( - - {children} - - ) -} diff --git a/examples/semantic-image-search-client/src/app/page.js b/examples/semantic-image-search-client/src/app/page.js deleted file mode 100644 index 4cb7acb17..000000000 --- a/examples/semantic-image-search-client/src/app/page.js +++ /dev/null @@ -1,65 +0,0 @@ -'use client' - -import { useState, useEffect, useCallback, useRef } from 'react' -import { Modal } from './components/Modal'; -import { SearchBar } from './components/SearchBar'; -import { ImageGrid } from './components/ImageGrid'; - -export default function Home() { - - // Application state - const [ready, setReady] = useState(null); - const [images, setImages] = useState(null); - const [currentImage, setCurrentImage] = useState(null); - - // Create a reference to the worker object. - const worker = useRef(null); - - // We use the `useEffect` hook to set up the worker as soon as the `App` component is mounted. - useEffect(() => { - if (!worker.current) { - // Create the worker if it does not yet exist. - worker.current = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' - }); - } - const onMessageReceived = (e) => { - switch (e.data.status) { - case 'initiate': - setReady(false); - break; - case 'ready': - setReady(true); - break; - case 'complete': - setImages(e.data.output); - break; - } - }; - - // Attach the callback function as an event listener. - worker.current.addEventListener('message', onMessageReceived); - - // Define a cleanup function for when the component is unmounted. - return () => worker.current.removeEventListener('message', onMessageReceived); - }); - - const search = useCallback((text) => { - if (worker.current) { - worker.current.postMessage({ text }); - } - }, []); - - return ( -

- - - {ready === false && ( -

Loading model and database...

- )} - -

- ) -} diff --git a/examples/semantic-image-search-client/src/app/utils.js b/examples/semantic-image-search-client/src/app/utils.js deleted file mode 100644 index 2e3a641b9..000000000 --- a/examples/semantic-image-search-client/src/app/utils.js +++ /dev/null @@ -1,95 +0,0 @@ - -import { decode } from 'blurhash' - -const SIZE = 32; - -export function blurHashToDataURL(hash) { - if (!hash) return undefined - - const pixels = decode(hash, SIZE, SIZE) - - const canvas = document.createElement("canvas"); - canvas.width = SIZE; - canvas.height = SIZE; - - const ctx = canvas.getContext("2d"); - const imageData = ctx.createImageData(SIZE, SIZE); - imageData.data.set(pixels); - ctx.putImageData(imageData, 0, 0); - - return canvas.toDataURL(); -} - -function downloadData(url, filename) { - - // Create an anchor element with the data URL as the href attribute - const downloadLink = document.createElement('a'); - downloadLink.href = url; - - // Set the download attribute to specify the desired filename for the downloaded image - downloadLink.download = filename; - - // Trigger the download - downloadLink.click(); - - // Clean up: remove the anchor element from the DOM - downloadLink.remove(); -} - -export function downloadImage(url, filename) { - fetch(url, { - headers: new Headers({ - Origin: location.origin, - }), - mode: 'cors', - }) - .then((response) => response.blob()) - .then((blob) => { - let blobUrl = window.URL.createObjectURL(blob) - downloadData(blobUrl, filename) - }) - .catch((e) => console.error(e)) -} - - - -// Adapted from https://github.com/xenova/transformers.js/blob/c367f9d68b809bbbf81049c808bf6d219d761d23/src/utils/hub.js#L330 -export async function getCachedFile(url) { - let cache; - try { - cache = await caches.open('image-database'); - const cachedResponse = await cache.match(url); - if (cachedResponse) { - return await cachedResponse.arrayBuffer(); - } - } catch (e) { - console.warn('Unable to open cache', e); - } - - // No cache, or cache failed to open. Fetch the file. - const response = await fetch(url); - const buffer = await response.arrayBuffer(); - - if (cache) { - try { - // NOTE: We use `new Response(buffer, ...)` instead of `response.clone()` to handle LFS files - await cache.put(url, new Response(buffer, { - headers: response.headers, - })); - } catch (e) { - console.warn('Unable to cache file', e); - } - } - - return buffer; - -} - -export async function getCachedJSON(url) { - let buffer = await getCachedFile(url); - - let decoder = new TextDecoder('utf-8'); - let jsonData = decoder.decode(buffer); - - return JSON.parse(jsonData); -} diff --git a/examples/semantic-image-search-client/src/app/worker.js b/examples/semantic-image-search-client/src/app/worker.js deleted file mode 100644 index 977edf846..000000000 --- a/examples/semantic-image-search-client/src/app/worker.js +++ /dev/null @@ -1,110 +0,0 @@ - -import { env, AutoTokenizer, CLIPTextModelWithProjection } from '@xenova/transformers'; -import { getCachedFile, getCachedJSON } from './utils.js'; - -const EMBED_DIM = 512; - -// Skip local model check -env.allowLocalModels = false; - -class ApplicationSingleton { - static model_id = 'Xenova/clip-vit-base-patch16'; - static BASE_URL = 'https://huggingface.co/datasets/Xenova/semantic-image-search-assets/resolve/main/'; - - static tokenizer = null; - static text_model = null; - static metadata = null; - static embeddings = null; - - static async getInstance(progress_callback = null) { - // Load tokenizer and text model - if (this.tokenizer === null) { - this.tokenizer = AutoTokenizer.from_pretrained(this.model_id, { progress_callback }); - } - if (this.text_model === null) { - this.text_model = CLIPTextModelWithProjection.from_pretrained(this.model_id, { progress_callback }); - } - if (this.metadata === null) { - this.metadata = getCachedJSON(this.BASE_URL + 'image-embeddings.json'); - } - if (this.embeddings === null) { - this.embeddings = new Promise( - (resolve, reject) => { - getCachedFile(this.BASE_URL + 'image-embeddings_25k-512-32bit.bin') - .then((buffer) => { - resolve(new Float32Array(buffer)); - }) - .catch(reject); - } - ) - } - - return Promise.all([this.tokenizer, this.text_model, this.metadata, this.embeddings]); - } -} - -function cosineSimilarity(query_embeds, database_embeds) { - const numDB = database_embeds.length / EMBED_DIM; - const similarityScores = new Array(numDB); - - for (let i = 0; i < numDB; ++i) { - const startOffset = i * EMBED_DIM; - const dbVector = database_embeds.slice(startOffset, startOffset + EMBED_DIM); - - let dotProduct = 0; - let normEmbeds = 0; - let normDB = 0; - - for (let j = 0; j < EMBED_DIM; ++j) { - const embedValue = query_embeds[j]; - const dbValue = dbVector[j]; - - dotProduct += embedValue * dbValue; - normEmbeds += embedValue * embedValue; - normDB += dbValue * dbValue; - } - - similarityScores[i] = dotProduct / (Math.sqrt(normEmbeds) * Math.sqrt(normDB)); - } - - return similarityScores; -} - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Get the tokenizer, model, metadata, and embeddings. When called for the first time, - // this will load the files and cache them for future use. - const [tokenizer, text_model, metadata, embeddings] = await ApplicationSingleton.getInstance(self.postMessage); - - // Send the output back to the main thread - self.postMessage({ status: 'ready' }); - - // Run tokenization - const text_inputs = tokenizer(event.data.text, { padding: true, truncation: true }); - - // Compute embeddings - const { text_embeds } = await text_model(text_inputs); - - // Compute similarity scores - const scores = cosineSimilarity(text_embeds.data, embeddings); - - // Make a copy of the metadata - let output = metadata.slice(0); - - // Add scores to output - for (let i = 0; i < metadata.length; ++i) { - output[i].score = scores[i]; - } - - // Sort by score - output.sort((a, b) => b.score - a.score); - - // Get top 100 results - output = output.slice(0, 100); - - // Send the output back to the main thread - self.postMessage({ - status: 'complete', - output: output, - }); -}); diff --git a/examples/semantic-image-search-client/tailwind.config.js b/examples/semantic-image-search-client/tailwind.config.js deleted file mode 100644 index 65162f135..000000000 --- a/examples/semantic-image-search-client/tailwind.config.js +++ /dev/null @@ -1,16 +0,0 @@ -/** @type {import('tailwindcss').Config} */ -module.exports = { - content: [ - './src/pages/**/*.{js,ts,jsx,tsx,mdx}', - './src/components/**/*.{js,ts,jsx,tsx,mdx}', - './src/app/**/*.{js,ts,jsx,tsx,mdx}', - ], - theme: { - extend: { - boxShadow: { - highlight: 'inset 0 0 0 1px rgba(255, 255, 255, 0.1)', - }, - }, - }, - plugins: [], -} From 97a3c486529d4c04f2e82100cd6aa1233dfc03d4 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Tue, 24 Dec 2024 01:28:57 +0000 Subject: [PATCH 22/23] Move semantic audio search demo --- examples/semantic-audio-search/.gitignore | 24 - examples/semantic-audio-search/index.html | 26 - examples/semantic-audio-search/index.js | 129 - .../semantic-audio-search/package-lock.json | 2119 ----------------- examples/semantic-audio-search/package.json | 18 - examples/semantic-audio-search/style.css | 109 - examples/semantic-audio-search/utils.js | 40 - examples/semantic-audio-search/worker.js | 94 - 8 files changed, 2559 deletions(-) delete mode 100644 examples/semantic-audio-search/.gitignore delete mode 100644 examples/semantic-audio-search/index.html delete mode 100644 examples/semantic-audio-search/index.js delete mode 100644 examples/semantic-audio-search/package-lock.json delete mode 100644 examples/semantic-audio-search/package.json delete mode 100644 examples/semantic-audio-search/style.css delete mode 100644 examples/semantic-audio-search/utils.js delete mode 100644 examples/semantic-audio-search/worker.js diff --git a/examples/semantic-audio-search/.gitignore b/examples/semantic-audio-search/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/semantic-audio-search/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/semantic-audio-search/index.html b/examples/semantic-audio-search/index.html deleted file mode 100644 index b7b1f8af8..000000000 --- a/examples/semantic-audio-search/index.html +++ /dev/null @@ -1,26 +0,0 @@ - - - - - - - Semantic Audio Search | Transformers.js - - - - - -

- - -

- - - - - \ No newline at end of file diff --git a/examples/semantic-audio-search/index.js b/examples/semantic-audio-search/index.js deleted file mode 100644 index 1d7b047e2..000000000 --- a/examples/semantic-audio-search/index.js +++ /dev/null @@ -1,129 +0,0 @@ - -import Scatterplot from 'deepscatter'; -import { getCachedJSON } from './utils'; - -// Start loading metadata and positions asynchronously as soon as possible. -let metadata = {}; -getCachedJSON('https://huggingface.co/datasets/Xenova/MusicBenchEmbedded/resolve/main/metadata.json') - .then((data) => { - metadata = data; - }) - .catch((e) => console.error(e)); - -let positions = {}; -getCachedJSON('https://huggingface.co/datasets/Xenova/MusicBenchEmbedded/resolve/main/positions.json') - .then((data) => { - positions = data; - }) - .catch((e) => console.error(e)); - -const scatterplot = new Scatterplot('#deepscatter'); -window.scatterplot = scatterplot; // For debugging - -// Initial call -scatterplot.plotAPI({ - source_url: 'https://huggingface.co/datasets/Xenova/MusicBenchEmbedded/resolve/main/atlas', - max_points: 52768, // a full cap. - alpha: 35, // Target saturation for the full page. - zoom_balance: 0.5, // Rate at which points increase size. https://observablehq.com/@bmschmidt/zoom-strategies-for-huge-scatterplots-with-three-js - point_size: 3, // Default point size before application of size scaling - background_color: 'transparent', - encoding: { - // TODO Add colours - x: { - field: 'x', - transform: 'literal', - }, - y: { - field: 'y', - transform: 'literal', - }, - jitter_radius: { - method: 'uniform', - constant: 5, - }, - }, - tooltip_opacity: 1, - duration: 4000, // For slow initial transition -}).then(_ => scatterplot.plotAPI({ - encoding: { - jitter_radius: { - method: 'uniform', - constant: 0, - }, - }, -})); - -// Custom hover function -scatterplot.tooltip_html = (datum) => { - const item = metadata[datum.ix]; - if (!item) return 'Loading...'; - const location = item.location; - - setTimeout(() => { - // Slight hack to append the audio element after the text - const tooltip = document.querySelector('.tooltip'); - if (tooltip) { - tooltip.innerHTML = ` - ${item.main_caption} -
-

- `; - } - }, 0); - return item.main_caption; -}; - -// Make references to DOM elements -const OVERLAY = document.getElementById('overlay'); -const INPUT_ELEMENT = document.getElementById('query'); -const SEARCH_BUTTON = document.getElementById('search'); - -// Set up worker -const worker = new Worker(new URL('./worker.js', import.meta.url), { - type: 'module' -}); -worker.addEventListener('message', (e) => { - switch (e.data.status) { - case 'initiate': - OVERLAY.innerText = 'Loading model and embeddings database...'; - OVERLAY.style.display = 'flex'; - OVERLAY.style.pointerEvents = 'all'; - break; - case 'ready': - OVERLAY.style.display = 'none'; - OVERLAY.style.pointerEvents = 'none'; - break; - case 'complete': - // Output is an array of [score, index] pairs. Get top item - const index = e.data.output[0][1]; - const position = positions[index]; - - if (position) { // Just in case the position hasn't loaded yet (this should never happen) - // Zoom to result - scatterplot.plotAPI({ - zoom: { - bbox: { - x: [position[0] - 0.5, position[0] + 0.5], - y: [position[1] - 0.5, position[1] + 0.5] - } - }, - duration: 2000, - }) - } - break; - } -}); - -const search = () => { - worker.postMessage({ - status: 'search', - query: INPUT_ELEMENT.value, - }); -}; - -// Set up event listeners -INPUT_ELEMENT.addEventListener('keypress', (event) => { - if (event.keyCode === 13) search(); -}); -SEARCH_BUTTON.addEventListener('click', search); diff --git a/examples/semantic-audio-search/package-lock.json b/examples/semantic-audio-search/package-lock.json deleted file mode 100644 index 864183715..000000000 --- a/examples/semantic-audio-search/package-lock.json +++ /dev/null @@ -1,2119 +0,0 @@ -{ - "name": "semantic-audio-search", - "version": "0.0.0", - "lockfileVersion": 3, - 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"name": "semantic-audio-search", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.0.13" - }, - "dependencies": { - "@xenova/transformers": "^2.10.1", - "deepscatter": "github:nomic-ai/deepscatter" - } -} diff --git a/examples/semantic-audio-search/style.css b/examples/semantic-audio-search/style.css deleted file mode 100644 index 7d6686332..000000000 --- a/examples/semantic-audio-search/style.css +++ /dev/null @@ -1,109 +0,0 @@ -@import url('https://fonts.googleapis.com/css2?family=Montserrat&display=swap'); - -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: 'Montserrat', sans-serif; -} - -html { - background: radial-gradient(ellipse at center, #1b2735 0%, #090a0f 100%); - height: 100%; - width: 100%; -} - -body { - overflow: hidden; - display: flex; - justify-content: center; -} - -#deepscatter { - position: absolute; - left: 0; - top: 0; -} - -#container-for-webgl-canvas { - width: 100vw; - display: flex; - justify-content: center; -} - -.tooltip { - width: 400px; - margin-top: -10px; -} - -.tooltip>audio { - margin-top: 10px; - width: 100%; -} - -#search { - background: url('https://upload.wikimedia.org/wikipedia/commons/0/0b/Search_Icon.svg') no-repeat center right; - background-size: 50px 50px; - width: 56px; - border: none; - cursor: pointer; -} - -#header { - padding: 20px 0 50px 0; - color: white; - text-align: center; - background: linear-gradient(to bottom, rgba(0, 0, 0, 1), rgba(0, 0, 0, 0)); - width: 100vw; -} - -#title { - font-size: 30px; - font-weight: 600; -} - -#header, -#search-bar { - position: absolute; - justify-content: center; - z-index: 1; -} - -#search-bar { - padding: 0 20px; - max-width: 90vw; - overflow: hidden; - border-radius: 20px 20px 0px 0px; - bottom: 0; - height: 60px; - width: 500px; - background-color: white; - display: flex; -} - -#overlay { - position: absolute; - width: 100vw; - height: 100vh; - z-index: 999999999; - background-color: rgba(0, 0, 0, 0.8); - pointer-events: none; - display: none; - - color: white; - justify-content: center; - align-items: center; - font-size: 20px; -} - -#query { - width: 100%; - height: 100%; - font-size: 1.5em; - border: none; - outline: none; -} - -a { - color: white; -} \ No newline at end of file diff --git a/examples/semantic-audio-search/utils.js b/examples/semantic-audio-search/utils.js deleted file mode 100644 index 1aa6729c9..000000000 --- a/examples/semantic-audio-search/utils.js +++ /dev/null @@ -1,40 +0,0 @@ - -// Adapted from https://github.com/xenova/transformers.js/blob/c367f9d68b809bbbf81049c808bf6d219d761d23/src/utils/hub.js#L330 -export async function getCachedFile(url) { - let cache; - try { - cache = await caches.open('semantic-audio-search'); - const cachedResponse = await cache.match(url); - if (cachedResponse) { - return await cachedResponse.arrayBuffer(); - } - } catch (e) { - console.warn('Unable to open cache', e); - } - - // No cache, or cache failed to open. Fetch the file. - const response = await fetch(url); - const buffer = await response.arrayBuffer(); - - if (cache) { - try { - // NOTE: We use `new Response(buffer, ...)` instead of `response.clone()` to handle LFS files - await cache.put(url, new Response(buffer, { - headers: response.headers, - })); - } catch (e) { - console.warn('Unable to cache file', e); - } - } - - return buffer; -} - -export async function getCachedJSON(url) { - let buffer = await getCachedFile(url); - - let decoder = new TextDecoder('utf-8'); - let jsonData = decoder.decode(buffer); - - return JSON.parse(jsonData); -} diff --git a/examples/semantic-audio-search/worker.js b/examples/semantic-audio-search/worker.js deleted file mode 100644 index f095f8104..000000000 --- a/examples/semantic-audio-search/worker.js +++ /dev/null @@ -1,94 +0,0 @@ - -import { env, AutoTokenizer, ClapTextModelWithProjection } from '@xenova/transformers'; -import { getCachedFile } from './utils'; - -// Skip local model check -env.allowLocalModels = false; - -class ApplicationSingleton { - static model_id = 'Xenova/larger_clap_music_and_speech'; - static BASE_URL = 'https://huggingface.co/datasets/Xenova/MusicBenchEmbedded/resolve/main/'; - - static tokenizer = null; - static text_model = null; - static embeddings = null; - - static async getInstance(progress_callback = null) { - this.tokenizer ??= AutoTokenizer.from_pretrained(this.model_id, { progress_callback }); - this.text_model ??= ClapTextModelWithProjection.from_pretrained(this.model_id, { - progress_callback, - quantized: true, // TODO allow user to select quantized or not - }); - this.embeddings ??= new Promise( - (resolve, reject) => { - getCachedFile(this.BASE_URL + 'audio-embeddings_52768-512_32bit.bin') - .then((buffer) => { - resolve(new Float32Array(buffer)); - }) - .catch(reject); - } - ); - - return Promise.all([this.tokenizer, this.text_model, this.embeddings]); - } -} - - -function cosineSimilarity(query_embeds, database_embeds) { - const EMBED_DIM = 512; - - const numDB = database_embeds.length / EMBED_DIM; - const similarityScores = new Array(numDB); - - for (let i = 0; i < numDB; ++i) { - const startOffset = i * EMBED_DIM; - const dbVector = database_embeds.slice(startOffset, startOffset + EMBED_DIM); - - let dotProduct = 0; - let normEmbeds = 0; - let normDB = 0; - - for (let j = 0; j < EMBED_DIM; ++j) { - const embedValue = query_embeds[j]; - const dbValue = dbVector[j]; - - dotProduct += embedValue * dbValue; - normEmbeds += embedValue * embedValue; - normDB += dbValue * dbValue; - } - - similarityScores[i] = dotProduct / (Math.sqrt(normEmbeds) * Math.sqrt(normDB)); - } - - return similarityScores; -} - -// Listen for messages from the main thread -self.addEventListener('message', async (event) => { - // Get the tokenizer, model, and embeddings. When called for the first time, - // this will load the files and cache them for future use. - const [tokenizer, text_model, embeddings] = await ApplicationSingleton.getInstance(self.postMessage); - - // Send the output back to the main thread - self.postMessage({ status: 'ready' }); - - // Run tokenization - const text_inputs = tokenizer(event.data.query, { padding: true, truncation: true }); - - // Compute embeddings - const { text_embeds } = await text_model(text_inputs); - - // Compute similarity scores - const scores = cosineSimilarity(text_embeds.data, embeddings); - - const output = scores - .map((score, i) => [score, i]) // Save index - .sort((a, b) => b[0] - a[0]) // Sort by scores - .slice(0, 100); // Get top 100 results - - // Send the output back to the main thread - self.postMessage({ - status: 'complete', - output: output, - }); -}); From 0bf2fecfaaf1d8e16581070fb1f44bc5394dd0a9 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Wed, 15 Jan 2025 13:08:42 +0000 Subject: [PATCH 23/23] Move webgpu embedding benchmark demo --- .../webgpu-embedding-benchmark/.gitignore | 24 -- .../webgpu-embedding-benchmark/index.html | 64 ---- examples/webgpu-embedding-benchmark/main.js | 305 ------------------ .../webgpu-embedding-benchmark/package.json | 18 -- examples/webgpu-embedding-benchmark/style.css | 87 ----- .../webgpu-embedding-benchmark/vite.config.js | 6 - 6 files changed, 504 deletions(-) delete mode 100644 examples/webgpu-embedding-benchmark/.gitignore delete mode 100644 examples/webgpu-embedding-benchmark/index.html delete mode 100644 examples/webgpu-embedding-benchmark/main.js delete mode 100644 examples/webgpu-embedding-benchmark/package.json delete mode 100644 examples/webgpu-embedding-benchmark/style.css delete mode 100644 examples/webgpu-embedding-benchmark/vite.config.js diff --git a/examples/webgpu-embedding-benchmark/.gitignore b/examples/webgpu-embedding-benchmark/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/webgpu-embedding-benchmark/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/webgpu-embedding-benchmark/index.html b/examples/webgpu-embedding-benchmark/index.html deleted file mode 100644 index 8b4a9d361..000000000 --- a/examples/webgpu-embedding-benchmark/index.html +++ /dev/null @@ -1,64 +0,0 @@ - - - - - - - Transformers.js | WebGPU Benchmark - - - -

- 🤗 Transformers.js WebGPU Benchmark -

- This benchmark measures the execution time of BERT-based embedding models - using the WASM and WebGPU execution providers across different batch sizes. -

- - -

- -

Options

- WASM (int8)
- WASM (fp16)
- WASM (fp32)
- - WebGPU (fp16)
- WebGPU (fp32)
-

- Model ID - -

- Batch sizes - -

- Sequence length - -

- Log scale (x)
- Log scale (y)
-

- - - - \ No newline at end of file diff --git a/examples/webgpu-embedding-benchmark/main.js b/examples/webgpu-embedding-benchmark/main.js deleted file mode 100644 index bdf731395..000000000 --- a/examples/webgpu-embedding-benchmark/main.js +++ /dev/null @@ -1,305 +0,0 @@ -import './style.css'; -import { env, AutoModel, ones } from '@xenova/transformers'; -import Chart from 'chart.js/auto'; - -// Throw an error if WebGPU is not supported -if (!navigator.gpu) { - const err = 'WebGPU is not supported by this browser.'; - alert(err) - throw Error(err); -} - -env.backends.onnx.wasm.wasmPaths = 'https://cdn.jsdelivr.net/npm/onnxruntime-web@1.17.1/dist/'; -env.backends.onnx.wasm.numThreads = 1; - -// Reference the elements that we will need -const ctx = document.getElementById('chart'); -const batchSizes = document.getElementById('batch-sizes'); -const xscale = document.getElementById('x-scale'); -const yscale = document.getElementById('y-scale'); -const sequenceLength = document.getElementById('sequence-length'); -const modelID = document.getElementById('model-id'); -const status = document.getElementById('status'); -const start = document.getElementById('start'); -const stop = document.getElementById('stop'); -const tests = document.getElementsByClassName('tests'); - -// Benchmark settings -const NUM_WARMUP_STEPS = 3; -const MODEL_CACHE = new Map(); - -// Chart configuration -const initChart = () => { - const config = { - type: 'line', - data: { - labels: [], - datasets: [], - }, - options: { - responsive: true, - maintainAspectRatio: false, - plugins: { - legend: { - position: 'top', - }, - }, - scales: { - x: { - title: { - display: true, - text: 'Batch size', - }, - min: 1, - }, - y: { - title: { - display: true, - text: 'Time (ms)', - }, - } - } - }, - }; - const chart = new Chart(ctx, config); - return chart; -} -let chart = initChart(); -const toggleScale = (axis, enabled) => { - chart.options.scales[axis].type = enabled ? 'logarithmic' : 'linear'; - chart.update(); -} - -const getSelectedTests = () => { - return [...tests].filter(x => x.checked); -} - -const updateDatasets = () => { - chart.data.datasets = getSelectedTests().map(test => { - const color = test.getAttribute('data-color'); - return { - label: test.value, - data: [], - borderColor: `rgba(${color}, 1)`, - backgroundColor: `rgba(${color}, 0.5)`, - } - }) - chart.update(); -} -updateDatasets(); -[...tests].forEach(test => test.addEventListener('change', updateDatasets)); - -xscale.addEventListener('change', () => toggleScale('x', xscale.checked)); -yscale.addEventListener('change', () => toggleScale('y', yscale.checked)); - -const generateDummyInputs = (batch_size, seqLength) => { - const inputs = ones([batch_size, seqLength]); - - const model_inputs = { - input_ids: inputs, - attention_mask: inputs, - } - return model_inputs; -} - -let adapterInfo; -let gpuHasFp16 = false; -try { - // Shouldn't fail since the WebGPU model has loaded successfully - const adapter = await navigator.gpu.requestAdapter(); - adapterInfo = await adapter.requestAdapterInfo(); - gpuHasFp16 = adapter.features.has('shader-f16') -} catch (err) { - adapterInfo = {}; -} -if (!gpuHasFp16) { - const element = document.querySelector('.tests[data-device="webgpu"][data-dtype="fp16"]'); - element.setAttribute('unsupported', true); - element.disabled = true; - element.title = 'This device does not support fp16 on WebGPU'; -} - -status.textContent = 'Ready'; - -let interrupted = false; -start.addEventListener('click', async () => { - const validTests = [...tests].filter(test => !test.getAttribute('unsupported')) - // Update UI - start.disabled = true; - stop.disabled = false; - batchSizes.disabled = true; - sequenceLength.disabled = true; - modelID.disabled = true; - validTests.forEach(test => test.disabled = true); - interrupted = false; - - // Get parameters - const model_id = modelID.value; - const batch_sizes = batchSizes.value.split(',').map(x => parseInt(x)).filter(x => x); - const seqLength = parseInt(sequenceLength.value); - const selectedTests = getSelectedTests().map(x => ({ - label: x.value, - dtype: x.getAttribute('data-dtype'), - device: x.getAttribute('data-device'), - })); - - // Reset - chart.destroy(); - chart = initChart(); - updateDatasets(); - - // NOTE: Models must be loaded sequentially (otherwise it will fail due to multiple calls to initWasm()) - const testsToRun = new Map(); - for (const test of selectedTests) { - const { label, dtype, device, quantized } = test; - - const key = `${model_id}///${label}`; - - const cached = MODEL_CACHE.get(key); - if (cached) { - testsToRun.set(label, cached); - continue; - } - status.textContent = 'Loading model(s)...'; - - try { - const model = await AutoModel.from_pretrained(model_id, { - quantized, - device, - dtype, - }); - MODEL_CACHE.set(key, model); - testsToRun.set(label, model); - } catch (err) { - status.textContent = err.message; - alert(err.message) - throw err; - } - } - - status.textContent = 'Warming up...'; - - // Warm up: This is important for the WebGPU execution provider, which compiles the shaders on first load - for (let i = 0; i < NUM_WARMUP_STEPS; ++i) { - const model_inputs = generateDummyInputs(1, seqLength); - for (const [label, model] of testsToRun) { - await model(model_inputs); - } - } - - status.textContent = 'Running benchmark...'; - - for (const batch_size of batch_sizes) { - if (interrupted) break; - - const model_inputs = generateDummyInputs(batch_size, seqLength); - - const times = [] - - for (const [label, model] of testsToRun) { - const start = performance.now(); - await model(model_inputs); - const end = performance.now(); - times.push(end - start); - } - - chart.data.labels.push(batch_size); - for (let i = 0; i < times.length; ++i) { - chart.data.datasets[i].data.push(times[i]); - } - chart.update(); - } - - // Calculate max speedup: - if (chart.data.labels.length === 0) return; - - const testNames = [...testsToRun.keys()]; - const table = generateResultsTable(model_id, testNames, chart.data, seqLength); - - - // Calculate slowest and fastest times - let minMaxTimes = [Infinity, 0]; - let minMaxIndices = [0, 0]; - for (let i = 0; i < chart.data.datasets.length; i++) { - const lastTime = chart.data.datasets[i].data.at(-1); - if (lastTime < minMaxTimes[0]) { - minMaxTimes[0] = lastTime; - minMaxIndices[0] = i; - } - if (lastTime > minMaxTimes[1]) { - minMaxTimes[1] = lastTime; - minMaxIndices[1] = i; - } - } - - const speedup = minMaxTimes[1] / minMaxTimes[0]; - const roundedSpeedup = speedup.toFixed(2); - const params = new URLSearchParams({ - title: `⚡ WebGPU Benchmark Results (${roundedSpeedup}x speedup)`, - description: table.outerHTML, - }); - - const paramsStr = params.toString(); - status.innerHTML = `⚡ Done! ${testNames.at(minMaxIndices[0])} is ${roundedSpeedup}x faster than ${testNames.at(minMaxIndices[1])}! ⚡
Share results`; - start.disabled = false; - stop.disabled = true; - batchSizes.disabled = false; - sequenceLength.disabled = false; - modelID.disabled = false; - validTests.forEach(test => test.disabled = false); -}); - -start.disabled = false; - -stop.addEventListener('click', () => { - status.textContent = 'Stopping...'; - interrupted = true; - stop.disabled = true; -}); - -function generateResultsTable(model_id, testNames, data, sequence_length) { - - const datasets = data.datasets.map(d => d.data); - const batch_sizes = data.labels; - - const container = document.createElement('div'); - - const table = document.createElement('table'); - const thead = table.createTHead(); - const tbody = table.createTBody(); - - // Add header row - const headerRow = thead.insertRow(); - headerRow.insertCell().textContent = 'Batch Size'; - testNames.forEach(model => { - headerRow.insertCell().textContent = model; - }); - - // Add data rows - batch_sizes.forEach((batchSize, rowIndex) => { - const row = tbody.insertRow(); - row.insertCell().textContent = batchSize; - datasets.forEach(dataset => { - row.insertCell().textContent = dataset[rowIndex].toFixed(2); - }); - }); - - container.appendChild(table); - - const createBulletPoint = (text) => { - const li = document.createElement('li'); - li.textContent = text; - return li; - } - - // Add other information - const info = document.createElement('ul'); - info.appendChild(createBulletPoint(`Model: ${model_id}`)); - info.appendChild(createBulletPoint(`Tests run: ${testNames.join(', ')}`)); - info.appendChild(createBulletPoint(`Sequence length: ${sequence_length}`)); - info.appendChild(createBulletPoint(`Browser: ${navigator.userAgent}`)); - info.appendChild(createBulletPoint(`GPU: vendor=${adapterInfo.vendor}, architecture=${adapterInfo.architecture}, device=${adapterInfo.device}, description=${adapterInfo.description}`)); - container.appendChild(info); - - return container; -} diff --git a/examples/webgpu-embedding-benchmark/package.json b/examples/webgpu-embedding-benchmark/package.json deleted file mode 100644 index d90288d7a..000000000 --- a/examples/webgpu-embedding-benchmark/package.json +++ /dev/null @@ -1,18 +0,0 @@ -{ - "name": "webgpu-embedding-benchmark", - "private": true, - "version": "0.0.0", - "type": "module", - "scripts": { - "dev": "vite", - "build": "vite build", - "preview": "vite preview" - }, - "devDependencies": { - "vite": "^5.0.12" - }, - "dependencies": { - "@xenova/transformers": "^3.0.0", - "chart.js": "^4.4.2" - } -} diff --git a/examples/webgpu-embedding-benchmark/style.css b/examples/webgpu-embedding-benchmark/style.css deleted file mode 100644 index 9253d75e3..000000000 --- a/examples/webgpu-embedding-benchmark/style.css +++ /dev/null @@ -1,87 +0,0 @@ -* { - box-sizing: border-box; - padding: 0; - margin: 0; - font-family: sans-serif; -} - -html, -body { - height: 100%; -} - -body { - padding: 16px 32px; - display: flex; - flex-direction: column; - justify-content: center; - align-items: center; -} - -h1 { - text-align: center; -} - -#status { - min-height: 16px; - margin: 8px 0; - text-align: center; -} - -button { - transition: all .25s; - background: rgba(40, 44, 52, 0.05); - border: 1px solid transparent; - border-radius: 6px; - color: #3080d0; - text-decoration: none !important; - display: inline-block; - font-size: 14px; - font-weight: 500; - padding: 8px 16px; - cursor: pointer; - -webkit-user-select: none; - -moz-user-select: none; - user-select: none; -} - -button:disabled { - background: rgba(40, 44, 52, 0.1); - color: #a0a0a0; - cursor: not-allowed; -} - -button:hover { - background: rgba(40, 44, 52, 0.1); -} - -p { - text-align: center; - font-size: 12px; - max-width: 600px; - padding: 8px; -} - -#chart-container { - position: relative; - height: 60vh; - width: min(90vw, 800px); - padding-right: 50px; - margin-bottom: 10px; -} - -details { - position: fixed; - background-color: white; - right: 0; - top: 0; - padding: 16px; -} - -summary { - text-align: right; -} - -hr { - margin: 8px 0; -} diff --git a/examples/webgpu-embedding-benchmark/vite.config.js b/examples/webgpu-embedding-benchmark/vite.config.js deleted file mode 100644 index 6c32f52df..000000000 --- a/examples/webgpu-embedding-benchmark/vite.config.js +++ /dev/null @@ -1,6 +0,0 @@ -import { defineConfig } from 'vite'; -export default defineConfig({ - build: { - target: 'esnext' - } -});