diff --git a/README.md b/README.md index 1e45be249..1138e3a28 100644 --- a/README.md +++ b/README.md @@ -112,7 +112,8 @@ Want to jump straight in? Get started with one of our sample applications/templa | Whisper Web | Speech recognition w/ Whisper | [link](https://github.com/xenova/whisper-web) | | Doodle Dash | Real-time sketch-recognition game (see [blog](https://huggingface.co/blog/ml-web-games)) | [link](https://github.com/xenova/doodle-dash) | | Code Playground | In-browser code completion website | [link](./examples/code-completion/) | -| Semantic Image Search | Search for images with text (Next.js + Supabase) | [link](./examples/semantic-image-search/) | +| Semantic Image Search (client-side) | Search for images with text | [link](./examples/semantic-image-search-client/) | +| Semantic Image Search (server-side) | Search for images with text (Supabase) | [link](./examples/semantic-image-search/) | | Vanilla JavaScript | In-browser object detection | [link](./examples/vanilla-js/) | | React | Multilingual translation website | [link](./examples/react-translator/) | | Browser extension | Text classification extension | [link](./examples/extension/) | diff --git a/docs/snippets/3_examples.snippet b/docs/snippets/3_examples.snippet index cccf4d42c..60f66368e 100644 --- a/docs/snippets/3_examples.snippet +++ b/docs/snippets/3_examples.snippet @@ -5,7 +5,8 @@ Want to jump straight in? Get started with one of our sample applications/templa | Whisper Web | Speech recognition w/ Whisper | [link](https://github.com/xenova/whisper-web) | | Doodle Dash | Real-time sketch-recognition game (see [blog](https://huggingface.co/blog/ml-web-games)) | [link](https://github.com/xenova/doodle-dash) | | Code Playground | In-browser code completion website | [link](./examples/code-completion/) | -| Semantic Image Search | Search for images with text (Next.js + Supabase) | [link](./examples/semantic-image-search/) | +| Semantic Image Search (client-side) | Search for images with text | [link](./examples/semantic-image-search-client/) | +| Semantic Image Search (server-side) | Search for images with text (Supabase) | [link](./examples/semantic-image-search/) | | Vanilla JavaScript | In-browser object detection | [link](./examples/vanilla-js/) | | React | Multilingual translation website | [link](./examples/react-translator/) | | Browser extension | Text classification extension | [link](./examples/extension/) | diff --git a/examples/extension/src/background.js b/examples/extension/src/background.js index cc7dc8692..db3ffee35 100644 --- a/examples/extension/src/background.js +++ b/examples/extension/src/background.js @@ -1,12 +1,6 @@ // background.js - Handles requests from the UI, runs the model, then sends back a response import { pipeline, env } from '@xenova/transformers'; -import { CustomCache } from "./cache.js"; - -// Define caching parameters -env.useBrowserCache = false; -env.useCustomCache = true; -env.customCache = new CustomCache('transformers-cache'); // Skip initial check for local models, since we are not loading any local models. env.allowLocalModels = false; diff --git a/examples/extension/src/cache.js b/examples/extension/src/cache.js deleted file mode 100644 index 833475e0d..000000000 --- a/examples/extension/src/cache.js +++ /dev/null @@ -1,80 +0,0 @@ -// Design a caching API to be used by the extension which implements the same interface as -// the browser's native Cache API (https://developer.mozilla.org/en-US/docs/Web/API/Cache) -// but uses the browser's local storage API (https://developer.chrome.com/docs/extensions/reference/storage/). -// -// Since the local storage API requires all data to be stored as JSON (which doesn't allow some ASCII chars), -// one of the better approaches is to store the response body as a base64-encoded string. This is not ideal, -// as it increases the size of the response body by ~33%, but it's the best we can do with the local storage API. -// See https://stackoverflow.com/a/1443240/13989043 for more information about this. -// -// For serialization (arraybuffer -> string) and unserialization (string -> arraybuffer), -// use the `FileReader` and `Blob` APIs. Although other options are also possible, this approach -// is considered to be better for larger files (like models). -// -// Other references: -// - https://developer.chrome.com/docs/extensions/reference/storage/#property-local -// - https://stackoverflow.com/questions/6965107/converting-between-strings-and-arraybuffers - -export class CustomCache { - /** - * Instantiate a `CustomCache` object. - * @param {string} path - */ - constructor(cacheName) { - this.cacheName = cacheName; - } - - /** - * Checks whether the given request is in the cache. - * @param {Request|string} request - * @returns {Promise} - */ - async match(request) { - const url = request instanceof Request ? request.url : request; - const cached = await chrome.storage.local.get([url]); - - if (cached[url]) { - return await fetch(cached[url]._body); - } else { - return undefined; - } - } - - /** - * Adds the given response to the cache. - * @param {Request|string} request - * @param {Response} response - * @returns {Promise} - */ - async put(request, response) { - const url = request instanceof Request ? request.url : request; - const buffer = await response.arrayBuffer(); - - const body = await new Promise((resolve, reject) => { - const reader = new FileReader(); - reader.onload = e => resolve(e.target.result); - reader.onerror = e => reject(e.target.error); - reader.readAsDataURL(new Blob([buffer], { type: 'application/octet-stream' })); - }); - - try { - await chrome.storage.local.set({ - [url]: { - _body: body, - - // Save original response in case - status: response.status, - statusText: response.statusText, - headers: Object.fromEntries(response.headers.entries()), - url: response.url, - redirected: response.redirected, - type: response.type, - ok: response.ok, - } - }); - - } catch (err) { - console.warn('An error occurred while writing the file to cache:', err) - } - } -} diff --git a/examples/semantic-image-search-client/.eslintrc.json b/examples/semantic-image-search-client/.eslintrc.json new file mode 100644 index 000000000..bffb357a7 --- /dev/null +++ b/examples/semantic-image-search-client/.eslintrc.json @@ -0,0 +1,3 @@ +{ + "extends": "next/core-web-vitals" +} diff --git a/examples/semantic-image-search-client/.gitignore b/examples/semantic-image-search-client/.gitignore new file mode 100644 index 000000000..8f322f0d8 --- /dev/null +++ b/examples/semantic-image-search-client/.gitignore @@ -0,0 +1,35 @@ +# 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 new file mode 100644 index 000000000..fea12a725 --- /dev/null +++ b/examples/semantic-image-search-client/README.md @@ -0,0 +1,34 @@ +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 new file mode 100644 index 000000000..b8d6842d7 --- /dev/null +++ b/examples/semantic-image-search-client/jsconfig.json @@ -0,0 +1,7 @@ +{ + "compilerOptions": { + "paths": { + "@/*": ["./src/*"] + } + } +} diff --git a/examples/semantic-image-search-client/next.config.js b/examples/semantic-image-search-client/next.config.js new file mode 100644 index 000000000..d1cb37318 --- /dev/null +++ b/examples/semantic-image-search-client/next.config.js @@ -0,0 +1,20 @@ +/** @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 new file mode 100644 index 000000000..4b8f2390d --- /dev/null +++ b/examples/semantic-image-search-client/package-lock.json @@ -0,0 +1,4872 @@ +{ + "name": "semantic-image-search-client", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "semantic-image-search-client", + "version": "0.1.0", + "dependencies": { + "@xenova/transformers": "^2.6.1", + "autoprefixer": "10.4.14", + "blurhash": "^2.0.5", + "eslint": "8.45.0", + "eslint-config-next": "13.4.12", + "next": "13.4.12", + "postcss": "8.4.27", + "react": "18.2.0", + "react-dom": "18.2.0", + "tailwindcss": 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b/examples/semantic-image-search-client/package.json @@ -0,0 +1,26 @@ +{ + "name": "semantic-image-search-client", + "version": "0.1.0", + "private": true, + "scripts": { + "dev": "next dev", + "build": "next build", + "start": "next start", + "lint": "next lint" + }, + "dependencies": { + "@xenova/transformers": "^2.6.1", + "blurhash": "^2.0.5", + "autoprefixer": "10.4.14", + "eslint": "8.45.0", + "eslint-config-next": "13.4.12", + "next": "13.4.12", + "postcss": "8.4.27", + "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 new file mode 100644 index 000000000..33ad091d2 --- /dev/null +++ b/examples/semantic-image-search-client/postcss.config.js @@ -0,0 +1,6 @@ +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 new file mode 100644 index 000000000..5174b28c5 --- /dev/null +++ b/examples/semantic-image-search-client/public/next.svg @@ -0,0 +1 @@ + \ 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 new file mode 100644 index 000000000..d2f842227 --- /dev/null +++ b/examples/semantic-image-search-client/public/vercel.svg @@ -0,0 +1 @@ + \ 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 new file mode 100644 index 000000000..d33ab3637 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/components/ImageGrid.jsx @@ -0,0 +1,32 @@ +'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 new file mode 100644 index 000000000..a40cc1d0c --- /dev/null +++ b/examples/semantic-image-search-client/src/app/components/Modal.jsx @@ -0,0 +1,64 @@ +'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 new file mode 100644 index 000000000..aa7aaf48c --- /dev/null +++ b/examples/semantic-image-search-client/src/app/components/SearchBar.jsx @@ -0,0 +1,33 @@ +'use client' + +export function SearchBar({ search }) { + return (
{ + e.preventDefault(); + const formData = new FormData(e.target); + const text = formData.get('text'); + search(text); + }} + className='relative mb-2' + > +
+ +
+ + +
) +} \ 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 new file mode 100644 index 000000000..718d6fea4 Binary files /dev/null and b/examples/semantic-image-search-client/src/app/favicon.ico differ diff --git a/examples/semantic-image-search-client/src/app/globals.css b/examples/semantic-image-search-client/src/app/globals.css new file mode 100644 index 000000000..e76e81979 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/globals.css @@ -0,0 +1,19 @@ +@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 new file mode 100644 index 000000000..9d42768a1 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/layout.js @@ -0,0 +1,17 @@ +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 new file mode 100644 index 000000000..4cb7acb17 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/page.js @@ -0,0 +1,65 @@ +'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 new file mode 100644 index 000000000..2e3a641b9 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/utils.js @@ -0,0 +1,95 @@ + +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 new file mode 100644 index 000000000..977edf846 --- /dev/null +++ b/examples/semantic-image-search-client/src/app/worker.js @@ -0,0 +1,110 @@ + +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 new file mode 100644 index 000000000..65162f135 --- /dev/null +++ b/examples/semantic-image-search-client/tailwind.config.js @@ -0,0 +1,16 @@ +/** @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: [], +} diff --git a/scripts/requirements.txt b/scripts/requirements.txt index 616eeeaa3..f0b3867ae 100644 --- a/scripts/requirements.txt +++ b/scripts/requirements.txt @@ -1,4 +1,5 @@ -transformers[torch]@git+https://github.com/huggingface/transformers -optimum[onnxruntime]@git+https://github.com/huggingface/optimum +transformers[torch]==4.33.2 +onnxruntime<1.16.0 +optimum==1.13.2 tqdm onnx==1.13.1