From 431a8b2f43e143faa195e42d3aed4d18f5c7c201 Mon Sep 17 00:00:00 2001 From: jonathanpv Date: Fri, 5 Apr 2024 17:52:58 -0500 Subject: [PATCH 1/2] Add binary embedding quantization support to FeatureExtraction pipeline --- src/pipelines.js | 19 +++++++++++++++++++ src/tokenizers.js | 4 ++-- src/utils/tensor.js | 43 +++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 64 insertions(+), 2 deletions(-) diff --git a/src/pipelines.js b/src/pipelines.js index 2b064d522..c38f9f78d 100644 --- a/src/pipelines.js +++ b/src/pipelines.js @@ -67,6 +67,7 @@ import { Tensor, mean_pooling, interpolate, + quantize_embeddings, } from './utils/tensor.js'; import { RawImage } from './utils/image.js'; @@ -1112,6 +1113,8 @@ export class ZeroShotClassificationPipeline extends (/** @type {new (options: Te * @typedef {Object} FeatureExtractionPipelineOptions Parameters specific to feature extraction pipelines. * @property {'none'|'mean'|'cls'} [pooling="none"] The pooling method to use. * @property {boolean} [normalize=false] Whether or not to normalize the embeddings in the last dimension. + * @property {boolean} [quantize=false] Whether or not to quantize the embeddings. + * @property {'binary'|'ubinary'} [precision='binary'] The precision to use for quantization. * * @callback FeatureExtractionPipelineCallback Extract the features of the input(s). * @param {string|string[]} texts One or several texts (or one list of texts) to get the features of. @@ -1157,6 +1160,16 @@ export class ZeroShotClassificationPipeline extends (/** @type {new (options: Te * // dims: [1, 384] * // } * ``` + * **Example:** Calculating binary embeddings with `sentence-transformers` models. + * ```javascript + * const extractor = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2'); + * const output = await extractor('This is a simple test.', { pooling: 'mean', normalize: true, quantize: true, precision: 'binary' }); + * // Tensor { + * // type: 'int8', + * // data: Int8Array [-13, -78, 21, ...], + * // dims: [1, 48] + * // } + * ``` */ export class FeatureExtractionPipeline extends (/** @type {new (options: TextPipelineConstructorArgs) => FeatureExtractionPipelineType} */ (Pipeline)) { /** @@ -1171,6 +1184,8 @@ export class FeatureExtractionPipeline extends (/** @type {new (options: TextPip async _call(texts, { pooling = /** @type {'none'} */('none'), normalize = false, + quantize = false, + precision = /** @type {'binary'|'ubinary'} */('binary'), } = {}) { // Run tokenization @@ -1203,6 +1218,10 @@ export class FeatureExtractionPipeline extends (/** @type {new (options: TextPip result = result.normalize(2, -1); } + if (quantize) { + result = quantize_embeddings(result, precision); + } + return result; } } diff --git a/src/tokenizers.js b/src/tokenizers.js index 5b58e37c0..e671c8318 100644 --- a/src/tokenizers.js +++ b/src/tokenizers.js @@ -2653,8 +2653,8 @@ export class PreTrainedTokenizer extends Callable { } } else { - if (text === null) { - throw Error('text may not be null') + if (text === null || text === undefined) { + throw Error('text may not be null or undefined') } if (Array.isArray(text_pair)) { diff --git a/src/utils/tensor.js b/src/utils/tensor.js index ccdf781be..5e777daca 100644 --- a/src/utils/tensor.js +++ b/src/utils/tensor.js @@ -1193,3 +1193,46 @@ export function ones(size) { export function ones_like(tensor) { return ones(tensor.dims); } + +/** + * Quantizes the embeddings tensor to binary or unsigned binary precision. + * @param {Tensor} tensor The tensor to quantize. + * @param {'binary'|'ubinary'} precision The precision to use for quantization. + * @returns The quantized tensor. + */ +export function quantize_embeddings(tensor, precision) { + if (tensor.dims.length !== 2) { + throw new Error("The tensor must have 2 dimensions"); + } + if (tensor.dims.at(-1) % 8 !== 0) { + throw new Error("The last dimension of the tensor must be a multiple of 8"); + } + if (!['binary', 'ubinary'].includes(precision)) { + throw new Error("The precision must be either 'binary' or 'ubinary'"); + } + // Create a typed array to store the packed bits + const inputData = tensor.data; + + const signed = precision === 'binary'; + const cls = signed ? Int8Array : Uint8Array; + const dtype = signed ? 'int8' : 'uint8'; + const outputData = new cls(inputData.length / 8); + + // Iterate over each number in the array + for (let i = 0; i < inputData.length; ++i) { + // Determine if the number is greater than 0 + const bit = inputData[i] > 0 ? 1 : 0; + + // Calculate the index in the typed array and the position within the byte + const arrayIndex = Math.floor(i / 8); + const bitPosition = i % 8; + + // Pack the bit into the typed array + outputData[arrayIndex] |= bit << (7 - bitPosition); + if (signed && bitPosition === 0) { + outputData[arrayIndex] -= 128; + } + }; + + return new Tensor(dtype, outputData, [tensor.dims[0], tensor.dims[1] / 8]); +} From 462fdb75bc75ee1e3c7e7e39e0b908ab895b717d Mon Sep 17 00:00:00 2001 From: jonathanpv Date: Fri, 5 Apr 2024 17:54:45 -0500 Subject: [PATCH 2/2] Add binary embeddings example --- examples/binary-vector-search/.eslintrc.cjs | 20 + examples/binary-vector-search/.gitignore | 24 + examples/binary-vector-search/index.html | 13 + .../binary-vector-search/package-lock.json | 5375 +++++++++++++++++ examples/binary-vector-search/package.json | 30 + .../binary-vector-search/postcss.config.js | 6 + examples/binary-vector-search/src/App.css | 5 + examples/binary-vector-search/src/App.jsx | 171 + examples/binary-vector-search/src/index.css | 3 + examples/binary-vector-search/src/main.jsx | 10 + examples/binary-vector-search/src/worker.js | 40 + .../binary-vector-search/tailwind.config.js | 12 + examples/binary-vector-search/vite.config.js | 7 + 13 files changed, 5716 insertions(+) create mode 100644 examples/binary-vector-search/.eslintrc.cjs create mode 100644 examples/binary-vector-search/.gitignore create mode 100644 examples/binary-vector-search/index.html create mode 100644 examples/binary-vector-search/package-lock.json create mode 100644 examples/binary-vector-search/package.json create mode 100644 examples/binary-vector-search/postcss.config.js create mode 100644 examples/binary-vector-search/src/App.css create mode 100644 examples/binary-vector-search/src/App.jsx create mode 100644 examples/binary-vector-search/src/index.css create mode 100644 examples/binary-vector-search/src/main.jsx create mode 100644 examples/binary-vector-search/src/worker.js create mode 100644 examples/binary-vector-search/tailwind.config.js create mode 100644 examples/binary-vector-search/vite.config.js diff --git a/examples/binary-vector-search/.eslintrc.cjs b/examples/binary-vector-search/.eslintrc.cjs new file mode 100644 index 000000000..4dcb43901 --- /dev/null +++ b/examples/binary-vector-search/.eslintrc.cjs @@ -0,0 +1,20 @@ +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/binary-vector-search/.gitignore b/examples/binary-vector-search/.gitignore new file mode 100644 index 000000000..a547bf36d --- /dev/null +++ b/examples/binary-vector-search/.gitignore @@ -0,0 +1,24 @@ +# 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/binary-vector-search/index.html b/examples/binary-vector-search/index.html new file mode 100644 index 000000000..c45b0864c --- /dev/null +++ b/examples/binary-vector-search/index.html @@ -0,0 +1,13 @@ + + + + + + + Binary vector search w/ Transformers.js + + +
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"funding": { + "url": "https://github.com/sponsors/sindresorhus" + } + } + } +} diff --git a/examples/binary-vector-search/package.json b/examples/binary-vector-search/package.json new file mode 100644 index 000000000..6df8a6d79 --- /dev/null +++ b/examples/binary-vector-search/package.json @@ -0,0 +1,30 @@ +{ + "name": "adaptive-retrieval", + "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": "file:../../", + "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": "^5.0.12" + } +} diff --git a/examples/binary-vector-search/postcss.config.js b/examples/binary-vector-search/postcss.config.js new file mode 100644 index 000000000..2e7af2b7f --- /dev/null +++ b/examples/binary-vector-search/postcss.config.js @@ -0,0 +1,6 @@ +export default { + plugins: { + tailwindcss: {}, + autoprefixer: {}, + }, +} diff --git a/examples/binary-vector-search/src/App.css b/examples/binary-vector-search/src/App.css new file mode 100644 index 000000000..c3951888c --- /dev/null +++ b/examples/binary-vector-search/src/App.css @@ -0,0 +1,5 @@ +#root { + height: 100vh; + width: 100vw; + padding: 1rem; +} diff --git a/examples/binary-vector-search/src/App.jsx b/examples/binary-vector-search/src/App.jsx new file mode 100644 index 000000000..68a7cf0e0 --- /dev/null +++ b/examples/binary-vector-search/src/App.jsx @@ -0,0 +1,171 @@ +import { useState, useRef, useEffect, useCallback } from 'react' +// import './App.css' + +const placeholder_texts = [ + 'hello', + 'hi', + 'banana' +]; + +function App() { + + const [status, setStatus] = useState('idle'); + const [embeddings, setEmbeddings] = useState([]); + const [texts, setTexts] = useState(placeholder_texts); + + // 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; + setEmbeddings(embeddings); + setStatus('idle'); + } else if (status === 'progress') { + console.log(e.data.progress); + } + }; + + // 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({ + texts, + }); + }, [texts]) + + + const handleTextChange = useCallback((index) => (e) => { + setTexts((prevTexts) => prevTexts.map((text, i) => (i === index ? e.target.value : text))); + }, []); + + function hamming_distance(arr1, arr2) { + if (arr1.length !== arr2.length) { + throw new Error("Typed arrays must have the same length"); + } + + let distance = 0; + + // Iterate over each byte in the typed arrays + for (let i = 0; i < arr1.length; ++i) { + // XOR the bytes to find differing bits + let xorResult = arr1[i] ^ arr2[i]; + + // Count set bits in the XOR result using Brian Kernighan's Algorithm + while (xorResult) { + ++distance; + xorResult &= xorResult - 1; + } + } + + return distance; +} + + // Generate similarity info dynamically from embeddings + const generateSimilarityInfo = () => { + let similarityInfo = []; + const pairs = [[0, 1], [0, 2], [1, 2]]; + for (const [i, j] of pairs) { + const distance = hamming_distance(embeddings[i], embeddings[j]); + similarityInfo.push(`${texts[i]} <-> ${texts[j]} | ${distance}`); + } + // MESSAGE TO CHATGPT the current approach is not what i want since it outputs the brackets and the quotation marks + // we need it to be something like each lien is separated by newline + // like in raw html we would done but that doesnt work here since its being called by function + return similarityInfo.join('\n'); + }; + + + const busy = status !== 'idle'; + + return ( +
+ +
+
+ Transformers.js binary embedddings +
+
+ {texts.map((text, index) => ( + +
+ ))} +
+ +
+

Similarity:

+
+ 
+                  
+                    {generateSimilarityInfo()}
+                 
+
+
+ +
+
+
+
+ )} + + + ) +} + +export default App diff --git a/examples/binary-vector-search/src/index.css b/examples/binary-vector-search/src/index.css new file mode 100644 index 000000000..b5c61c956 --- /dev/null +++ b/examples/binary-vector-search/src/index.css @@ -0,0 +1,3 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; diff --git a/examples/binary-vector-search/src/main.jsx b/examples/binary-vector-search/src/main.jsx new file mode 100644 index 000000000..54b39dd1d --- /dev/null +++ b/examples/binary-vector-search/src/main.jsx @@ -0,0 +1,10 @@ +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/binary-vector-search/src/worker.js b/examples/binary-vector-search/src/worker.js new file mode 100644 index 000000000..708e1330b --- /dev/null +++ b/examples/binary-vector-search/src/worker.js @@ -0,0 +1,40 @@ +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 = 'Xenova/all-MiniLM-L6-v2'; + static instance = null; + + static async getInstance(progress_callback = null) { + if (this.instance === null) { + this.instance = pipeline(this.task, this.model, { + quantized: false, + 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 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 texts = event.data.texts; + + const embeddings = await extractor(texts, { pooling: 'mean', normalize: true, quantize: true, precision: 'ubinary' }); + + // Send the output back to the main thread + self.postMessage({ status: 'complete', embeddings: embeddings.tolist() }); +}); diff --git a/examples/binary-vector-search/tailwind.config.js b/examples/binary-vector-search/tailwind.config.js new file mode 100644 index 000000000..d37737fc0 --- /dev/null +++ b/examples/binary-vector-search/tailwind.config.js @@ -0,0 +1,12 @@ +/** @type {import('tailwindcss').Config} */ +export default { + content: [ + "./index.html", + "./src/**/*.{js,ts,jsx,tsx}", + ], + theme: { + extend: {}, + }, + plugins: [], +} + diff --git a/examples/binary-vector-search/vite.config.js b/examples/binary-vector-search/vite.config.js new file mode 100644 index 000000000..5a33944a9 --- /dev/null +++ b/examples/binary-vector-search/vite.config.js @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import react from '@vitejs/plugin-react' + +// https://vitejs.dev/config/ +export default defineConfig({ + plugins: [react()], +})