├── .gitignore ├── model └── group1-shard1of1.bin ├── .prettierrc.json ├── vitest.config.ts ├── .npmignore ├── scripts ├── bin-encode.mjs └── clear-node-fetch.mjs ├── lib ├── worker.ts ├── base64.ts ├── worker-wrapper.ts └── index.ts ├── __test__ ├── test-utils.ts ├── esm.test.ts ├── worker.test.ts └── index.test.ts ├── tsconfig.json ├── vite.config.ts ├── LICENSE.md ├── package.json ├── docs └── index.html ├── README.md └── pnpm-lock.yaml /.gitignore: -------------------------------------------------------------------------------- 1 | dist 2 | node_modules 3 | *.tgz 4 | -------------------------------------------------------------------------------- /model/group1-shard1of1.bin: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Ray-D-Song/guesslang-js/HEAD/model/group1-shard1of1.bin -------------------------------------------------------------------------------- /.prettierrc.json: -------------------------------------------------------------------------------- 1 | { 2 | "printWidth": 150, 3 | "tabWidth": 2, 4 | "useTabs": false, 5 | "semi": true, 6 | "singleQuote": true, 7 | "trailingComma": "all" 8 | } 9 | -------------------------------------------------------------------------------- /vitest.config.ts: -------------------------------------------------------------------------------- 1 | import { defineConfig } from 'vitest/config'; 2 | 3 | export default defineConfig({ 4 | test: { 5 | setupFiles: ['@vitest/web-worker'], 6 | }, 7 | }) -------------------------------------------------------------------------------- /.npmignore: -------------------------------------------------------------------------------- 1 | .github 2 | .prettierrc.json 3 | dist/test 4 | example 5 | lib 6 | model 7 | test 8 | utils 9 | tsconfig.json 10 | webpack.config.js 11 | **/*.map 12 | guesslang-js-*.tgz 13 | -------------------------------------------------------------------------------- /scripts/bin-encode.mjs: -------------------------------------------------------------------------------- 1 | import { readFileSync, writeFileSync } from 'node:fs'; 2 | import { Buffer } from 'node:buffer'; 3 | 4 | async function encode() { 5 | const binContent = readFileSync('./model/group1-shard1of1.bin'); 6 | const base64 = Buffer.from(binContent).toString('base64'); 7 | writeFileSync('./lib/bin.ts', `export default \`${base64}\``); 8 | } 9 | 10 | encode(); -------------------------------------------------------------------------------- /lib/worker.ts: -------------------------------------------------------------------------------- 1 | import { GuessLang } from './index'; 2 | 3 | let guessLang = new GuessLang() 4 | 5 | self.onmessage = async (e: MessageEvent) => { 6 | const { id, content } = e.data; 7 | 8 | try { 9 | const result = await guessLang.runModel(content); 10 | self.postMessage({ id, result }); 11 | } catch (error) { 12 | self.postMessage({ 13 | id, 14 | error: error instanceof Error ? error.message : String(error) 15 | }) 16 | } 17 | }; 18 | -------------------------------------------------------------------------------- /__test__/test-utils.ts: -------------------------------------------------------------------------------- 1 | import path from 'path'; 2 | import { readFileSync } from 'fs'; 3 | 4 | export async function modelJsonLoaderFunc() { 5 | const modelPath = path.join(__dirname, '..', 'model', 'model.json'); 6 | console.log('modelPath', modelPath); 7 | return JSON.parse(readFileSync(modelPath, 'utf-8')); 8 | } 9 | 10 | export async function weightsLoaderFunc() { 11 | const weightsPath = path.join(__dirname, '..', 'model', 'group1-shard1of1.bin'); 12 | return readFileSync(weightsPath).buffer; 13 | } -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "module": "ESNext", 4 | "moduleResolution": "node", 5 | "noEmitOnError": false, 6 | "strict": true, 7 | "esModuleInterop": true, 8 | "forceConsistentCasingInFileNames": true, 9 | "skipLibCheck": true, 10 | "sourceMap": true, 11 | "inlineSources": true, 12 | "noUnusedLocals": true, 13 | "noUnusedParameters": true, 14 | "declaration": true, 15 | "emitDeclarationOnly": true, 16 | "noEmit": false, 17 | "outDir": "./dist/types", 18 | "lib": ["ESNext", "DOM", "DOM.Iterable"], 19 | "types": ["vite/client"], 20 | "resolveJsonModule": true 21 | }, 22 | "include": [ 23 | "lib/**/*.ts" 24 | ] 25 | } 26 | -------------------------------------------------------------------------------- /scripts/clear-node-fetch.mjs: -------------------------------------------------------------------------------- 1 | import { readdirSync, readFileSync, writeFileSync, statSync } from 'node:fs'; 2 | import path from 'node:path'; 3 | 4 | function clearNodeFetch() { 5 | const libDir = path.resolve('dist/lib'); 6 | const workerDir = path.resolve('dist/worker'); 7 | const dirs = [libDir, workerDir]; 8 | for (const dir of dirs) { 9 | const files = readdirSync(dir); 10 | for (const fileOrDir of files) { 11 | const stats = statSync(path.resolve(dir, fileOrDir)); 12 | if (stats.isFile()) { 13 | const content = readFileSync(path.resolve(dir, fileOrDir), 'utf8'); 14 | if (content.includes('node-fetch')) { 15 | writeFileSync(path.resolve(dir, fileOrDir), content.replace('() => require("node-fetch")', "'good'")); 16 | } 17 | } 18 | } 19 | } 20 | } 21 | 22 | clearNodeFetch(); -------------------------------------------------------------------------------- /vite.config.ts: -------------------------------------------------------------------------------- 1 | import { LibraryFormats } from 'vite'; 2 | import { defineConfig } from 'vite' 3 | 4 | // build esm 5 | export default defineConfig(() => { 6 | const BUILD_TARGET = process.env.BUILD_TARGET || 'esm&umd' 7 | 8 | if (BUILD_TARGET === 'worker') { 9 | return { 10 | build: { 11 | outDir: 'dist/worker', 12 | target: 'es6', 13 | assetsDir: '', 14 | lib: { 15 | name: 'guesslang-worker', 16 | entry: './lib/worker-wrapper.ts', 17 | formats: ['es'] satisfies LibraryFormats[] 18 | } 19 | }, 20 | worker: { 21 | format: 'es' as const, 22 | }, 23 | } 24 | } 25 | 26 | return { 27 | build: { 28 | outDir: 'dist/lib', 29 | target: 'es6', 30 | lib: { 31 | name: 'guesslang', 32 | entry: './lib/index.ts', 33 | formats: ['es'] satisfies LibraryFormats[] 34 | } 35 | }, 36 | } 37 | }) 38 | -------------------------------------------------------------------------------- /__test__/esm.test.ts: -------------------------------------------------------------------------------- 1 | import { describe, it, expect, beforeEach, afterEach } from 'vitest'; 2 | import { GuessLang } from '../lib'; 3 | import { modelJsonLoaderFunc, weightsLoaderFunc } from './test-utils'; 4 | 5 | describe('ESM Format Tests', () => { 6 | let guessLang: GuessLang; 7 | 8 | beforeEach(() => { 9 | guessLang = new GuessLang({ 10 | minContentSize: 0, 11 | modelJsonLoaderFunc, 12 | weightsLoaderFunc 13 | }); 14 | }); 15 | 16 | afterEach(() => { 17 | if (guessLang) { 18 | guessLang.dispose(); 19 | } 20 | }); 21 | 22 | it('should work with ESM imports', async () => { 23 | const code = ` 24 | import { useState, useEffect } from 'react'; 25 | 26 | export function Counter() { 27 | const [count, setCount] = useState(0); 28 | 29 | useEffect(() => { 30 | document.title = \`Count: \${count}\`; 31 | }, [count]); 32 | } 33 | `; 34 | 35 | const result = await guessLang.runModel(code); 36 | expect(result[0].languageId).to.equal('ts'); 37 | }); 38 | 39 | }); -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- 1 | The MIT License (MIT) 2 | 3 | ===================== 4 | 5 | Permission is hereby granted, free of charge, to any person 6 | obtaining a copy of this software and associated documentation 7 | files (the “Software”), to deal in the Software without 8 | restriction, including without limitation the rights to use, 9 | copy, modify, merge, publish, distribute, sublicense, and/or sell 10 | copies of the Software, and to permit persons to whom the 11 | Software is furnished to do so, subject to the following 12 | conditions: 13 | 14 | The above copyright notice and this permission notice shall be 15 | included in all copies or substantial portions of the Software. 16 | 17 | THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, 18 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES 19 | OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND 20 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT 21 | HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, 22 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING 23 | FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 24 | OTHER DEALINGS IN THE SOFTWARE. 25 | -------------------------------------------------------------------------------- /lib/base64.ts: -------------------------------------------------------------------------------- 1 | // Taken from https://github.com/niklasvh/base64-arraybuffer/blob/47fe6a8b415945503594a2adb0d24804b136d851/src/index.ts 2 | 3 | const chars = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/'; 4 | 5 | const lookup = typeof Uint8Array === 'undefined' ? [] : new Uint8Array(256); 6 | for (let i = 0; i < chars.length; i++) { 7 | lookup[chars.charCodeAt(i)] = i; 8 | } 9 | 10 | export const base64ToArrayBuffer = (base64: string): ArrayBuffer => { 11 | let bufferLength = base64.length * 0.75, 12 | len = base64.length, 13 | i, 14 | p = 0, 15 | encoded1, 16 | encoded2, 17 | encoded3, 18 | encoded4; 19 | 20 | if (base64[base64.length - 1] === '=') { 21 | bufferLength--; 22 | if (base64[base64.length - 2] === '=') { 23 | bufferLength--; 24 | } 25 | } 26 | 27 | const arraybuffer = new ArrayBuffer(bufferLength), 28 | bytes = new Uint8Array(arraybuffer); 29 | 30 | for (i = 0; i < len; i += 4) { 31 | encoded1 = lookup[base64.charCodeAt(i)]; 32 | encoded2 = lookup[base64.charCodeAt(i + 1)]; 33 | encoded3 = lookup[base64.charCodeAt(i + 2)]; 34 | encoded4 = lookup[base64.charCodeAt(i + 3)]; 35 | 36 | bytes[p++] = (encoded1 << 2) | (encoded2 >> 4); 37 | bytes[p++] = ((encoded2 & 15) << 4) | (encoded3 >> 2); 38 | bytes[p++] = ((encoded3 & 3) << 6) | (encoded4 & 63); 39 | } 40 | 41 | return arraybuffer; 42 | }; 43 | -------------------------------------------------------------------------------- /lib/worker-wrapper.ts: -------------------------------------------------------------------------------- 1 | import type { ModelResult } from './index'; 2 | import Worker from './worker?worker&inline'; 3 | 4 | interface CommonWorker { 5 | postMessage(message: any): void; 6 | terminate(): void; 7 | } 8 | 9 | interface BrowserWorker extends CommonWorker { 10 | onmessage: (e: MessageEvent) => void; 11 | } 12 | 13 | export class GuessLangWorker { 14 | private worker: BrowserWorker; 15 | private messageId = 0; 16 | private pendingMessages = new Map void; 18 | reject: (error: Error) => void; 19 | }>(); 20 | 21 | constructor() { 22 | const worker = new Worker(); 23 | worker.onmessage = this.handleMessage.bind(this); 24 | this.worker = worker as BrowserWorker; 25 | } 26 | 27 | async runModel(content: string): Promise { 28 | const id = this.messageId++; 29 | 30 | return new Promise((resolve, reject) => { 31 | this.pendingMessages.set(id, { resolve, reject }); 32 | this.worker.postMessage({ id, content }); 33 | }); 34 | } 35 | 36 | private handleMessage(e: MessageEvent | any) { 37 | const data = e.data || e; 38 | const { id, result, error } = data; 39 | 40 | const pending = this.pendingMessages.get(id); 41 | if (pending) { 42 | this.pendingMessages.delete(id); 43 | if (error) { 44 | pending.reject(new Error(error)); 45 | } else { 46 | pending.resolve(result); 47 | } 48 | } 49 | } 50 | 51 | dispose() { 52 | this.worker.terminate(); 53 | this.pendingMessages.clear(); 54 | } 55 | } -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "@ray-d-song/guesslang-js", 3 | "version": "0.1.0", 4 | "description": "Use guesslang's ML model to detect source code languages", 5 | "private": false, 6 | "scripts": { 7 | "build:types": "tsc", 8 | "build:lib": "vite build", 9 | "build:worker": "BUILD_TARGET=worker vite build", 10 | "build": "npm run build:types && npm run build:lib && npm run build:worker && node scripts/clear-node-fetch.mjs", 11 | "test": "vitest" 12 | }, 13 | "repository": { 14 | "type": "git", 15 | "url": "git+https://github.com/Ray-D-Song/guesslang-js.git" 16 | }, 17 | "author": "Ray-D-Song", 18 | "license": "MIT", 19 | "bugs": { 20 | "url": "https://github.com/Ray-D-Song/guesslang-js/issues" 21 | }, 22 | "homepage": "https://github.com/Ray-D-Song/guesslang-js#readme", 23 | "devDependencies": { 24 | "@tensorflow/tfjs-backend-cpu": "^3.9.0", 25 | "@tensorflow/tfjs-converter": "^3.9.0", 26 | "@tensorflow/tfjs-core": "^3.9.0", 27 | "@types/node": "^16.10.2", 28 | "@vitest/web-worker": "^2.1.5", 29 | "prettier": "^2.4.1", 30 | "typescript": "^4.4.3", 31 | "vite": "^5.4.11", 32 | "vite-plugin-dts": "^4.3.0", 33 | "vitest": "^2.1.5" 34 | }, 35 | "exports": { 36 | ".": { 37 | "types": "./dist/types/lib/index.d.ts", 38 | "import": "./dist/lib/guesslang-js.mjs", 39 | "default": "./dist/lib/guesslang-js.umd.js" 40 | }, 41 | "./worker": { 42 | "types": "./dist/types/lib/worker-wrapper.d.ts", 43 | "import": "./dist/worker/guesslang-js.mjs" 44 | } 45 | }, 46 | "files": [ 47 | "dist/lib", 48 | "dist/worker", 49 | "dist/types" 50 | ] 51 | } 52 | -------------------------------------------------------------------------------- /__test__/worker.test.ts: -------------------------------------------------------------------------------- 1 | import { describe, it, expect } from 'vitest'; 2 | import '@vitest/web-worker' 3 | import { ModelResult } from '../lib'; 4 | 5 | declare global { 6 | var modelJsonLoaderFunc: () => Promise; 7 | var weightsLoaderFunc: () => Promise; 8 | } 9 | 10 | describe('GuessLangWorker Tests', () => { 11 | const worker = new Worker(new URL('../lib/worker.ts', import.meta.url)); 12 | 13 | it('should detect TypeScript code', async () => { 14 | const code = ` 15 | interface User { 16 | id: number; 17 | name: string; 18 | } 19 | 20 | function getUser(id: number): Promise { 21 | return fetch(\`/api/users/\${id}\`).then(res => res.json()); 22 | } 23 | `; 24 | 25 | worker.postMessage({ 26 | id: 0, 27 | content: code, 28 | }); 29 | 30 | const result = await new Promise((resolve, reject) => { 31 | worker.onmessage = (e) => resolve(e.data.result); 32 | worker.onerror = (e) => reject(e.error); 33 | }); 34 | 35 | expect(result[0].languageId).to.equal('ts'); 36 | }); 37 | 38 | it('should detect Python code', async () => { 39 | const code = ` 40 | def two_sum(nums, target): 41 | num_map = {} 42 | for i, num in enumerate(nums): 43 | complement = target - num 44 | if complement in num_map: 45 | return [num_map[complement], i] 46 | num_map[num] = i 47 | return [] 48 | `; 49 | 50 | worker.postMessage({ 51 | id: 0, 52 | content: code, 53 | }); 54 | 55 | const result = await new Promise((resolve, reject) => { 56 | worker.onmessage = (e) => resolve(e.data.result); 57 | worker.onerror = (e) => reject(e.error); 58 | }); 59 | 60 | expect(result[0].languageId).to.equal('py'); 61 | }); 62 | }); 63 | -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | guesslang-js 5 | 6 | 7 | 8 | 17 | 18 | 19 |
20 |
21 |

Code Language Detection

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63 | 64 | 95 | 96 | 97 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # guesslang-js 2 | 3 | A JavaScript library that uses machine learning to detect source code languages. Powered by [@yoeo](https://github.com/yoeo)'s [guesslang](https://github.com/yoeo/guesslang) model! 4 | 5 | Inspired by and modified from [vscode-languagedetection](https://github.com/microsoft/vscode-languagedetection) to add browser support. 6 | 7 | This is a fork of https://github.com/hieplpvip/guesslang-js, aimed at: 8 | - esm and web worker support 9 | - fix memory leak issues 10 | - better build process 11 | 12 | ## Usage 13 | 14 | This library is intended to be used only in browser. For Node.JS, please consider using [vscode-languagedetection](https://github.com/microsoft/vscode-languagedetection). 15 | 16 | Install via `npm`: 17 | ```bash 18 | npm install @ray-d-song/guesslang-js 19 | 20 | # or yarn 21 | yarn add @ray-d-song/guesslang-js 22 | 23 | # or pnpm 24 | pnpm add @ray-d-song/guesslang-js 25 | ``` 26 | 27 | Now you can use it in your project: 28 | 29 | ```js 30 | import { GuessLang } from '@ray-d-song/guesslang-js'; 31 | ``` 32 | 33 | Declare sample code: 34 | 35 | ```js 36 | const code = ` 37 | struct Rectangle { 38 | width: u32, 39 | height: u32, 40 | } 41 | 42 | fn main() { 43 | let rect1 = Rectangle { 44 | width: 30, 45 | height: 50, 46 | }; 47 | 48 | println!( 49 | "The area of the rectangle is {} square pixels.", 50 | area(&rect1) 51 | ); 52 | } 53 | 54 | fn area(rectangle: &Rectangle) -> u32 { 55 | rectangle.width * rectangle.height 56 | } 57 | `; 58 | ``` 59 | 60 | ### With Promise 61 | 62 | ```js 63 | // You should only create one guesslang instance 64 | const guessLang = new GuessLang(); 65 | 66 | guessLang.runModel(code).then((result) => { 67 | console.log(result); 68 | }); 69 | ``` 70 | 71 | ### With async/await 72 | 73 | ```js 74 | const guessLang = new GuessLang(); 75 | 76 | const result = await guessLang.runModel(code); 77 | console.log(result); 78 | ``` 79 | 80 | ### With Web Worker 81 | 82 | ```js 83 | import { GuessLangWorker } from '@ray-d-song/guesslang-js/worker'; 84 | 85 | const guessLang = new GuessLangWorker(); 86 | const result = await guessLang.runModel(code); 87 | console.log(result); 88 | ``` 89 | 90 | You should get an output similar to this: 91 | 92 | ```json 93 | [ 94 | { "languageId": "rs", "confidence": 0.7457122802734375 }, 95 | { "languageId": "js", "confidence": 0.03622082620859146 }, 96 | { "languageId": "ts", "confidence": 0.02657853439450264 }, 97 | { "languageId": "html", "confidence": 0.018268872052431107 }, 98 | { "languageId": "dart", "confidence": 0.017024816945195198 }, 99 | { "languageId": "css", "confidence": 0.013620768673717976 }, 100 | { "languageId": "go", "confidence": 0.012718110345304012 }, 101 | { "languageId": "c", "confidence": 0.011547493748366833 }, 102 | { "languageId": "lua", "confidence": 0.011429708451032639 }, 103 | { "languageId": "cpp", "confidence": 0.010202286764979362 }, 104 | { "languageId": "swift", "confidence": 0.010128483176231384 }, 105 | { "languageId": "kt", "confidence": 0.008081216365098953 }, 106 | { "languageId": "pm", "confidence": 0.007753847632557154 }, 107 | { "languageId": "groovy", "confidence": 0.007391981780529022 }, 108 | { "languageId": "scala", "confidence": 0.0069132656790316105 }, 109 | { "languageId": "r", "confidence": 0.006373902782797813 }, 110 | { "languageId": "ps1", "confidence": 0.004702022764831781 }, 111 | { "languageId": "mm", "confidence": 0.004345177672803402 }, 112 | { "languageId": "tex", "confidence": 0.004238464403897524 }, 113 | { "languageId": "asm", "confidence": 0.0035753981210291386 }, 114 | { "languageId": "php", "confidence": 0.0029875021427869797 }, 115 | { "languageId": "cs", "confidence": 0.00282992678694427 }, 116 | { "languageId": "erl", "confidence": 0.0026539231184870005 }, 117 | { "languageId": "hs", "confidence": 0.0022999923676252365 }, 118 | { "languageId": "java", "confidence": 0.0021398833487182856 }, 119 | { "languageId": "json", "confidence": 0.0018522157333791256 }, 120 | { "languageId": "jl", "confidence": 0.0016744869062677026 }, 121 | { "languageId": "coffee", "confidence": 0.0014533938374370337 }, 122 | { "languageId": "ml", "confidence": 0.0014339216286316514 }, 123 | { "languageId": "prolog", "confidence": 0.0013837843434885144 }, 124 | { "languageId": "md", "confidence": 0.0011162260780110955 }, 125 | { "languageId": "rb", "confidence": 0.0010244469158351421 }, 126 | { "languageId": "bat", "confidence": 0.0009783837012946606 }, 127 | { "languageId": "ex", "confidence": 0.0009154175058938563 }, 128 | { "languageId": "pas", "confidence": 0.0009110081009566784 }, 129 | { "languageId": "xml", "confidence": 0.0008580578141845763 }, 130 | { "languageId": "sh", "confidence": 0.0008576430263929069 }, 131 | { "languageId": "py", "confidence": 0.0006855467217974365 }, 132 | { "languageId": "csv", "confidence": 0.0006681767990812659 }, 133 | { "languageId": "yaml", "confidence": 0.0006367963505908847 }, 134 | { "languageId": "sql", "confidence": 0.0006355350487865508 }, 135 | { "languageId": "vba", "confidence": 0.0005863389233127236 }, 136 | { "languageId": "dm", "confidence": 0.0004887901013717055 }, 137 | { "languageId": "matlab", "confidence": 0.0003887197526637465 }, 138 | { "languageId": "v", "confidence": 0.000384387094527483 }, 139 | { "languageId": "clj", "confidence": 0.0003443971218075603 }, 140 | { "languageId": "f90", "confidence": 0.0002740618074312806 }, 141 | { "languageId": "cmake", "confidence": 0.000268166622845456 }, 142 | { "languageId": "ini", "confidence": 0.00018944506882689893 }, 143 | { "languageId": "makefile", "confidence": 0.0001014301014947705 }, 144 | { "languageId": "lisp", "confidence": 0.00006610684067709371 }, 145 | { "languageId": "cbl", "confidence": 0.00004037651524413377 }, 146 | { "languageId": "dockerfile", "confidence": 0.00002403824146313127 }, 147 | { "languageId": "toml", "confidence": 0.000019977496776846237 } 148 | ] 149 | ``` 150 | 151 | ### Advanced Options 152 | 153 | You can pass an optional object to `GuessLang` containing the following options: 154 | 155 | - `minContentSize?: number` - The minimum number of characters in a file to be considered for language detection. Defaults to `20`. 156 | - `maxContentSize?: number` - The maximum number of characters _that will be used_ in a file to be considered for language detection. Defaults to `100000`. 157 | 158 | For example: 159 | 160 | ```js 161 | const guessLang = new GuessLang({ 162 | minContentSize: 0, 163 | maxContentSize: 1000, 164 | }); 165 | ``` 166 | 167 | ## Differences from vscode-languagedetection 168 | 169 | The only notable difference is that this library includes the guesslang model as Base64 encoded string, allowing everything to be loaded from one single file. Meanwhile, `vscode-languagedetection` loads the model from files using `fs`. 170 | 171 | ## Credits 172 | 173 | - [guesslang](https://github.com/yoeo/guesslang) 174 | - [vscode-languagedetection](https://github.com/microsoft/vscode-languagedetection) 175 | - [base64-arraybuffer](https://github.com/niklasvh/base64-arraybuffer) 176 | - [base64-inline-loader](https://github.com/monolithed/base64-inline-loader) 177 | -------------------------------------------------------------------------------- /lib/index.ts: -------------------------------------------------------------------------------- 1 | import { Rank, tensor, Tensor, io, setBackend, env } from '@tensorflow/tfjs-core'; 2 | import { GraphModel, loadGraphModel } from '@tensorflow/tfjs-converter'; 3 | import '@tensorflow/tfjs-backend-cpu'; 4 | import MODEL_JSON from '../model/model.json'; 5 | import MODEL_WEIGHTS from './bin'; 6 | import { base64ToArrayBuffer } from './base64'; 7 | 8 | export interface ModelResult { 9 | languageId: string; 10 | confidence: number; 11 | } 12 | 13 | class InMemoryIOHandler implements io.IOHandler { 14 | constructor(private readonly modelJSON: io.ModelJSON, private readonly weights: ArrayBuffer) {} 15 | 16 | async load(): Promise { 17 | // We do not allow both modelTopology and weightsManifest to be missing. 18 | const modelTopology = this.modelJSON.modelTopology; 19 | const weightsManifest = this.modelJSON.weightsManifest; 20 | if (modelTopology === null && weightsManifest === null) { 21 | throw new Error(`The model contains neither model topology or manifest for weights.`); 22 | } 23 | 24 | return this.getModelArtifactsForJSON(this.modelJSON, (weightsManifest) => this.loadWeights(weightsManifest)); 25 | } 26 | 27 | private async getModelArtifactsForJSON( 28 | modelJSON: io.ModelJSON, 29 | loadWeights: (weightsManifest: io.WeightsManifestConfig) => Promise<[/* weightSpecs */ io.WeightsManifestEntry[], /* weightData */ ArrayBuffer]>, 30 | ): Promise { 31 | const modelArtifacts: io.ModelArtifacts = { 32 | modelTopology: modelJSON.modelTopology, 33 | format: modelJSON.format, 34 | generatedBy: modelJSON.generatedBy, 35 | convertedBy: modelJSON.convertedBy, 36 | }; 37 | 38 | if (modelJSON.trainingConfig !== null) { 39 | modelArtifacts.trainingConfig = modelJSON.trainingConfig; 40 | } 41 | if (modelJSON.weightsManifest !== null) { 42 | const [weightSpecs, weightData] = await loadWeights(modelJSON.weightsManifest); 43 | modelArtifacts.weightSpecs = weightSpecs; 44 | modelArtifacts.weightData = weightData; 45 | } 46 | if (modelJSON.signature !== null) { 47 | modelArtifacts.signature = modelJSON.signature; 48 | } 49 | if (modelJSON.userDefinedMetadata !== null) { 50 | modelArtifacts.userDefinedMetadata = modelJSON.userDefinedMetadata; 51 | } 52 | if (modelJSON.modelInitializer !== null) { 53 | modelArtifacts.modelInitializer = modelJSON.modelInitializer; 54 | } 55 | 56 | return modelArtifacts; 57 | } 58 | 59 | private async loadWeights(weightsManifest: io.WeightsManifestConfig): Promise<[io.WeightsManifestEntry[], ArrayBuffer]> { 60 | const weightSpecs = []; 61 | for (const entry of weightsManifest) { 62 | weightSpecs.push(...entry.weights); 63 | } 64 | 65 | return [weightSpecs, this.weights]; 66 | } 67 | } 68 | 69 | export interface GuessLangOptions { 70 | modelJsonLoaderFunc?: () => Promise<{ [key: string]: any }>; 71 | weightsLoaderFunc?: () => Promise; 72 | minContentSize?: number; 73 | maxContentSize?: number; 74 | normalizeNewline?: boolean; 75 | } 76 | 77 | let isBackendRegistered = false; 78 | 79 | export class GuessLang { 80 | private static DEFAULT_MAX_CONTENT_SIZE = 100000; 81 | private static DEFAULT_MIN_CONTENT_SIZE = 20; 82 | 83 | private static NODE_MODEL_JSON_FUNC: () => Promise<{ [key: string]: any }> = async () => { 84 | return MODEL_JSON; 85 | }; 86 | 87 | private static NODE_WEIGHTS_FUNC: () => Promise = async () => { 88 | return base64ToArrayBuffer(MODEL_WEIGHTS); 89 | }; 90 | 91 | private _model: GraphModel | undefined; 92 | private _modelJson: io.ModelJSON | undefined; 93 | private _weights: ArrayBuffer | undefined; 94 | private readonly _minContentSize: number; 95 | private readonly _maxContentSize: number; 96 | private readonly _modelJsonLoaderFunc: () => Promise<{ [key: string]: any }>; 97 | private readonly _weightsLoaderFunc: () => Promise; 98 | private readonly _normalizeNewline: boolean; 99 | 100 | constructor(options?: GuessLangOptions) { 101 | this._modelJsonLoaderFunc = options?.modelJsonLoaderFunc ?? GuessLang.NODE_MODEL_JSON_FUNC; 102 | this._weightsLoaderFunc = options?.weightsLoaderFunc ?? GuessLang.NODE_WEIGHTS_FUNC; 103 | this._minContentSize = options?.minContentSize ?? GuessLang.DEFAULT_MIN_CONTENT_SIZE; 104 | this._maxContentSize = options?.maxContentSize ?? GuessLang.DEFAULT_MAX_CONTENT_SIZE; 105 | this._normalizeNewline = options?.normalizeNewline ?? true; 106 | } 107 | 108 | private async getModelJSON(): Promise { 109 | if (this._modelJson) { 110 | return this._modelJson; 111 | } 112 | 113 | this._modelJson = (await this._modelJsonLoaderFunc()) as io.ModelJSON; 114 | return this._modelJson; 115 | } 116 | 117 | private async getWeights() { 118 | if (this._weights) { 119 | return this._weights; 120 | } 121 | 122 | this._weights = await this._weightsLoaderFunc(); 123 | return this._weights; 124 | } 125 | 126 | private async loadModel() { 127 | if (this._model) { 128 | return; 129 | } 130 | 131 | if (!isBackendRegistered) { 132 | const tfEnv = env(); 133 | tfEnv.set('IS_NODE', false); 134 | tfEnv.set('PROD', true); 135 | 136 | if (!(await setBackend('cpu'))) { 137 | throw new Error('Unable to set backend to CPU.'); 138 | } 139 | isBackendRegistered = true; 140 | } 141 | 142 | const resolvedModelJSON = await this.getModelJSON(); 143 | const resolvedWeights = await this.getWeights(); 144 | this._model = await loadGraphModel(new InMemoryIOHandler(resolvedModelJSON, resolvedWeights)); 145 | } 146 | 147 | public async runModel(content: string): Promise> { 148 | if (!content || content.length < this._minContentSize) { 149 | return []; 150 | } 151 | 152 | await this.loadModel(); 153 | 154 | // larger files cause a "RangeError: Maximum call stack size exceeded" in tfjs. 155 | // So grab the first X characters as that should be good enough for guessing. 156 | if (content.length >= this._maxContentSize) { 157 | content = content.substring(0, this._maxContentSize); 158 | } 159 | 160 | if (this._normalizeNewline) { 161 | content = content.replace(/\r\n/g, '\n'); 162 | } 163 | 164 | const predicted = await this._model!.executeAsync(tensor([content])); 165 | try { 166 | // call out to the model 167 | const probabilitiesTensor: Tensor = Array.isArray(predicted) ? predicted[0]! : predicted; 168 | const languageTensor: Tensor = Array.isArray(predicted) ? predicted[1]! : predicted; 169 | const probabilities = probabilitiesTensor.dataSync() as Float32Array; 170 | const langs: Array = languageTensor.dataSync() as any; 171 | 172 | const objs: Array = []; 173 | for (let i = 0; i < langs.length; i++) { 174 | objs.push({ 175 | languageId: langs[i], 176 | confidence: probabilities[i], 177 | }); 178 | } 179 | 180 | let maxIndex = 0; 181 | for (let i = 0; i < probabilities.length; i++) { 182 | if (probabilities[i] > probabilities[maxIndex]) { 183 | maxIndex = i; 184 | } 185 | } 186 | 187 | return objs.sort((a, b) => { 188 | return b.confidence - a.confidence; 189 | }); 190 | } finally { 191 | if (Array.isArray(predicted)) { 192 | predicted.forEach((tensor) => { 193 | tensor.dispose(); 194 | }); 195 | } else { 196 | predicted.dispose(); 197 | } 198 | } 199 | } 200 | 201 | public dispose() { 202 | this._model?.dispose(); 203 | this._modelJson = undefined; 204 | this._weights = undefined; 205 | this._model = undefined; 206 | } 207 | } 208 | -------------------------------------------------------------------------------- /__test__/index.test.ts: -------------------------------------------------------------------------------- 1 | import { readFileSync } from 'fs'; 2 | import path from 'path'; 3 | import { describe, it, expect } from 'vitest'; 4 | import { GuessLang, ModelResult } from '../lib'; 5 | 6 | const expectedRelativeConfidence = 0.2; 7 | 8 | async function arrayify(generator: Generator) { 9 | const langs: string[] = []; 10 | for await (const lang of generator) { 11 | langs.push(lang); 12 | } 13 | return langs; 14 | } 15 | 16 | // Similar to the heuristic used in VS Code: 17 | function* runVSCodeHeuristic(modelResults: ModelResult[]) { 18 | if (!modelResults) { 19 | return; 20 | } 21 | 22 | if (modelResults[0].confidence < expectedRelativeConfidence) { 23 | return; 24 | } 25 | 26 | const possibleLanguages: ModelResult[] = [modelResults[0]]; 27 | 28 | for (let current of modelResults) { 29 | if (current === modelResults[0]) { 30 | continue; 31 | } 32 | 33 | const currentHighest = possibleLanguages[possibleLanguages.length - 1]; 34 | 35 | if (currentHighest.confidence - current.confidence >= expectedRelativeConfidence) { 36 | while (possibleLanguages.length) { 37 | yield possibleLanguages.shift()!.languageId; 38 | } 39 | if (current.confidence > expectedRelativeConfidence) { 40 | possibleLanguages.push(current); 41 | continue; 42 | } 43 | return; 44 | } else { 45 | if (current.confidence > expectedRelativeConfidence) { 46 | possibleLanguages.push(current); 47 | continue; 48 | } 49 | 50 | // Handle languages that are close enough to each other 51 | if ( 52 | (currentHighest.languageId === 'ts' && current.languageId === 'js') || 53 | (currentHighest.languageId === 'js' && current.languageId === 'ts') || 54 | (currentHighest.languageId === 'c' && current.languageId === 'cpp') || 55 | (currentHighest.languageId === 'cpp' && current.languageId === 'c') 56 | ) { 57 | continue; 58 | } 59 | 60 | return; 61 | } 62 | } 63 | } 64 | 65 | async function modelJsonLoaderFunc(): Promise<{ [key: string]: any }> { 66 | const fs = await import('fs'); 67 | const path = await import('path'); 68 | 69 | return new Promise((resolve, reject) => { 70 | fs.readFile(path.join(__dirname, '..', 'model', 'model.json'), (err, data) => { 71 | if (err) { 72 | reject(err); 73 | return; 74 | } 75 | resolve(JSON.parse(data.toString())); 76 | }); 77 | }); 78 | } 79 | 80 | async function weightsLoaderFunc(): Promise { 81 | const fs = await import('fs'); 82 | const path = await import('path'); 83 | 84 | return new Promise((resolve, reject) => { 85 | fs.readFile(path.join(__dirname, '..', 'model', 'group1-shard1of1.bin'), (err, data) => { 86 | if (err) { 87 | reject(err); 88 | return; 89 | } 90 | resolve(data.buffer); 91 | }); 92 | }); 93 | } 94 | 95 | describe('describe', () => { 96 | const modelOperations = new GuessLang({ 97 | modelJsonLoaderFunc, 98 | weightsLoaderFunc, 99 | }); 100 | 101 | it('test TypeScript', async () => { 102 | const result = await modelOperations.runModel(` 103 | import { ValidationPipe } from '@nestjs/common'; 104 | import { NestFactory } from '@nestjs/core'; 105 | import { AppModule } from './app.module'; 106 | 107 | async function bootstrap() { 108 | const app = await NestFactory.create(AppModule); 109 | app.useGlobalPipes(new ValidationPipe()); 110 | 111 | await app.listen(3000); 112 | console.log(\`Application is running on: \${await app.getUrl()}\`); 113 | } 114 | bootstrap(); 115 | `); 116 | 117 | expect(result[0].languageId).to.equal('ts'); 118 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 119 | 120 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 121 | expect(langs.length).to.equal(1); 122 | expect(langs[0]).to.equal('ts'); 123 | }); 124 | 125 | it('test Python', async () => { 126 | const result = await modelOperations.runModel(` 127 | # Python program to check if the input number is odd or even. 128 | # A number is even if division by 2 gives a remainder of 0. 129 | # If the remainder is 1, it is an odd number. 130 | 131 | num = int(input("Enter a number: ")) 132 | if (num % 2) == 0: 133 | print("{0} is Even".format(num)) 134 | else: 135 | print("{0} is Odd".format(num)) 136 | `); 137 | expect(result[0].languageId).to.equal('py'); 138 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 139 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 140 | expect(langs.length).to.equal(1); 141 | expect(langs[0]).to.equal('py'); 142 | }); 143 | 144 | it('test Java', async () => { 145 | const result = await modelOperations.runModel(` 146 | public class Main { 147 | 148 | public static void main(String[] args) { 149 | int num = 29; 150 | boolean flag = false; 151 | for (int i = 2; i <= num / 2; ++i) { 152 | // condition for nonprime number 153 | if (num % i == 0) { 154 | flag = true; 155 | break; 156 | } 157 | } 158 | 159 | if (!flag) 160 | System.out.println(num + " is a prime number."); 161 | else 162 | System.out.println(num + " is not a prime number."); 163 | } 164 | } 165 | `); 166 | expect(result[0].languageId).to.equal('java'); 167 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 168 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 169 | expect(langs.length).to.equal(1); 170 | expect(langs[0]).to.equal('java'); 171 | }); 172 | 173 | it('test PowerShell', async () => { 174 | const result = await modelOperations.runModel(` 175 | $msedgedriverPath = 'C:\\Users\\Tyler\\Downloads\\edgedriver_win64\\msedgedriver.exe' 176 | 177 | $Driver = Start-SeNewEdge -BinaryPath $msedgedriverPath -StartURL https://seattle.signetic.com/home 178 | 179 | Start-Sleep -Seconds 5 180 | 181 | while($true) { 182 | $element = Find-SeElement -Driver $Driver -ClassName text-demibold 183 | 184 | if (!$element -or $element.Text -ne 'No appointments available') { 185 | # notify 186 | New-BurntToastNotification -Text 'Check website' 187 | break 188 | } else { 189 | Write-Host 'no appointments available' 190 | } 191 | 192 | Enter-SeUrl https://seattle.signetic.com/home -Driver $Driver 193 | Start-Sleep -Seconds 2 194 | } 195 | `); 196 | expect(result[0].languageId).to.equal('ps1'); 197 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 198 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 199 | expect(langs.length).to.equal(1); 200 | expect(langs[0]).to.equal('ps1'); 201 | }); 202 | 203 | it('test large file', async () => { 204 | const result = await modelOperations.runModel(readFileSync(path.resolve(__dirname, '..', '__test__', 'large.ts.txt')).toString()); 205 | 206 | expect(result[0].languageId).to.equal('ts'); 207 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 208 | 209 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 210 | expect(langs.length).to.equal(1); 211 | expect(langs[0]).to.equal('ts'); 212 | }); 213 | 214 | it('test Visual Basic', async () => { 215 | const result = await modelOperations.runModel(` 216 | Module Module1 217 | 218 | Sub Main() 219 | Dim id As Integer 220 | Dim name As String = "Suresh Dasari" 221 | Dim percentage As Double = 10.23 222 | Dim gender As Char = "M"c 223 | Dim isVerified As Boolean 224 | 225 | id = 10 226 | isVerified = True 227 | Console.WriteLine("Id:{0}", id) 228 | Console.WriteLine("Name:{0}", name) 229 | Console.WriteLine("Percentage:{0}", percentage) 230 | Console.WriteLine("Gender:{0}", gender) 231 | Console.WriteLine("Verfied:{0}", isVerified) 232 | Console.ReadLine() 233 | End Sub 234 | 235 | End Module 236 | `); 237 | 238 | expect(result[0].languageId).to.equal('vba'); 239 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 240 | 241 | for await (const lang of runVSCodeHeuristic(result)) { 242 | expect(lang).to.equal('vba'); 243 | } 244 | }); 245 | 246 | it('test results with carriage returns', async () => { 247 | const result = await modelOperations.runModel( 248 | `public class Reverse {\r\n\r\n public static void main(String[] args) {\r\n String sentence = "Go work";\r\n String reversed = reverse(sentence);\r\n System.out.println("The reversed sentence is: " + reversed);\r\n }\r\n\r\n public static String reverse(String sentence) {\r\n if (sentence.isEmpty())\r\n return sentence;\r\n\r\n return reverse(sentence.substring(1)) + sentence.charAt(0);\r\n }\r\n}`, 249 | ); 250 | expect(result[0].languageId).to.equal('java'); 251 | expect(result[0].confidence).to.greaterThan(expectedRelativeConfidence); 252 | const langs: string[] = await arrayify(runVSCodeHeuristic(result)); 253 | expect(langs.length).to.equal(1); 254 | expect(langs[0]).to.equal('java'); 255 | }); 256 | }); 257 | -------------------------------------------------------------------------------- /pnpm-lock.yaml: -------------------------------------------------------------------------------- 1 | lockfileVersion: '9.0' 2 | 3 | settings: 4 | autoInstallPeers: true 5 | excludeLinksFromLockfile: false 6 | 7 | importers: 8 | 9 | .: 10 | devDependencies: 11 | '@tensorflow/tfjs-backend-cpu': 12 | specifier: ^3.9.0 13 | version: 3.21.0(@tensorflow/tfjs-core@3.21.0) 14 | '@tensorflow/tfjs-converter': 15 | specifier: ^3.9.0 16 | version: 3.21.0(@tensorflow/tfjs-core@3.21.0) 17 | '@tensorflow/tfjs-core': 18 | specifier: ^3.9.0 19 | version: 3.21.0 20 | '@types/node': 21 | specifier: ^16.10.2 22 | version: 16.18.119 23 | '@vitest/web-worker': 24 | specifier: ^2.1.5 25 | version: 2.1.5(vitest@2.1.5(@types/node@16.18.119)(terser@5.36.0)) 26 | prettier: 27 | specifier: ^2.4.1 28 | version: 2.8.8 29 | typescript: 30 | specifier: ^4.4.3 31 | version: 4.9.5 32 | vite: 33 | specifier: ^5.4.11 34 | version: 5.4.11(@types/node@16.18.119)(terser@5.36.0) 35 | vite-plugin-dts: 36 | specifier: ^4.3.0 37 | version: 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