├── .env.example ├── .gitignore ├── LICENSE ├── README.md ├── config.json ├── evals └── react.json ├── evaluate.ts ├── generate.ts ├── package.json ├── sandbox ├── .dockerignore ├── .gitignore ├── app │ ├── package-lock.json │ ├── package.json │ ├── public │ │ └── index.html │ └── src │ │ ├── App.js │ │ └── index.js ├── e2b.Dockerfile ├── e2b.toml ├── package-lock.json ├── package.json ├── src │ ├── helpers │ │ ├── buildReactApp.ts │ │ └── createReactFileSystem.ts │ ├── index.ts │ └── sandbox.ts └── tsconfig.json ├── tsconfig.json ├── types.ts ├── utils.ts ├── view.ts ├── views └── index.ejs └── yarn.lock /.env.example: -------------------------------------------------------------------------------- 1 | E2B_API_KEY=e2b_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx 2 | OPENAI_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx 3 | # AZURE_API_KEY=00000000000000000000000000000000 -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | node_modules 2 | /dist 3 | credentials 4 | .env 5 | /runs 6 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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The text should be enclosed in the appropriate 184 | comment syntax for the file format. We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright 2024 GitWit, Inc. 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # ReactEval: ReactJS Codegen Evaluation Framework 2 | 3 | Video walkthrough: 4 | 5 | 6 | ReactEval: Evaluating LLM-generated code for ReactJS web apps 7 | 8 | 9 | ## Table of Contents 10 | 11 | - [What is this for?](#what-is-this-for) 12 | - [Installation](#installation) 13 | - [Usage](#usage) 14 | - [Important files](#important-files) 15 | - [Workflow](#workflow) 16 | - [Custom evaluations](#custom-evaluations) 17 | 18 | ## What is this for? 19 | 20 | This is a framework for **measuring the effectiveness of AI agents in generating ReactJS code**. 21 | 22 | It was created to evaluate [GitWit](https://github.com/gitwitorg/gitwit-server), but it's easy to use this framework with your own code generation tool/agent. 23 | 24 | You can do experiments like: 25 | - Which tasks does my agent excel at? 26 | - What issues does the code outputted by my agent have? 27 | - How does changing the LLMs change the performance of my agent? 28 | 29 | In short, you can batch run a list of prompts on your agent, then run the resulting code in a ReactJS sandbox, storing all errors and screenshots for later analysis. 30 | 31 | 32 | 33 | ## Installation 34 | 35 | To clone the repository and install dependencies, run: 36 | 37 | ```bash 38 | git clone https://github.com/gitwitorg/react-eval/ 39 | cd react-eval 40 | yarn install 41 | ``` 42 | 43 | The React evaluation sandbox uses a custom [E2B](https://e2b.dev/) sandbox. To access E2B, install the E2B CLI tool and authenticate: 44 | 45 | ```bash 46 | yarn global add @e2b/cli@latest 47 | e2b auth login 48 | ``` 49 | 50 | Now, you need an [OpenAI API key](https://platform.openai.com/api-keys) (or [Azure API key](https://oai.azure.com/portal)) and an [E2B API key](https://e2b.dev/docs/getting-started/api-key). 51 | 52 | Finally, copy .env.example or create a .env file with the following: 53 | 54 | ```txt 55 | E2B_API_KEY=e2b_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx 56 | OPENAI_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx 57 | ``` 58 | 59 | Once these steps are finished, you can go on to the instructions below. 60 | 61 | ## Usage 62 | 63 | ### Important files 64 | 65 | The inputs and outputs of evaluations are structured like this: 66 | 67 | | Component | Location | 68 | |----------------------------|--------------------------------------------------| 69 | | Evaluation Tasks | `/evals/[eval].json` | 70 | | Generated Code | `/runs/[run]/generations.json` | 71 | | Evaluation Results | `/runs/[run]/evaluations.json` | 72 | | Logs, Screenshots | `/runs/[run]/logs`, `/runs/[run]/screenshots` | 73 | 74 | ### Workflow 75 | 76 | A typical workflow is 1) generate 2) evaluate 3) view. For example: 77 | 78 | ```bash 79 | yarn generate react 80 | yarn evaluate 1 81 | yarn view 1 82 | ``` 83 | 84 | These steps will be explained below: 85 | 86 | **Generate** 87 | 88 | The command `yarn generate [eval-name]`, runs the agent M x N times. M is the number of prompts in [eval-name], and N is a number you can configure in `config.json`. 89 | 90 | The results are stored in JSON format in a director such as `/runs/1/`. (If 1 is taken, 2 will be used, etc.) 91 | 92 | **Evaluate** 93 | 94 | Run `yarn evaluate [run-name]`, to evaluate each code generation. Evaluation results will appear in the same folder as the generations. 95 | 96 | **View** 97 | 98 | Run `yarn view [run-name]`, to see the results in HTML format. You don't have to wait until the evaluation results are finished to do this, just run the command again to update the generated HTML. 99 | 100 | ## Custom evaluations 101 | 102 | ### Using your own code generation agent 103 | 104 | To integrate React Eval to your own code generation tool, see where the `generateCode` function is called in [generate.ts](https://github.com/gitwitorg/react-eval/blob/main/generate.ts#L70). Currently this function is used to apply one prompt to one file, and replace the entire file with the reuslts. 105 | 106 | ### Modifying GitWit Server 107 | 108 | React Eval is configured to generate code with GitWit server by default. To modify the server code, first fork and clone [gitwit-server](https://github.com/gitwitorg/gitwit-server) to your computer. In the `gitwit-server` directory, run `yarn link`. Then, in the `react-eval` directory run `yarn install gitwit-server`. 109 | 110 | ### Modifying the sandbox template 111 | 112 | If you make any changes inside the sandbox directory, you need to create a new E2B sandbox as follows. This requires Docker to be installed and running. 113 | 114 | ```bash 115 | cd sandbox 116 | e2b template build --name "your-sandbox-name" 117 | ``` 118 | 119 | Then, change react-evals in evaluate.ts to your new sandbox name. 120 | -------------------------------------------------------------------------------- /config.json: -------------------------------------------------------------------------------- 1 | { 2 | "n_generations": 3, 3 | "max_concurrent_generations": 10, 4 | "max_concurrent_evaluations": 20, 5 | "sandbox_timeout": 420 6 | } -------------------------------------------------------------------------------- /evals/react.json: -------------------------------------------------------------------------------- 1 | [ 2 | { "prompt": "add a button" }, 3 | { "prompt": "create a login form" }, 4 | { "prompt": "make a personal website with three pages" }, 5 | { "prompt": "add a button, when clicked opens a modal" }, 6 | { "prompt": "make a set of introductory screens, which the user can swipe through one by one" }, 7 | { "prompt": "create a magic eight ball that, when shaken, gives a prediction" }, 8 | { "prompt": "create an editable kanban board" }, 9 | { "prompt": "create a page showing a map with several markers on the left side, and the list of marked locations on the right side" } 10 | ] -------------------------------------------------------------------------------- /evaluate.ts: -------------------------------------------------------------------------------- 1 | import { Sandbox } from "@e2b/sdk"; 2 | import * as fs from "fs"; 3 | import * as path from "path"; 4 | 5 | import { config } from "dotenv"; 6 | config(); 7 | 8 | import evalConfig from "./config.json"; 9 | 10 | import { GenerationResult, EvalResult } from "./types"; 11 | import { asyncMap } from "./utils"; 12 | 13 | const runsPath = "./runs" 14 | 15 | // Return undefined if the file doesn't exist rather than throwing an error 16 | const safeRead = async ( 17 | readBytesFunction: (path: string) => Promise, 18 | path: string 19 | ): Promise => { 20 | try { 21 | return await readBytesFunction(path); 22 | } catch (e) { 23 | return undefined; 24 | } 25 | }; 26 | 27 | // Sleep for a number of milliseconds 28 | function sleep(ms : number) { 29 | return new Promise(resolve => setTimeout(resolve, ms)); 30 | } 31 | 32 | async function runEvaluations(runNumber: string) { 33 | // Read the generations file 34 | const generations: GenerationResult[] = JSON.parse( 35 | fs.readFileSync(path.join(runsPath, runNumber, "generations.json"), "utf8") 36 | ); 37 | const completedItems: EvalResult[] = []; 38 | 39 | // Set up a logs directory for this run 40 | const logsPath = path.join(runsPath, runNumber, "logs"); 41 | fs.mkdirSync(logsPath, { recursive: true }); 42 | 43 | // Evaluate code for each generation 44 | const startTime = Date.now(); 45 | let runningSandboxes = 0; 46 | let evaluationDurations: number[] = []; 47 | await asyncMap(generations, evalConfig.max_concurrent_evaluations || 1, async (generation: GenerationResult) => { 48 | 49 | // Create a custom sandbox with E2B 50 | let sandbox : Sandbox | null = null; 51 | try { 52 | sandbox = await Sandbox.create({ 53 | template: "react-evals", 54 | cwd: "/evals", 55 | }); 56 | } catch (e) { 57 | console.error("Error creating sandbox", e); 58 | throw e; 59 | } 60 | 61 | runningSandboxes++; 62 | console.log(`Started ${generation.id} (${runningSandboxes} evaluations in progress)`) 63 | 64 | try { 65 | const evaluationStartTime = Date.now(); 66 | const logFile = path.join(logsPath, `${generation.id}.log`); 67 | fs.writeFileSync(logFile, ""); 68 | 69 | // Write the code to the sandbox 70 | sandbox.filesystem.write("/evals/app/src/App.js", generation.appDotJS); 71 | sandbox.filesystem.write( 72 | "/evals/app/package.json", 73 | generation.packageDotJSON 74 | ); 75 | 76 | // Build and evaluate the code 77 | const procWithCustomHandler = await sandbox.process.start({ 78 | cmd: "npm start", 79 | onStdout: (data) => 80 | fs.appendFile(logFile, `[STDOUT] ${data.line}\n`, () => {}), 81 | onStderr: (data) => 82 | fs.appendFile(logFile, `[STDERR] ${data.line}\n`, () => {}) 83 | }); 84 | const processOutput = await procWithCustomHandler.wait((evalConfig.sandbox_timeout || 60) * 1000); 85 | 86 | // Save the results 87 | const errorJSON = await safeRead( 88 | sandbox.filesystem.read, 89 | "/evals/output/errors.json" 90 | ); 91 | completedItems.push({ 92 | ...generation, 93 | errors: errorJSON ? JSON.parse(errorJSON) : undefined, 94 | exitCode: processOutput.exitCode 95 | }); 96 | fs.writeFileSync( 97 | path.join(runsPath, runNumber, "evaluations.json"), 98 | JSON.stringify(completedItems, null, 2), 99 | ); 100 | 101 | // Save the screenshot 102 | let screenshot: Uint8Array | undefined = await safeRead( 103 | sandbox.filesystem.readBytes, 104 | "/evals/output/screenshot.png" 105 | ); 106 | if (screenshot) { 107 | const screenshotsPath = path.join(runsPath, runNumber, `screenshots`); 108 | fs.mkdirSync(screenshotsPath, { recursive: true }); 109 | fs.writeFileSync( 110 | path.join(screenshotsPath, `${generation.id}.png`), 111 | screenshot 112 | ); 113 | } 114 | 115 | const duration = (Date.now() - evaluationStartTime) / 1000; 116 | evaluationDurations.push(duration); 117 | console.log(`Evaluated ${generation.id} in ${duration.toFixed(0)}s (${completedItems.length}/${generations.length})`); 118 | } catch (e) { 119 | console.error("Error evaluating", generation.id, e); 120 | } finally { 121 | if (sandbox) { 122 | await sandbox.close(); 123 | // Sandboxes do not close immediately: https://github.com/e2b-dev/E2B/issues/283 124 | await sleep(16000); // Wait 15s + 1s margin for the sandbox to close. 125 | runningSandboxes--; 126 | } 127 | } 128 | }); 129 | 130 | const duration = (Date.now() - startTime) / 1000; 131 | const average = (arr: number[]) => arr.reduce((a, b) => a + b, 0) / arr.length; 132 | console.log(`Finished evaluating ${completedItems.length} generations in ${duration.toFixed(0)}s (Avg. ${average(evaluationDurations)}s)`); 133 | } 134 | 135 | const runNumber = process.argv[2]; 136 | if (!runNumber) { 137 | console.error("No run number provided. Usage: yarn evaluate "); 138 | process.exit(1); 139 | } 140 | 141 | runEvaluations(runNumber); 142 | -------------------------------------------------------------------------------- /generate.ts: -------------------------------------------------------------------------------- 1 | import * as fs from "fs"; 2 | import { v4 as uuidv4 } from "uuid"; 3 | import * as path from "path"; 4 | 5 | import { config } from "dotenv"; 6 | config(); 7 | 8 | import evalConfig from "./config.json"; 9 | 10 | import { generateCode } from "gitwit-server"; 11 | 12 | import { EvalItem, GenerationResult } from "./types"; 13 | import { asyncMap } from "./utils"; 14 | 15 | const appDotJS = fs.readFileSync("./sandbox/app/src/App.js", "utf-8"); 16 | const packageDotJSON = fs.readFileSync("./sandbox/app/package.json", "utf-8"); 17 | 18 | const runsPath = "./runs" 19 | const evalsPath = "./evals" 20 | 21 | // Add dependencies to package.json 22 | const addDependencies = ( 23 | packageDotJSON: string, 24 | dependencies: { [key: string]: string } 25 | ) => { 26 | const packageDotJSONData = JSON.parse(packageDotJSON); 27 | for (const dependency in dependencies) { 28 | if (packageDotJSONData.dependencies[dependency] === undefined) { 29 | packageDotJSONData.dependencies[dependency] = dependencies[dependency]; 30 | } 31 | } 32 | return packageDotJSONData; 33 | }; 34 | 35 | function repeatArray(arr: any[], n: number): any[] { 36 | return Array.from({ length: n }, () => [...arr]).flat(); 37 | } 38 | 39 | // Generate code for each prompt 40 | async function runGenerations(dataset: string) { 41 | 42 | // Create the runs directory if it doesn't exist 43 | if (!fs.existsSync(runsPath)) { 44 | fs.mkdirSync(runsPath); 45 | } 46 | 47 | // Create new directory for this run 48 | const maxNumber = fs 49 | .readdirSync(runsPath) 50 | .filter((dir) => !isNaN(parseInt(dir))) 51 | .reduce((max, dir) => Math.max(max, parseInt(dir)), 0); 52 | const newNumber = maxNumber + 1; 53 | const newDir = path.join(runsPath, newNumber.toString()); 54 | 55 | // Read the evals file 56 | const filePath = path.join(evalsPath, `${dataset}.json`); 57 | const data = fs.readFileSync(filePath, "utf8"); 58 | const items: EvalItem[] = repeatArray(JSON.parse(data), evalConfig.n_generations || 1); 59 | 60 | // Confirm with the user 61 | console.log(`Press return to start ${items.length} generations.`); 62 | const stdin = process.openStdin(); 63 | await new Promise((resolve) => stdin.once("data", resolve)); 64 | console.log("Generating...") 65 | 66 | // Generate code for each prompt 67 | fs.mkdirSync(newDir, { recursive: true }); 68 | console.log(`Generated code will be saved in ${newDir}`); 69 | 70 | const processedItems: GenerationResult[] = []; 71 | await asyncMap(items, evalConfig.max_concurrent_generations || 1, async (item : EvalItem) => { 72 | const { code: newAppDotJS, dependencies } = await generateCode( 73 | appDotJS, 74 | item.prompt 75 | ); 76 | const newPackageDotJSON = JSON.stringify( 77 | addDependencies(packageDotJSON, dependencies), 78 | null, 79 | 2 80 | ); 81 | processedItems.push({ 82 | id: uuidv4(), 83 | prompt: item.prompt, 84 | appDotJS: newAppDotJS, 85 | packageDotJSON: newPackageDotJSON, 86 | created: new Date().toISOString(), 87 | }); 88 | fs.writeFileSync( 89 | path.join(newDir, `generations.json`), 90 | JSON.stringify(processedItems, null, 2) 91 | ); 92 | console.log( 93 | `Generated (${processedItems.length}/${items.length}) ${item.prompt}` 94 | ); 95 | }); 96 | 97 | console.log(`Ran ${processedItems.length} generations in ${newDir}`); 98 | console.log(`To evaluate, run: yarn evaluate ${newNumber}`); 99 | 100 | process.exit(0); 101 | } 102 | 103 | const dataset = process.argv[2]; 104 | if (!dataset) { 105 | console.error("No argument provided. Usage: yarn generate "); 106 | process.exit(1); 107 | } 108 | 109 | runGenerations(dataset); -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "gitwit-data-analyser", 3 | "version": "1.0.0", 4 | "type": "module", 5 | "scripts": { 6 | "test": "echo \"Error: no test specified\" && exit 1", 7 | "generate": "npx tsx generate.ts", 8 | "evaluate": "npx tsx evaluate.ts", 9 | "view": "nodemon --exec npx tsx view.ts --watch views/index.ejs" 10 | }, 11 | "dependencies": { 12 | "@e2b/sdk": "^0.12.5", 13 | "@types/dotenv": "^8.2.0", 14 | "dotenv": "^16.3.1", 15 | "ejs": "^3.1.9", 16 | "fs": "^0.0.1-security", 17 | "gitwit-server": "https://github.com/gitwitorg/gitwit-server", 18 | "uuid": "^9.0.1" 19 | }, 20 | "devDependencies": { 21 | "@types/cors": "^2.8.17", 22 | "@types/ejs": "^3.1.5", 23 | "@types/node": "^20.10.5", 24 | "@types/uuid": "^9.0.7", 25 | "tsx": "^4.7.1" 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /sandbox/.dockerignore: -------------------------------------------------------------------------------- 1 | .env 2 | node_modules 3 | app/package-lock.json 4 | app/node_modules -------------------------------------------------------------------------------- /sandbox/.gitignore: -------------------------------------------------------------------------------- 1 | output -------------------------------------------------------------------------------- /sandbox/app/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "dependencies": { 3 | "react": "^18.0.0", 4 | "react-dom": "^18.0.0", 5 | "react-scripts": "^5.0.1" 6 | }, 7 | "scripts": { 8 | "start": "BROWSER=none react-scripts --openssl-legacy-provider start" 9 | }, 10 | "main": "./src/index.js", 11 | "browserslist": { 12 | "production": [ 13 | ">0.2%", 14 | "not dead", 15 | "not op_mini all" 16 | ], 17 | "development": [ 18 | "last 1 chrome version", 19 | "last 1 firefox version", 20 | "last 1 safari version" 21 | ] 22 | } 23 | } -------------------------------------------------------------------------------- /sandbox/app/public/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | Document 8 | 9 | 10 |
11 | 12 | -------------------------------------------------------------------------------- /sandbox/app/src/App.js: -------------------------------------------------------------------------------- 1 | import React from 'react' 2 | 3 | export default function App() { 4 | return ( 5 |
6 |

7 | My React App 8 |

9 |
10 | ) 11 | } -------------------------------------------------------------------------------- /sandbox/app/src/index.js: -------------------------------------------------------------------------------- 1 | import React, { StrictMode } from "react"; 2 | import { createRoot } from "react-dom/client"; 3 | 4 | import App from "./App"; 5 | 6 | const root = createRoot(document.getElementById("root")); 7 | root.render( 8 | 9 | 10 | 11 | ); -------------------------------------------------------------------------------- /sandbox/e2b.Dockerfile: -------------------------------------------------------------------------------- 1 | FROM node:20 2 | 3 | # Install required dependencies 4 | RUN apt-get update && \ 5 | apt-get -y install npm git lsof libxcomposite1 libxdamage1 libxrandr2 libgbm1 libxkbcommon0 libpango-1.0-0 libasound2 libatk1.0-0 libatk-bridge2.0-0 libcups2 libdrm2 wget gnupg 6 | 7 | # Install Google Chrome 8 | WORKDIR /home 9 | RUN wget https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb && \ 10 | apt-get install -y ./google-chrome-stable_current_amd64.deb 11 | 12 | # Prepare the test environment 13 | WORKDIR /evals 14 | COPY . . 15 | RUN npm install 16 | RUN echo "CHROME_BIN=/usr/bin/google-chrome" > .env 17 | 18 | # Pre-install the app dependencies to speed up the tests 19 | WORKDIR /evals/app 20 | RUN npm install 21 | 22 | # Allow the user "user" to write output files 23 | RUN chmod a+rwX /evals -------------------------------------------------------------------------------- /sandbox/e2b.toml: -------------------------------------------------------------------------------- 1 | # This is a config for E2B sandbox template. 2 | # You can use 'template_id' (9deau877qr5cbigxitq3) or 'template_name (react-evals) from this config to spawn a sandbox: 3 | 4 | # Python SDK 5 | # from e2b import Sandbox 6 | # sandbox = Sandbox(template='react-evals') 7 | 8 | # JS SDK 9 | # import { Sandbox } from 'e2b' 10 | # const sandbox = await Sandbox.create({ template: 'react-evals' }) 11 | 12 | dockerfile = "e2b.Dockerfile" 13 | template_name = "react-evals" 14 | template_id = "9deau877qr5cbigxitq3" 15 | -------------------------------------------------------------------------------- /sandbox/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "gitwit-sandbox", 3 | "version": "1.0.0", 4 | "description": "", 5 | "main": "index.js", 6 | "scripts": { 7 | "test": "echo \"Error: no test specified\" && exit 1", 8 | "start": "ts-node src/index.ts" 9 | }, 10 | "author": "", 11 | "license": "ISC", 12 | "dependencies": { 13 | "@types/express": "^4.17.18", 14 | "@types/uuid": "^9.0.5", 15 | "express": "^4.18.2", 16 | "puppeteer": "^21.3.6", 17 | "tmp": "^0.2.1", 18 | "typescript": "^5.2.2", 19 | "uuid": "^9.0.1" 20 | }, 21 | "devDependencies": { 22 | "@types/fs-extra": "^11.0.4", 23 | "@types/node": "^20.8.2", 24 | "@types/puppeteer": "^7.0.4", 25 | "@types/tmp": "^0.2.4", 26 | "dotenv": "^16.3.1", 27 | "ts-node": "^10.9.1" 28 | } 29 | } 30 | -------------------------------------------------------------------------------- /sandbox/src/helpers/buildReactApp.ts: -------------------------------------------------------------------------------- 1 | import { execSync, spawn, ChildProcess } from 'child_process'; 2 | 3 | 4 | export function clearPortForReactAppLaunch(port: number): void { 5 | try { 6 | const pid = execSync(`lsof -t -i:${port}`, { encoding: 'utf8' }).trim(); 7 | console.log(`pid is ${pid}`); 8 | if (pid) { 9 | execSync(`kill -9 ${pid}`); 10 | console.log(`Successfully killed process on port ${port}`); 11 | } else { 12 | console.log(`No process running on port ${port}`); 13 | } 14 | } catch (error: any) { 15 | // Check if the error is due to no process running on the port 16 | if (error.status === 1 && !error.stdout && !error.stderr) { 17 | console.log(`No process running on port ${port}`); 18 | } else { 19 | throw new Error(`Unable to clear port ${port}. ERROR: ${error.message}`); 20 | } 21 | } 22 | } 23 | 24 | export function installReactDependencies(reactAppPath: string): void { 25 | try { 26 | console.log('Installing react dependencies...'); 27 | 28 | execSync(`cd ${reactAppPath} && npm install --legacy-peer-deps`, { stdio: 'inherit' }); 29 | 30 | console.log('Installation completed.'); 31 | } catch (error) { 32 | throw new Error(`Error during installation and build: ${error}`); 33 | } 34 | } 35 | 36 | export function runReactAppInDev(reactAppPath: string): { childProcess: ChildProcess, started: Promise, exited: Promise } { 37 | const child = spawn('npm', ['run', 'start'], { 38 | cwd: reactAppPath 39 | }); 40 | 41 | const started = new Promise((resolve, _) => { 42 | child.stdout.on('data', (data) => { 43 | console.log(`STDOUT child_process: ${data}`); 44 | if (data.includes('webpack compiled successfully') || data.includes('Failed to compile')) { 45 | resolve(); 46 | } 47 | }); 48 | 49 | child.stderr.on('data', (data) => { 50 | console.error(`STDERR child_process: ${data}`); 51 | }); 52 | }); 53 | 54 | const exited = new Promise((resolve) => { 55 | child.on('exit', (code) => { 56 | console.log(`Child process exited with code ${code}`); 57 | resolve(code); 58 | }); 59 | }); 60 | 61 | return { childProcess: child, started, exited }; 62 | } 63 | -------------------------------------------------------------------------------- /sandbox/src/helpers/createReactFileSystem.ts: -------------------------------------------------------------------------------- 1 | import fs from 'fs'; 2 | import path from 'path'; 3 | import tmp from 'tmp'; 4 | 5 | interface TmpDirObject { 6 | name: string; 7 | removeCallback: () => void; 8 | } 9 | 10 | export function createTemporaryFileSystem(): Record { 11 | // Create a temporary directory 12 | const reactAppDirObj = tmp.dirSync({ unsafeCleanup: true }); 13 | const reactAppDir: string = reactAppDirObj.name; 14 | fs.cpSync(path.join(__dirname, '../../app'), reactAppDir, { recursive: true }); 15 | 16 | return { 17 | reactAppDirObj: reactAppDirObj, 18 | reactAppDir: reactAppDir 19 | } 20 | } 21 | 22 | export function deleteTemporaryDirectory(tmpDirObject: TmpDirObject): void { 23 | tmpDirObject.removeCallback(); 24 | } -------------------------------------------------------------------------------- /sandbox/src/index.ts: -------------------------------------------------------------------------------- 1 | import { 2 | testReactApp 3 | } from "./sandbox"; 4 | 5 | import * as fs from "fs"; 6 | 7 | (async () => { 8 | const result = await testReactApp(); 9 | 10 | if (!fs.existsSync("./output")) { 11 | fs.mkdirSync("./output"); 12 | } 13 | 14 | fs.writeFileSync("./output/errors.json", JSON.stringify( result?.errors )); 15 | if (result?.screenshot) { 16 | fs.writeFileSync("./output/screenshot.png", result?.screenshot); 17 | } 18 | 19 | // Exit node process with code success to avoid CRON automatic retrial 20 | process.exit(0); 21 | })(); 22 | -------------------------------------------------------------------------------- /sandbox/src/sandbox.ts: -------------------------------------------------------------------------------- 1 | import { 2 | createTemporaryFileSystem, 3 | deleteTemporaryDirectory, 4 | } from "./helpers/createReactFileSystem"; 5 | import { 6 | installReactDependencies, 7 | runReactAppInDev, 8 | clearPortForReactAppLaunch, 9 | } from "./helpers/buildReactApp"; 10 | 11 | import puppeteer, { Browser, Page } from 'puppeteer'; 12 | import path from 'path'; 13 | 14 | // Initialise env variables 15 | require('dotenv').config({ path: path.join(__dirname, '../.env') }); 16 | 17 | async function captureReactAppOutput( 18 | logErrorsOnly = true 19 | ): Promise<{ errors: string[]; screenshot: Buffer }> { 20 | const errorSet = new Set(); 21 | const browser: Browser = await puppeteer.launch({ 22 | headless: true, 23 | executablePath: process.env.CHROME_BIN, 24 | }); 25 | const page: Page = await browser.newPage(); 26 | 27 | !logErrorsOnly && 28 | page.on("console", (msg) => { 29 | console.log(`React App Console [${msg.type()}]:`, msg.text()); 30 | if (msg.text().includes("error")) { 31 | console.log(`Adding to errorSet: ${msg.text()}`); 32 | errorSet.add(msg.text()); 33 | } 34 | }); 35 | 36 | // Capture uncaught exceptions from the React app 37 | page.on("pageerror", (err) => { 38 | // console.log('React App Error:', err.message); 39 | errorSet.add(err.message); 40 | }); 41 | 42 | await page.setDefaultNavigationTimeout(10000); 43 | await page.goto("http://localhost:3000", { waitUntil: "load" }); 44 | 45 | // Capture a screenshot 46 | const screenshot = await page.screenshot({ encoding: "binary" }); 47 | 48 | await browser.close(); 49 | 50 | // Remove the child_processes-specific error message from the set 51 | errorSet.delete("process is not defined"); 52 | 53 | return { errors: [...errorSet], screenshot }; 54 | } 55 | 56 | export async function testReactApp() { 57 | // Create Temporary Folder/File Structure 58 | console.log("Copying React app to temporary directory..."); 59 | const { reactAppDirObj, reactAppDir } = createTemporaryFileSystem(); 60 | 61 | // Perform child_process in-sync opperations. 62 | try { 63 | console.log("Clearing port 3000..."); 64 | clearPortForReactAppLaunch(3000); 65 | console.log("Installing React App Dependencies...") 66 | installReactDependencies(reactAppDir); 67 | } catch (error: any) { 68 | deleteTemporaryDirectory(reactAppDirObj); 69 | console.error(error); 70 | return null; 71 | } 72 | 73 | // Run async child_process with react dev server. 74 | const { childProcess, started, exited } = runReactAppInDev(reactAppDir); 75 | try { 76 | await started; 77 | console.log(`Child Process successfully started React App in Dev.`); 78 | } catch (error: any) { 79 | deleteTemporaryDirectory(reactAppDirObj); 80 | console.error(`ERROR: when trying to run the React app: ${error}`); 81 | return null; 82 | } 83 | 84 | // Create headless browser and capture errors, if any. 85 | console.log( 86 | "Back in the main thread. Should call captureReactAppOutput to start headless browser..." 87 | ); 88 | const { errors: reactAppErrors, screenshot: reactAppScreenshot } = 89 | await captureReactAppOutput(false); 90 | 91 | if (childProcess.kill("SIGTERM")) { 92 | console.log("Signal sent to child process to terminate."); 93 | 94 | const timeoutDuration = 3000; 95 | const timeout = new Promise((_, reject) => { 96 | setTimeout( 97 | () => reject(new Error("Graceful shutdown timeout")), 98 | timeoutDuration 99 | ); 100 | }); 101 | 102 | try { 103 | // await exited or timeout, whichever finishes first. 104 | await Promise.race([exited, timeout]); 105 | console.log( 106 | "Child process has been killed. Main process can continue execution..." 107 | ); 108 | } catch (error) { 109 | console.warn( 110 | "Child process did not respond to SIGTERM or graceful shutdown timeout. Sending SIGKILL to force exit." 111 | ); 112 | childProcess.kill("SIGKILL"); 113 | } 114 | } 115 | 116 | // TODO test to see if I still need this. 117 | await new Promise((r) => setTimeout(r, 1000)); 118 | 119 | // Delete the Temporary Folder/File Structure. 120 | try { 121 | console.log("Deleting temporary directory..."); 122 | deleteTemporaryDirectory(reactAppDirObj); 123 | } catch (error: any) { 124 | console.error(error); 125 | } 126 | 127 | return { 128 | errors: reactAppErrors, 129 | screenshot: reactAppScreenshot, 130 | }; 131 | } 132 | -------------------------------------------------------------------------------- /sandbox/tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "target": "ES2020", 4 | "module": "CommonJS", 5 | "outDir": "./dist", 6 | "rootDir": "./src", 7 | "strict": true, 8 | "esModuleInterop": true, 9 | "skipLibCheck": true, 10 | "forceConsistentCasingInFileNames": true, 11 | "moduleResolution": "node", 12 | "resolveJsonModule": true 13 | }, 14 | "include": [ 15 | "./src/*.ts" 16 | ], 17 | "exclude": [ 18 | "node_modules" 19 | ] 20 | } -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "target": "ES2020", 4 | "module": "ESNext", 5 | "outDir": "./dist", 6 | "rootDir": "./", 7 | "strict": true, 8 | "esModuleInterop": true, 9 | "skipLibCheck": true, 10 | "forceConsistentCasingInFileNames": true, 11 | "moduleResolution": "node", 12 | "resolveJsonModule": true 13 | }, 14 | "include": [ 15 | "./*.ts" 16 | ], 17 | "exclude": [ 18 | "node_modules" 19 | ] 20 | } -------------------------------------------------------------------------------- /types.ts: -------------------------------------------------------------------------------- 1 | export type EvalItem = { 2 | prompt: string; 3 | }; 4 | 5 | export type GenerationResult = EvalItem & { 6 | id: string; 7 | created: string; 8 | appDotJS: string; 9 | packageDotJSON: string; 10 | }; 11 | 12 | export type EvalResult = GenerationResult & { 13 | errors?: string; 14 | exitCode?: number; 15 | } -------------------------------------------------------------------------------- /utils.ts: -------------------------------------------------------------------------------- 1 | // https://stackoverflow.com/a/71239408/8784402 2 | 3 | export const asyncMap = async ( 4 | x: T[], 5 | threads: number, 6 | fn: (v: T, i: number, a: T[]) => Promise 7 | ) => { 8 | let k = 0; 9 | const result = Array(x.length) as Q[]; 10 | await Promise.all( 11 | [...Array(threads)].map(async () => { 12 | while (k < x.length) result[k] = await fn(x[k], k++, x); 13 | }) 14 | ); 15 | return result; 16 | }; 17 | -------------------------------------------------------------------------------- /view.ts: -------------------------------------------------------------------------------- 1 | import * as ejs from "ejs"; 2 | import * as fs from "fs"; 3 | import * as path from "path"; 4 | import { exec } from 'child_process'; 5 | 6 | import { config } from "dotenv"; 7 | config(); 8 | 9 | import { EvalResult } from "./types"; 10 | 11 | const runsPath = "./runs" 12 | const viewsPath = "./views" 13 | 14 | function arrayToDict(arr: any[], groupingKey: string): { [key: string]: any[] } { 15 | const dict: { [key: string]: any[] } = {}; 16 | for (const item of arr) { 17 | const key = item[groupingKey]; 18 | if (dict[key]) { 19 | dict[key].push(item); 20 | } else { 21 | dict[key] = [item]; 22 | } 23 | } 24 | return dict; 25 | } 26 | 27 | async function viewResults(runNumber: string) { 28 | // Read the generations file 29 | const results = JSON.parse( 30 | fs.readFileSync(path.join(runsPath, runNumber, "evaluations.json"), "utf8") 31 | ).map((result: EvalResult) => ({ 32 | ...result, 33 | dependencies: JSON.parse(result.packageDotJSON).dependencies, 34 | screenshot: fs.existsSync(path.join(runsPath, runNumber, "screenshots", `${result.id}.png`)), 35 | log: fs.readFileSync(path.join(runsPath, runNumber, "logs", `${result.id}.log`), "utf8"), 36 | score: result.exitCode === 0 && result.errors?.length === 0 37 | })); 38 | const groups = arrayToDict(results, "prompt"); 39 | 40 | const renderedHTML = ejs.render( 41 | fs.readFileSync(path.join(viewsPath, "index.ejs"), "utf-8"), 42 | { groups, results } 43 | ); 44 | 45 | const outputPath = path.join(runsPath, runNumber, "index.html"); 46 | fs.writeFileSync(outputPath, renderedHTML); 47 | console.log(`Wrote results to ${outputPath}.`); 48 | exec(`open ${outputPath}`); 49 | } 50 | 51 | const runNumber = process.argv[2]; 52 | if (!runNumber) { 53 | console.error("No run number provided. Usage: yarn evaluate "); 54 | process.exit(1); 55 | } 56 | 57 | viewResults(runNumber); 58 | -------------------------------------------------------------------------------- /views/index.ejs: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | Items List 6 | 7 | 71 | 72 | 73 | 74 |
75 |

76 | Results 77 |

78 |

79 | 80 | Summary 81 | 82 |

83 | 84 | 85 | 86 | 87 | 90 | 91 | 92 | 93 | 96 | 97 | 98 | 99 | 102 | 103 |
Requests: 88 | <%= results.length %> 89 |
Success rate: 94 | <%= Math.round(100 * results.filter((r)=> r.score).length / results.length) %>% 95 |
Average LOC: 100 | <%= Math.round(results.reduce((acc, r)=> acc + r.appDotJS.split("\n").length, 0) / results.length) %> 101 |
104 |

105 | 106 | Tasks 107 | 108 |

109 | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | <% Object.keys(groups).sort().forEach(function(prompt, i) { 119 | const allResults = groups[prompt]; 120 | const successRate = Math.round(100 * allResults.filter((r) => r.score).length / allResults.length); 121 | %> 122 | 123 | 124 | 125 | 130 | 131 | <% }); %> 132 | 133 |
TaskSuccessName
<%= i + 1 %><%= successRate %>% 126 | 127 | <%= prompt %> 128 | 129 |
134 | 135 | <% Object.keys(groups).sort().forEach(function(prompt) { const allResults=groups[prompt]; %> 136 |

137 | 138 | 139 | <%= prompt %> 140 | 141 |
142 | <%= allResults.length %> Results 143 |

144 |
145 | <% allResults.forEach(function(item) { %> 146 |
147 | <% if (item.screenshot) { %> 148 | 149 | <%= item.prompt %> 151 | 152 | <% } else { %> 153 |
154 | 😵 155 |
156 | <% } %> 157 |
158 | <% }); %> 159 |
160 | 161 | 162 | 163 | 164 | 165 | 166 | 167 | 168 | 169 | 170 | 171 | 172 | 173 | <% allResults.forEach(function(result) { %> 174 | 175 | 178 | 190 | 196 | 199 | 202 | 205 | 211 | 212 | 213 | 226 | 227 | <% }); %> 228 | 229 |
IDErrorsExit CodeLOCChars/LOCDepsScore
176 | <%= result.id.split("-")[0] %> 177 | 179 | <% if (result.errors && result.errors.length) { %> 180 |
181 | <%- result.errors.join("
") %> 182 |
183 | <% } %> 184 | <% if (result.exitCode !==0) { %> 185 |
186 | <%- result.log.match(/^\[STDERR\](.*)/mg)?.[0] %> 187 |
188 | <% } %> 189 | 		191 |
193 | <%= result.exitCode %> 194 |
195 | 		197 | <%= result.appDotJS.split("\n").length %> 198 | 200 | <%= Math.round(result.appDotJS.length / result.appDotJS.split("\n").length) %> 201 | 203 | <%= Object.keys(result.dependencies).length %> 204 | 206 |
208 | <%= result.score ? "PASS" : "FAIL" %> 209 |
210 |
214 |
215 |
216 | <%= result.appDotJS %> 217 |
218 |
219 | <%= result.packageDotJSON %> 220 |
221 |
222 | <%= result.log %> 223 |
224 |
225 |
230 | <% }); %> 231 |
232 | 233 | 234 | 247 | 248 | 288 | 289 | 290 | -------------------------------------------------------------------------------- /yarn.lock: -------------------------------------------------------------------------------- 1 | # THIS IS AN AUTOGENERATED FILE. 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