diff --git a/.gitignore b/.gitignore index d7e770c..a5710f9 100644 --- a/.gitignore +++ b/.gitignore @@ -26,3 +26,7 @@ dist-ssr *.sw? **/dist/* ._* + +# Keep models directory but ignore its contents +models/* +!models/.gitkeep diff --git a/README-RL.md b/README-RL.md new file mode 100644 index 0000000..6dbe904 --- /dev/null +++ b/README-RL.md @@ -0,0 +1,112 @@ +# 2Cars Game with Reinforcement Learning + +Experimenting with reinforcement learning AI that can play the game automatically. The AI is trained using Playwright to interact with the game in a browser, just like a human player. + +## Overview + +The reinforcement learning system consists of: + +1. **Deep Q-Network (DQN)** - A neural network that learns to predict the best actions to take in any game state +2. **Playwright Integration** - Automated browser interaction to control and observe the game +3. **Experience Replay** - Storage and retraining on past experiences to improve learning efficiency +4. **Training Script** - Controls the training process over many game episodes +5. **Play Script** - Runs the trained model to showcase its performance + +## Setup and Installation + +1. Install the dependencies: + +```bash +bun install +bunx playwright install chromium +``` + +## Training the AI + +1. Start the development server: + +```bash +bun run dev +``` + +2. In a separate terminal, run the training script: + +```bash +bun run train-ai +``` + +The training process: +- Opens a browser window with the game +- Runs 500 episodes (configurable in `playwright-training.js`) +- Saves the trained model in the `models/rl-model` directory +- Outputs training progress in the console + +Training parameters can be adjusted in `playwright-training.js`: +- `TRAINING_EPISODES` - Number of game episodes to train for +- `EPSILON_START` - Initial exploration rate +- `EPSILON_DECAY` - Rate at which exploration decreases +- `LEARNING_RATE` - Neural network learning rate +- `GAMMA` - Discount factor for future rewards + +## Running the Trained AI + +Once training is complete, you can watch the AI play: + +```bash +bun run play-ai +``` + +This will: +- Load the trained model +- Open a browser with the game +- Have the AI play automatically for 5 minutes +- Output game scores in the console + +## Model Architecture + +The DQN model consists of: +- Input layer: 18 neurons (game state representation) +- Hidden layer 1: 64 neurons with ReLU activation +- Hidden layer 2: 32 neurons with ReLU activation +- Output layer: 4 neurons (one for each possible action) + +The state representation includes: +- Position of both cars (which lane they're in) +- Position and type of nearest obstacles in each lane +- The model outputs Q-values for 4 possible actions: + - Both cars in left lanes + - Left car in left lane, right car in right lane + - Left car in right lane, right car in left lane + - Both cars in right lanes + +## How the AI Learns + +1. **Exploration vs. Exploitation**: + - Initially, the AI mostly takes random actions to explore the game (high epsilon) + - Over time, it increasingly relies on its learned Q-values (decreasing epsilon) + +2. **Reward Structure**: + - +10 points for collecting circles + - +0.1 points for surviving each step + - -1.0 points for unnecessary lane changes + - -100 points for game over + +3. **Experience Replay**: + - 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"vite-plugin-singlefile": "^2.0.2" + }, + "dependencies": { + "@tensorflow/tfjs": "^4.22.0", + "@tensorflow/tfjs-node": "^4.22.0", + "playwright": "^1.42.1" } } diff --git a/play-ai.js b/play-ai.js new file mode 100644 index 0000000..138153f --- /dev/null +++ b/play-ai.js @@ -0,0 +1,149 @@ +// Script to run the trained RL model on the 2Cars game +import { chromium } from 'playwright'; +import * as tf from '@tensorflow/tfjs-node'; +import path from 'path'; +import fs from 'fs'; +import { fileURLToPath } from 'url'; + +const __dirname = path.dirname(fileURLToPath(import.meta.url)); +const MODEL_PATH = path.join(__dirname, 'models', 'rl-model'); +const MODEL_JSON_PATH = path.join(MODEL_PATH, 'model.json'); + +// Configure the game options +const GAME_SPEED = 100; // ms between actions +const PLAY_TIME = 300000; // 5 minutes in milliseconds + +async function loadModel() { + if (fs.existsSync(MODEL_JSON_PATH)) { + const model = await tf.loadLayersModel(`file://${MODEL_PATH}/model.json`); + console.log('Model loaded successfully from', MODEL_PATH); + return model; + } else { + throw new Error(`No model found at ${MODEL_PATH}. Please train a model first.`); + } +} + +async function predict(model, state) { + const stateTensor = tf.tensor2d([state]); + const qValues = model.predict(stateTensor); + const action = qValues.argMax(1).dataSync()[0]; + + stateTensor.dispose(); + qValues.dispose(); + + return action; +} + +async function playGame() { + console.log('Loading model...'); + const model = await loadModel(); + + console.log('Starting game...'); + const browser = await chromium.launch({ headless: false }); + const context = await browser.newContext(); + const page = await context.newPage(); + + try { + // Navigate to the game + await page.goto('http://localhost:5173/'); + console.log('Game loaded'); + + // Wait for game container to be visible + await page.waitForSelector('.game-container'); + + // Helper functions to interact with the game + const getGameState = async () => { + return await page.evaluate(() => { + return window.getState(); + }); + }; + + const performAction = async (action) => { + await page.evaluate((action) => { + window.setLanesFromAction(action); + }, action); + }; + + const isGameOver = async () => { + return await page.evaluate(() => { + return document.querySelector('.game-over') !== null; + }); + }; + + const getScore = async () => { + return await page.evaluate(() => { + const scoreElement = document.querySelector('.score'); + if (scoreElement) { + const text = scoreElement.textContent; + const match = text.match(/(\d+)/); + return match ? parseInt(match[1]) : 0; + } + return 0; + }); + }; + + const restartGame = async () => { + await page.evaluate(() => { + const restartButton = document.querySelector('.restart-button'); + if (restartButton) { + restartButton.click(); + } + }); + + await page.waitForFunction(() => { + return document.querySelector('.game-over') === null; + }, { timeout: 5000 }).catch(() => { + console.log('Game restart timeout'); + }); + }; + + // Start playing the game + console.log('Starting to play...'); + + const startTime = Date.now(); + let gameCount = 0; + let highScore = 0; + + while (Date.now() - startTime < PLAY_TIME) { + // Check if game is over + const gameOverStatus = await isGameOver(); + if (gameOverStatus) { + const score = await getScore(); + console.log(`Game ${++gameCount} over with score: ${score}`); + + if (score > highScore) { + highScore = score; + console.log(`New high score: ${highScore}`); + } + + await restartGame(); + console.log('Game restarted'); + await page.waitForTimeout(1000); // Give game time to fully restart + continue; + } + + // Get current state + const state = await getGameState(); + + // Choose action + const action = await predict(model, state); + + // Perform action + await performAction(action); + + // Wait before next action + await page.waitForTimeout(GAME_SPEED); + } + + console.log(`Playing finished after ${gameCount} games`); + console.log(`Highest score achieved: ${highScore}`); + + } catch (error) { + console.error('Error playing game:', error); + } finally { + await browser.close(); + } +} + +// Run the game +playGame().catch(console.error); diff --git a/playwright-training.js b/playwright-training.js new file mode 100644 index 0000000..f4e4b35 --- /dev/null +++ b/playwright-training.js @@ -0,0 +1,266 @@ +import { chromium } from 'playwright'; +import * as tf from '@tensorflow/tfjs-node'; +import fs from 'fs'; +import path from 'path'; +import { fileURLToPath } from 'url'; + +const __dirname = path.dirname(fileURLToPath(import.meta.url)); +const MODEL_PATH = path.join(__dirname, 'models', 'rl-model'); +const MODEL_JSON_PATH = path.join(MODEL_PATH, 'model.json'); + +// Constants +const TRAINING_EPISODES = 1000; // Total number of episodes +const EPSILON_START = 1.0; // Initial epsilon for exploration +const EPSILON_MIN = 0.01; // Minimum epsilon value +const EPSILON_DECAY = 0.995; // Epsilon decay rate per episode +const LEARNING_RATE = 0.001; // Learning rate for the optimizer +const GAMMA = 0.95; // Discount factor for future rewards +const BATCH_SIZE = 32; // Number of experiences per training batch (increased from 8) +const MEMORY_SIZE = 10000; // Replay buffer size (increased from 1000) +const STATE_SIZE = 18; // Size of the state vector +const ACTION_SIZE = 4; // Number of possible actions +const SAVE_INTERVAL = 5; // Episodes between model saves +const TRAINING_INTERVAL = 8; // Steps between training iterations +const MAX_STEPS_PER_EPISODE = 500; // Max steps per episode + +// Utility functions +const gc = () => { if (global.gc) global.gc(); }; +const cleanupTensors = (tensors) => { + if (Array.isArray(tensors)) tensors.forEach(t => t?.dispose?.()); + else tensors?.dispose?.(); +}; + +// Neural network model creation +function createModel() { + const model = tf.sequential(); + model.add(tf.layers.dense({ units: 24, activation: 'relu', inputShape: [STATE_SIZE] })); + model.add(tf.layers.dense({ units: 12, activation: 'relu' })); + model.add(tf.layers.dense({ units: ACTION_SIZE, activation: 'linear' })); + model.compile({ optimizer: tf.train.adam(LEARNING_RATE), loss: 'meanSquaredError' }); + return model; +} + +// Replay buffer for experience replay +class ReplayBuffer { + constructor(maxSize) { + this.maxSize = maxSize; + this.buffer = []; + } + add(state, action, reward, nextState, done) { + if (this.buffer.length >= this.maxSize) this.buffer.shift(); + this.buffer.push([state, action, reward, nextState, done]); + } + sample(batchSize) { + const indices = new Set(); + while (indices.size < Math.min(batchSize, this.buffer.length)) { + indices.add(Math.floor(Math.random() * this.buffer.length)); + } + return Array.from(indices).map(i => this.buffer[i]); + } + clear() { this.buffer = []; gc(); } + size() { return this.buffer.length; } +} + +// DQN Agent +class DQNAgent { + constructor(stateSize, actionSize) { + this.stateSize = stateSize; + this.actionSize = actionSize; + this.memory = new ReplayBuffer(MEMORY_SIZE); + this.gamma = GAMMA; + this.epsilon = EPSILON_START; + this.epsilonMin = EPSILON_MIN; + this.epsilonDecay = EPSILON_DECAY; + this.model = createModel(); + this.targetModel = createModel(); + this.updateTargetModel(); + this.lastTrainingTime = Date.now(); + this.losses = []; // For tracking training loss + } + + updateTargetModel() { + this.targetModel.setWeights(this.model.getWeights()); + } + + act(state) { + if (Math.random() < this.epsilon) return Math.floor(Math.random() * this.actionSize); + const stateTensor = tf.tensor2d([state]); + const qValues = this.model.predict(stateTensor); + const action = tf.argMax(qValues, 1).dataSync()[0]; + cleanupTensors([stateTensor, qValues]); + return action; + } + + remember(state, action, reward, nextState, done) { + this.memory.add(state, action, reward, nextState, done); + } + + async replay(batchSize) { + if (this.memory.size() < batchSize) return; + const now = Date.now(); + if (now - this.lastTrainingTime < 200) return; + this.lastTrainingTime = now; + + const batch = this.memory.sample(batchSize); + const tensors = []; + try { + const states = tf.tensor2d(batch.map(exp => exp[0])); tensors.push(states); + const nextStates = tf.tensor2d(batch.map(exp => exp[3])); tensors.push(nextStates); + const qValues = this.model.predict(states); tensors.push(qValues); + const futureQValues = this.targetModel.predict(nextStates); tensors.push(futureQValues); + const targets = qValues.arraySync(); + + for (let i = 0; i < batch.length; i++) { + const [, action, reward, , done] = batch[i]; + const futureQ = done ? 0 : futureQValues.arraySync()[i][futureQValues.argMax(1).arraySync()[i]]; + targets[i][action] = reward + this.gamma * futureQ; + } + + const targetTensor = tf.tensor2d(targets); tensors.push(targetTensor); + const history = await this.model.fit(states, targetTensor, { + epochs: 1, + verbose: 0, + batchSize: batchSize // Use full batch size + }); + this.losses.push(history.history.loss[0]); // Log loss + } catch (error) { + console.error('Error in replay():', error); + } finally { + cleanupTensors(tensors); + gc(); + } + } + + async saveModel() { + if (!fs.existsSync(MODEL_PATH)) fs.mkdirSync(MODEL_PATH, { recursive: true }); + await this.model.save(`file://${MODEL_PATH}`); + console.log(`Model saved to ${MODEL_PATH}`); + } + + async loadModel() { + if (fs.existsSync(MODEL_JSON_PATH)) { + this.model = await tf.loadLayersModel(`file://${MODEL_PATH}/model.json`); + this.targetModel = await tf.loadLayersModel(`file://${MODEL_PATH}/model.json`); + this.model.compile({ optimizer: tf.train.adam(LEARNING_RATE), loss: 'meanSquaredError' }); + this.targetModel.compile({ optimizer: tf.train.adam(LEARNING_RATE), loss: 'meanSquaredError' }); + this.epsilon = this.epsilonMin; + return true; + } + return false; + } +} + +// Training function +async function trainAgent() { + await tf.setBackend('tensorflow'); + await tf.ready(); + console.log('TensorFlow backend initialized:', tf.getBackend()); + + const browser = await chromium.launch({ headless: false }); + const context = await browser.newContext(); + const page = await context.newPage(); + + try { + await page.goto('http://localhost:5173/'); + await page.waitForSelector('.game-container'); + + const agent = new DQNAgent(STATE_SIZE, ACTION_SIZE); + try { + await agent.loadModel(); + } catch (e) { + console.log('Starting fresh training'); + } + + const getGameState = async () => await page.evaluate(() => window.getState()); + const performAction = async (action) => await page.evaluate((action) => window.setLanesFromAction(action), action); + const isGameOver = async () => await page.evaluate(() => document.querySelector('.game-over') !== null); + const getScore = async () => await page.evaluate(() => { + const scoreElement = document.querySelector('.score'); + return scoreElement ? parseInt(scoreElement.textContent.match(/(\d+)/)[0]) || 0 : 0; + }); + const restartGame = async () => { + await page.evaluate(() => { + const restartButton = document.querySelector('.restart-button'); + if (restartButton) restartButton.click(); + }); + await page.waitForFunction(() => !document.querySelector('.game-over'), { timeout: 5000 }) + .catch(() => console.log('Game restart timeout')); + }; + + for (let episode = 0; episode < TRAINING_EPISODES; episode++) { + console.log(`Episode ${episode + 1}/${TRAINING_EPISODES} - Epsilon: ${agent.epsilon.toFixed(4)}`); + if (await isGameOver()) { + await restartGame(); + await page.waitForTimeout(500); + } + + let totalReward = 0; + let steps = 0; + let gameOver = false; + let previousScore = await getScore(); + + while (!gameOver && steps < MAX_STEPS_PER_EPISODE) { + try { + const state = await getGameState(); + const action = await agent.act(state); + await performAction(action); + await page.waitForTimeout(50); + + const nextState = await getGameState(); + const currentScore = await getScore(); + const scoreDiff = currentScore - previousScore; + + let reward = 0.1 + 2 * scoreDiff; // Added living reward + gameOver = await isGameOver(); + if (gameOver) reward -= 10; + + agent.remember(state, action, reward, nextState, gameOver); + if (steps % TRAINING_INTERVAL === 0) await agent.replay(BATCH_SIZE); + + totalReward += reward; + previousScore = currentScore; + steps++; + + if (steps % 100 === 0) gc(); + } catch (error) { + console.error('Error during game step:', error); + break; + } + } + + agent.updateTargetModel(); + + // Log average loss + let avgLoss = 'N/A'; + if (agent.losses.length > 0) { + avgLoss = (agent.losses.reduce((a, b) => a + b, 0) / agent.losses.length).toFixed(4); + agent.losses = []; + } + + // Decay epsilon per episode + if (agent.epsilon > agent.epsilonMin) agent.epsilon *= agent.epsilonDecay; + + if ((episode + 1) % SAVE_INTERVAL === 0) { + await agent.saveModel(); + console.log(`Model saved at episode ${episode + 1}`); + } + + console.log(`Episode ${episode + 1}/${TRAINING_EPISODES} - Score: ${previousScore}, Steps: ${steps}, Total Reward: ${totalReward.toFixed(2)}, Epsilon: ${agent.epsilon.toFixed(4)}, Avg Loss: ${avgLoss}`); + gc(); + await page.waitForTimeout(100); + } + + await agent.saveModel(); + console.log('Training completed!'); + } catch (error) { + console.error('Training error:', error); + } finally { + await browser.close(); + } +} + +process.env.NODE_OPTIONS = '--max-old-space-size=8192'; +trainAgent().catch(err => { + console.error('Fatal training error:', err); + process.exit(1); +}); diff --git a/src/App.svelte b/src/App.svelte index 477e869..8d22c49 100644 --- a/src/App.svelte +++ b/src/App.svelte @@ -218,8 +218,12 @@ updateHeight(); window.addEventListener('resize', updateHeight); window.addEventListener('keydown', handleKeydown); - requestAnimationFrame(update); + // Expose functions to window for Playwright access + window.getState = getState; + window.setLanesFromAction = setLanesFromAction; + + requestAnimationFrame(async (timestamp) => await update(timestamp)); return () => { window.removeEventListener('resize', updateHeight); window.removeEventListener('keydown', handleKeydown); @@ -318,14 +322,14 @@ -
-