diff --git a/chat-streaming-minimal/.gitignore b/chat-streaming-minimal/.gitignore new file mode 100644 index 00000000..a547bf36 --- /dev/null +++ b/chat-streaming-minimal/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/chat-streaming-minimal/README.md b/chat-streaming-minimal/README.md new file mode 100644 index 00000000..04b6989c --- /dev/null +++ b/chat-streaming-minimal/README.md @@ -0,0 +1,47 @@ +# Chat Streaming (Minimal) + +Lightweight streaming chat application powered by Transformers.js, Vite, and Tailwind CSS. + +## Getting Started + +Follow the steps below to set up and run the application locally. + +### 1. Clone the Repository + +Clone the project repository from GitHub: + +```sh +git clone https://github.com/huggingface/transformers.js-examples.git +``` + +### 2. Navigate to the Project Directory + +Change your working directory to the `chat-stream-minimal` folder: + +```sh +cd transformers.js-examples/chat-stream-minimal +``` + +### 3. Install Dependencies + +Install all required dependencies using npm: + +```sh +npm install +``` + +### 4. Run the Development Server + +Start the development server to launch the application: + +```sh +npm run dev +``` + +The application should now be running. Open your browser and go to `http://localhost:5173` to access it. + +## Features + +- **Streaming Chat**: Real-time message updates with minimal latency. +- **Web Workers**: Leverages Web Workers for parallel inference streaming. +- **Lightweight Setup**: Built with Vite and Tailwind CSS for a simple and minimal development experience. diff --git a/chat-streaming-minimal/index.html b/chat-streaming-minimal/index.html new file mode 100644 index 00000000..dc591236 --- /dev/null +++ b/chat-streaming-minimal/index.html @@ -0,0 +1,14 @@ + + + + + + + + Chat Streaming + + +
+ + + diff --git a/chat-streaming-minimal/package.json b/chat-streaming-minimal/package.json new file mode 100644 index 00000000..8517ef66 --- /dev/null +++ b/chat-streaming-minimal/package.json @@ -0,0 +1,22 @@ +{ + "name": "chat-streaming", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc && vite build", + "preview": "vite preview" + }, + "devDependencies": { + "autoprefixer": "^10.4.20", + "postcss": "^8.5.1", + "typescript": "~5.6.2", + "vite": "^6.0.5" + }, + "dependencies": { + "@huggingface/transformers": "^3.3.2", + "@tailwindcss/vite": "^4.0.0", + "tailwindcss": "^4.0.0" + } +} diff --git a/chat-streaming-minimal/pnpm-lock.yaml b/chat-streaming-minimal/pnpm-lock.yaml new file mode 100644 index 00000000..8eb2d9ca --- /dev/null +++ b/chat-streaming-minimal/pnpm-lock.yaml @@ -0,0 +1,1675 @@ +lockfileVersion: '9.0' + +settings: + autoInstallPeers: true + excludeLinksFromLockfile: false + +importers: + + .: + dependencies: 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{} diff --git a/chat-streaming-minimal/public/robot.svg b/chat-streaming-minimal/public/robot.svg new file mode 100644 index 00000000..da849e41 --- /dev/null +++ b/chat-streaming-minimal/public/robot.svg @@ -0,0 +1,5 @@ + + + + + \ No newline at end of file diff --git a/chat-streaming-minimal/src/chat.ts b/chat-streaming-minimal/src/chat.ts new file mode 100644 index 00000000..24f1ebd2 --- /dev/null +++ b/chat-streaming-minimal/src/chat.ts @@ -0,0 +1,256 @@ +// Chat history array with role-based messages +interface ChatMessage { + role: 'user' | 'assistant' + content: string +} + +export async function setupChat() { + // chat.ts + // Main entry for the chat application. Manages UI, chat history, and communicates with the worker. + + const worker = new Worker(new URL('./worker.js', import.meta.url), { + type: 'module', + }) + + let chatHistory: ChatMessage[] = [ + { + role: 'assistant', + content: 'Hello, I am your assistant. How can I help you today?', + }, + ] + + // Convert chat history into a prompt + function createPrompt(messages: ChatMessage[]): string { + let prompt = '' + for (const msg of messages) + if (msg.role === 'assistant') prompt += `# Bot: ${msg.content}\n` + else prompt += `# User: ${msg.content}\n` + + // The assistant's answer should follow + prompt += '# Bot:' + return prompt + } + + // QWEN 0.5B is takes a longer time to generate + // function createQwenPrompt(messages: ChatMessage[]): string { + // let prompt = '' + // prompt += `<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n` + + // for (const msg of messages) + // if (msg.role === 'assistant') + // prompt += `<|im_start|>assistant\n${msg.content}<|im_end|>\n` + // else if (msg.role === 'user') + // prompt += `<|im_start|>user\n${msg.content}<|im_end|>\n` + + // // Add the assistant's answer prompt + // prompt += `<|im_start|>assistant\n` + // return prompt + // } + + // Grabs DOM elements for the UI + const app = document.querySelector('#app')! + + app.innerHTML = ` +
+
+

+ Transformers.js Chat (Streaming via Web Worker) +

+
+ +
+
+
+ +
+ + + +
+ + +
+
+
+` + + const form = document.getElementById('chat-form') as HTMLFormElement + const userInput = document.getElementById('user-input') as HTMLInputElement + const messagesContainer = document.getElementById( + 'messages' + ) as HTMLDivElement + const sendButton = document.getElementById('send-button') as HTMLButtonElement + const loadingContainer = document.getElementById( + 'loading-container' + ) as HTMLDivElement + const progressBar = document.getElementById('progress-bar') as HTMLDivElement + const progressText = document.getElementById( + 'progress-text' + ) as HTMLSpanElement + const typeIndicator = '⏺' // ⏺ or ⬤ or ● + + // Display initial assistant message (if any) + renderChatMessages(chatHistory) + + // Listen for messages from the worker + worker.addEventListener('message', (event) => { + const data = event.data + if (data.status === 'debug') console.debug(data) + + // Handle progress status + if (data.status === 'initiate') { + loadingContainer.classList.remove('hidden') + progressText.textContent = `Loading ${data.file}...` + return + } + + if (data.status === 'progress') { + const percentage = Math.round(data.progress) + progressBar.style.width = `${percentage}%` + progressText.textContent = `Loading ${data.file}: ${percentage}%` + return + } + + if (data.status === 'done') { + if (data.file.includes('onnx')) { + progressBar.style.width = '100%' + sendButton.disabled = false + loadingContainer.classList.add('hidden') + return + } + } + + // Streaming updates + if (data.status === 'update') { + // Update the last assistant message in the UI with partial text + updateLastAssistantMessage(data.output) + return + } + + // Completed generation + if (data.status === 'complete') { + const allMessages = messagesContainer.querySelectorAll('p') + const lastMessage = allMessages[allMessages.length - 1] + const message = (lastMessage.textContent as string).slice(0, -1) + lastMessage.textContent = message + chatHistory[chatHistory.length - 1].content = message + sendButton.disabled = false + return + } + }) + + // On first load, disable the Send button until the model is loaded + sendButton.disabled = true + // Post the prompt to the worker + worker.postMessage({ + type: 'init', + }) + + // Form submit event + form.addEventListener('submit', (e) => { + e.preventDefault() + const query = userInput.value.trim() + if (!query) return + sendButton.disabled = true + + // Add user message to chat history + chatHistory.push({ role: 'user', content: query }) + + // Render user's message + appendMessage('User', query) + + // Prepare an empty assistant response placeholder + chatHistory.push({ role: 'assistant', content: '' }) + appendMessage('Bot', typeIndicator) + + // Create final prompt + const prompt = createPrompt(chatHistory) + + // Post the prompt to the worker + worker.postMessage({ + type: 'generate', + prompt, + max_new_tokens: 20, + }) + + // Clear the user input + userInput.value = '' + }) + + // Renders the entire chat (used initially to display existing messages) + function renderChatMessages(messages: ChatMessage[]) { + messagesContainer.innerHTML = '' + for (const msg of messages) { + appendMessage(msg.role === 'user' ? 'User' : 'Bot', msg.content) + } + } + + // Appends a single message to the UI + function appendMessage(sender: 'User' | 'Bot', text: string): void { + const messageWrapper = document.createElement('div') + messageWrapper.classList.add('flex', 'flex-col', 'mb-2') + + const senderElement = document.createElement('span') + senderElement.classList.add( + 'text-sm', + 'font-semibold', + sender === 'User' ? 'text-blue-500' : 'text-green-500' + ) + senderElement.textContent = sender + + const textElement = document.createElement('p') + textElement.classList.add( + 'mt-1', + 'bg-white', + 'p-3', + 'rounded-lg', + 'shadow', + 'text-gray-700', + 'max-w-md' + ) + textElement.textContent = text + + // Right-align user, left-align bot + if (sender === 'User') { + senderElement.classList.add('self-end') + textElement.classList.add('self-end') + } else { + senderElement.classList.add('self-start') + + textElement.classList.add('self-start') + } + + messageWrapper.appendChild(senderElement) + messageWrapper.appendChild(textElement) + messagesContainer.appendChild(messageWrapper) + + // Scroll to bottom + messagesContainer.scrollTop = messagesContainer.scrollHeight + } + + // Updates only the last assistant message in the UI + function updateLastAssistantMessage(newText: string): void { + const allMessages = messagesContainer.querySelectorAll('p') + if (allMessages.length > 0) { + const lastMessage = allMessages[allMessages.length - 1] + lastMessage.textContent = lastMessage.textContent?.slice(0, -1) || '' + lastMessage.textContent += newText + lastMessage.textContent += typeIndicator + } + } +} diff --git a/chat-streaming-minimal/src/main.ts b/chat-streaming-minimal/src/main.ts new file mode 100644 index 00000000..01b67297 --- /dev/null +++ b/chat-streaming-minimal/src/main.ts @@ -0,0 +1,5 @@ +import './style.css' +import { setupChat } from './chat' + +// Initialize the chat interface +setupChat() diff --git a/chat-streaming-minimal/src/style.css b/chat-streaming-minimal/src/style.css new file mode 100644 index 00000000..baa9e3d5 --- /dev/null +++ b/chat-streaming-minimal/src/style.css @@ -0,0 +1,19 @@ +@import "tailwindcss"; + +:root { + font-family: Arial, sans-serif; + color-scheme: light dark; + font-synthesis: none; + text-rendering: optimizeLegibility; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} + +a { + font-weight: 500; + color: #646cff; + text-decoration: inherit; +} +a:hover { + color: #535bf2; +} diff --git a/chat-streaming-minimal/src/typescript.svg b/chat-streaming-minimal/src/typescript.svg new file mode 100644 index 00000000..d91c910c --- /dev/null +++ b/chat-streaming-minimal/src/typescript.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/chat-streaming-minimal/src/vite-env.d.ts b/chat-streaming-minimal/src/vite-env.d.ts new file mode 100644 index 00000000..11f02fe2 --- /dev/null +++ b/chat-streaming-minimal/src/vite-env.d.ts @@ -0,0 +1 @@ +/// diff --git a/chat-streaming-minimal/src/worker.js b/chat-streaming-minimal/src/worker.js new file mode 100644 index 00000000..6f8ed3db --- /dev/null +++ b/chat-streaming-minimal/src/worker.js @@ -0,0 +1,52 @@ +// worker.js +// Runs the text-generation pipeline in a separate thread with streaming updates. + +import { pipeline, TextStreamer } from '@huggingface/transformers' + +let textGenerationPipeline = null + +// Initialize the pipeline (Singleton style) +async function getTextGenerationPipeline(progressCallback) { + if (!textGenerationPipeline) { + textGenerationPipeline = await pipeline( + 'text-generation', + 'Xenova/LiteLlama-460M-1T', + { + dtype: 'q8', + model_file_name: 'decoder_model_merged', + progress_callback: progressCallback, + } + ) + } + return textGenerationPipeline +} + +// Listen for messages from the main script +self.addEventListener('message', async (event) => { + const { type, prompt, max_new_tokens } = event.data + + if (type === 'generate') { + // 1) Load the pipeline if necessary + const pipe = textGenerationPipeline + // Create text streamer + const streamer = new TextStreamer(pipe.tokenizer, { + skip_prompt: true, + callback_function: (text) => { + self.postMessage({ + status: 'update', + output: text, + }) + }, + }) + await pipe(prompt, { max_new_tokens, streamer, repetition_penalty: 10.0 }) + + // 3) Send final output + self.postMessage({ + status: 'complete', + }) + } else if (type === 'init') { + await getTextGenerationPipeline((status) => { + self.postMessage(status) + }) + } +}) diff --git a/chat-streaming-minimal/tsconfig.json b/chat-streaming-minimal/tsconfig.json new file mode 100644 index 00000000..a4883f28 --- /dev/null +++ b/chat-streaming-minimal/tsconfig.json @@ -0,0 +1,24 @@ +{ + "compilerOptions": { + "target": "ES2020", + "useDefineForClassFields": true, + "module": "ESNext", + "lib": ["ES2020", "DOM", "DOM.Iterable"], + "skipLibCheck": true, + + /* Bundler mode */ + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "isolatedModules": true, + "moduleDetection": "force", + "noEmit": true, + + /* Linting */ + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "noFallthroughCasesInSwitch": true, + "noUncheckedSideEffectImports": true + }, + "include": ["src"] +} diff --git a/chat-streaming-minimal/vite.config.ts b/chat-streaming-minimal/vite.config.ts new file mode 100644 index 00000000..06742bb1 --- /dev/null +++ b/chat-streaming-minimal/vite.config.ts @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import tailwindcss from '@tailwindcss/vite' +export default defineConfig({ + plugins: [ + tailwindcss(), + ], +})