Spaces:
Running
Running
File size: 6,881 Bytes
7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 dd1b723 7d29472 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 | import { pipeline } from 'https://cdn.jsdelivr.net/npm/@huggingface/transformers@3.8.0';
class Chatbot {
constructor() {
this.generator = null;
this.isGenerating = false;
this.conversationHistory = [];
this.maxHistoryLength = 10;
this.currentModel = 'Xenova/distilgpt2';
this.currentDevice = 'wasm';
this.initializeElements();
this.attachEventListeners();
this.loadModel();
}
initializeElements() {
this.messagesContainer = document.getElementById('messages');
this.messageInput = document.getElementById('message-input');
this.sendButton = document.getElementById('send-button');
this.clearButton = document.getElementById('clear-chat');
this.modelSelect = document.getElementById('model-select');
this.deviceSelect = document.getElementById('device-select');
this.typingIndicator = document.getElementById('typing-indicator');
this.loadingOverlay = document.getElementById('loading-overlay');
this.errorToast = document.getElementById('error-toast');
this.errorMessage = document.getElementById('error-message');
this.charCount = document.getElementById('char-count');
this.dismissErrorBtn = document.getElementById('dismiss-error');
}
attachEventListeners() {
this.sendButton.addEventListener('click', () => this.sendMessage());
this.clearButton.addEventListener('click', () => this.clearChat());
this.modelSelect.addEventListener('change', (e) => this.changeModel(e.target.value));
this.deviceSelect.addEventListener('change', (e) => this.changeDevice(e.target.value));
this.messageInput.addEventListener('input', () => {
this.updateCharCount();
this.autoResizeTextarea();
this.sendButton.disabled = !this.messageInput.value.trim() || this.isGenerating;
});
this.messageInput.addEventListener('keydown', (e) => {
if (e.key === 'Enter' && !e.shiftKey) {
e.preventDefault();
this.sendMessage();
}
});
this.dismissErrorBtn.addEventListener('click', () => this.hideError());
// Check for WebGPU support
this.checkWebGPUSupport();
}
async checkWebGPUSupport() {
if (!navigator.gpu) {
this.deviceSelect.querySelector('option[value="webgpu"]').disabled = true;
this.deviceSelect.value = 'wasm';
this.currentDevice = 'wasm';
}
}
async loadModel() {
this.showLoading();
try {
const config = {
device: this.currentDevice,
dtype: this.currentDevice === 'webgpu' ? 'fp16' : 'q4'
};
this.generator = await pipeline('text-generation', this.currentModel, config);
this.hideLoading();
this.sendButton.disabled = !this.messageInput.value.trim();
} catch (error) {
console.error('Error loading model:', error);
this.hideLoading();
this.showError('Failed to load model. Please try again or select a different model.');
this.sendButton.disabled = true;
}
}
async changeModel(modelName) {
if (modelName === this.currentModel) return;
this.currentModel = modelName;
await this.loadModel();
}
async changeDevice(device) {
if (device === this.currentDevice) return;
this.currentDevice = device;
await this.loadModel();
}
async sendMessage() {
const message = this.messageInput.value.trim();
if (!message || this.isGenerating) return;
this.addMessage(message, 'user');
this.messageInput.value = '';
this.updateCharCount();
this.autoResizeTextarea();
this.sendButton.disabled = true;
this.isGenerating = true;
this.showTypingIndicator();
try {
const prompt = this.buildPrompt(message);
const response = await this.generateResponse(prompt);
this.addMessage(response, 'bot');
} catch (error) {
console.error('Error generating response:', error);
this.showError('Failed to generate response. Please try again.');
} finally {
this.isGenerating = false;
this.hideTypingIndicator();
this.sendButton.disabled = !this.messageInput.value.trim();
}
}
buildPrompt(userMessage) {
let prompt = "You are a helpful AI assistant. Respond in a friendly and informative way.\n\n";
// Include recent conversation history
if (this.conversationHistory.length > 0) {
const recentHistory = this.conversationHistory.slice(-4);
recentHistory.forEach(msg => {
if (msg.role === 'user') {
prompt += `User: ${msg.content}\n`;
} else {
prompt += `Assistant: ${msg.content}\n`;
}
});
}
prompt += `User: ${userMessage}\nAssistant:`;
return prompt;
}
async generateResponse(prompt) {
const maxNewTokens = 100;
const temperature = 0.7;
const result = await this.generator(prompt, {
max_new_tokens: maxNewTokens,
temperature: temperature,
do_sample: true,
pad_token_id: 50256,
return_full_text: false
});
let response = result[0].generated_text.trim();
// Clean up the response
response = response.replace(/^(Assistant:|AI:|Bot:)/i, '').trim();
response = response.split('\n')[0]; // Take only the first line
if (!response) {
response = "I'm not sure how to respond to that. Could you try rephrasing?";
}
return response;
}
addMessage(content, role) {
const messageDiv = document.createElement('div');
messageDiv.className = `message ${role}-message`;
const messageContent = document.createElement('div');
messageContent.className = 'message-content';
messageContent.innerHTML = `<p>${this.escapeHtml(content)}</p>`;
const messageTime = document.createElement('div');
messageTime.className = 'message-time';
messageTime.textContent = role === 'user' ? 'You' : 'Bot';
messageDiv.appendChild(messageContent);
messageDiv.appendChild(messageTime);
this.messagesContainer.appendChild(messageDiv);
this.scrollToBottom();
// Update conversation history
this.conversationHistory.push({ role, content });
if (this.conversationHistory.length > this.maxHistoryLength) {
this.conversationHistory.shift();
}
}
clearChat() {
this.messagesContainer.innerHTML = `
<div class="message bot-message">
<div class="message-content">
<p>Hello! I'm your AI assistant. How can I help you today?</p>
</div>
<div class="message-time">Bot</div>
</div>
`;
this.conversationHistory = [];
this.scrollToBottom();
}
updateCharCount() {
const length = this.messageInput.value.length;
this.charCount.textContent = `${length} / 500`;
}
autoResizeTextarea() {
this.messageInput.style.height = 'auto';
this.messageInput.style.height = Math.min(this.messageInput.scrollHeight, 120) + 'px';
}
showTypingIndicator() {
this.typingIndicator.classList.remove('hidden');
this.scrollToBottom();
}
hideTypingIndicator() {
this.typingIndicator.classList.add('hidden');
}
showLoading() {
this.loadingOverlay.classList.remove('hidden');
}
hideLoading() {
this.loadingOverlay.classList.add('hidden');
}
showError(message) {
this.errorMessage.textContent = message;
this.errorToast.classList.remove('hidden');
setTimeout(() => this.hideError(), 5000);
}
hideError() {
this.errorToast.classList.add('hidden');
}
scrollToBottom() {
this.messagesContainer.scrollTop = this.messagesContainer.scrollHeight;
}
escapeHtml(text) {
const div = document.createElement('div');
div.textContent = text;
return div.innerHTML;
}
}
// Initialize the chatbot when the page loads
document.addEventListener('DOMContentLoaded', () => {
new Chatbot();
}); |