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index.js
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import { pipeline } from 'https://cdn.jsdelivr.net/npm/@huggingface/transformers@3.
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});
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});
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imageContainer.style.backgroundImage = `url(${img})`;
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}
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boxElement.className = 'bounding-box';
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Object.assign(boxElement.style, {
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borderColor: color,
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left: 100 * xmin + '%',
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top: 100 * ymin + '%',
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width: 100 * (xmax - xmin) + '%',
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height: 100 * (ymax - ymin) + '%',
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})
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}
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import { pipeline, TextStreamer } from 'https://cdn.jsdelivr.net/npm/@huggingface/transformers@3.8.0';
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class ChatApp {
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constructor() {
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this.generator = null;
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this.messages = [
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{ role: "system", content: "You are a helpful, friendly AI assistant. Provide clear, concise, and accurate responses." }
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];
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this.isGenerating = false;
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this.elements = {
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loadingScreen: document.getElementById('loadingScreen'),
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chatMessages: document.getElementById('chatMessages'),
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messageInput: document.getElementById('messageInput'),
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sendButton: document.getElementById('sendButton'),
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progressBar: document.getElementById('progressFill'),
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progressText: document.getElementById('progressText')
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};
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this.init();
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}
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async init() {
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try {
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await this.loadModel();
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this.setupEventListeners();
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this.hideLoading();
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this.addWelcomeMessage();
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} catch (error) {
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console.error('Initialization error:', error);
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this.showError('Failed to initialize the AI model. Please refresh the page.');
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}
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}
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async loadModel() {
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try {
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this.updateProgress(0, 'Loading model...');
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// Create a text generation pipeline with progress tracking
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this.generator = await pipeline(
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"text-generation",
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"onnx-community/Llama-3.2-1B-Instruct-q4f16",
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{
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dtype: "q4f16",
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device: "webgpu",
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progress_callback: (progress) => {
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if (progress.status === 'progress') {
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const percent = Math.round((progress.loaded / progress.total) * 100);
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this.updateProgress(percent, `Downloading model: ${progress.file}`);
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} else if (progress.status === 'done') {
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this.updateProgress(100, 'Model loaded successfully!');
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}
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}
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}
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);
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console.log('Model loaded successfully!');
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} catch (error) {
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console.error('Model loading error:', error);
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throw error;
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}
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}
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updateProgress(percent, text) {
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this.elements.progressBar.style.width = `${percent}%`;
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this.elements.progressText.textContent = `${percent}%`;
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const loadingText = document.querySelector('.loading-text');
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if (loadingText) {
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loadingText.textContent = text;
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}
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}
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hideLoading() {
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this.elements.loadingScreen.classList.add('hidden');
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this.elements.messageInput.disabled = false;
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this.elements.sendButton.disabled = false;
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this.elements.messageInput.focus();
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}
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setupEventListeners() {
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this.elements.sendButton.addEventListener('click', () => this.sendMessage());
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this.elements.messageInput.addEventListener('keydown', (e) => {
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if (e.key === 'Enter' && !e.shiftKey) {
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e.preventDefault();
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this.sendMessage();
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}
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});
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// Auto-resize textarea
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this.elements.messageInput.addEventListener('input', () => {
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this.elements.messageInput.style.height = 'auto';
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this.elements.messageInput.style.height = this.elements.messageInput.scrollHeight + 'px';
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});
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}
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addWelcomeMessage() {
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const welcomeMessage = {
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role: 'assistant',
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content: "Hello! I'm your AI assistant. How can I help you today? Feel free to ask me anything!" + "};
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this.addMessageToChat(welcomeMessage);
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}
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async sendMessage() {
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const userMessage = this.elements.messageInput.value.trim();
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if (!userMessage || this.isGenerating) return;
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// Add user message to chat
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const userMsg = { role: 'user', content: userMessage };
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this.messages.push(userMsg);
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this.addMessageToChat(userMsg);
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// Clear input
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this.elements.messageInput.value = '';
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this.elements.messageInput.style.height = 'auto';
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// Disable input while generating
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this.isGenerating = true;
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this.elements.messageInput.disabled = true;
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this.elements.sendButton.disabled = true;
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// Show typing indicator
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const typingIndicator = this.addTypingIndicator();
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try {
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// Generate response with streaming
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let fullResponse = '';
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let assistantMessageElement = null;
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const streamer = new TextStreamer(this.generator.tokenizer, {
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skip_prompt: true,
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skip_special_tokens: true,
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callback_function: (text) => {
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fullResponse += text;
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// Remove typing indicator on first token
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if (!assistantMessageElement) {
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typingIndicator.remove();
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assistantMessageElement = this.addMessageToChat({
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role: 'assistant',
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content: ''
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}, true);
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}
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// Update the message content
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const contentElement = assistantMessageElement.querySelector('.message-content');
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if (contentElement) {
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contentElement.textContent = fullResponse;
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this.scrollToBottom();
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}
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}
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});
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const output = await this.generator(this.messages, {
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max_new_tokens: 512,
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do_sample: false,
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streamer: streamer,
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});
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// Add final response to messages history
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const assistantResponse = output[0].generated_text.at(-1).content;
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this.messages.push({ role: 'assistant', content: assistantResponse });
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} catch (error) {
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console.error('Generation error:', error);
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typingIndicator.remove();
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this.addMessageToChat({
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role: 'assistant',
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content: 'Sorry, I encountered an error. Please try again.'
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});
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} finally {
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this.isGenerating = false;
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this.elements.messageInput.disabled = false;
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this.elements.sendButton.disabled = false;
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this.elements.messageInput.focus();
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}
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}
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addMessageToChat(message, isStreaming = false) {
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const messageDiv = document.createElement('div');
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messageDiv.className = `message ${message.role}`;
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const avatar = document.createElement('div');
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avatar.className = 'message-avatar';
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avatar.textContent = message.role === 'user' ? 'U' : 'AI';
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const content = document.createElement('div');
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content.className = 'message-content';
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content.textContent = message.content;
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messageDiv.appendChild(avatar);
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messageDiv.appendChild(content);
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this.elements.chatMessages.appendChild(messageDiv);
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this.scrollToBottom();
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return messageDiv;
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}
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addTypingIndicator() {
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const messageDiv = document.createElement('div');
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messageDiv.className = 'message assistant';
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messageDiv.id = 'typing-indicator';
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const avatar = document.createElement('div');
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avatar.className = 'message-avatar';
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avatar.textContent = 'AI';
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const content = document.createElement('div');
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content.className = 'message-content';
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const typingDiv = document.createElement('div');
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typingDiv.className = 'typing-indicator';
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typingDiv.innerHTML = '<div class="typing-dot"></div>
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<div class="typing-dot"></div>
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<div class="typing-dot"></div>';
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content.appendChild(typingDiv);
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messageDiv.appendChild(avatar);
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messageDiv.appendChild(content);
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this.elements.chatMessages.appendChild(messageDiv);
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this.scrollToBottom();
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return messageDiv;
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}
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scrollToBottom() {
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this.elements.chatMessages.scrollTop = this.elements.chatMessages.scrollHeight;
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}
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showError(message) {
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const errorDiv = document.createElement('div');
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errorDiv.style.cssText = `
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position: fixed;
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top: 20px;
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right: 20px;
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background: #ff3b30;
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color: white;
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padding: 16px 24px;
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border-radius: 12px;
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box-shadow: 0 4px 12px rgba(0,0,0,0.15);
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z-index: 2000;
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`;
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errorDiv.textContent = message;
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document.body.appendChild(errorDiv);
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setTimeout(() => errorDiv.remove(), 5000);
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}
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}
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// Initialize the app
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new ChatApp();
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