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app.py
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1 |
+
=== index.html ===
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2 |
+
<!DOCTYPE html>
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3 |
+
<html lang="en">
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4 |
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<head>
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5 |
+
<meta charset="UTF-8">
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6 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
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+
<title>AI Chat Interface</title>
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8 |
+
<link rel="stylesheet" href="style.css">
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9 |
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</head>
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+
<body>
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+
<div class="app-container">
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+
<header class="header">
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+
<h1>AI Chatbot</h1>
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+
<div class="device-selector">
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+
<label for="device-select">Execution Device:</label>
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+
<select id="device-select">
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+
<option value="cpu">CPU</option>
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+
<option value="webgpu" id="webgpu-option">GPU (WebGPU)</option>
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</select>
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20 |
+
</div>
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+
</header>
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22 |
+
<main class="chat-container" role="main" aria-label="Chat interface">
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23 |
+
<div id="messages" class="messages" aria-live="polite" role="log"></div>
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24 |
+
<div class="loading-indicator" id="loading" aria-hidden="true">Typing...</div>
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25 |
+
</main>
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26 |
+
<footer class="input-container">
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27 |
+
<form id="chat-form" role="form" aria-label="Send message">
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28 |
+
<textarea
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29 |
+
id="user-input"
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30 |
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placeholder="Type your message here..."
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31 |
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aria-label="Message input"
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32 |
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rows="1"
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33 |
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></textarea>
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34 |
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<button type="submit" id="send-btn" aria-label="Send message">Send</button>
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35 |
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</form>
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36 |
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</footer>
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37 |
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</div>
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38 |
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<script type="module" src="index.js"></script>
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</body>
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</html>
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+
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+
=== index.js ===
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// index.js content here
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+
import { pipeline } from 'https://cdn.jsdelivr.net/npm/@huggingface/[email protected]';
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+
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class Chatbot {
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constructor() {
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this.messagesContainer = document.getElementById('messages');
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+
this.userInput = document.getElementById('user-input');
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this.chatForm = document.getElementById('chat-form');
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this.sendBtn = document.getElementById('send-btn');
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this.loading = document.getElementById('loading');
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this.deviceSelect = document.getElementById('device-select');
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this.webgpuOption = document.getElementById('webgpu-option');
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55 |
+
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this.pipe = null;
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this.currentDevice = 'cpu';
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58 |
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this.conversationHistory = ''; // Simple history for prompt
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59 |
+
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60 |
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this.init();
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61 |
+
}
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62 |
+
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63 |
+
async init() {
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64 |
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const supportsWebGPU = !!navigator.gpu;
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+
if (!supportsWebGPU) {
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this.webgpuOption.disabled = true;
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this.webgpuOption.title = 'WebGPU not supported in this browser';
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68 |
+
}
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69 |
+
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+
this.deviceSelect.addEventListener('change', (e) => {
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+
this.currentDevice = e.target.value;
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72 |
+
this.initializePipeline();
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});
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74 |
+
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75 |
+
this.chatForm.addEventListener('submit', (e) => this.handleSubmit(e));
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76 |
+
this.userInput.addEventListener('keypress', (e) => {
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77 |
+
if (e.key === 'Enter' && !e.shiftKey) {
|
78 |
+
e.preventDefault();
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79 |
+
this.handleSubmit(e);
|
80 |
+
}
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81 |
+
});
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82 |
+
|
83 |
+
// Auto-resize textarea
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84 |
+
this.userInput.addEventListener('input', () => {
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85 |
+
this.userInput.style.height = 'auto';
|
86 |
+
this.userInput.style.height = Math.min(this.userInput.scrollHeight, 120) + 'px';
|
87 |
+
});
|
88 |
+
|
89 |
+
await this.initializePipeline();
|
90 |
+
this.addMessage('bot', 'Hello! I am an AI chatbot powered by transformers.js. How can I help you today?');
|
91 |
+
}
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92 |
+
|
93 |
+
async initializePipeline() {
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94 |
+
try {
|
95 |
+
this.pipe = await pipeline('text-generation', 'distilgpt2', {
|
96 |
+
device: this.currentDevice === 'webgpu' ? 'webgpu' : undefined
|
97 |
+
});
|
98 |
+
console.log(`Pipeline initialized on ${this.currentDevice}`);
|
99 |
+
} catch (error) {
|
100 |
+
console.error('Failed to initialize pipeline:', error);
|
101 |
+
this.addMessage('bot', 'Error: Failed to load the AI model. Please try refreshing the page.');
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102 |
+
if (this.currentDevice === 'webgpu') {
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103 |
+
this.currentDevice = 'cpu';
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104 |
+
this.deviceSelect.value = 'cpu';
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105 |
+
await this.initializePipeline();
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106 |
+
}
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107 |
+
}
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108 |
+
}
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109 |
+
|
110 |
+
async handleSubmit(e) {
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111 |
+
e.preventDefault();
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112 |
+
const message = this.userInput.value.trim();
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113 |
+
if (!message || !this.pipe) return;
|
114 |
+
|
115 |
+
this.userInput.value = '';
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116 |
+
this.userInput.style.height = 'auto';
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117 |
+
|
118 |
+
this.addMessage('user', message);
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119 |
+
this.showLoading(true);
|
120 |
+
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121 |
+
try {
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122 |
+
// Build prompt with simple history
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123 |
+
const prompt = this.conversationHistory ? `${this.conversationHistory}\nUser: ${message}\nAssistant:` : `User: ${message}\nAssistant:`;
|
124 |
+
const response = await this.pipe(prompt, {
|
125 |
+
max_new_tokens: 50,
|
126 |
+
temperature: 0.7,
|
127 |
+
do_sample: true,
|
128 |
+
pad_token_id: 50256 // For distilgpt2
|
129 |
+
});
|
130 |
+
|
131 |
+
const botMessage = response[0].generated_text.split('Assistant:').pop().trim();
|
132 |
+
this.conversationHistory = `${prompt} ${botMessage}`;
|
133 |
+
this.addMessage('bot', botMessage);
|
134 |
+
} catch (error) {
|
135 |
+
console.error('Error generating response:', error);
|
136 |
+
this.addMessage('bot', 'Sorry, I encountered an error while generating a response.');
|
137 |
+
} finally {
|
138 |
+
this.showLoading(false);
|
139 |
+
}
|
140 |
+
}
|
141 |
+
|
142 |
+
addMessage(sender, text) {
|
143 |
+
const messageDiv = document.createElement('div');
|
144 |
+
messageDiv.className = `message ${sender}`;
|
145 |
+
messageDiv.setAttribute('role', 'log');
|
146 |
+
messageDiv.setAttribute('aria-label', `${sender === 'user' ? 'You' : 'Assistant'}: ${text}`);
|
147 |
+
messageDiv.textContent = text;
|
148 |
+
this.messagesContainer.appendChild(messageDiv);
|
149 |
+
this.messagesContainer.scrollTop = this.messagesContainer.scrollHeight;
|
150 |
+
}
|
151 |
+
|
152 |
+
showLoading(show) {
|
153 |
+
this.loading.style.display = show ? 'block' : 'none';
|
154 |
+
if (show) {
|
155 |
+
this.messagesContainer.scrollTop = this.messagesContainer.scrollHeight;
|
156 |
+
}
|
157 |
+
}
|
158 |
+
}
|
159 |
+
|
160 |
+
// Initialize the chatbot when the DOM is loaded
|
161 |
+
document.addEventListener('DOMContentLoaded', () => {
|
162 |
+
new Chatbot();
|
163 |
+
});
|
164 |
+
|
165 |
+
=== style.css ===
|
166 |
+
/* style.css content here */
|
167 |
+
* {
|
168 |
+
margin: 0;
|
169 |
+
padding: 0;
|
170 |
+
box-sizing: border-box;
|
171 |
+
}
|
172 |
+
|
173 |
+
body {
|
174 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
|
175 |
+
background-color: #f5f5f5;
|
176 |
+
color: #333;
|
177 |
+
line-height: 1.6;
|
178 |
+
}
|
179 |
+
|
180 |
+
.app-container {
|
181 |
+
display: flex;
|
182 |
+
flex-direction: column;
|
183 |
+
height: 100vh;
|
184 |
+
max-width: 800px;
|
185 |
+
margin: 0 auto;
|
186 |
+
background: white;
|
187 |
+
box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
|
188 |
+
}
|
189 |
+
|
190 |
+
.header {
|
191 |
+
display: flex;
|
192 |
+
justify-content: space-between;
|
193 |
+
align-items: center;
|
194 |
+
padding: 1rem;
|
195 |
+
background-color: #007bff;
|
196 |
+
color: white;
|
197 |
+
}
|
198 |
+
|
199 |
+
.header h1 {
|
200 |
+
font-size: 1.5rem;
|
201 |
+
}
|
202 |
+
|
203 |
+
.device-selector {
|
204 |
+
display: flex;
|
205 |
+
align-items: center;
|
206 |
+
gap: 0.5rem;
|
207 |
+
}
|
208 |
+
|
209 |
+
.device-selector label {
|
210 |
+
font-size: 0.9rem;
|
211 |
+
}
|
212 |
+
|
213 |
+
.device-selector select {
|
214 |
+
padding: 0.25rem;
|
215 |
+
border: none;
|
216 |
+
border-radius: 4px;
|
217 |
+
background: white;
|
218 |
+
color: #333;
|
219 |
+
}
|
220 |
+
|
221 |
+
.chat-container {
|
222 |
+
flex: 1;
|
223 |
+
display: flex;
|
224 |
+
flex-direction: column;
|
225 |
+
padding: 1rem;
|
226 |
+
overflow: hidden;
|
227 |
+
}
|
228 |
+
|
229 |
+
.messages {
|
230 |
+
flex: 1;
|
231 |
+
overflow-y: auto;
|
232 |
+
padding: 1rem 0;
|
233 |
+
display: flex;
|
234 |
+
flex-direction: column;
|
235 |
+
gap: 1rem;
|
236 |
+
}
|
237 |
+
|
238 |
+
.message {
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239 |
+
max-width: 70%;
|
240 |
+
padding: 0.75rem 1rem;
|
241 |
+
border-radius: 18px;
|
242 |
+
word-wrap: break-word;
|
243 |
+
animation: fadeIn 0.3s ease-in;
|
244 |
+
}
|
245 |
+
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246 |
+
.message.user {
|
247 |
+
align-self: flex-end;
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248 |
+
background-color: #007bff;
|
249 |
+
color: white;
|
250 |
+
}
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251 |
+
|
252 |
+
.message.bot {
|
253 |
+
align-self: flex-start;
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254 |
+
background-color: #e9ecef;
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255 |
+
color: #333;
|
256 |
+
}
|
257 |
+
|
258 |
+
.loading-indicator {
|
259 |
+
display: none;
|
260 |
+
align-self: flex-start;
|
261 |
+
padding: 0.75rem 1rem;
|
262 |
+
background-color: #e9ecef;
|
263 |
+
border-radius: 18px;
|
264 |
+
font-style: italic;
|
265 |
+
color: #666;
|
266 |
+
}
|
267 |
+
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268 |
+
.input-container {
|
269 |
+
padding: 1rem;
|
270 |
+
border-top: 1px solid #ddd;
|
271 |
+
background: white;
|
272 |
+
}
|
273 |
+
|
274 |
+
#chat-form {
|
275 |
+
display: flex;
|
276 |
+
gap: 0.5rem;
|
277 |
+
}
|
278 |
+
|
279 |
+
#user-input {
|
280 |
+
flex: 1;
|
281 |
+
padding: 0.75rem;
|
282 |
+
border: 1px solid #ddd;
|
283 |
+
border-radius: 20px;
|
284 |
+
resize: none;
|
285 |
+
font-size: 1rem;
|
286 |
+
outline: none;
|
287 |
+
transition: border-color 0.3s;
|
288 |
+
}
|
289 |
+
|
290 |
+
#user-input:focus {
|
291 |
+
border-color: #007bff;
|
292 |
+
}
|
293 |
+
|
294 |
+
#send-btn {
|
295 |
+
padding: 0.75rem 1.5rem;
|
296 |
+
background-color: #007bff;
|
297 |
+
color: white;
|
298 |
+
border: none;
|
299 |
+
border-radius: 20px;
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300 |
+
cursor: pointer;
|
301 |
+
font-size: 1rem;
|
302 |
+
transition: background-color 0.3s;
|
303 |
+
}
|
304 |
+
|
305 |
+
#send-btn:hover:not(:disabled) {
|
306 |
+
background-color: #0056b3;
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307 |
+
}
|
308 |
+
|
309 |
+
#send-btn:disabled {
|
310 |
+
background-color: #ccc;
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311 |
+
cursor: not-allowed;
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312 |
+
}
|
313 |
+
|
314 |
+
@keyframes fadeIn {
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315 |
+
from { opacity: 0; transform: translateY(10px); }
|
316 |
+
to { opacity: 1; transform: translateY(0); }
|
317 |
+
}
|
318 |
+
|
319 |
+
/* Responsive design */
|
320 |
+
@media (max-width: 600px) {
|
321 |
+
.header {
|
322 |
+
flex-direction: column;
|
323 |
+
gap: 0.5rem;
|
324 |
+
text-align: center;
|
325 |
+
}
|
326 |
+
|
327 |
+
.device-selector {
|
328 |
+
justify-content: center;
|
329 |
+
}
|
330 |
+
|
331 |
+
.message {
|
332 |
+
max-width: 85%;
|
333 |
+
}
|
334 |
+
|
335 |
+
.input-container {
|
336 |
+
padding: 0.5rem;
|
337 |
+
}
|
338 |
+
|
339 |
+
#chat-form {
|
340 |
+
flex-direction: column;
|
341 |
+
}
|
342 |
+
|
343 |
+
#send-btn {
|
344 |
+
align-self: stretch;
|
345 |
+
}
|
346 |
+
}
|
347 |
+
|
348 |
+
/* Accessibility improvements */
|
349 |
+
@media (prefers-reduced-motion: reduce) {
|
350 |
+
.message {
|
351 |
+
animation: none;
|
352 |
+
}
|
353 |
+
}
|
354 |
+
|
355 |
+
@media (prefers-color-scheme: dark) {
|
356 |
+
body {
|
357 |
+
background-color: #121212;
|
358 |
+
color: #e0e0e0;
|
359 |
+
}
|
360 |
+
|
361 |
+
.app-container {
|
362 |
+
background: #1e1e1e;
|
363 |
+
box-shadow: 0 0 10px rgba(255, 255, 255, 0.1);
|
364 |
+
}
|
365 |
+
|
366 |
+
.header {
|
367 |
+
background-color: #0d6efd;
|
368 |
+
}
|
369 |
+
|
370 |
+
.message.bot {
|
371 |
+
background-color: #333;
|
372 |
+
color: #e0e0e0;
|
373 |
+
}
|
374 |
+
|
375 |
+
.loading-indicator {
|
376 |
+
background-color: #333;
|
377 |
+
color: #b0b0b0;
|
378 |
+
}
|
379 |
+
|
380 |
+
#user-input {
|
381 |
+
background-color: #333;
|
382 |
+
color: #e0e0e0;
|
383 |
+
border-color: #555;
|
384 |
+
}
|
385 |
+
|
386 |
+
#user-input:focus {
|
387 |
+
border-color: #0d6efd;
|
388 |
+
}
|
389 |
+
}
|