File size: 11,842 Bytes
1ddfd0a
dd1b723
1ddfd0a
 
dd1b723
1ddfd0a
 
 
 
 
 
 
dd1b723
1ddfd0a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd1b723
1ddfd0a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd1b723
 
1ddfd0a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd1b723
1ddfd0a
 
 
 
 
dd1b723
1ddfd0a
dd1b723
1ddfd0a
 
 
 
dd1b723
 
1ddfd0a
dd1b723
1ddfd0a
dd1b723
1ddfd0a
 
 
 
dd1b723
1ddfd0a
dd1b723
1ddfd0a
dd1b723
1ddfd0a
 
 
 
dd1b723
1ddfd0a
 
 
dd1b723
1ddfd0a
 
 
dd1b723
1ddfd0a
 
 
 
 
dd1b723
1ddfd0a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
import { pipeline, env } from 'https://cdn.jsdelivr.net/npm/@huggingface/transformers@3.8.0';

// Configure environment
env.allowLocalModels = false;

// State
let generator = null;
let currentModel = null;
let isVisionModel = false;
let currentImage = null;
let isGenerating = false;
let conversationHistory = [];

// DOM Elements
const modelSelect = document.getElementById('model-select');
const loadModelBtn = document.getElementById('load-model-btn');
const loadingContainer = document.getElementById('loading-container');
const loadingStatus = document.getElementById('loading-status');
const progressBar = document.getElementById('progress-bar');
const progressText = document.getElementById('progress-text');
const chatContainer = document.getElementById('chat-container');
const chatMessages = document.getElementById('chat-messages');
const imageInput = document.getElementById('image-input');
const attachImageBtn = document.getElementById('attach-image-btn');
const imageUrlInput = document.getElementById('image-url-input');
const loadUrlBtn = document.getElementById('load-url-btn');
const imagePreviewContainer = document.getElementById('image-preview-container');
const imagePreview = document.getElementById('image-preview');
const removeImageBtn = document.getElementById('remove-image-btn');
const userInput = document.getElementById('user-input');
const sendBtn = document.getElementById('send-btn');
const errorContainer = document.getElementById('error-container');
const errorMessage = document.getElementById('error-message');
const dismissErrorBtn = document.getElementById('dismiss-error-btn');

// Settings
const maxTokensSlider = document.getElementById('max-tokens');
const maxTokensValue = document.getElementById('max-tokens-value');
const temperatureSlider = document.getElementById('temperature');
const temperatureValue = document.getElementById('temperature-value');
const topPSlider = document.getElementById('top-p');
const topPValue = document.getElementById('top-p-value');

// Vision model identifiers
const VISION_MODELS = ['SmolVLM', 'Fara', 'llava', 'vision'];

function isVisionModelSelected(modelId) {
return VISION_MODELS.some(vm => modelId.toLowerCase().includes(vm.toLowerCase()));
}

// Progress callback for model loading
function progressCallback(progress) {
if (progress.status === 'initiate') {
loadingStatus.textContent = `Loading ${progress.file || 'model'}...`;
} else if (progress.status === 'download') {
loadingStatus.textContent = `Downloading ${progress.file || 'model'}...`;
} else if (progress.status === 'progress') {
const percent = Math.round(progress.progress || 0);
progressBar.style.width = `${percent}%`;
progressText.textContent = `${percent}%`;
loadingStatus.textContent = `Downloading ${progress.file || 'model'}...`;
} else if (progress.status === 'done') {
loadingStatus.textContent = `Loaded ${progress.file || 'model'}`;
} else if (progress.status === 'ready') {
loadingStatus.textContent = 'Model ready!';
progressBar.style.width = '100%';
progressText.textContent = '100%';
}
}

// Load model
async function loadModel() {
const modelId = modelSelect.value;

if (currentModel === modelId && generator) {
showError('Model already loaded!');
return;
}

try {
loadModelBtn.disabled = true;
loadingContainer.classList.remove('hidden');
chatContainer.classList.add('hidden');
progressBar.style.width = '0%';
progressText.textContent = '0%';
loadingStatus.textContent = 'Initializing...';

isVisionModel = isVisionModelSelected(modelId);

// Clean up previous model
if (generator) {
generator = null;
}

// Determine device - try WebGPU first
let device = 'wasm';
if (navigator.gpu) {
try {
const adapter = await navigator.gpu.requestAdapter();
if (adapter) {
device = 'webgpu';
loadingStatus.textContent = 'Using WebGPU acceleration...';
}
} catch (e) {
console.log('WebGPU not available, falling back to WASM');
}
}

loadingStatus.textContent = `Loading model on ${device.toUpperCase()}...`;

// Create pipeline based on model type
if (isVisionModel) {
generator = await pipeline('image-text-to-text', modelId, {
device: device,
dtype: 'q4f16',
progress_callback: progressCallback,
});
} else {
generator = await pipeline('text-generation', modelId, {
device: device,
dtype: 'q4f16',
progress_callback: progressCallback,
});
}

currentModel = modelId;
conversationHistory = [];

// Update UI
loadingContainer.classList.add('hidden');
chatContainer.classList.remove('hidden');
sendBtn.disabled = false;

// Update attach button visibility
attachImageBtn.style.display = isVisionModel ? 'block' : 'none';
imageUrlInput.style.display = isVisionModel ? 'block' : 'none';
loadUrlBtn.style.display = isVisionModel ? 'block' : 'none';

// Clear chat and show ready message
chatMessages.innerHTML = `
<div class="welcome-message">
  <p>✅ <strong>${modelId.split('/').pop()}</strong> loaded successfully!</p>
  <p class="hint">${isVisionModel ? 'This is a vision model. You can attach images to your messages.' : 'This is a
    text-only model for conversation.'}</p>
</div>
`;

} catch (error) {
console.error('Error loading model:', error);
showError(`Failed to load model: ${error.message}`);
loadingContainer.classList.add('hidden');
} finally {
loadModelBtn.disabled = false;
}
}

// Handle image upload
function handleImageUpload(file) {
if (!file) return;

const reader = new FileReader();
reader.onload = (e) => {
currentImage = e.target.result;
imagePreview.src = currentImage;
imagePreviewContainer.classList.remove('hidden');
};
reader.readAsDataURL(file);
}

// Load image from URL
async function loadImageFromUrl() {
const url = imageUrlInput.value.trim();
if (!url) return;

try {
currentImage = url;
imagePreview.src = url;
imagePreviewContainer.classList.remove('hidden');
imageUrlInput.value = '';
} catch (error) {
showError('Failed to load image from URL');
}
}

// Remove attached image
function removeImage() {
currentImage = null;
imagePreview.src = '';
imagePreviewContainer.classList.add('hidden');
imageInput.value = '';
}

// Add message to chat
function addMessage(role, content, imageUrl = null) {
const messageDiv = document.createElement('div');
messageDiv.className = `message ${role}`;

const label = document.createElement('div');
label.className = 'message-label';
label.textContent = role === 'user' ? 'You' : 'Assistant';

const contentDiv = document.createElement('div');
contentDiv.className = 'message-content';

if (imageUrl) {
const img = document.createElement('img');
img.src = imageUrl;
img.className = 'message-image';
contentDiv.appendChild(img);
}

const textSpan = document.createElement('span');
textSpan.textContent = content;
contentDiv.appendChild(textSpan);

messageDiv.appendChild(label);
messageDiv.appendChild(contentDiv);
chatMessages.appendChild(messageDiv);

chatMessages.scrollTop = chatMessages.scrollHeight;

return contentDiv;
}

// Add typing indicator
function addTypingIndicator() {
const messageDiv = document.createElement('div');
messageDiv.className = 'message assistant';
messageDiv.id = 'typing-indicator';

const label = document.createElement('div');
label.className = 'message-label';
label.textContent = 'Assistant';

const contentDiv = document.createElement('div');
contentDiv.className = 'message-content';

const typingDiv = document.createElement('div');
typingDiv.className = 'typing-indicator';
typingDiv.innerHTML = '<span></span><span></span><span></span>';

contentDiv.appendChild(typingDiv);
messageDiv.appendChild(label);
messageDiv.appendChild(contentDiv);
chatMessages.appendChild(messageDiv);

chatMessages.scrollTop = chatMessages.scrollHeight;
}

// Remove typing indicator
function removeTypingIndicator() {
const indicator = document.getElementById('typing-indicator');
if (indicator) {
indicator.remove();
}
}

// Send message
async function sendMessage() {
const text = userInput.value.trim();
if (!text || !generator || isGenerating) return;

isGenerating = true;
sendBtn.disabled = true;
userInput.disabled = true;

try {
// Add user message
addMessage('user', text, currentImage);

// Clear input
userInput.value = '';
const imageForMessage = currentImage;
removeImage();

// Show typing indicator
addTypingIndicator();

// Get generation settings
const maxTokens = parseInt(maxTokensSlider.value);
const temperature = parseFloat(temperatureSlider.value);
const topP = parseFloat(topPSlider.value);

let response;

if (isVisionModel && imageForMessage) {
// Vision model with image
const messages = [
{
role: 'user',
content: [
{ type: 'image', image: imageForMessage },
{ type: 'text', text: text }
]
}
];

const output = await generator(messages, {
max_new_tokens: maxTokens,
temperature: temperature,
top_p: topP,
do_sample: temperature > 0,
});

response = output[0].generated_text.at(-1).content;

} else if (isVisionModel) {
// Vision model without image - text only
const messages = [
{
role: 'user',
content: [
{ type: 'text', text: text }
]
}
];

const output = await generator(messages, {
max_new_tokens: maxTokens,
temperature: temperature,
top_p: topP,
do_sample: temperature > 0,
});

response = output[0].generated_text.at(-1).content;

} else {
// Text-only model
conversationHistory.push({ role: 'user', content: text });

const output = await generator(conversationHistory, {
max_new_tokens: maxTokens,
temperature: temperature,
top_p: topP,
do_sample: temperature > 0,
});

const generatedMessages = output[0].generated_text;
const assistantMessage = generatedMessages[generatedMessages.length - 1];
response = assistantMessage.content;

conversationHistory.push({ role: 'assistant', content: response });
}

// Remove typing indicator and add response
removeTypingIndicator();
addMessage('assistant', response);

} catch (error) {
console.error('Error generating response:', error);
removeTypingIndicator();
showError(`Generation error: ${error.message}`);
} finally {
isGenerating = false;
sendBtn.disabled = false;
userInput.disabled = false;
userInput.focus();
}
}

// Show error
function showError(message) {
errorMessage.textContent = message;
errorContainer.classList.remove('hidden');
}

// Hide error
function hideError() {
errorContainer.classList.add('hidden');
}

// Event Listeners
loadModelBtn.addEventListener('click', loadModel);

attachImageBtn.addEventListener('click', () => {
if (isVisionModel) {
imageInput.click();
}
});

imageInput.addEventListener('change', (e) => {
if (e.target.files.length > 0) {
handleImageUpload(e.target.files[0]);
}
});

loadUrlBtn.addEventListener('click', loadImageFromUrl);

imageUrlInput.addEventListener('keypress', (e) => {
if (e.key === 'Enter') {
loadImageFromUrl();
}
});

removeImageBtn.addEventListener('click', removeImage);

sendBtn.addEventListener('click', sendMessage);

userInput.addEventListener('keypress', (e) => {
if (e.key === 'Enter' && !e.shiftKey) {
e.preventDefault();
sendMessage();
}
});

dismissErrorBtn.addEventListener('click', hideError);

// Settings sliders
maxTokensSlider.addEventListener('input', () => {
maxTokensValue.textContent = maxTokensSlider.value;
});

temperatureSlider.addEventListener('input', () => {
temperatureValue.textContent = temperatureSlider.value;
});

topPSlider.addEventListener('input', () => {
topPValue.textContent = topPSlider.value;
});

// Drag and drop for images
chatContainer.addEventListener('dragover', (e) => {
if (isVisionModel) {
e.preventDefault();
e.dataTransfer.dropEffect = 'copy';
}
});

chatContainer.addEventListener('drop', (e) => {
if (isVisionModel) {
e.preventDefault();
const files = e.dataTransfer.files;
if (files.length > 0 && files[0].type.startsWith('image/')) {
handleImageUpload(files[0]);
}
}
});

// Initialize
document.addEventListener('DOMContentLoaded', () => {
// Hide image controls initially
attachImageBtn.style.display = 'none';
imageUrlInput.style.display = 'none';
loadUrlBtn.style.display = 'none';
});