File size: 38,736 Bytes
ab4e093
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b0e7314
5be0e59
 
b0e7314
ab4e093
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5be0e59
 
ab4e093
 
 
cca1fa9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5be0e59
ab4e093
 
 
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
 
 
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
 
 
 
 
ab4e093
 
5be0e59
 
 
 
 
 
 
 
 
 
ab4e093
 
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
 
5be0e59
 
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ad1a405
5be0e59
 
 
 
 
 
 
 
ad1a405
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
 
 
 
 
 
 
 
 
 
 
ab4e093
5be0e59
ab4e093
 
 
5be0e59
 
 
 
ad1a405
ab4e093
5be0e59
 
 
 
ab4e093
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Multi-Modal Knowledge Distillation</title>
    <link rel="stylesheet" href="/static/css/style.css">
    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css" rel="stylesheet">
</head>
<body>
    <div class="container">
        <!-- Header -->
        <header class="header">
            <div class="header-content">
                <h1><i class="fas fa-brain"></i> Multi-Modal Knowledge Distillation</h1>
                <p>Create new AI models through knowledge distillation from multiple pre-trained models</p>
            </div>
        </header>

        <!-- Advanced Features Navigation -->
        <nav class="advanced-nav">
            <div class="nav-container">
                <h3><i class="fas fa-cogs"></i> Advanced Features</h3>
                <div class="nav-links">
                    <a href="/tokens" class="nav-link">
                        <i class="fas fa-key"></i>
                        <span>Token Management</span>
                        <small>Manage HF tokens</small>
                    </a>
                    <a href="/medical-datasets" class="nav-link">
                        <i class="fas fa-database"></i>
                        <span>Medical Datasets</span>
                        <small>Specialized medical data</small>
                    </a>
                    <a href="#google-models" class="nav-link" onclick="showGoogleModels()">
                        <i class="fab fa-google"></i>
                        <span>Google Models</span>
                        <small>Open source models</small>
                    </a>
                    <a href="#system-info" class="nav-link" onclick="showSystemInfo()">
                        <i class="fas fa-microchip"></i>
                        <span>System Info</span>
                        <small>Performance metrics</small>
                    </a>
                </div>
            </div>
        </nav>

        <!-- Main Content -->
        <main class="main-content">
            <!-- Step 1: Model Selection -->
            <section class="step-section" id="step-1">
                <div class="step-header">
                    <h2><span class="step-number">1</span> Select Teacher Models</h2>
                    <p>Choose 1-10 pre-trained models to serve as teachers for knowledge distillation</p>
                </div>

                <div class="model-selection">
                    <!-- Model Management Tabs -->
                    <div class="card">
                        <div class="card-header">
                            <ul class="nav nav-tabs card-header-tabs" id="model-tabs" role="tablist">
                                <li class="nav-item" role="presentation">
                                    <button class="nav-link active" id="configured-models-tab" data-bs-toggle="tab" data-bs-target="#configured-models-panel" type="button" role="tab">
                                        <i class="fas fa-list"></i> النماذج المُعدة
                                    </button>
                                </li>
                                <li class="nav-item" role="presentation">
                                    <button class="nav-link" id="search-models-tab" data-bs-toggle="tab" data-bs-target="#search-models-panel" type="button" role="tab">
                                        <i class="fas fa-search"></i> البحث عن نماذج
                                    </button>
                                </li>
                                <li class="nav-item" role="presentation">
                                    <button class="nav-link" id="upload-models-tab" data-bs-toggle="tab" data-bs-target="#upload-models-panel" type="button" role="tab">
                                        <i class="fas fa-upload"></i> رفع نماذج محلية
                                    </button>
                                </li>
                            </ul>
                        </div>
                        <div class="card-body">
                            <div class="tab-content" id="model-tab-content">
                                <!-- Configured Models Panel -->
                                <div class="tab-pane fade show active" id="configured-models-panel" role="tabpanel">
                                    <div class="configured-models-section">
                                        <div class="d-flex justify-content-between align-items-center mb-3">
                                            <h6><i class="fas fa-robot"></i> النماذج المعلمة المتاحة</h6>
                                            <button class="btn btn-sm btn-outline-primary" id="refresh-models">
                                                <i class="fas fa-sync"></i> تحديث
                                            </button>
                                        </div>
                                        <div id="configured-models-list" class="models-list">
                                            <div class="text-center">
                                                <div class="spinner-border text-primary" role="status">
                                                    <span class="visually-hidden">جاري تحميل النماذج...</span>
                                                </div>
                                                <p class="mt-2 text-muted">جاري تحميل النماذج المتاحة...</p>
                                            </div>
                                        </div>
                                    </div>
                                </div>

                                <!-- Search Models Panel -->
                                <div class="tab-pane fade" id="search-models-panel" role="tabpanel">
                                    <div class="search-models-section">
                                        <div class="row mb-3">
                                            <div class="col-md-6">
                                                <div class="input-group">
                                                    <input type="text" class="form-control" id="model-search-query" placeholder="ابحث عن النماذج...">
                                                    <button class="btn btn-primary" type="button" id="search-models-btn">
                                                        <i class="fas fa-search"></i> بحث
                                                    </button>
                                                </div>
                                            </div>
                                            <div class="col-md-3">
                                                <select class="form-select" id="model-type-filter">
                                                    <option value="">جميع الأنواع</option>
                                                    <option value="text">نصوص</option>
                                                    <option value="vision">رؤية</option>
                                                    <option value="audio">صوت</option>
                                                </select>
                                            </div>
                                            <div class="col-md-3">
                                                <button class="btn btn-outline-secondary w-100" id="add-custom-model">
                                                    <i class="fas fa-plus"></i> إضافة نموذج مخصص
                                                </button>
                                            </div>
                                        </div>

                                        <!-- Search Results -->
                                        <div id="model-search-results" class="search-results" style="display: none;">
                                            <h6><i class="fas fa-list"></i> نتائج البحث</h6>
                                            <div id="model-search-results-list" class="results-list"></div>
                                        </div>
                                    </div>
                                </div>

                                <!-- Upload Models Panel -->
                                <div class="tab-pane fade" id="upload-models-panel" role="tabpanel">
                                    <div class="upload-section">
                                        <h6><i class="fas fa-upload"></i> رفع نماذج محلية</h6>
                                        <div class="upload-area" id="upload-area">
                                            <div class="upload-content">
                                                <i class="fas fa-cloud-upload-alt"></i>
                                                <p>اسحب وأفلت ملفات النماذج هنا أو انقر للتصفح</p>
                                                <p class="upload-hint">الصيغ المدعومة: .pt, .pth, .bin, .safetensors (حد أقصى 5GB لكل ملف)</p>
                                            </div>
                                            <input type="file" id="file-input" multiple accept=".pt,.pth,.bin,.safetensors" hidden>
                                        </div>
                                        <div class="uploaded-files" id="uploaded-files"></div>
                                    </div>
                                </div>
                            </div>
                        </div>
                    </div>

                    <!-- Hugging Face Models -->
                    <div class="hf-section">
                        <h3><i class="fab fa-github"></i> Hugging Face Models</h3>

                        <!-- Token Selection for Model Access -->
                        <div class="token-selection mb-3">
                            <label for="model-access-type" class="form-label">
                                <i class="fas fa-key me-1"></i>نوع الوصول للنموذج
                            </label>
                            <select id="model-access-type" class="form-select">
                                <option value="read">نماذج عامة (رمز القراءة)</option>
                                <option value="private">نماذج خاصة (رمز مخصص)</option>
                                <option value="medical">نماذج طبية (رمز مخصص)</option>
                                <option value="commercial">نماذج تجارية (رمز مخصص)</option>
                            </select>
                            <div class="help-text">
                                <small class="text-muted">سيتم استخدام الرمز المناسب تلقائياً حسب نوع النموذج</small>
                            </div>
                        </div>

                        <div class="hf-input-group">
                            <input type="text" id="hf-repo" placeholder="Enter Hugging Face model repository (e.g., google/bert_uncased_L-2_H-128_A-2)" class="hf-input">
                            <button id="test-model" class="btn btn-secondary">
                                <i class="fas fa-vial"></i> Test
                            </button>
                            <button id="add-hf-model" class="btn btn-secondary">
                                <i class="fas fa-plus"></i> Add Model
                            </button>
                        </div>
                        <div class="hf-token-section">
                            <label for="hf-token">
                                <i class="fas fa-key"></i> Hugging Face Token (for private/gated models):
                            </label>
                            <div class="token-input-group">
                                <input type="password" id="hf-token" placeholder="hf_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx" class="hf-input">
                                <button id="test-token" class="btn btn-secondary">
                                    <i class="fas fa-check"></i> Test Token
                                </button>
                            </div>
                            <small class="token-help">
                                Optional: Required only for private or gated models.
                                <a href="https://huggingface.co/settings/tokens" target="_blank">Get your token here</a>
                            </small>
                            <div id="token-status" class="token-status hidden"></div>
                        </div>

                        <div class="trust-code-section">
                            <label class="checkbox-label">
                                <input type="checkbox" id="trust-remote-code">
                                <span class="checkmark"></span>
                                <i class="fas fa-shield-alt"></i> Trust Remote Code
                            </label>
                            <small class="trust-help">
                                ⚠️ Enable this for models that require custom code execution (e.g., briaai/RMBG-1.4).
                                <strong>Only enable if you trust the model source!</strong>
                            </small>
                        </div>

                        <!-- Incremental Training Section -->
                        <div class="incremental-training-section">
                            <h4><i class="fas fa-layer-group"></i> Incremental Training (Optional)</h4>
                            <p class="section-description">
                                Use a previously trained model as a starting point and add new teachers to it.
                            </p>

                            <label class="checkbox-label">
                                <input type="checkbox" id="enable-incremental">
                                <span class="checkmark"></span>
                                <i class="fas fa-plus-circle"></i> Enable Incremental Training
                            </label>

                            <div id="incremental-options" class="incremental-options hidden">
                                <div class="form-group">
                                    <label for="student-source">Student Model Source:</label>
                                    <div class="radio-group">
                                        <label class="radio-label">
                                            <input type="radio" name="student-source" value="local" checked>
                                            <span class="radio-mark"></span>
                                            Local Trained Models
                                        </label>
                                        <label class="radio-label">
                                            <input type="radio" name="student-source" value="huggingface">
                                            <span class="radio-mark"></span>
                                            Hugging Face Model
                                        </label>
                                        <label class="radio-label">
                                            <input type="radio" name="student-source" value="space">
                                            <span class="radio-mark"></span>
                                            Hugging Face Space
                                        </label>
                                        <label class="radio-label">
                                            <input type="radio" name="student-source" value="upload">
                                            <span class="radio-mark"></span>
                                            Upload Model Files
                                        </label>
                                    </div>
                                </div>

                                <!-- Local Models -->
                                <div id="local-student-options" class="student-source-options">
                                    <div class="form-group">
                                        <label for="existing-student">Select Local Student Model:</label>
                                        <select id="existing-student" class="form-control">
                                            <option value="">Loading trained models...</option>
                                        </select>
                                        <button id="refresh-students" class="btn btn-secondary btn-sm">
                                            <i class="fas fa-refresh"></i> Refresh
                                        </button>
                                    </div>
                                </div>

                                <!-- Hugging Face Models -->
                                <div id="hf-student-options" class="student-source-options hidden">
                                    <div class="form-group">
                                        <label for="hf-student-repo">Hugging Face Student Model:</label>
                                        <div class="hf-input-group">
                                            <input type="text" id="hf-student-repo" placeholder="username/student-model-name" class="hf-input">
                                            <button id="test-student-model" class="btn btn-secondary">
                                                <i class="fas fa-vial"></i> Test
                                            </button>
                                            <button id="add-hf-student" class="btn btn-secondary">
                                                <i class="fas fa-plus"></i> Add
                                            </button>
                                        </div>
                                        <small>Enter a Hugging Face repository containing a trained student model</small>
                                    </div>
                                </div>

                                <!-- Hugging Face Spaces -->
                                <div id="space-student-options" class="student-source-options hidden">
                                    <div class="form-group">
                                        <label for="hf-space-repo">Hugging Face Space:</label>
                                        <div class="hf-input-group">
                                            <input type="text" id="hf-space-repo" placeholder="username/space-name (e.g., fokan/train-modle2)" class="hf-input">
                                            <button id="test-space-model" class="btn btn-secondary">
                                                <i class="fas fa-vial"></i> Test
                                            </button>
                                            <button id="add-space-student" class="btn btn-secondary">
                                                <i class="fas fa-plus"></i> Add
                                            </button>
                                        </div>
                                        <small>Enter a Hugging Face Space that contains trained models (like fokan/train-modle2)</small>
                                        <div class="alert alert-info" style="margin-top: 0.5rem; font-size: 0.85rem;">
                                            <i class="fas fa-info-circle"></i>
                                            <strong>Note:</strong> This will load models from another training Space. Make sure the Space has completed training and saved models.
                                        </div>
                                    </div>
                                </div>

                                <!-- Upload Models -->
                                <div id="upload-student-options" class="student-source-options hidden">
                                    <div class="form-group">
                                        <label for="student-file-upload">Upload Student Model Files:</label>
                                        <input type="file" id="student-file-upload" multiple accept=".safetensors,.bin,.pt,.json">
                                        <small>Upload model files (.safetensors, .bin, .pt) and config.json</small>
                                    </div>
                                </div>

                                <div id="student-info" class="student-info hidden">
                                    <h5>Model Information:</h5>
                                    <div class="info-grid">
                                        <div class="info-item">
                                            <strong>Architecture:</strong> <span id="student-arch">-</span>
                                        </div>
                                        <div class="info-item">
                                            <strong>Original Teachers:</strong> <span id="student-teachers">-</span>
                                        </div>
                                        <div class="info-item">
                                            <strong>Training Sessions:</strong> <span id="student-sessions">-</span>
                                        </div>
                                        <div class="info-item">
                                            <strong>Last Training:</strong> <span id="student-last">-</span>
                                        </div>
                                    </div>
                                    <div class="alert alert-info">
                                        <i class="fas fa-info-circle"></i>
                                        <strong>Note:</strong> New teachers will be added to the existing teachers.
                                        The model will learn from both old and new teachers.
                                    </div>
                                </div>
                            </div>
                        </div>
                        <div class="suggested-models">
                            <h4>Suggested Models:</h4>
                            <div class="model-suggestions">
                                <button class="suggestion-btn" data-model="google/bert_uncased_L-2_H-128_A-2">BERT Small</button>
                                <button class="suggestion-btn" data-model="distilbert-base-uncased">DistilBERT</button>
                                <button class="suggestion-btn" data-model="microsoft/DialoGPT-small">DialoGPT Small</button>
                                <button class="suggestion-btn" data-model="google/vit-base-patch16-224">ViT Base</button>
                                <button class="suggestion-btn" data-model="openai/clip-vit-base-patch32">CLIP</button>
                                <button class="suggestion-btn trust-required" data-model="briaai/RMBG-1.4" title="Requires Trust Remote Code">RMBG-1.4 ⚠️</button>
                                <button class="suggestion-btn trust-required" data-model="google/siglip-base-patch16-224" title="Advanced Vision Model">SigLIP ⚠️</button>
                                <button class="suggestion-btn trust-required gated-model" data-model="google/gemma-2b" title="Requires HF Token + Access">Gemma 2B 🔒</button>
                            </div>
                            <small class="suggestions-help">
                                ⚠️ Models with warning icon may require "Trust Remote Code" or special requirements.<br>
                                🔒 Gated models require Hugging Face token and access permission.
                            </small>
                        </div>
                        <div class="hf-models" id="hf-models"></div>
                    </div>

                    <!-- URL Models -->
                    <div class="url-section">
                        <h3><i class="fas fa-link"></i> Direct URLs</h3>
                        <div class="url-input-group">
                            <input type="text" id="model-url" placeholder="Enter direct download URL for model file" class="url-input">
                            <button id="add-url-model" class="btn btn-secondary">
                                <i class="fas fa-plus"></i> Add URL
                            </button>
                        </div>
                        <div class="url-models" id="url-models"></div>
                    </div>
                </div>

                <!-- Selected Models Summary -->
                <div class="selected-models" id="selected-models">
                    <h3>Selected Teacher Models (<span id="model-count">0</span>/10)</h3>
                    <div class="models-grid" id="models-grid"></div>
                </div>

                <div class="step-actions">
                    <button id="next-step-1" class="btn btn-primary" disabled>
                        Next: Configure Training <i class="fas fa-arrow-right"></i>
                    </button>
                </div>
            </section>

            <!-- Step 2: Training Configuration -->
            <section class="step-section hidden" id="step-2">
                <div class="step-header">
                    <h2><span class="step-number">2</span> Configure Training</h2>
                    <p>Set up training parameters for knowledge distillation</p>
                </div>

                <div class="config-grid">
                    <!-- Student Model Configuration -->
                    <div class="config-section">
                        <h3><i class="fas fa-cog"></i> Student Model</h3>
                        <div class="form-group">
                            <label for="hidden-size">Hidden Size</label>
                            <select id="hidden-size" class="form-control">
                                <option value="256">256 (Small)</option>
                                <option value="512">512 (Medium)</option>
                                <option value="768" selected>768 (Large)</option>
                                <option value="1024">1024 (Extra Large)</option>
                            </select>
                        </div>
                        <div class="form-group">
                            <label for="num-layers">Number of Layers</label>
                            <select id="num-layers" class="form-control">
                                <option value="3">3 (Fast)</option>
                                <option value="6" selected>6 (Balanced)</option>
                                <option value="12">12 (Deep)</option>
                            </select>
                        </div>
                    </div>

                    <!-- Training Parameters -->
                    <div class="config-section">
                        <h3><i class="fas fa-chart-line"></i> Training Parameters</h3>
                        <div class="form-group">
                            <label for="max-steps">Training Steps</label>
                            <select id="max-steps" class="form-control">
                                <option value="500">500 (Quick)</option>
                                <option value="1000" selected>1000 (Standard)</option>
                                <option value="2000">2000 (Thorough)</option>
                                <option value="5000">5000 (Extensive)</option>
                            </select>
                        </div>
                        <div class="form-group">
                            <label for="learning-rate">Learning Rate</label>
                            <select id="learning-rate" class="form-control">
                                <option value="1e-5">1e-5 (Conservative)</option>
                                <option value="1e-4" selected>1e-4 (Standard)</option>
                                <option value="1e-3">1e-3 (Aggressive)</option>
                            </select>
                        </div>
                        <div class="form-group">
                            <label for="temperature">Temperature</label>
                            <select id="temperature" class="form-control">
                                <option value="2">2 (Sharp)</option>
                                <option value="4" selected>4 (Balanced)</option>
                                <option value="8">8 (Smooth)</option>
                            </select>
                        </div>
                    </div>

                    <!-- Distillation Strategy -->
                    <div class="config-section">
                        <h3><i class="fas fa-network-wired"></i> Distillation Strategy</h3>
                        <div class="form-group">
                            <label for="strategy">Strategy</label>
                            <select id="strategy" class="form-control">
                                <option value="ensemble" selected>Ensemble (Average teachers)</option>
                                <option value="weighted">Weighted (Smart weighting)</option>
                                <option value="sequential">Sequential (One by one)</option>
                            </select>
                        </div>
                        <div class="form-group">
                            <label for="alpha">Distillation Weight (α)</label>
                            <select id="alpha" class="form-control">
                                <option value="0.5">0.5 (Balanced)</option>
                                <option value="0.7" selected>0.7 (Favor distillation)</option>
                                <option value="0.9">0.9 (Strong distillation)</option>
                            </select>
                        </div>
                    </div>
                </div>

                <div class="step-actions">
                    <button id="back-step-2" class="btn btn-secondary">
                        <i class="fas fa-arrow-left"></i> Back
                    </button>
                    <button id="start-training" class="btn btn-primary">
                        <i class="fas fa-play"></i> Start Training
                    </button>
                </div>
            </section>

            <!-- Step 3: Training Progress -->
            <section class="step-section hidden" id="step-3">
                <div class="step-header">
                    <h2><span class="step-number">3</span> Training Progress</h2>
                    <p>Monitor the knowledge distillation training process</p>
                </div>

                <div class="progress-container">
                    <!-- Overall Progress -->
                    <div class="progress-section">
                        <h3><i class="fas fa-tasks"></i> Overall Progress</h3>
                        <div class="progress-bar-container">
                            <div class="progress-bar">
                                <div class="progress-fill" id="overall-progress"></div>
                            </div>
                            <span class="progress-text" id="progress-percentage">0%</span>
                        </div>
                        <div class="progress-info">
                            <div class="info-item">
                                <span class="info-label">Status:</span>
                                <span class="info-value" id="training-status">Initializing...</span>
                            </div>
                            <div class="info-item">
                                <span class="info-label">Step:</span>
                                <span class="info-value" id="current-step">0 / 1000</span>
                            </div>
                            <div class="info-item">
                                <span class="info-label">ETA:</span>
                                <span class="info-value" id="eta">Calculating...</span>
                            </div>
                        </div>
                    </div>

                    <!-- Training Metrics -->
                    <div class="metrics-section">
                        <h3><i class="fas fa-chart-area"></i> Training Metrics</h3>
                        <div class="metrics-grid">
                            <div class="metric-card">
                                <div class="metric-label">Loss</div>
                                <div class="metric-value" id="current-loss">-</div>
                            </div>
                            <div class="metric-card">
                                <div class="metric-label">Learning Rate</div>
                                <div class="metric-value" id="learning-rate-display">-</div>
                            </div>
                            <div class="metric-card">
                                <div class="metric-label">Temperature</div>
                                <div class="metric-value" id="temperature-display">-</div>
                            </div>
                        </div>
                    </div>

                    <!-- Live Console -->
                    <div class="console-section">
                        <h3><i class="fas fa-terminal"></i> Live Console</h3>
                        <div class="console" id="training-console">
                            <div class="console-line">Initializing training session...</div>
                        </div>
                    </div>
                </div>

                <div class="step-actions">
                    <button id="back-step-3" class="btn btn-secondary">
                        <i class="fas fa-arrow-left"></i> Back to Configuration
                    </button>
                    <button id="cancel-training" class="btn btn-danger">
                        <i class="fas fa-stop"></i> Cancel Training
                    </button>
                    <button id="download-model" class="btn btn-success hidden">
                        <i class="fas fa-download"></i> Download Trained Model
                    </button>
                    <button id="upload-to-hf" class="btn btn-info hidden">
                        <i class="fab fa-github"></i> Upload to Hugging Face
                    </button>
                    <button id="start-new-training" class="btn btn-primary hidden">
                        <i class="fas fa-plus"></i> Start New Training
                    </button>
                </div>
            </section>
        </main>

        <!-- Footer -->
        <footer class="footer">
            <p>&copy; 2024 Multi-Modal Knowledge Distillation. Built with FastAPI and PyTorch.</p>
        </footer>
    </div>

    <!-- Modals -->
    <!-- Upload to HF Modal -->
    <div id="hf-upload-modal" class="modal hidden">
        <div class="modal-content">
            <div class="modal-header">
                <h3><i class="fab fa-github"></i> Upload to Hugging Face</h3>
                <button class="modal-close">&times;</button>
            </div>
            <div class="modal-body">
                <form id="hf-upload-form">
                    <div class="form-group">
                        <label for="hf-repo-name">Repository Name *</label>
                        <input type="text" id="hf-repo-name" placeholder="username/model-name" required onblur="app.validateRepoName()">
                        <small>Format: your-username/your-model-name (will be auto-suggested based on your token)</small>
                        <div id="repo-validation-status" class="validation-status hidden"></div>
                    </div>
                    <div class="form-group">
                        <label for="hf-description">Model Description</label>
                        <textarea id="hf-description" placeholder="Describe your model..." rows="3"></textarea>
                    </div>
                    <div class="form-group">
                        <label for="hf-upload-token">Hugging Face Token *</label>
                        <input type="password" id="hf-upload-token" placeholder="hf_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx" required onblur="app.validateTokenAndSuggestName(this.value)">
                        <small>Your HF token with <strong>write permissions</strong>. <a href="https://huggingface.co/settings/tokens" target="_blank">Get token here</a></small>
                        <div class="alert alert-warning" style="margin-top: 0.5rem; font-size: 0.85rem;">
                            <strong>⚠️ Important:</strong> Make sure your token has "Write" permissions and you're using your correct username in the repository name.
                        </div>
                    </div>
                    <div class="form-group">
                        <label class="checkbox-label">
                            <input type="checkbox" id="hf-private">
                            <span class="checkmark"></span>
                            Make repository private
                        </label>
                    </div>
                </form>
            </div>
            <div class="modal-footer">
                <button id="cancel-hf-upload" class="btn btn-secondary">Cancel</button>
                <button id="confirm-hf-upload" class="btn btn-primary">
                    <i class="fas fa-upload"></i> Upload to Hugging Face
                </button>
            </div>
        </div>
    </div>

    <div class="modal hidden" id="confirm-modal">
        <div class="modal-content">
            <h3>Confirm Training</h3>
            <p>Are you sure you want to start training with the selected configuration?</p>
            <div class="modal-actions">
                <button id="confirm-cancel" class="btn btn-secondary">Cancel</button>
                <button id="confirm-start" class="btn btn-primary">Start Training</button>
            </div>
        </div>
    </div>

    <div class="modal hidden" id="error-modal">
        <div class="modal-content">
            <h3><i class="fas fa-exclamation-triangle"></i> Error</h3>
            <p id="error-message">An error occurred.</p>
            <div class="modal-actions">
                <button id="error-ok" class="btn btn-primary">OK</button>
            </div>
        </div>
    </div>

    <script src="/static/js/main.js"></script>
</body>
</html>