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168
+ height: 768
169
+ samples: []
170
+ neg: ''
171
+ seed: 42
172
+ walk_seed: true
173
+ guidance_scale: 4
174
+ sample_steps: 25
175
+ num_frames: 121
176
+ fps: 24
177
+ meta:
178
+ name: PLORA-LTX2_V3
179
+ version: '1.0'
PLORA-LTX2_V3/log.txt ADDED
The diff for this file is too large to render. See raw diff
 
PLORA-LTX2_V3/logs/0_log.txt ADDED
The diff for this file is too large to render. See raw diff
 
PLORA-LTX2_V3/logs/1_log.txt ADDED
@@ -0,0 +1,460 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1
+ Running 1 job
2
+ {
3
+ "type": "diffusion_trainer",
4
+ "training_folder": "/app/ai-toolkit/output",
5
+ "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
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+ "max_step_saves_to_keep": 400,
25
+ "save_format": "diffusers",
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+ "push_to_hub": false
27
+ },
28
+ "datasets": [
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+ {
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+ "folder_path": "/app/ai-toolkit/datasets/41",
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+ "caption_ext": "txt",
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+ "cache_latents_to_disk": true,
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+ "is_reg": false,
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+ "network_weight": 1,
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+ "resolution": [
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+ 512,
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+ 768
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+ ],
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+ "controls": [],
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+ "shrink_video_to_frames": true,
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+ "num_frames": 41,
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+ "flip_x": false,
47
+ "flip_y": false,
48
+ "num_repeats": 1,
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+ "do_i2v": false,
50
+ "fps": 24
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+ },
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+ {
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+ "folder_path": "/app/ai-toolkit/datasets/65",
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+ "caption_ext": "txt",
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+ 512,
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+ ],
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+ "resolution": [
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+ "shrink_video_to_frames": true,
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133
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134
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+ }
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+ ],
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138
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139
+ "bypass_guidance_embedding": false,
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146
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148
+ "content_or_style": "balanced",
149
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150
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+ },
152
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153
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154
+ "lr": 0.0001,
155
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156
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157
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158
+ },
159
+ "skip_first_sample": false,
160
+ "force_first_sample": false,
161
+ "disable_sampling": true,
162
+ "dtype": "bf16",
163
+ "diff_output_preservation": false,
164
+ "diff_output_preservation_multiplier": 1,
165
+ "diff_output_preservation_class": "person",
166
+ "switch_boundary_every": 1,
167
+ "loss_type": "mse"
168
+ },
169
+ "logging": {
170
+ "log_every": 1,
171
+ "use_ui_logger": true
172
+ },
173
+ "model": {
174
+ "name_or_path": "Lightricks/LTX-2",
175
+ "quantize": true,
176
+ "qtype": "qfloat8",
177
+ "quantize_te": true,
178
+ "qtype_te": "uint4",
179
+ "arch": "ltx2",
180
+ "low_vram": true,
181
+ "model_kwargs": {},
182
+ "layer_offloading": false,
183
+ "layer_offloading_text_encoder_percent": 1,
184
+ "layer_offloading_transformer_percent": 1
185
+ },
186
+ "sample": {
187
+ "sampler": "flowmatch",
188
+ "sample_every": 250,
189
+ "width": 768,
190
+ "height": 768,
191
+ "samples": [],
192
+ "neg": "",
193
+ "seed": 42,
194
+ "walk_seed": true,
195
+ "guidance_scale": 4,
196
+ "sample_steps": 25,
197
+ "num_frames": 121,
198
+ "fps": 24
199
+ }
200
+ }
201
+ Changing sample extention to animated webp
202
+ Using SQLite database at /app/ai-toolkit/aitk_db.db
203
+ Job ID: "be950c26-2bba-4c74-8435-7f7cfde1757c"
204
+
205
+ #############################################
206
+ # Running job: PLORA-LTX2_V3
207
+ #############################################
208
+
209
+
210
+ Running 1 process
211
+ Loading LTX2 model
212
+ Loading transformer
213
+
214
+
215
+ Quantizing Transformer
216
+ - quantizing 48 transformer blocks
217
+
218
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258
  42%|####1 | 20/48 [00:09<00:14, 1.88it/s]
259
  42%|####1 | 20/48 [00:09<00:14, 1.88it/s]
260
  44%|####3 | 21/48 [00:10<00:14, 1.91it/s]
261
  44%|####3 | 21/48 [00:10<00:14, 1.91it/s]
262
  46%|####5 | 22/48 [00:10<00:13, 1.94it/s]
263
  46%|####5 | 22/48 [00:10<00:13, 1.94it/s]
264
  48%|####7 | 23/48 [00:11<00:12, 1.97it/s]
265
  48%|####7 | 23/48 [00:11<00:12, 1.97it/s]
266
  50%|##### | 24/48 [00:11<00:11, 2.01it/s]
267
  50%|##### | 24/48 [00:11<00:11, 2.01it/s]
268
  52%|#####2 | 25/48 [00:12<00:12, 1.85it/s]
269
  52%|#####2 | 25/48 [00:12<00:12, 1.85it/s]
270
  54%|#####4 | 26/48 [00:13<00:11, 1.91it/s]
271
  54%|#####4 | 26/48 [00:13<00:11, 1.91it/s]
272
  56%|#####6 | 27/48 [00:13<00:10, 1.94it/s]
273
  56%|#####6 | 27/48 [00:13<00:10, 1.94it/s]
274
  58%|#####8 | 28/48 [00:14<00:10, 1.95it/s]
275
  58%|#####8 | 28/48 [00:14<00:10, 1.95it/s]
276
  60%|###### | 29/48 [00:14<00:09, 2.02it/s]
277
  60%|###### | 29/48 [00:14<00:09, 2.02it/s]
278
  62%|######2 | 30/48 [00:14<00:08, 2.04it/s]
279
  62%|######2 | 30/48 [00:14<00:08, 2.04it/s]
280
  65%|######4 | 31/48 [00:15<00:08, 2.06it/s]
281
  65%|######4 | 31/48 [00:15<00:08, 2.06it/s]
282
  67%|######6 | 32/48 [00:16<00:08, 1.85it/s]
283
  67%|######6 | 32/48 [00:16<00:08, 1.85it/s]
284
  69%|######8 | 33/48 [00:16<00:07, 1.91it/s]
285
  69%|######8 | 33/48 [00:16<00:07, 1.91it/s]
286
  71%|####### | 34/48 [00:17<00:07, 1.90it/s]
287
  71%|####### | 34/48 [00:17<00:07, 1.90it/s]
288
  73%|#######2 | 35/48 [00:17<00:06, 1.90it/s]
289
  73%|#######2 | 35/48 [00:17<00:06, 1.90it/s]
290
  75%|#######5 | 36/48 [00:18<00:06, 1.90it/s]
291
  75%|#######5 | 36/48 [00:18<00:06, 1.90it/s]
292
  77%|#######7 | 37/48 [00:18<00:05, 1.88it/s]
293
  77%|#######7 | 37/48 [00:18<00:05, 1.88it/s]
294
  79%|#######9 | 38/48 [00:19<00:05, 1.70it/s]
295
  79%|#######9 | 38/48 [00:19<00:05, 1.70it/s]
296
  81%|########1 | 39/48 [00:19<00:04, 1.81it/s]
297
  81%|########1 | 39/48 [00:19<00:04, 1.81it/s]
298
  83%|########3 | 40/48 [00:20<00:04, 1.86it/s]
299
  83%|########3 | 40/48 [00:20<00:04, 1.86it/s]
300
  85%|########5 | 41/48 [00:20<00:03, 1.90it/s]
301
  85%|########5 | 41/48 [00:20<00:03, 1.90it/s]
302
  88%|########7 | 42/48 [00:21<00:03, 1.91it/s]
303
  88%|########7 | 42/48 [00:21<00:03, 1.91it/s]
304
  90%|########9 | 43/48 [00:21<00:02, 1.92it/s]
305
  90%|########9 | 43/48 [00:21<00:02, 1.92it/s]
306
  92%|#########1| 44/48 [00:22<00:02, 1.95it/s]
307
  92%|#########1| 44/48 [00:22<00:02, 1.95it/s]
308
  94%|#########3| 45/48 [00:23<00:01, 1.75it/s]
309
  94%|#########3| 45/48 [00:23<00:01, 1.75it/s]
310
  96%|#########5| 46/48 [00:23<00:01, 1.79it/s]
311
  96%|#########5| 46/48 [00:23<00:01, 1.79it/s]
312
  98%|#########7| 47/48 [00:24<00:00, 1.89it/s]
313
  98%|#########7| 47/48 [00:24<00:00, 1.89it/s]
314
+
315
+ - quantizing extras
316
+ Moving transformer to CPU
317
+ Loading text encoder
318
+
319
+
320
+ Quantizing Text Encoder
321
+ Loading VAEs and other components
322
+ Making pipe
323
+ Preparing Model
324
+ Model Loaded
325
+ create LoRA network. base dim (rank): 32, alpha: 32
326
+ neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
327
+ apply LoRA to Conv2d with kernel size (3,3). dim (rank): 16, alpha: 16
328
+ create LoRA for Text Encoder: 0 modules.
329
+ create LoRA for U-Net: 1344 modules.
330
+ enable LoRA for U-Net
331
+ #### IMPORTANT RESUMING FROM /app/ai-toolkit/output/PLORA-LTX2_V3/PLORA-LTX2_V3_000009000.safetensors ####
332
+ Loading from /app/ai-toolkit/output/PLORA-LTX2_V3/PLORA-LTX2_V3_000009000.safetensors
333
+ Missing keys: []
334
+ Found step 9000 in metadata, starting from there
335
+ Loading optimizer state from /app/ai-toolkit/output/PLORA-LTX2_V3/optimizer.pt
336
+ Updating optimizer LR from params
337
+ Dataset: /app/ai-toolkit/datasets/41
338
+ - Preprocessing video dimensions
339
+
340
  0%| | 0/4 [00:00<?, ?it/s]
341
  0%| | 0/4 [00:00<?, ?it/s]
342
+
343
+ - Found 4 videos
344
+ Bucket sizes for /app/ai-toolkit/datasets/41:
345
+ 576x416: 3 files
346
+ 576x448: 1 files
347
+ 2 buckets made
348
+ Caching latents for /app/ai-toolkit/datasets/41
349
+ - Saving latents to disk
350
+
351
+
352
+ Caching text_embeddings for /app/ai-toolkit/datasets/41
353
+ - Saving text embeddings to disk
354
+
355
+
356
+ Dataset: /app/ai-toolkit/datasets/41
357
+ - Preprocessing video dimensions
358
+
359
  0%| | 0/4 [00:00<?, ?it/s]
360
  0%| | 0/4 [00:00<?, ?it/s]
361
+
362
+ - Found 4 videos
363
+ Bucket sizes for /app/ai-toolkit/datasets/41:
364
+ 864x672: 4 files
365
+ 1 buckets made
366
+ Caching latents for /app/ai-toolkit/datasets/41
367
+ - Saving latents to disk
368
+
369
+
370
+ Caching text_embeddings for /app/ai-toolkit/datasets/41
371
+ - Saving text embeddings to disk
372
+
373
+
374
+ Dataset: /app/ai-toolkit/datasets/65
375
+ - Preprocessing video dimensions
376
+
377
  0%| | 0/37 [00:00<?, ?it/s]
378
  0%| | 0/37 [00:00<?, ?it/s]
379
+
380
+ - Found 37 videos
381
+ Bucket sizes for /app/ai-toolkit/datasets/65:
382
+ 576x416: 28 files
383
+ 576x448: 3 files
384
+ 384x672: 6 files
385
+ 3 buckets made
386
+ Caching latents for /app/ai-toolkit/datasets/65
387
+ - Saving latents to disk
388
+
389
+
390
+ Caching text_embeddings for /app/ai-toolkit/datasets/65
391
+ - Saving text embeddings to disk
392
+
393
+
394
+ Dataset: /app/ai-toolkit/datasets/65
395
+ - Preprocessing video dimensions
396
+
397
  0%| | 0/37 [00:00<?, ?it/s]
398
  0%| | 0/37 [00:00<?, ?it/s]
399
+
400
+ - Found 37 videos
401
+ Bucket sizes for /app/ai-toolkit/datasets/65:
402
+ 864x672: 28 files
403
+ 608x448: 1 files
404
+ 736x544: 1 files
405
+ 832x640: 1 files
406
+ 576x992: 6 files
407
+ 5 buckets made
408
+ Caching latents for /app/ai-toolkit/datasets/65
409
+ - Saving latents to disk
410
+
411
+
412
+ Caching text_embeddings for /app/ai-toolkit/datasets/65
413
+ - Saving text embeddings to disk
414
+
415
+
416
+ Dataset: /app/ai-toolkit/datasets/73
417
+ - Preprocessing video dimensions
418
+
419
  0%| | 0/25 [00:00<?, ?it/s]
420
  0%| | 0/25 [00:00<?, ?it/s]
421
+
422
+ - Found 25 videos
423
+ Bucket sizes for /app/ai-toolkit/datasets/73:
424
+ 576x416: 25 files
425
+ 1 buckets made
426
+ Caching latents for /app/ai-toolkit/datasets/73
427
+ - Saving latents to disk
428
+
429
+
430
+ Caching text_embeddings for /app/ai-toolkit/datasets/73
431
+ - Saving text embeddings to disk
432
+
433
+
434
+ Dataset: /app/ai-toolkit/datasets/73
435
+ - Preprocessing video dimensions
436
+
437
  0%| | 0/25 [00:00<?, ?it/s]
438
  0%| | 0/25 [00:00<?, ?it/s]
439
+
440
+ - Found 25 videos
441
+ Bucket sizes for /app/ai-toolkit/datasets/73:
442
+ 608x448: 25 files
443
+ 1 buckets made
444
+ Caching latents for /app/ai-toolkit/datasets/73
445
+ - Saving latents to disk
446
+
447
+
448
+ Caching text_embeddings for /app/ai-toolkit/datasets/73
449
+ - Saving text embeddings to disk
450
+
451
+
452
+ Dataset: /app/ai-toolkit/datasets/81
453
+ - Preprocessing video dimensions
454
+
455
  0%| | 0/1 [00:00<?, ?it/s]
456
  0%| | 0/1 [00:00<?, ?it/s]
457
+
458
+ - Found 1 videos
459
+ Bucket sizes for /app/ai-toolkit/datasets/81:
460
+ 576x416: 1 files
461
+ 1 buckets made
462
+ Caching latents for /app/ai-toolkit/datasets/81
463
+ - Saving latents to disk
464
+
465
+
466
+ Caching text_embeddings for /app/ai-toolkit/datasets/81
467
+ - Saving text embeddings to disk
468
+
469
+
470
+ Dataset: /app/ai-toolkit/datasets/81
471
+ - Preprocessing video dimensions
472
+
473
  0%| | 0/1 [00:00<?, ?it/s]
474
  0%| | 0/1 [00:00<?, ?it/s]
475
+
476
+ - Found 1 videos
477
+ Bucket sizes for /app/ai-toolkit/datasets/81:
478
+ 608x448: 1 files
479
+ 1 buckets made
480
+ Caching latents for /app/ai-toolkit/datasets/81
481
+ - Saving latents to disk
482
+
483
+
484
+ Caching text_embeddings for /app/ai-toolkit/datasets/81
485
+ - Saving text embeddings to disk
486
+
487
+
488
+ Dataset: /app/ai-toolkit/datasets/89
489
+ - Preprocessing video dimensions
490
+
491
  0%| | 0/31 [00:00<?, ?it/s]
492
  0%| | 0/31 [00:00<?, ?it/s]
493
+
494
+ - Found 31 videos
495
+ Bucket sizes for /app/ai-toolkit/datasets/89:
496
+ 576x416: 25 files
497
+ 384x672: 2 files
498
+ 576x448: 4 files
499
+ 3 buckets made
500
+ Caching latents for /app/ai-toolkit/datasets/89
501
+ - Saving latents to disk
502
+
503
+
504
+ Caching text_embeddings for /app/ai-toolkit/datasets/89
505
+ - Saving text embeddings to disk
506
+
507
+
508
+ Dataset: /app/ai-toolkit/datasets/89
509
+ - Preprocessing video dimensions
510
+
511
  0%| | 0/31 [00:00<?, ?it/s]
512
  0%| | 0/31 [00:00<?, ?it/s]
513
+
514
+ - Found 31 videos
515
+ Bucket sizes for /app/ai-toolkit/datasets/89:
516
+ 864x672: 19 files
517
+ 608x448: 9 files
518
+ 832x640: 1 files
519
+ 576x992: 2 files
520
+ 4 buckets made
521
+ Caching latents for /app/ai-toolkit/datasets/89
522
+ - Saving latents to disk
523
+
524
+
525
+ Caching text_embeddings for /app/ai-toolkit/datasets/89
526
+ - Saving text embeddings to disk
527
+
528
+
529
+ Caching embeddings and unloading text encoder
530
+
531
+ ***** UNLOADING TEXT ENCODER *****
532
+ Embeddings cached to disk. We dont need the text encoder anymore
533
+ ***********************************
534
+
535
+ Skipping first sample due to config setting
536
+
537
+
538
+ ========================================
539
+ Result:
540
+ - 0 completed jobs
541
+ - 1 failure
542
+ ========================================
543
+ Traceback (most recent call last):
544
+ Traceback (most recent call last):
545
+ File "/app/ai-toolkit/run.py", line 120, in <module>
546
+ File "/app/ai-toolkit/run.py", line 120, in <module>
547
+ main()main()
548
+
549
+ File "/app/ai-toolkit/run.py", line 108, in main
550
+ File "/app/ai-toolkit/run.py", line 108, in main
551
+ raise eraise e
552
+
553
+ File "/app/ai-toolkit/run.py", line 96, in main
554
+ File "/app/ai-toolkit/run.py", line 96, in main
555
+ job.run()job.run()
556
+
557
+ File "/app/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
558
+ File "/app/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
559
+ process.run()process.run()
560
+
561
+ File "/app/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 2340, in run
562
+ File "/app/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 2340, in run
563
+ self.end_step_hook()self.end_step_hook()
564
+
565
+ File "/app/ai-toolkit/extensions_built_in/sd_trainer/DiffusionTrainer.py", line 264, in end_step_hook
566
+ File "/app/ai-toolkit/extensions_built_in/sd_trainer/DiffusionTrainer.py", line 264, in end_step_hook
567
+ self.maybe_stop()self.maybe_stop()
568
+
569
+ File "/app/ai-toolkit/extensions_built_in/sd_trainer/DiffusionTrainer.py", line 147, in maybe_stop
570
+ File "/app/ai-toolkit/extensions_built_in/sd_trainer/DiffusionTrainer.py", line 147, in maybe_stop
571
+ raise Exception("Job stopped")raise Exception("Job stopped")
572
+
573
+ ExceptionException: : Job stoppedJob stopped
574
+
575
+
576
+
PLORA-LTX2_V3/loss_log.db ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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PLORA-LTX2_V3/pid.txt ADDED
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