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  1. multigen/run_003/Eval/eval.log.rank0 +31 -0
  2. multigen/run_003/Eval/eval.log.rank1 +0 -0
  3. multigen/run_003/Eval/eval.log.rank2 +0 -0
  4. multigen/run_003/Eval/eval.log.rank3 +0 -0
  5. multigen/run_003/Eval/eval.log.rank4 +0 -0
  6. multigen/run_003/Eval/eval.log.rank5 +0 -0
  7. multigen/run_003/Eval/eval_results.json +16 -0
  8. multigen/run_003/checkpoint-26000/model.safetensors +3 -0
  9. multigen/run_003/checkpoint-26000/optimizer.bin +3 -0
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  11. multigen/run_003/checkpoint-26000/scheduler.bin +3 -0
  12. multigen/run_003/checkpoint-26000/transformer/config.json +30 -0
  13. multigen/run_003/checkpoint-26000/transformer/diffusion_pytorch_model.safetensors +3 -0
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  19. multigen/run_003/checkpoint-28000/transformer/diffusion_pytorch_model.safetensors +3 -0
  20. multigen/run_003/checkpoint-30000/model.safetensors +3 -0
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  25. multigen/run_003/checkpoint-30000/transformer/diffusion_pytorch_model.safetensors +3 -0
  26. multigen/run_003/model_index.json +24 -0
  27. multigen/run_003/scheduler/scheduler_config.json +27 -0
  28. multigen/run_003/text_encoder/config.json +33 -0
  29. multigen/run_003/text_encoder/model.safetensors +3 -0
  30. multigen/run_003/tokenizer/tokenizer.json +0 -0
  31. multigen/run_003/tokenizer/tokenizer_config.json +118 -0
  32. multigen/run_003/training.log +716 -0
  33. multigen/run_003/training_args.json +38 -0
  34. multigen/run_003/training_summary.json +7 -0
  35. multigen/run_003/transformer/config.json +30 -0
  36. multigen/run_003/transformer/diffusion_pytorch_model.safetensors +3 -0
  37. multigen/run_003/vae/config.json +38 -0
  38. multigen/run_003/vae/diffusion_pytorch_model.safetensors +3 -0
  39. multigen/run_003/validation/collage_step_0001000.png +3 -0
  40. multigen/run_003/validation/collage_step_0002000.png +3 -0
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  48. multigen/run_003/validation/collage_step_0010000.png +3 -0
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  50. multigen/run_003/validation/collage_step_0012000.png +3 -0
multigen/run_003/Eval/eval.log.rank0 ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-06-18 18:17:02] [RANK-0] [INFO] Loading PixArt-Alpha pipeline from RESULTS/multigen/run_003 ...
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+ [2026-06-18 18:17:13] [RANK-0] [INFO] Loading InceptionV3 (FID dim=64) ...
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+ [2026-06-18 18:17:13] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
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+ [2026-06-18 18:17:19] [RANK-0] [INFO] Loading LPIPS ...
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+ [2026-06-18 18:17:19] [RANK-0] [INFO] Loading PickScore ...
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+ [2026-06-18 18:17:27] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
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+ [2026-06-18 18:17:46] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
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+ [2026-06-18 18:18:00] [RANK-0] [INFO] Loading Aesthetic scorer ...
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+ [2026-06-18 18:18:06] [RANK-0] [INFO] Dataset: 5000 samples split across 5 GPUs (~63 batches/rank)
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+ [2026-06-18 18:18:06] [RANK-0] [INFO] Starting evaluation...
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+ [2026-06-18 18:18:06] [RANK-0] [INFO] Checkpoint : RESULTS/multigen/run_003
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+ [2026-06-18 18:18:06] [RANK-0] [INFO] Total samples: 5000 | World size: 5
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+ [2026-06-18 18:18:06] [RANK-0] [INFO] FID dim : 64 | Inf steps: 20 | Guidance: 4.5
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+ [2026-06-18 18:20:36] [RANK-0] [INFO] [rank 0] Batch [10/63] | CLIP 30.5458 | LPIPS 0.7029 | Pick 0.2204 | HPSv2 0.2719 | HPSv2.1 0.2610 | Aes 5.6611
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+ [2026-06-18 18:23:06] [RANK-0] [INFO] [rank 0] Batch [20/63] | CLIP 30.5891 | LPIPS 0.7094 | Pick 0.2205 | HPSv2 0.2716 | HPSv2.1 0.2588 | Aes 5.6534
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+ [2026-06-18 18:25:37] [RANK-0] [INFO] [rank 0] Batch [30/63] | CLIP 30.6492 | LPIPS 0.7036 | Pick 0.2214 | HPSv2 0.2726 | HPSv2.1 0.2616 | Aes 5.6907
17
+ [2026-06-18 18:28:07] [RANK-0] [INFO] [rank 0] Batch [40/63] | CLIP 30.8283 | LPIPS 0.7039 | Pick 0.2212 | HPSv2 0.2723 | HPSv2.1 0.2619 | Aes 5.6914
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+ [2026-06-18 18:30:36] [RANK-0] [INFO] [rank 0] Batch [50/63] | CLIP 30.8525 | LPIPS 0.7038 | Pick 0.2212 | HPSv2 0.2718 | HPSv2.1 0.2612 | Aes 5.7053
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+ [2026-06-18 18:33:06] [RANK-0] [INFO] [rank 0] Batch [60/63] | CLIP 30.7896 | LPIPS 0.7031 | Pick 0.2209 | HPSv2 0.2715 | HPSv2.1 0.2597 | Aes 5.6964
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] Gathering results from all ranks ...
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] ============================================================
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] FID : 4.596602
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] CLIP : 30.837181
25
+ [2026-06-18 18:33:43] [RANK-0] [INFO] LPIPS : 0.702457
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] PickScore : 0.221043
27
+ [2026-06-18 18:33:43] [RANK-0] [INFO] HPSv2 : 0.271757
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] HPSv2.1 : 0.260699
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+ [2026-06-18 18:33:43] [RANK-0] [INFO] Aesthetic : 5.700094
30
+ [2026-06-18 18:33:43] [RANK-0] [INFO] ============================================================
31
+ [2026-06-18 18:33:43] [RANK-0] [INFO] Results saved to ./RESULTS/multigen/run_003/Eval/eval_results.json
multigen/run_003/Eval/eval.log.rank1 ADDED
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multigen/run_003/Eval/eval.log.rank2 ADDED
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multigen/run_003/Eval/eval.log.rank3 ADDED
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multigen/run_003/Eval/eval.log.rank4 ADDED
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multigen/run_003/Eval/eval.log.rank5 ADDED
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+ Training started: 2026-06-10 05:45:16
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [05:45:16] Run directory: RESULTS/multigen/run_003
6
+ [05:45:16] Loading PixArt-Alpha components ...
7
+ [05:45:26] Transformer params: 610,856,096 total, 610,856,096 trainable
8
+ [05:45:26] Building dataset ...
9
+ [05:45:27]
10
+ [05:45:27] ================================================================
11
+ [05:45:27] Model = PixArt-alpha/PixArt-XL-2-512x512
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+ [05:45:27] Output dir = RESULTS/multigen/run_003
13
+ [05:45:27] Num examples = 499995
14
+ [05:45:27] Num epochs = 1
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+ [05:45:27] Batch/device = 4
16
+ [05:45:27] Grad accum = 1
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+ [05:45:27] Effective BS = 4
18
+ [05:45:27] Total optim steps = 30000
19
+ [05:45:27] LR = 1e-05
20
+ [05:45:27] Precision = bf16
21
+ [05:45:27] Resolution = 512x512
22
+ [05:45:27] Max seq length = 120
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+ [05:45:27] ================================================================
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+ [05:45:27]
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+ [05:54:24] Generating 16 validation images ...
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+ [05:54:43] Validation step 1000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0001000.png
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+ [06:03:51] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-2000
68
+ [06:03:51] Generating 16 validation images ...
69
+ [06:04:10] Validation step 2000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0002000.png
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+ [06:13:08] Generating 16 validation images ...
91
+ [06:13:26] Validation step 3000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0003000.png
92
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+ [06:22:34] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-4000
113
+ [06:22:35] Generating 16 validation images ...
114
+ [06:22:54] Validation step 4000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0004000.png
115
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+ [06:31:52] Generating 16 validation images ...
136
+ [06:32:12] Validation step 5000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0005000.png
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+ 6000 | 0 | 0.231264 | 0.147097 | 9.17e-06 | 0:55:54 | 3:43:38
157
+ [06:41:19] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-6000
158
+ [06:41:20] Generating 16 validation images ...
159
+ [06:41:39] Validation step 6000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0006000.png
160
+ 6050 | 0 | 0.652842 | 0.149897 | 9.15e-06 | 0:56:50 | 3:45:00
161
+ 6100 | 0 | 0.082978 | 0.148966 | 9.14e-06 | 0:57:17 | 3:44:27
162
+ 6150 | 0 | 0.256896 | 0.150389 | 9.12e-06 | 0:57:44 | 3:43:54
163
+ 6200 | 0 | 0.137176 | 0.151142 | 9.11e-06 | 0:58:11 | 3:43:21
164
+ 6250 | 0 | 0.210095 | 0.152638 | 9.09e-06 | 0:58:37 | 3:42:47
165
+ 6300 | 0 | 0.035397 | 0.148211 | 9.08e-06 | 0:59:04 | 3:42:14
166
+ 6350 | 0 | 0.004044 | 0.147270 | 9.06e-06 | 0:59:31 | 3:41:41
167
+ 6400 | 0 | 0.003486 | 0.147126 | 9.05e-06 | 0:59:58 | 3:41:09
168
+ 6450 | 0 | 0.006378 | 0.147018 | 9.03e-06 | 1:00:25 | 3:40:36
169
+ 6500 | 0 | 0.090564 | 0.146694 | 9.01e-06 | 1:00:52 | 3:40:04
170
+ 6550 | 0 | 0.054676 | 0.144388 | 9.00e-06 | 1:01:19 | 3:39:31
171
+ 6600 | 0 | 0.256773 | 0.145629 | 8.98e-06 | 1:01:45 | 3:38:59
172
+ 6650 | 0 | 0.088423 | 0.146241 | 8.97e-06 | 1:02:12 | 3:38:26
173
+ 6700 | 0 | 0.202203 | 0.147366 | 8.95e-06 | 1:02:39 | 3:37:54
174
+ 6750 | 0 | 0.037386 | 0.147646 | 8.93e-06 | 1:03:06 | 3:37:22
175
+ 6800 | 0 | 0.175029 | 0.148120 | 8.92e-06 | 1:03:33 | 3:36:49
176
+ 6850 | 0 | 0.103244 | 0.148159 | 8.90e-06 | 1:04:00 | 3:36:17
177
+ 6900 | 0 | 0.204497 | 0.149503 | 8.88e-06 | 1:04:26 | 3:35:45
178
+ 6950 | 0 | 0.162162 | 0.150708 | 8.87e-06 | 1:04:53 | 3:35:13
179
+ 7000 | 0 | 0.071762 | 0.151337 | 8.85e-06 | 1:05:20 | 3:34:42
180
+ [06:50:37] Generating 16 validation images ...
181
+ [06:50:56] Validation step 7000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0007000.png
182
+ 7050 | 0 | 0.240944 | 0.148757 | 8.83e-06 | 1:06:07 | 3:35:15
183
+ 7100 | 0 | 0.078896 | 0.148905 | 8.81e-06 | 1:06:34 | 3:34:42
184
+ 7150 | 0 | 0.156979 | 0.149554 | 8.80e-06 | 1:07:01 | 3:34:10
185
+ 7200 | 0 | 0.369041 | 0.151017 | 8.78e-06 | 1:07:27 | 3:33:38
186
+ 7250 | 0 | 0.150647 | 0.151764 | 8.76e-06 | 1:07:54 | 3:33:06
187
+ 7300 | 0 | 0.063145 | 0.151633 | 8.75e-06 | 1:08:21 | 3:32:34
188
+ 7350 | 0 | 0.130809 | 0.148793 | 8.73e-06 | 1:08:48 | 3:32:02
189
+ 7400 | 0 | 0.189785 | 0.149803 | 8.71e-06 | 1:09:15 | 3:31:31
190
+ 7450 | 0 | 0.080025 | 0.149153 | 8.69e-06 | 1:09:42 | 3:30:59
191
+ 7500 | 0 | 0.184936 | 0.150707 | 8.67e-06 | 1:10:09 | 3:30:27
192
+ 7550 | 0 | 0.044597 | 0.150630 | 8.66e-06 | 1:10:36 | 3:29:56
193
+ 7600 | 0 | 0.093994 | 0.150212 | 8.64e-06 | 1:11:02 | 3:29:24
194
+ 7650 | 0 | 0.297506 | 0.151224 | 8.62e-06 | 1:11:29 | 3:28:53
195
+ 7700 | 0 | 0.117520 | 0.151237 | 8.60e-06 | 1:11:56 | 3:28:21
196
+ 7750 | 0 | 0.056533 | 0.150475 | 8.58e-06 | 1:12:23 | 3:27:50
197
+ 7800 | 0 | 0.258752 | 0.152465 | 8.56e-06 | 1:12:50 | 3:27:19
198
+ 7850 | 0 | 0.179103 | 0.152251 | 8.54e-06 | 1:13:17 | 3:26:48
199
+ 7900 | 0 | 0.053758 | 0.152207 | 8.53e-06 | 1:13:44 | 3:26:16
200
+ 7950 | 0 | 0.019688 | 0.151413 | 8.51e-06 | 1:14:11 | 3:25:45
201
+ 8000 | 0 | 0.222164 | 0.150927 | 8.49e-06 | 1:14:38 | 3:25:14
202
+ [07:00:02] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-8000
203
+ [07:00:04] Generating 16 validation images ...
204
+ [07:00:23] Validation step 8000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0008000.png
205
+ 8050 | 0 | 0.190714 | 0.151323 | 8.47e-06 | 1:15:34 | 3:26:04
206
+ 8100 | 0 | 0.006623 | 0.150750 | 8.45e-06 | 1:16:01 | 3:25:32
207
+ 8150 | 0 | 0.268110 | 0.152628 | 8.43e-06 | 1:16:28 | 3:25:00
208
+ 8200 | 0 | 0.185355 | 0.153697 | 8.41e-06 | 1:16:55 | 3:24:29
209
+ 8250 | 0 | 0.061562 | 0.153017 | 8.39e-06 | 1:17:21 | 3:23:57
210
+ 8300 | 0 | 0.236095 | 0.155204 | 8.37e-06 | 1:17:48 | 3:23:25
211
+ 8350 | 0 | 0.050291 | 0.152710 | 8.35e-06 | 1:18:15 | 3:22:54
212
+ 8400 | 0 | 0.218177 | 0.152750 | 8.33e-06 | 1:18:42 | 3:22:22
213
+ 8450 | 0 | 0.075542 | 0.152253 | 8.31e-06 | 1:19:09 | 3:21:51
214
+ 8500 | 0 | 0.052156 | 0.152384 | 8.29e-06 | 1:19:35 | 3:21:19
215
+ 8550 | 0 | 0.118681 | 0.151504 | 8.27e-06 | 1:20:02 | 3:20:48
216
+ 8600 | 0 | 0.344470 | 0.152799 | 8.25e-06 | 1:20:29 | 3:20:17
217
+ 8650 | 0 | 0.062022 | 0.149932 | 8.23e-06 | 1:20:56 | 3:19:46
218
+ 8700 | 0 | 0.108918 | 0.150600 | 8.21e-06 | 1:21:22 | 3:19:14
219
+ 8750 | 0 | 0.009685 | 0.149779 | 8.19e-06 | 1:21:49 | 3:18:43
220
+ 8800 | 0 | 0.031286 | 0.148795 | 8.17e-06 | 1:22:16 | 3:18:12
221
+ 8850 | 0 | 0.151371 | 0.150230 | 8.15e-06 | 1:22:43 | 3:17:41
222
+ 8900 | 0 | 0.024350 | 0.150048 | 8.13e-06 | 1:23:10 | 3:17:10
223
+ 8950 | 0 | 0.002769 | 0.147999 | 8.11e-06 | 1:23:36 | 3:16:39
224
+ 9000 | 0 | 0.030870 | 0.147649 | 8.09e-06 | 1:24:03 | 3:16:08
225
+ [07:09:20] Generating 16 validation images ...
226
+ [07:09:38] Validation step 9000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0009000.png
227
+ 9050 | 0 | 0.094726 | 0.147073 | 8.07e-06 | 1:24:49 | 3:16:22
228
+ 9100 | 0 | 0.076792 | 0.146755 | 8.05e-06 | 1:25:16 | 3:15:51
229
+ 9150 | 0 | 0.099973 | 0.146129 | 8.02e-06 | 1:25:43 | 3:15:19
230
+ 9200 | 0 | 0.334736 | 0.148511 | 8.00e-06 | 1:26:10 | 3:14:48
231
+ 9250 | 0 | 0.199063 | 0.150089 | 7.98e-06 | 1:26:36 | 3:14:17
232
+ 9300 | 0 | 0.281254 | 0.151140 | 7.96e-06 | 1:27:03 | 3:13:46
233
+ 9350 | 0 | 0.133753 | 0.152274 | 7.94e-06 | 1:27:30 | 3:13:15
234
+ 9400 | 0 | 0.145418 | 0.150989 | 7.92e-06 | 1:27:56 | 3:12:44
235
+ 9450 | 0 | 0.005979 | 0.149234 | 7.90e-06 | 1:28:23 | 3:12:13
236
+ 9500 | 0 | 0.033517 | 0.145375 | 7.87e-06 | 1:28:50 | 3:11:42
237
+ 9550 | 0 | 0.021523 | 0.141114 | 7.85e-06 | 1:29:17 | 3:11:11
238
+ 9600 | 0 | 0.154001 | 0.138816 | 7.83e-06 | 1:29:44 | 3:10:41
239
+ 9650 | 0 | 0.011998 | 0.138336 | 7.81e-06 | 1:30:10 | 3:10:10
240
+ 9700 | 0 | 0.083669 | 0.136482 | 7.79e-06 | 1:30:37 | 3:09:40
241
+ 9750 | 0 | 0.137453 | 0.135778 | 7.76e-06 | 1:31:04 | 3:09:09
242
+ 9800 | 0 | 0.205108 | 0.134061 | 7.74e-06 | 1:31:31 | 3:08:38
243
+ 9850 | 0 | 0.014844 | 0.132918 | 7.72e-06 | 1:31:57 | 3:08:07
244
+ 9900 | 0 | 0.045476 | 0.132932 | 7.70e-06 | 1:32:24 | 3:07:37
245
+ 9950 | 0 | 0.005541 | 0.128859 | 7.67e-06 | 1:32:51 | 3:07:07
246
+ 10000 | 0 | 0.160264 | 0.130025 | 7.65e-06 | 1:33:18 | 3:06:36
247
+ [07:18:40] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-10000
248
+ [07:18:42] Generating 16 validation images ...
249
+ [07:19:00] Validation step 10000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0010000.png
250
+ 10050 | 0 | 0.317439 | 0.133026 | 7.63e-06 | 1:34:11 | 3:06:58
251
+ 10100 | 0 | 0.176570 | 0.130132 | 7.61e-06 | 1:34:37 | 3:06:27
252
+ 10150 | 0 | 0.100525 | 0.129568 | 7.58e-06 | 1:35:04 | 3:05:56
253
+ 10200 | 0 | 0.352829 | 0.131380 | 7.56e-06 | 1:35:31 | 3:05:25
254
+ 10250 | 0 | 0.162641 | 0.132944 | 7.54e-06 | 1:35:58 | 3:04:55
255
+ 10300 | 0 | 0.163099 | 0.133318 | 7.52e-06 | 1:36:25 | 3:04:24
256
+ 10350 | 0 | 0.011411 | 0.132246 | 7.49e-06 | 1:36:51 | 3:03:54
257
+ 10400 | 0 | 0.138188 | 0.130787 | 7.47e-06 | 1:37:18 | 3:03:23
258
+ 10450 | 0 | 0.407331 | 0.134624 | 7.45e-06 | 1:37:45 | 3:02:53
259
+ 10500 | 0 | 0.018174 | 0.132398 | 7.42e-06 | 1:38:12 | 3:02:23
260
+ 10550 | 0 | 0.116449 | 0.131450 | 7.40e-06 | 1:38:39 | 3:01:53
261
+ 10600 | 0 | 0.079556 | 0.132011 | 7.38e-06 | 1:39:06 | 3:01:23
262
+ 10650 | 0 | 0.029636 | 0.130539 | 7.35e-06 | 1:39:33 | 3:00:53
263
+ 10700 | 0 | 0.048900 | 0.131012 | 7.33e-06 | 1:40:00 | 3:00:23
264
+ 10750 | 0 | 0.135559 | 0.131241 | 7.31e-06 | 1:40:27 | 2:59:53
265
+ 10800 | 0 | 0.025810 | 0.130266 | 7.28e-06 | 1:40:54 | 2:59:23
266
+ 10850 | 0 | 0.313208 | 0.133387 | 7.26e-06 | 1:41:21 | 2:58:53
267
+ 10900 | 0 | 0.021289 | 0.132598 | 7.23e-06 | 1:41:48 | 2:58:23
268
+ 10950 | 0 | 0.060787 | 0.132096 | 7.21e-06 | 1:42:15 | 2:57:53
269
+ 11000 | 0 | 0.049957 | 0.130283 | 7.19e-06 | 1:42:42 | 2:57:23
270
+ [07:27:58] Generating 16 validation images ...
271
+ [07:28:17] Validation step 11000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0011000.png
272
+ 11050 | 0 | 0.139942 | 0.125154 | 7.16e-06 | 1:43:29 | 2:57:28
273
+ 11100 | 0 | 0.247820 | 0.126803 | 7.14e-06 | 1:43:55 | 2:56:57
274
+ 11150 | 0 | 0.028411 | 0.124518 | 7.11e-06 | 1:44:22 | 2:56:27
275
+ 11200 | 0 | 0.191324 | 0.125059 | 7.09e-06 | 1:44:49 | 2:55:57
276
+ 11250 | 0 | 0.056300 | 0.123521 | 7.07e-06 | 1:45:16 | 2:55:28
277
+ 11300 | 0 | 0.090998 | 0.124077 | 7.04e-06 | 1:45:43 | 2:54:58
278
+ 11350 | 0 | 0.172579 | 0.125763 | 7.02e-06 | 1:46:10 | 2:54:27
279
+ 11400 | 0 | 0.024622 | 0.125974 | 6.99e-06 | 1:46:37 | 2:53:57
280
+ 11450 | 0 | 0.215138 | 0.128062 | 6.97e-06 | 1:47:04 | 2:53:27
281
+ 11500 | 0 | 0.027827 | 0.127434 | 6.94e-06 | 1:47:31 | 2:52:58
282
+ 11550 | 0 | 0.037771 | 0.127265 | 6.92e-06 | 1:47:58 | 2:52:28
283
+ 11600 | 0 | 0.041453 | 0.125112 | 6.89e-06 | 1:48:25 | 2:51:58
284
+ 11650 | 0 | 0.235401 | 0.126582 | 6.87e-06 | 1:48:52 | 2:51:28
285
+ 11700 | 0 | 0.149143 | 0.126051 | 6.85e-06 | 1:49:18 | 2:50:58
286
+ 11750 | 0 | 0.013241 | 0.125810 | 6.82e-06 | 1:49:45 | 2:50:29
287
+ 11800 | 0 | 0.022840 | 0.124288 | 6.80e-06 | 1:50:12 | 2:49:59
288
+ 11850 | 0 | 0.094998 | 0.124205 | 6.77e-06 | 1:50:39 | 2:49:29
289
+ 11900 | 0 | 0.276611 | 0.124927 | 6.75e-06 | 1:51:06 | 2:49:00
290
+ 11950 | 0 | 0.085607 | 0.124161 | 6.72e-06 | 1:51:33 | 2:48:30
291
+ 12000 | 0 | 0.409932 | 0.127543 | 6.70e-06 | 1:52:00 | 2:48:00
292
+ [07:37:25] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-12000
293
+ [07:37:27] Generating 16 validation images ...
294
+ [07:37:46] Validation step 12000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0012000.png
295
+ 12050 | 0 | 0.031618 | 0.125449 | 6.67e-06 | 1:52:57 | 2:48:16
296
+ 12100 | 0 | 0.078929 | 0.125450 | 6.65e-06 | 1:53:24 | 2:47:46
297
+ 12150 | 0 | 0.146722 | 0.125347 | 6.62e-06 | 1:53:51 | 2:47:16
298
+ 12200 | 0 | 0.233381 | 0.123991 | 6.60e-06 | 1:54:18 | 2:46:46
299
+ 12250 | 0 | 0.173554 | 0.124220 | 6.57e-06 | 1:54:45 | 2:46:16
300
+ 12300 | 0 | 0.126116 | 0.124849 | 6.55e-06 | 1:55:12 | 2:45:46
301
+ 12350 | 0 | 0.180177 | 0.125343 | 6.52e-06 | 1:55:39 | 2:45:17
302
+ 12400 | 0 | 0.331268 | 0.126758 | 6.49e-06 | 1:56:06 | 2:44:47
303
+ 12450 | 0 | 0.214073 | 0.128098 | 6.47e-06 | 1:56:33 | 2:44:17
304
+ 12500 | 0 | 0.139770 | 0.127647 | 6.44e-06 | 1:56:59 | 2:43:47
305
+ 12550 | 0 | 0.056971 | 0.127770 | 6.42e-06 | 1:57:26 | 2:43:18
306
+ 12600 | 0 | 0.014995 | 0.126980 | 6.39e-06 | 1:57:53 | 2:42:48
307
+ 12650 | 0 | 0.001039 | 0.124016 | 6.37e-06 | 1:58:20 | 2:42:19
308
+ 12700 | 0 | 0.140170 | 0.124242 | 6.34e-06 | 1:58:47 | 2:41:49
309
+ 12750 | 0 | 0.151430 | 0.125191 | 6.32e-06 | 1:59:14 | 2:41:19
310
+ 12800 | 0 | 0.049142 | 0.123095 | 6.29e-06 | 1:59:41 | 2:40:50
311
+ 12850 | 0 | 0.061946 | 0.121924 | 6.26e-06 | 2:00:08 | 2:40:20
312
+ 12900 | 0 | 0.011882 | 0.121505 | 6.24e-06 | 2:00:35 | 2:39:51
313
+ 12950 | 0 | 0.052710 | 0.121835 | 6.21e-06 | 2:01:02 | 2:39:21
314
+ 13000 | 0 | 0.002863 | 0.119642 | 6.19e-06 | 2:01:29 | 2:38:51
315
+ [07:46:45] Generating 16 validation images ...
316
+ [07:47:04] Validation step 13000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0013000.png
317
+ 13050 | 0 | 0.083933 | 0.118574 | 6.16e-06 | 2:02:14 | 2:38:46
318
+ 13100 | 0 | 0.092713 | 0.119435 | 6.13e-06 | 2:02:41 | 2:38:17
319
+ 13150 | 0 | 0.255830 | 0.119312 | 6.11e-06 | 2:03:08 | 2:37:47
320
+ 13200 | 0 | 0.081413 | 0.118273 | 6.08e-06 | 2:03:35 | 2:37:18
321
+ 13250 | 0 | 0.019456 | 0.117852 | 6.06e-06 | 2:04:02 | 2:36:48
322
+ 13300 | 0 | 0.081495 | 0.116306 | 6.03e-06 | 2:04:29 | 2:36:19
323
+ 13350 | 0 | 0.234182 | 0.118145 | 6.00e-06 | 2:04:56 | 2:35:49
324
+ 13400 | 0 | 0.227142 | 0.118234 | 5.98e-06 | 2:05:23 | 2:35:20
325
+ 13450 | 0 | 0.152157 | 0.119001 | 5.95e-06 | 2:05:50 | 2:34:50
326
+ 13500 | 0 | 0.102255 | 0.119502 | 5.93e-06 | 2:06:17 | 2:34:21
327
+ 13550 | 0 | 0.106431 | 0.119379 | 5.90e-06 | 2:06:44 | 2:33:51
328
+ 13600 | 0 | 0.197481 | 0.117909 | 5.87e-06 | 2:07:11 | 2:33:22
329
+ 13650 | 0 | 0.094069 | 0.118230 | 5.85e-06 | 2:07:37 | 2:32:52
330
+ 13700 | 0 | 0.063088 | 0.117771 | 5.82e-06 | 2:08:04 | 2:32:23
331
+ 13750 | 0 | 0.094678 | 0.118621 | 5.80e-06 | 2:08:31 | 2:31:53
332
+ 13800 | 0 | 0.100137 | 0.119310 | 5.77e-06 | 2:08:58 | 2:31:24
333
+ 13850 | 0 | 0.085485 | 0.118651 | 5.74e-06 | 2:09:25 | 2:30:55
334
+ 13900 | 0 | 0.181917 | 0.120227 | 5.72e-06 | 2:09:52 | 2:30:25
335
+ 13950 | 0 | 0.150913 | 0.121708 | 5.69e-06 | 2:10:19 | 2:29:56
336
+ 14000 | 0 | 0.231954 | 0.123719 | 5.66e-06 | 2:10:46 | 2:29:27
337
+ [07:56:11] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-14000
338
+ [07:56:13] Generating 16 validation images ...
339
+ [07:56:32] Validation step 14000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0014000.png
340
+ 14050 | 0 | 0.232318 | 0.125095 | 5.64e-06 | 2:11:43 | 2:29:32
341
+ 14100 | 0 | 0.100743 | 0.125334 | 5.61e-06 | 2:12:10 | 2:29:02
342
+ 14150 | 0 | 0.101974 | 0.125354 | 5.58e-06 | 2:12:37 | 2:28:33
343
+ 14200 | 0 | 0.248653 | 0.124493 | 5.56e-06 | 2:13:04 | 2:28:03
344
+ 14250 | 0 | 0.095929 | 0.123462 | 5.53e-06 | 2:13:31 | 2:27:34
345
+ 14300 | 0 | 0.186880 | 0.122518 | 5.50e-06 | 2:13:57 | 2:27:04
346
+ 14350 | 0 | 0.460827 | 0.125789 | 5.48e-06 | 2:14:24 | 2:26:35
347
+ 14400 | 0 | 0.185254 | 0.126188 | 5.45e-06 | 2:14:51 | 2:26:06
348
+ 14450 | 0 | 0.027551 | 0.126403 | 5.43e-06 | 2:15:18 | 2:25:36
349
+ 14500 | 0 | 0.141145 | 0.127480 | 5.40e-06 | 2:15:45 | 2:25:07
350
+ 14550 | 0 | 0.086968 | 0.128134 | 5.37e-06 | 2:16:12 | 2:24:38
351
+ 14600 | 0 | 0.228967 | 0.128884 | 5.35e-06 | 2:16:39 | 2:24:08
352
+ 14650 | 0 | 0.189140 | 0.130655 | 5.32e-06 | 2:17:06 | 2:23:39
353
+ 14700 | 0 | 0.357629 | 0.133395 | 5.29e-06 | 2:17:33 | 2:23:10
354
+ 14750 | 0 | 0.263649 | 0.134657 | 5.27e-06 | 2:18:00 | 2:22:41
355
+ 14800 | 0 | 0.098683 | 0.133592 | 5.24e-06 | 2:18:27 | 2:22:11
356
+ 14850 | 0 | 0.016781 | 0.133612 | 5.21e-06 | 2:18:54 | 2:21:42
357
+ 14900 | 0 | 0.177391 | 0.134931 | 5.19e-06 | 2:19:21 | 2:21:13
358
+ 14950 | 0 | 0.039119 | 0.135267 | 5.16e-06 | 2:19:48 | 2:20:44
359
+ 15000 | 0 | 0.140697 | 0.135071 | 5.13e-06 | 2:20:15 | 2:20:15
360
+ [08:05:31] Generating 16 validation images ...
361
+ [08:05:51] Validation step 15000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0015000.png
362
+ 15050 | 0 | 0.284985 | 0.134746 | 5.11e-06 | 2:21:02 | 2:20:05
363
+ 15100 | 0 | 0.039359 | 0.133374 | 5.08e-06 | 2:21:28 | 2:19:36
364
+ 15150 | 0 | 0.037464 | 0.132744 | 5.05e-06 | 2:21:55 | 2:19:07
365
+ 15200 | 0 | 0.138636 | 0.130602 | 5.03e-06 | 2:22:22 | 2:18:38
366
+ 15250 | 0 | 0.002540 | 0.129001 | 5.00e-06 | 2:22:49 | 2:18:08
367
+ 15300 | 0 | 0.134791 | 0.128718 | 4.97e-06 | 2:23:16 | 2:17:39
368
+ 15350 | 0 | 0.047501 | 0.129079 | 4.95e-06 | 2:23:43 | 2:17:10
369
+ 15400 | 0 | 0.065861 | 0.128355 | 4.92e-06 | 2:24:10 | 2:16:41
370
+ 15450 | 0 | 0.082899 | 0.125111 | 4.89e-06 | 2:24:37 | 2:16:11
371
+ 15500 | 0 | 0.051122 | 0.125440 | 4.87e-06 | 2:25:04 | 2:15:42
372
+ 15550 | 0 | 0.298107 | 0.127257 | 4.84e-06 | 2:25:31 | 2:15:13
373
+ 15600 | 0 | 0.149126 | 0.127953 | 4.81e-06 | 2:25:57 | 2:14:44
374
+ 15650 | 0 | 0.171161 | 0.129368 | 4.79e-06 | 2:26:24 | 2:14:15
375
+ 15700 | 0 | 0.161740 | 0.130496 | 4.76e-06 | 2:26:51 | 2:13:46
376
+ 15750 | 0 | 0.033582 | 0.129477 | 4.73e-06 | 2:27:19 | 2:13:17
377
+ 15800 | 0 | 0.200010 | 0.131219 | 4.71e-06 | 2:27:46 | 2:12:48
378
+ 15850 | 0 | 0.052476 | 0.128611 | 4.68e-06 | 2:28:13 | 2:12:19
379
+ 15900 | 0 | 0.167538 | 0.130074 | 4.65e-06 | 2:28:40 | 2:11:50
380
+ 15950 | 0 | 0.079840 | 0.130264 | 4.63e-06 | 2:29:07 | 2:11:21
381
+ 16000 | 0 | 0.132192 | 0.131087 | 4.60e-06 | 2:29:34 | 2:10:52
382
+ [08:14:58] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-16000
383
+ [08:15:00] Generating 16 validation images ...
384
+ [08:15:20] Validation step 16000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0016000.png
385
+ 16050 | 0 | 0.255695 | 0.132244 | 4.57e-06 | 2:30:30 | 2:10:49
386
+ 16100 | 0 | 0.103555 | 0.130802 | 4.55e-06 | 2:30:57 | 2:10:20
387
+ 16150 | 0 | 0.100076 | 0.131518 | 4.52e-06 | 2:31:24 | 2:09:50
388
+ 16200 | 0 | 0.188019 | 0.131485 | 4.50e-06 | 2:31:51 | 2:09:21
389
+ 16250 | 0 | 0.308906 | 0.134011 | 4.47e-06 | 2:32:18 | 2:08:52
390
+ 16300 | 0 | 0.158980 | 0.134691 | 4.44e-06 | 2:32:44 | 2:08:23
391
+ 16350 | 0 | 0.094576 | 0.133911 | 4.42e-06 | 2:33:11 | 2:07:53
392
+ 16400 | 0 | 0.013384 | 0.133799 | 4.39e-06 | 2:33:38 | 2:07:24
393
+ 16450 | 0 | 0.113332 | 0.132781 | 4.36e-06 | 2:34:05 | 2:06:55
394
+ 16500 | 0 | 0.123739 | 0.133740 | 4.34e-06 | 2:34:32 | 2:06:26
395
+ 16550 | 0 | 0.024222 | 0.133604 | 4.31e-06 | 2:34:59 | 2:05:57
396
+ 16600 | 0 | 0.286509 | 0.136055 | 4.28e-06 | 2:35:25 | 2:05:28
397
+ 16650 | 0 | 0.120068 | 0.134901 | 4.26e-06 | 2:35:52 | 2:04:59
398
+ 16700 | 0 | 0.021337 | 0.133623 | 4.23e-06 | 2:36:19 | 2:04:30
399
+ 16750 | 0 | 0.618790 | 0.139679 | 4.20e-06 | 2:36:46 | 2:04:00
400
+ 16800 | 0 | 0.003574 | 0.139486 | 4.18e-06 | 2:37:13 | 2:03:31
401
+ 16850 | 0 | 0.015620 | 0.138692 | 4.15e-06 | 2:37:40 | 2:03:02
402
+ 16900 | 0 | 0.141123 | 0.137338 | 4.13e-06 | 2:38:06 | 2:02:33
403
+ 16950 | 0 | 0.035044 | 0.136832 | 4.10e-06 | 2:38:33 | 2:02:04
404
+ 17000 | 0 | 0.190856 | 0.134641 | 4.07e-06 | 2:39:00 | 2:01:35
405
+ [08:24:17] Generating 16 validation images ...
406
+ [08:24:36] Validation step 17000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0017000.png
407
+ 17050 | 0 | 0.183840 | 0.136163 | 4.05e-06 | 2:39:47 | 2:01:21
408
+ 17100 | 0 | 0.033666 | 0.135711 | 4.02e-06 | 2:40:14 | 2:00:52
409
+ 17150 | 0 | 0.091186 | 0.135155 | 4.00e-06 | 2:40:41 | 2:00:23
410
+ 17200 | 0 | 0.072802 | 0.133550 | 3.97e-06 | 2:41:07 | 1:59:54
411
+ 17250 | 0 | 0.056006 | 0.132374 | 3.94e-06 | 2:41:34 | 1:59:25
412
+ 17300 | 0 | 0.354394 | 0.134657 | 3.92e-06 | 2:42:01 | 1:58:56
413
+ 17350 | 0 | 0.123184 | 0.134087 | 3.89e-06 | 2:42:28 | 1:58:27
414
+ 17400 | 0 | 0.431815 | 0.135092 | 3.87e-06 | 2:42:55 | 1:57:58
415
+ 17450 | 0 | 0.220944 | 0.135161 | 3.84e-06 | 2:43:21 | 1:57:29
416
+ 17500 | 0 | 0.031998 | 0.134083 | 3.81e-06 | 2:43:48 | 1:57:00
417
+ 17550 | 0 | 0.185680 | 0.135370 | 3.79e-06 | 2:44:15 | 1:56:31
418
+ 17600 | 0 | 0.078738 | 0.136008 | 3.76e-06 | 2:44:42 | 1:56:02
419
+ 17650 | 0 | 0.028414 | 0.136282 | 3.74e-06 | 2:45:09 | 1:55:33
420
+ 17700 | 0 | 0.079569 | 0.135676 | 3.71e-06 | 2:45:36 | 1:55:04
421
+ 17750 | 0 | 0.170297 | 0.135864 | 3.68e-06 | 2:46:02 | 1:54:35
422
+ 17800 | 0 | 0.181034 | 0.137183 | 3.66e-06 | 2:46:29 | 1:54:06
423
+ 17850 | 0 | 0.042633 | 0.136990 | 3.63e-06 | 2:46:56 | 1:53:38
424
+ 17900 | 0 | 0.014550 | 0.137017 | 3.61e-06 | 2:47:23 | 1:53:09
425
+ 17950 | 0 | 0.001305 | 0.136503 | 3.58e-06 | 2:47:50 | 1:52:40
426
+ 18000 | 0 | 0.000815 | 0.136482 | 3.56e-06 | 2:48:17 | 1:52:11
427
+ [08:33:42] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-18000
428
+ [08:33:44] Generating 16 validation images ...
429
+ [08:34:03] Validation step 18000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0018000.png
430
+ 18050 | 0 | 0.021239 | 0.135855 | 3.53e-06 | 2:49:14 | 1:52:02
431
+ 18100 | 0 | 0.082039 | 0.135749 | 3.51e-06 | 2:49:41 | 1:51:33
432
+ 18150 | 0 | 0.133174 | 0.134522 | 3.48e-06 | 2:50:08 | 1:51:04
433
+ 18200 | 0 | 0.009335 | 0.133801 | 3.45e-06 | 2:50:35 | 1:50:35
434
+ 18250 | 0 | 0.323748 | 0.136844 | 3.43e-06 | 2:51:01 | 1:50:07
435
+ 18300 | 0 | 0.388276 | 0.139912 | 3.40e-06 | 2:51:28 | 1:49:38
436
+ 18350 | 0 | 0.000783 | 0.137578 | 3.38e-06 | 2:51:55 | 1:49:09
437
+ 18400 | 0 | 0.254747 | 0.137854 | 3.35e-06 | 2:52:22 | 1:48:40
438
+ 18450 | 0 | 0.054410 | 0.136877 | 3.33e-06 | 2:52:49 | 1:48:11
439
+ 18500 | 0 | 0.056200 | 0.136416 | 3.30e-06 | 2:53:16 | 1:47:42
440
+ 18550 | 0 | 0.094076 | 0.136292 | 3.28e-06 | 2:53:43 | 1:47:13
441
+ 18600 | 0 | 0.125837 | 0.135576 | 3.25e-06 | 2:54:10 | 1:46:45
442
+ 18650 | 0 | 0.074814 | 0.135383 | 3.23e-06 | 2:54:37 | 1:46:16
443
+ 18700 | 0 | 0.224477 | 0.136997 | 3.20e-06 | 2:55:04 | 1:45:47
444
+ 18750 | 0 | 0.155118 | 0.137602 | 3.18e-06 | 2:55:31 | 1:45:18
445
+ 18800 | 0 | 0.074129 | 0.137342 | 3.15e-06 | 2:55:58 | 1:44:49
446
+ 18850 | 0 | 0.174934 | 0.138236 | 3.13e-06 | 2:56:24 | 1:44:21
447
+ 18900 | 0 | 0.099750 | 0.137414 | 3.11e-06 | 2:56:51 | 1:43:52
448
+ 18950 | 0 | 0.224778 | 0.138153 | 3.08e-06 | 2:57:18 | 1:43:23
449
+ 19000 | 0 | 0.161408 | 0.137448 | 3.06e-06 | 2:57:45 | 1:42:54
450
+ [08:43:02] Generating 16 validation images ...
451
+ [08:43:21] Validation step 19000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0019000.png
452
+ 19050 | 0 | 0.090371 | 0.136028 | 3.03e-06 | 2:58:32 | 1:42:37
453
+ 19100 | 0 | 0.161668 | 0.136637 | 3.01e-06 | 2:58:59 | 1:42:08
454
+ 19150 | 0 | 0.007254 | 0.135690 | 2.98e-06 | 2:59:26 | 1:41:40
455
+ 19200 | 0 | 0.119044 | 0.134394 | 2.96e-06 | 2:59:53 | 1:41:11
456
+ 19250 | 0 | 0.056755 | 0.134002 | 2.93e-06 | 3:00:20 | 1:40:42
457
+ 19300 | 0 | 0.002618 | 0.132160 | 2.91e-06 | 3:00:47 | 1:40:13
458
+ 19350 | 0 | 0.114405 | 0.128696 | 2.89e-06 | 3:01:14 | 1:39:45
459
+ 19400 | 0 | 0.037950 | 0.127223 | 2.86e-06 | 3:01:41 | 1:39:16
460
+ 19450 | 0 | 0.101666 | 0.127964 | 2.84e-06 | 3:02:07 | 1:38:47
461
+ 19500 | 0 | 0.065094 | 0.127203 | 2.81e-06 | 3:02:34 | 1:38:18
462
+ 19550 | 0 | 0.161139 | 0.127945 | 2.79e-06 | 3:03:01 | 1:37:50
463
+ 19600 | 0 | 0.201940 | 0.127675 | 2.77e-06 | 3:03:28 | 1:37:21
464
+ 19650 | 0 | 0.272825 | 0.128511 | 2.74e-06 | 3:03:55 | 1:36:52
465
+ 19700 | 0 | 0.117554 | 0.126111 | 2.72e-06 | 3:04:22 | 1:36:23
466
+ 19750 | 0 | 0.086915 | 0.124343 | 2.69e-06 | 3:04:49 | 1:35:55
467
+ 19800 | 0 | 0.197799 | 0.125335 | 2.67e-06 | 3:05:16 | 1:35:26
468
+ 19850 | 0 | 0.064151 | 0.125808 | 2.65e-06 | 3:05:43 | 1:34:57
469
+ 19900 | 0 | 0.172854 | 0.125763 | 2.62e-06 | 3:06:10 | 1:34:29
470
+ 19950 | 0 | 0.056247 | 0.125934 | 2.60e-06 | 3:06:37 | 1:34:00
471
+ 20000 | 0 | 0.079899 | 0.125326 | 2.58e-06 | 3:07:04 | 1:33:32
472
+ [08:52:29] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-20000
473
+ [08:52:31] Generating 16 validation images ...
474
+ [08:52:50] Validation step 20000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0020000.png
475
+ 20050 | 0 | 0.195890 | 0.124435 | 2.55e-06 | 3:08:01 | 1:33:18
476
+ 20100 | 0 | 0.063864 | 0.124680 | 2.53e-06 | 3:08:28 | 1:32:49
477
+ 20150 | 0 | 0.173610 | 0.126042 | 2.51e-06 | 3:08:55 | 1:32:20
478
+ 20200 | 0 | 0.034771 | 0.125003 | 2.48e-06 | 3:09:22 | 1:31:52
479
+ 20250 | 0 | 0.278358 | 0.127761 | 2.46e-06 | 3:09:48 | 1:31:23
480
+ 20300 | 0 | 0.066573 | 0.127079 | 2.44e-06 | 3:10:15 | 1:30:54
481
+ 20350 | 0 | 0.167971 | 0.128284 | 2.42e-06 | 3:10:42 | 1:30:26
482
+ 20400 | 0 | 0.175978 | 0.129385 | 2.39e-06 | 3:11:09 | 1:29:57
483
+ 20450 | 0 | 0.283675 | 0.131393 | 2.37e-06 | 3:11:36 | 1:29:28
484
+ 20500 | 0 | 0.041167 | 0.131293 | 2.35e-06 | 3:12:03 | 1:29:00
485
+ 20550 | 0 | 0.134995 | 0.129662 | 2.33e-06 | 3:12:30 | 1:28:31
486
+ 20600 | 0 | 0.224737 | 0.130418 | 2.30e-06 | 3:12:57 | 1:28:02
487
+ 20650 | 0 | 0.069663 | 0.129403 | 2.28e-06 | 3:13:24 | 1:27:34
488
+ 20700 | 0 | 0.134887 | 0.129135 | 2.26e-06 | 3:13:51 | 1:27:05
489
+ 20750 | 0 | 0.168370 | 0.130483 | 2.24e-06 | 3:14:18 | 1:26:37
490
+ 20800 | 0 | 0.094446 | 0.129427 | 2.21e-06 | 3:14:45 | 1:26:08
491
+ 20850 | 0 | 0.231182 | 0.131214 | 2.19e-06 | 3:15:12 | 1:25:39
492
+ 20900 | 0 | 0.011589 | 0.129654 | 2.17e-06 | 3:15:39 | 1:25:11
493
+ 20950 | 0 | 0.015651 | 0.129013 | 2.15e-06 | 3:16:06 | 1:24:42
494
+ 21000 | 0 | 0.064927 | 0.128340 | 2.13e-06 | 3:16:33 | 1:24:14
495
+ [09:01:49] Generating 16 validation images ...
496
+ [09:02:08] Validation step 21000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0021000.png
497
+ 21050 | 0 | 0.063562 | 0.126419 | 2.10e-06 | 3:17:20 | 1:23:54
498
+ 21100 | 0 | 0.091169 | 0.126295 | 2.08e-06 | 3:17:46 | 1:23:25
499
+ 21150 | 0 | 0.111345 | 0.126407 | 2.06e-06 | 3:18:13 | 1:22:56
500
+ 21200 | 0 | 0.015331 | 0.124681 | 2.04e-06 | 3:18:40 | 1:22:28
501
+ 21250 | 0 | 0.182578 | 0.123417 | 2.02e-06 | 3:19:07 | 1:21:59
502
+ 21300 | 0 | 0.028898 | 0.122116 | 2.00e-06 | 3:19:34 | 1:21:31
503
+ 21350 | 0 | 0.237254 | 0.123543 | 1.98e-06 | 3:20:01 | 1:21:02
504
+ 21400 | 0 | 0.124050 | 0.124650 | 1.95e-06 | 3:20:28 | 1:20:33
505
+ 21450 | 0 | 0.066920 | 0.124186 | 1.93e-06 | 3:20:55 | 1:20:05
506
+ 21500 | 0 | 0.117470 | 0.124123 | 1.91e-06 | 3:21:22 | 1:19:36
507
+ 21550 | 0 | 0.060040 | 0.124481 | 1.89e-06 | 3:21:49 | 1:19:08
508
+ 21600 | 0 | 0.121489 | 0.122831 | 1.87e-06 | 3:22:16 | 1:18:39
509
+ 21650 | 0 | 0.156171 | 0.123192 | 1.85e-06 | 3:22:43 | 1:18:11
510
+ 21700 | 0 | 0.076779 | 0.123747 | 1.83e-06 | 3:23:10 | 1:17:42
511
+ 21750 | 0 | 0.187947 | 0.119438 | 1.81e-06 | 3:23:37 | 1:17:14
512
+ 21800 | 0 | 0.041833 | 0.119821 | 1.79e-06 | 3:24:04 | 1:16:45
513
+ 21850 | 0 | 0.144236 | 0.121107 | 1.77e-06 | 3:24:31 | 1:16:17
514
+ 21900 | 0 | 0.099956 | 0.120695 | 1.75e-06 | 3:24:58 | 1:15:48
515
+ 21950 | 0 | 0.063203 | 0.120977 | 1.73e-06 | 3:25:25 | 1:15:20
516
+ 22000 | 0 | 0.051321 | 0.119581 | 1.71e-06 | 3:25:52 | 1:14:51
517
+ [09:11:18] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-22000
518
+ [09:11:20] Generating 16 validation images ...
519
+ [09:11:38] Validation step 22000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0022000.png
520
+ 22050 | 0 | 0.307752 | 0.120821 | 1.69e-06 | 3:26:49 | 1:14:34
521
+ 22100 | 0 | 0.237324 | 0.122857 | 1.67e-06 | 3:27:16 | 1:14:05
522
+ 22150 | 0 | 0.204847 | 0.123994 | 1.65e-06 | 3:27:43 | 1:13:37
523
+ 22200 | 0 | 0.040572 | 0.123671 | 1.63e-06 | 3:28:10 | 1:13:08
524
+ 22250 | 0 | 0.206831 | 0.125180 | 1.61e-06 | 3:28:36 | 1:12:39
525
+ 22300 | 0 | 0.082763 | 0.122463 | 1.59e-06 | 3:29:03 | 1:12:11
526
+ 22350 | 0 | 0.105903 | 0.122291 | 1.57e-06 | 3:29:30 | 1:11:42
527
+ 22400 | 0 | 0.013926 | 0.118112 | 1.55e-06 | 3:29:57 | 1:11:14
528
+ 22450 | 0 | 0.047175 | 0.116374 | 1.53e-06 | 3:30:24 | 1:10:45
529
+ 22500 | 0 | 0.228349 | 0.118338 | 1.51e-06 | 3:30:51 | 1:10:17
530
+ 22550 | 0 | 0.160546 | 0.118086 | 1.49e-06 | 3:31:17 | 1:09:48
531
+ 22600 | 0 | 0.049168 | 0.117790 | 1.47e-06 | 3:31:44 | 1:09:19
532
+ 22650 | 0 | 0.187123 | 0.119378 | 1.46e-06 | 3:32:11 | 1:08:51
533
+ 22700 | 0 | 0.166416 | 0.120246 | 1.44e-06 | 3:32:38 | 1:08:22
534
+ 22750 | 0 | 0.063699 | 0.119180 | 1.42e-06 | 3:33:05 | 1:07:54
535
+ 22800 | 0 | 0.236560 | 0.119735 | 1.40e-06 | 3:33:32 | 1:07:25
536
+ 22850 | 0 | 0.019362 | 0.119503 | 1.38e-06 | 3:33:59 | 1:06:57
537
+ 22900 | 0 | 0.047523 | 0.119832 | 1.36e-06 | 3:34:26 | 1:06:29
538
+ 22950 | 0 | 0.050743 | 0.120327 | 1.34e-06 | 3:34:52 | 1:06:00
539
+ 23000 | 0 | 0.258484 | 0.122903 | 1.33e-06 | 3:35:19 | 1:05:32
540
+ [09:20:36] Generating 16 validation images ...
541
+ [09:20:55] Validation step 23000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0023000.png
542
+ 23050 | 0 | 0.093868 | 0.123630 | 1.31e-06 | 3:36:06 | 1:05:09
543
+ 23100 | 0 | 0.159752 | 0.124407 | 1.29e-06 | 3:36:33 | 1:04:41
544
+ 23150 | 0 | 0.144248 | 0.124518 | 1.27e-06 | 3:37:00 | 1:04:12
545
+ 23200 | 0 | 0.054657 | 0.124971 | 1.25e-06 | 3:37:27 | 1:03:44
546
+ 23250 | 0 | 0.017154 | 0.121905 | 1.24e-06 | 3:37:54 | 1:03:15
547
+ 23300 | 0 | 0.080309 | 0.118825 | 1.22e-06 | 3:38:21 | 1:02:47
548
+ 23350 | 0 | 0.110110 | 0.119918 | 1.20e-06 | 3:38:48 | 1:02:18
549
+ 23400 | 0 | 0.254977 | 0.119921 | 1.19e-06 | 3:39:15 | 1:01:50
550
+ 23450 | 0 | 0.255411 | 0.121931 | 1.17e-06 | 3:39:42 | 1:01:22
551
+ 23500 | 0 | 0.126681 | 0.122636 | 1.15e-06 | 3:40:09 | 1:00:53
552
+ 23550 | 0 | 0.119563 | 0.122890 | 1.13e-06 | 3:40:36 | 1:00:25
553
+ 23600 | 0 | 0.054401 | 0.122176 | 1.12e-06 | 3:41:03 | 0:59:56
554
+ 23650 | 0 | 0.105093 | 0.122479 | 1.10e-06 | 3:41:29 | 0:59:28
555
+ 23700 | 0 | 0.073802 | 0.120972 | 1.08e-06 | 3:41:56 | 0:58:59
556
+ 23750 | 0 | 0.013515 | 0.119556 | 1.07e-06 | 3:42:23 | 0:58:31
557
+ 23800 | 0 | 0.192146 | 0.120736 | 1.05e-06 | 3:42:50 | 0:58:03
558
+ 23850 | 0 | 0.040873 | 0.119396 | 1.03e-06 | 3:43:17 | 0:57:34
559
+ 23900 | 0 | 0.062087 | 0.119019 | 1.02e-06 | 3:43:44 | 0:57:06
560
+ 23950 | 0 | 0.328441 | 0.120056 | 1.00e-06 | 3:44:11 | 0:56:37
561
+ 24000 | 0 | 0.150615 | 0.119948 | 9.86e-07 | 3:44:38 | 0:56:09
562
+ [09:30:01] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-24000
563
+ [09:30:02] Generating 16 validation images ...
564
+ [09:30:21] Validation step 24000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0024000.png
565
+ 24050 | 0 | 0.119765 | 0.120242 | 9.71e-07 | 3:45:32 | 0:55:47
566
+ 24100 | 0 | 0.347479 | 0.122100 | 9.55e-07 | 3:45:58 | 0:55:19
567
+ 24150 | 0 | 0.234819 | 0.124375 | 9.39e-07 | 3:46:25 | 0:54:50
568
+ 24200 | 0 | 0.089974 | 0.124085 | 9.24e-07 | 3:46:52 | 0:54:22
569
+ 24250 | 0 | 0.287029 | 0.126387 | 9.08e-07 | 3:47:19 | 0:53:54
570
+ 24300 | 0 | 0.051789 | 0.126879 | 8.93e-07 | 3:47:46 | 0:53:25
571
+ 24350 | 0 | 0.126448 | 0.127000 | 8.78e-07 | 3:48:12 | 0:52:57
572
+ 24400 | 0 | 0.232641 | 0.128947 | 8.63e-07 | 3:48:39 | 0:52:28
573
+ 24450 | 0 | 0.066195 | 0.128592 | 8.48e-07 | 3:49:06 | 0:52:00
574
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+ [09:39:38] Validation step 25000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0025000.png
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+ [09:48:46] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-26000
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+ [09:48:48] Generating 16 validation images ...
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+ [09:49:06] Validation step 26000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0026000.png
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+ [09:58:25] Validation step 27000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0027000.png
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+ 30000 | 0 | 0.190423 | 0.126486 | 0.00e+00 | 4:40:56 | 0:00:00
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+ [10:26:23] Generating 16 validation images ...
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+ [10:26:42] Validation step 30000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0030000.png
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+ [10:26:42] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.127683 ---
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+ [10:26:42] Saving final model ...
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+ [10:27:06] Pipeline saved -> RESULTS/multigen/run_003
703
+ [10:27:06] Generating final validation collage ...
704
+ [10:27:06] Generating 16 validation images ...
705
+ [10:27:25] Validation step 30000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0030000.png
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+ [10:27:26]
707
+ [10:27:26] ============================================================
708
+ [10:27:26] TRAINING SUMMARY
709
+ [10:27:26] ============================================================
710
+ [10:27:26] Total steps : 600
711
+ [10:27:26] Final loss : 0.190423
712
+ [10:27:26] Avg last 100 : 0.126486
713
+ [10:27:26] Min loss : 0.000189
714
+ [10:27:26] Total time : 4:42:09
715
+ [10:27:26] Output : RESULTS/multigen/run_003
716
+ [10:27:26] ============================================================
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