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multigen/run_008/Eval/eval.log.rank0

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+[2026-06-12 03:34:48] [RANK-0] [INFO] Loading PixArt-Sigma pipeline from RESULTS/multigen/run_008 ...
+[2026-06-12 03:34:53] [RANK-0] [INFO] Loading InceptionV3 (FID dim=64) ...
+[2026-06-12 03:34:54] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-06-12 03:34:56] [RANK-0] [INFO] Loading LPIPS ...
+[2026-06-12 03:34:56] [RANK-0] [INFO] Loading PickScore ...
+[2026-06-12 03:35:04] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-06-12 03:35:21] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-06-12 03:35:32] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-06-12 03:35:37] [RANK-0] [INFO] Dataset: 5000 samples split across 4 GPUs (~157 batches/rank)
+[2026-06-12 03:35:37] [RANK-0] [INFO] Starting evaluation...
+[2026-06-12 03:35:37] [RANK-0] [INFO]   Checkpoint   : RESULTS/multigen/run_008
+[2026-06-12 03:35:37] [RANK-0] [INFO]   Total samples: 5000 | World size: 4
+[2026-06-12 03:35:37] [RANK-0] [INFO]   FID dim      : 64 | Inf steps: 20 | Guidance: 5
+[2026-06-12 03:37:00] [RANK-0] [INFO] [rank 0] Batch [10/157] | CLIP 31.2151 | LPIPS 0.7717 | Pick 0.2197 | HPSv2 0.2676 | HPSv2.1 0.2376 | Aes 5.1820
+[2026-06-12 03:38:20] [RANK-0] [INFO] [rank 0] Batch [20/157] | CLIP 30.9348 | LPIPS 0.7684 | Pick 0.2196 | HPSv2 0.2670 | HPSv2.1 0.2365 | Aes 5.2689
+[2026-06-12 03:39:41] [RANK-0] [INFO] [rank 0] Batch [30/157] | CLIP 30.9264 | LPIPS 0.7738 | Pick 0.2188 | HPSv2 0.2666 | HPSv2.1 0.2348 | Aes 5.2779
+[2026-06-12 03:41:03] [RANK-0] [INFO] [rank 0] Batch [40/157] | CLIP 30.9690 | LPIPS 0.7811 | Pick 0.2188 | HPSv2 0.2669 | HPSv2.1 0.2347 | Aes 5.2939
+[2026-06-12 03:42:23] [RANK-0] [INFO] [rank 0] Batch [50/157] | CLIP 30.9659 | LPIPS 0.7827 | Pick 0.2191 | HPSv2 0.2674 | HPSv2.1 0.2358 | Aes 5.3261
+[2026-06-12 03:43:45] [RANK-0] [INFO] [rank 0] Batch [60/157] | CLIP 31.0771 | LPIPS 0.7848 | Pick 0.2199 | HPSv2 0.2686 | HPSv2.1 0.2390 | Aes 5.3632
+[2026-06-12 03:45:08] [RANK-0] [INFO] [rank 0] Batch [70/157] | CLIP 31.0683 | LPIPS 0.7856 | Pick 0.2206 | HPSv2 0.2698 | HPSv2.1 0.2415 | Aes 5.3891
+[2026-06-12 03:46:30] [RANK-0] [INFO] [rank 0] Batch [80/157] | CLIP 31.0928 | LPIPS 0.7887 | Pick 0.2209 | HPSv2 0.2701 | HPSv2.1 0.2429 | Aes 5.4176
+[2026-06-12 03:47:52] [RANK-0] [INFO] [rank 0] Batch [90/157] | CLIP 31.1214 | LPIPS 0.7891 | Pick 0.2209 | HPSv2 0.2700 | HPSv2.1 0.2432 | Aes 5.4199
+[2026-06-12 03:49:15] [RANK-0] [INFO] [rank 0] Batch [100/157] | CLIP 31.1235 | LPIPS 0.7901 | Pick 0.2208 | HPSv2 0.2698 | HPSv2.1 0.2432 | Aes 5.4207
+[2026-06-12 03:50:39] [RANK-0] [INFO] [rank 0] Batch [110/157] | CLIP 31.1642 | LPIPS 0.7904 | Pick 0.2209 | HPSv2 0.2698 | HPSv2.1 0.2436 | Aes 5.4223
+[2026-06-12 03:52:02] [RANK-0] [INFO] [rank 0] Batch [120/157] | CLIP 31.1803 | LPIPS 0.7904 | Pick 0.2212 | HPSv2 0.2699 | HPSv2.1 0.2439 | Aes 5.4187
+[2026-06-12 03:53:25] [RANK-0] [INFO] [rank 0] Batch [130/157] | CLIP 31.1553 | LPIPS 0.7911 | Pick 0.2213 | HPSv2 0.2700 | HPSv2.1 0.2444 | Aes 5.4221
+[2026-06-12 03:54:45] [RANK-0] [INFO] [rank 0] Batch [140/157] | CLIP 31.1689 | LPIPS 0.7912 | Pick 0.2214 | HPSv2 0.2701 | HPSv2.1 0.2443 | Aes 5.4124
+[2026-06-12 03:56:07] [RANK-0] [INFO] [rank 0] Batch [150/157] | CLIP 31.1459 | LPIPS 0.7922 | Pick 0.2214 | HPSv2 0.2699 | HPSv2.1 0.2441 | Aes 5.4114
+[2026-06-12 03:57:00] [RANK-0] [INFO] Gathering results from all ranks ...
+[2026-06-12 03:57:00] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-06-12 03:57:00] [RANK-0] [INFO] ============================================================
+[2026-06-12 03:57:00] [RANK-0] [INFO]   FID        : 10.912402
+[2026-06-12 03:57:00] [RANK-0] [INFO]   CLIP       : 31.196269
+[2026-06-12 03:57:00] [RANK-0] [INFO]   LPIPS      : 0.790397
+[2026-06-12 03:57:00] [RANK-0] [INFO]   PickScore  : 0.221583
+[2026-06-12 03:57:00] [RANK-0] [INFO]   HPSv2      : 0.270322
+[2026-06-12 03:57:00] [RANK-0] [INFO]   HPSv2.1    : 0.245055
+[2026-06-12 03:57:00] [RANK-0] [INFO]   Aesthetic  : 5.419960
+[2026-06-12 03:57:00] [RANK-0] [INFO] ============================================================
+[2026-06-12 03:57:00] [RANK-0] [INFO] Results saved to ./RESULTS/multigen/run_008/Eval/eval_results.json

multigen/run_008/Eval/eval_results.json

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multigen/run_008/training.log

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+Training started: 2026-06-11 11:58:34
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[11:58:34] Run directory: RESULTS/multigen/run_008
+[11:58:34] Loading PixArt-Sigma components ...
+[11:58:47]   Transformer params: 610,856,096 total, 610,856,096 trainable
+[11:58:47] Building dataset ...
+[11:58:47] 
+[11:58:47] ================================================================
+[11:58:47]   Model              = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[11:58:47]   Output dir         = RESULTS/multigen/run_008
+[11:58:47]   Num examples       = 499995
+[11:58:47]   Num epochs         = 1
+[11:58:47]   Batch/device       = 4
+[11:58:47]   Grad accum         = 1
+[11:58:47]   Effective BS       = 4
+[11:58:47]   Total optim steps  = 30000
+[11:58:47]   LR                 = 1e-05
+[11:58:47]   Precision          = bf16
+[11:58:47]   Resolution         = 512x512
+[11:58:47]   Max seq length     = 300
+[11:58:47] ================================================================
+[11:58:47] 
+      50 |     0 |   0.093517 |   0.093517 |     1.00e-06 |    0:00:43 |    7:09:45
+     100 |     0 |   0.108583 |   0.101050 |     2.00e-06 |    0:01:12 |    6:00:54
+     150 |     0 |   0.078580 |   0.093560 |     3.00e-06 |    0:01:41 |    5:38:14
+     200 |     0 |   0.137409 |   0.104522 |     4.00e-06 |    0:02:11 |    5:26:35
+     250 |     0 |   0.000727 |   0.083763 |     5.00e-06 |    0:02:41 |    5:19:23
+     300 |     0 |   0.009184 |   0.071333 |     6.00e-06 |    0:03:10 |    5:14:26
+     350 |     0 |   0.034279 |   0.066040 |     7.00e-06 |    0:03:40 |    5:10:49
+     400 |     0 |   0.153897 |   0.077022 |     8.00e-06 |    0:04:09 |    5:07:57
+     450 |     0 |   0.091317 |   0.078610 |     9.00e-06 |    0:04:39 |    5:05:42
+     500 |     0 |   0.167975 |   0.087547 |     1.00e-05 |    0:05:08 |    5:03:50
+     550 |     0 |   0.345943 |   0.111037 |     1.00e-05 |    0:05:38 |    5:02:13
+     600 |     0 |   0.121852 |   0.111939 |     1.00e-05 |    0:06:08 |    5:00:48
+     650 |     0 |   0.099790 |   0.111004 |     1.00e-05 |    0:06:37 |    4:59:29
+     700 |     0 |   0.083560 |   0.109044 |     1.00e-05 |    0:07:07 |    4:58:20
+     750 |     0 |   0.022655 |   0.103285 |     1.00e-05 |    0:07:37 |    4:57:14
+     800 |     0 |   0.050346 |   0.099976 |     1.00e-05 |    0:08:06 |    4:56:09
+     850 |     0 |   0.087388 |   0.099236 |     1.00e-05 |    0:08:36 |    4:55:09
+     900 |     0 |   0.081231 |   0.098235 |     1.00e-05 |    0:09:06 |    4:54:16
+     950 |     0 |   0.041589 |   0.095254 |     9.99e-06 |    0:09:35 |    4:53:26
+    1000 |     0 |   0.137336 |   0.097358 |     9.99e-06 |    0:10:05 |    4:52:38
+[12:08:40] Generating 16 validation images ...
+[12:09:01] Validation step 1000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0001000.png
+    1050 |     0 |   0.231398 |   0.103741 |     9.99e-06 |    0:10:56 |    5:01:48
+    1100 |     0 |   0.191733 |   0.107741 |     9.99e-06 |    0:11:26 |    5:00:34
+    1150 |     0 |   0.139170 |   0.109107 |     9.99e-06 |    0:11:56 |    4:59:24
+    1200 |     0 |   0.066087 |   0.107315 |     9.99e-06 |    0:12:25 |    4:58:18
+    1250 |     0 |   0.065969 |   0.105661 |     9.98e-06 |    0:12:55 |    4:57:14
+    1300 |     0 |   0.285513 |   0.112578 |     9.98e-06 |    0:13:25 |    4:56:13
+    1350 |     0 |   0.104169 |   0.112267 |     9.98e-06 |    0:13:54 |    4:55:14
+    1400 |     0 |   0.015889 |   0.108825 |     9.98e-06 |    0:14:24 |    4:54:17
+    1450 |     0 |   0.020805 |   0.105789 |     9.97e-06 |    0:14:54 |    4:53:22
+    1500 |     0 |   0.141974 |   0.106996 |     9.97e-06 |    0:15:23 |    4:52:29
+    1550 |     0 |   0.179030 |   0.109319 |     9.97e-06 |    0:15:53 |    4:51:38
+    1600 |     0 |   0.145809 |   0.110460 |     9.97e-06 |    0:16:23 |    4:50:48
+    1650 |     0 |   0.033320 |   0.108122 |     9.96e-06 |    0:16:52 |    4:49:59
+    1700 |     0 |   0.082214 |   0.107360 |     9.96e-06 |    0:17:22 |    4:49:12
+    1750 |     0 |   0.010602 |   0.104596 |     9.96e-06 |    0:17:52 |    4:48:25
+    1800 |     0 |   0.142768 |   0.105656 |     9.95e-06 |    0:18:21 |    4:47:39
+    1850 |     0 |   0.117845 |   0.105985 |     9.95e-06 |    0:18:51 |    4:46:55
+    1900 |     0 |   0.078588 |   0.105264 |     9.94e-06 |    0:19:21 |    4:46:11
+    1950 |     0 |   0.044823 |   0.103715 |     9.94e-06 |    0:19:50 |    4:45:28
+    2000 |     0 |   0.010003 |   0.101372 |     9.94e-06 |    0:20:20 |    4:44:45
+[12:19:03]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-2000
+[12:19:04] Generating 16 validation images ...
+[12:19:25] Validation step 2000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0002000.png
+    2050 |     0 |   0.497871 |   0.111043 |     9.93e-06 |    0:21:20 |    4:51:02
+    2100 |     0 |   0.079258 |   0.110286 |     9.93e-06 |    0:21:50 |    4:50:09
+    2150 |     0 |   0.098663 |   0.110015 |     9.92e-06 |    0:22:20 |    4:49:18
+    2200 |     0 |   0.138466 |   0.110662 |     9.92e-06 |    0:22:49 |    4:48:28
+    2250 |     0 |   0.081193 |   0.110007 |     9.91e-06 |    0:23:19 |    4:47:40
+    2300 |     0 |   0.087541 |   0.109519 |     9.91e-06 |    0:23:49 |    4:46:52
+    2350 |     0 |   0.357852 |   0.114802 |     9.90e-06 |    0:24:18 |    4:46:06
+    2400 |     0 |   0.095738 |   0.114405 |     9.90e-06 |    0:24:48 |    4:45:20
+    2450 |     0 |   0.145433 |   0.115039 |     9.89e-06 |    0:25:18 |    4:44:35
+    2500 |     0 |   0.032426 |   0.113386 |     9.89e-06 |    0:25:48 |    4:43:50
+    2550 |     0 |   0.063603 |   0.112410 |     9.88e-06 |    0:26:17 |    4:43:06
+    2600 |     0 |   0.130756 |   0.112763 |     9.88e-06 |    0:26:47 |    4:42:23
+    2650 |     0 |   0.096758 |   0.112461 |     9.87e-06 |    0:27:17 |    4:41:40
+    2700 |     0 |   0.119684 |   0.112595 |     9.86e-06 |    0:27:47 |    4:40:57
+    2750 |     0 |   0.094939 |   0.112274 |     9.86e-06 |    0:28:16 |    4:40:15
+    2800 |     0 |   0.070257 |   0.111523 |     9.85e-06 |    0:28:46 |    4:39:33
+    2850 |     0 |   0.195072 |   0.112989 |     9.84e-06 |    0:29:16 |    4:38:52
+    2900 |     0 |   0.065969 |   0.112178 |     9.84e-06 |    0:29:46 |    4:38:11
+    2950 |     0 |   0.118051 |   0.112278 |     9.83e-06 |    0:30:15 |    4:37:31
+    3000 |     0 |   0.174961 |   0.113323 |     9.82e-06 |    0:30:45 |    4:36:51
+[12:29:20] Generating 16 validation images ...
+[12:29:41] Validation step 3000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0003000.png
+    3050 |     0 |   0.157630 |   0.114049 |     9.82e-06 |    0:31:36 |    4:39:21
+    3100 |     0 |   0.071727 |   0.113366 |     9.81e-06 |    0:32:06 |    4:38:38
+    3150 |     0 |   0.081584 |   0.112862 |     9.80e-06 |    0:32:36 |    4:37:56
+    3200 |     0 |   0.087375 |   0.112464 |     9.79e-06 |    0:33:06 |    4:37:13
+    3250 |     0 |   0.114649 |   0.112497 |     9.79e-06 |    0:33:35 |    4:36:32
+    3300 |     0 |   0.020462 |   0.111103 |     9.78e-06 |    0:34:05 |    4:35:51
+    3350 |     0 |   0.301086 |   0.113938 |     9.77e-06 |    0:34:35 |    4:35:10
+    3400 |     0 |   0.125608 |   0.114110 |     9.76e-06 |    0:35:05 |    4:34:30
+    3450 |     0 |   0.130333 |   0.114345 |     9.76e-06 |    0:35:34 |    4:33:49
+    3500 |     0 |   0.047613 |   0.113392 |     9.75e-06 |    0:36:04 |    4:33:09
+    3550 |     0 |   0.110877 |   0.113356 |     9.74e-06 |    0:36:34 |    4:32:30
+    3600 |     0 |   0.134761 |   0.113654 |     9.73e-06 |    0:37:04 |    4:31:50
+    3650 |     0 |   0.190549 |   0.114707 |     9.72e-06 |    0:37:33 |    4:31:11
+    3700 |     0 |   0.049363 |   0.113824 |     9.71e-06 |    0:38:03 |    4:30:32
+    3750 |     0 |   0.107935 |   0.113746 |     9.70e-06 |    0:38:33 |    4:29:54
+    3800 |     0 |   0.095681 |   0.113508 |     9.69e-06 |    0:39:03 |    4:29:15
+    3850 |     0 |   0.008016 |   0.112138 |     9.69e-06 |    0:39:32 |    4:28:37
+    3900 |     0 |   0.047105 |   0.111304 |     9.68e-06 |    0:40:02 |    4:28:00
+    3950 |     0 |   0.126354 |   0.111495 |     9.67e-06 |    0:40:32 |    4:27:22
+    4000 |     0 |   0.072028 |   0.111001 |     9.66e-06 |    0:41:02 |    4:26:45
+[12:39:46]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-4000
+[12:39:46] Generating 16 validation images ...
+[12:40:07] Validation step 4000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0004000.png
+    4050 |     0 |   0.116091 |   0.111064 |     9.65e-06 |    0:42:02 |    4:29:25
+    4100 |     0 |   0.111791 |   0.111073 |     9.64e-06 |    0:42:32 |    4:28:44
+    4150 |     0 |   0.129552 |   0.111296 |     9.63e-06 |    0:43:02 |    4:28:04
+    4200 |     0 |   0.105836 |   0.111231 |     9.62e-06 |    0:43:31 |    4:27:23
+    4250 |     0 |   0.047022 |   0.110475 |     9.61e-06 |    0:44:01 |    4:26:44
+    4300 |     0 |   0.137827 |   0.110793 |     9.60e-06 |    0:44:31 |    4:26:05
+    4350 |     0 |   0.022701 |   0.109781 |     9.59e-06 |    0:45:00 |    4:25:26
+    4400 |     0 |   0.189758 |   0.110690 |     9.57e-06 |    0:45:30 |    4:24:46
+    4450 |     0 |   0.161420 |   0.111260 |     9.56e-06 |    0:46:00 |    4:24:08
+    4500 |     0 |   0.278710 |   0.113120 |     9.55e-06 |    0:46:29 |    4:23:29
+    4550 |     0 |   0.360945 |   0.115843 |     9.54e-06 |    0:46:59 |    4:22:50
+    4600 |     0 |   0.268622 |   0.117504 |     9.53e-06 |    0:47:29 |    4:22:11
+    4650 |     0 |   0.066004 |   0.116950 |     9.52e-06 |    0:47:58 |    4:21:33
+    4700 |     0 |   0.217717 |   0.118022 |     9.51e-06 |    0:48:28 |    4:20:55
+    4750 |     0 |   0.119172 |   0.118034 |     9.50e-06 |    0:48:57 |    4:20:17
+    4800 |     0 |   0.351916 |   0.120471 |     9.48e-06 |    0:49:27 |    4:19:39
+    4850 |     0 |   0.155542 |   0.120832 |     9.47e-06 |    0:49:57 |    4:19:02
+    4900 |     0 |   0.055137 |   0.120162 |     9.46e-06 |    0:50:26 |    4:18:24
+    4950 |     0 |   0.342397 |   0.122407 |     9.45e-06 |    0:50:56 |    4:17:47
+    5000 |     0 |   0.046149 |   0.121644 |     9.44e-06 |    0:51:26 |    4:17:10
+[12:50:01] Generating 16 validation images ...
+[12:50:22] Validation step 5000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0005000.png
+    5050 |     0 |   0.020966 |   0.120919 |     9.42e-06 |    0:52:17 |    4:18:19
+    5100 |     0 |   0.382939 |   0.123662 |     9.41e-06 |    0:52:46 |    4:17:41
+    5150 |     0 |   0.072683 |   0.123603 |     9.40e-06 |    0:53:16 |    4:17:03
+    5200 |     0 |   0.112816 |   0.123357 |     9.39e-06 |    0:53:45 |    4:16:25
+    5250 |     0 |   0.005190 |   0.123402 |     9.37e-06 |    0:54:15 |    4:15:47
+    5300 |     0 |   0.139381 |   0.124704 |     9.36e-06 |    0:54:45 |    4:15:09
+    5350 |     0 |   0.115344 |   0.125515 |     9.35e-06 |    0:55:14 |    4:14:32
+    5400 |     0 |   0.253553 |   0.126511 |     9.33e-06 |    0:55:44 |    4:13:55
+    5450 |     0 |   0.024932 |   0.125847 |     9.32e-06 |    0:56:13 |    4:13:18
+    5500 |     0 |   0.149402 |   0.125661 |     9.31e-06 |    0:56:43 |    4:12:41
+    5550 |     0 |   0.128171 |   0.123484 |     9.29e-06 |    0:57:13 |    4:12:04
+    5600 |     0 |   0.029753 |   0.122563 |     9.28e-06 |    0:57:42 |    4:11:28
+    5650 |     0 |   0.091563 |   0.122481 |     9.27e-06 |    0:58:12 |    4:10:51
+    5700 |     0 |   0.001693 |   0.121662 |     9.25e-06 |    0:58:42 |    4:10:15
+    5750 |     0 |   0.123011 |   0.122665 |     9.24e-06 |    0:59:11 |    4:09:39
+    5800 |     0 |   0.131320 |   0.123475 |     9.22e-06 |    0:59:41 |    4:09:03
+    5850 |     0 |   0.001147 |   0.122613 |     9.21e-06 |    1:00:11 |    4:08:28
+    5900 |     0 |   0.102086 |   0.122821 |     9.20e-06 |    1:00:41 |    4:07:52
+    5950 |     0 |   0.121253 |   0.123618 |     9.18e-06 |    1:01:10 |    4:07:16
+    6000 |     0 |   0.224808 |   0.124493 |     9.17e-06 |    1:01:40 |    4:06:40
+[13:00:23]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-6000
+[13:00:23] Generating 16 validation images ...
+[13:00:44] Validation step 6000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0006000.png
+    6050 |     0 |   0.482053 |   0.126999 |     9.15e-06 |    1:02:39 |    4:08:02
+    6100 |     0 |   0.086437 |   0.125946 |     9.14e-06 |    1:03:09 |    4:07:25
+    6150 |     0 |   0.196611 |   0.126521 |     9.12e-06 |    1:03:38 |    4:06:49
+    6200 |     0 |   0.156162 |   0.127421 |     9.11e-06 |    1:04:08 |    4:06:13
+    6250 |     0 |   0.106226 |   0.127824 |     9.09e-06 |    1:04:38 |    4:05:37
+    6300 |     0 |   0.039886 |   0.125368 |     9.08e-06 |    1:05:07 |    4:05:00
+    6350 |     0 |   0.005008 |   0.124376 |     9.06e-06 |    1:05:37 |    4:04:25
+    6400 |     0 |   0.003877 |   0.124256 |     9.05e-06 |    1:06:07 |    4:03:50
+    6450 |     0 |   0.006048 |   0.124108 |     9.03e-06 |    1:06:37 |    4:03:14
+    6500 |     0 |   0.107082 |   0.123759 |     9.01e-06 |    1:07:07 |    4:02:39
+    6550 |     0 |   0.065875 |   0.122628 |     9.00e-06 |    1:07:36 |    4:02:03
+    6600 |     0 |   0.181283 |   0.122983 |     8.98e-06 |    1:08:06 |    4:01:28
+    6650 |     0 |   0.092579 |   0.123575 |     8.97e-06 |    1:08:36 |    4:00:53
+    6700 |     0 |   0.132663 |   0.124080 |     8.95e-06 |    1:09:06 |    4:00:18
+    6750 |     0 |   0.046403 |   0.124438 |     8.93e-06 |    1:09:35 |    3:59:43
+    6800 |     0 |   0.211016 |   0.125120 |     8.92e-06 |    1:10:05 |    3:59:08
+    6850 |     0 |   0.124183 |   0.125184 |     8.90e-06 |    1:10:35 |    3:58:33
+    6900 |     0 |   0.164505 |   0.126043 |     8.88e-06 |    1:11:05 |    3:57:59
+    6950 |     0 |   0.153821 |   0.127133 |     8.87e-06 |    1:11:34 |    3:57:24
+    7000 |     0 |   0.072421 |   0.127757 |     8.85e-06 |    1:12:04 |    3:56:49
+[13:10:39] Generating 16 validation images ...
+[13:11:01] Validation step 7000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0007000.png
+    7050 |     0 |   0.186180 |   0.124640 |     8.83e-06 |    1:12:56 |    3:57:26
+    7100 |     0 |   0.091066 |   0.124758 |     8.81e-06 |    1:13:26 |    3:56:51
+    7150 |     0 |   0.079866 |   0.124570 |     8.80e-06 |    1:13:55 |    3:56:15
+    7200 |     0 |   0.295194 |   0.126137 |     8.78e-06 |    1:14:25 |    3:55:40
+    7250 |     0 |   0.089737 |   0.126223 |     8.76e-06 |    1:14:55 |    3:55:05
+    7300 |     0 |   0.066537 |   0.126013 |     8.75e-06 |    1:15:24 |    3:54:30
+    7350 |     0 |   0.122561 |   0.123660 |     8.73e-06 |    1:15:54 |    3:53:55
+    7400 |     0 |   0.180570 |   0.124508 |     8.71e-06 |    1:16:24 |    3:53:21
+    7450 |     0 |   0.094139 |   0.123995 |     8.69e-06 |    1:16:54 |    3:52:46
+    7500 |     0 |   0.133302 |   0.125004 |     8.67e-06 |    1:17:24 |    3:52:12
+    7550 |     0 |   0.052769 |   0.124896 |     8.66e-06 |    1:17:53 |    3:51:37
+    7600 |     0 |   0.118737 |   0.124775 |     8.64e-06 |    1:18:23 |    3:51:03
+    7650 |     0 |   0.302792 |   0.126836 |     8.62e-06 |    1:18:53 |    3:50:28
+    7700 |     0 |   0.085436 |   0.126493 |     8.60e-06 |    1:19:23 |    3:49:54
+    7750 |     0 |   0.062071 |   0.126165 |     8.58e-06 |    1:19:52 |    3:49:19
+    7800 |     0 |   0.209191 |   0.127554 |     8.56e-06 |    1:20:22 |    3:48:45
+    7850 |     0 |   0.158987 |   0.127193 |     8.54e-06 |    1:20:51 |    3:48:10
+    7900 |     0 |   0.066691 |   0.127200 |     8.53e-06 |    1:21:21 |    3:47:35
+    7950 |     0 |   0.024565 |   0.126265 |     8.51e-06 |    1:21:51 |    3:47:01
+    8000 |     0 |   0.120987 |   0.125726 |     8.49e-06 |    1:22:20 |    3:46:26
+[13:21:01]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-8000
+[13:21:02] Generating 16 validation images ...
+[13:21:23] Validation step 8000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0008000.png
+    8050 |     0 |   0.211044 |   0.126260 |     8.47e-06 |    1:23:18 |    3:47:08
+    8100 |     0 |   0.007506 |   0.125618 |     8.45e-06 |    1:23:47 |    3:46:33
+    8150 |     0 |   0.201817 |   0.126820 |     8.43e-06 |    1:24:17 |    3:45:58
+    8200 |     0 |   0.156410 |   0.127510 |     8.41e-06 |    1:24:46 |    3:45:23
+    8250 |     0 |   0.073790 |   0.127102 |     8.39e-06 |    1:25:16 |    3:44:48
+    8300 |     0 |   0.159722 |   0.128494 |     8.37e-06 |    1:25:45 |    3:44:13
+    8350 |     0 |   0.064706 |   0.126131 |     8.35e-06 |    1:26:15 |    3:43:39
+    8400 |     0 |   0.127640 |   0.126151 |     8.33e-06 |    1:26:45 |    3:43:04
+    8450 |     0 |   0.085376 |   0.125701 |     8.31e-06 |    1:27:14 |    3:42:29
+    8500 |     0 |   0.056743 |   0.125793 |     8.29e-06 |    1:27:44 |    3:41:55
+    8550 |     0 |   0.052996 |   0.125214 |     8.27e-06 |    1:28:13 |    3:41:20
+    8600 |     0 |   0.363924 |   0.127505 |     8.25e-06 |    1:28:43 |    3:40:46
+    8650 |     0 |   0.068314 |   0.126283 |     8.23e-06 |    1:29:13 |    3:40:12
+    8700 |     0 |   0.105123 |   0.126841 |     8.21e-06 |    1:29:42 |    3:39:38
+    8750 |     0 |   0.009384 |   0.125855 |     8.19e-06 |    1:30:12 |    3:39:04
+    8800 |     0 |   0.033204 |   0.125230 |     8.17e-06 |    1:30:41 |    3:38:29
+    8850 |     0 |   0.167018 |   0.126820 |     8.15e-06 |    1:31:11 |    3:37:55
+    8900 |     0 |   0.030684 |   0.126656 |     8.13e-06 |    1:31:41 |    3:37:21
+    8950 |     0 |   0.002630 |   0.125419 |     8.11e-06 |    1:32:10 |    3:36:47
+    9000 |     0 |   0.035326 |   0.125052 |     8.09e-06 |    1:32:40 |    3:36:13
+[13:31:15] Generating 16 validation images ...
+[13:31:36] Validation step 9000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0009000.png
+    9050 |     0 |   0.103247 |   0.124924 |     8.07e-06 |    1:33:31 |    3:36:29
+    9100 |     0 |   0.087623 |   0.124682 |     8.05e-06 |    1:34:00 |    3:35:55
+    9150 |     0 |   0.125248 |   0.124639 |     8.02e-06 |    1:34:30 |    3:35:21
+    9200 |     0 |   0.164275 |   0.125223 |     8.00e-06 |    1:35:00 |    3:34:47
+    9250 |     0 |   0.205300 |   0.126806 |     7.98e-06 |    1:35:29 |    3:34:13
+    9300 |     0 |   0.196365 |   0.127391 |     7.96e-06 |    1:35:59 |    3:33:39
+    9350 |     0 |   0.112115 |   0.128285 |     7.94e-06 |    1:36:29 |    3:33:05
+    9400 |     0 |   0.112116 |   0.127509 |     7.92e-06 |    1:36:58 |    3:32:31
+    9450 |     0 |   0.005237 |   0.125947 |     7.90e-06 |    1:37:28 |    3:31:58
+    9500 |     0 |   0.036346 |   0.123524 |     7.87e-06 |    1:37:58 |    3:31:24
+    9550 |     0 |   0.020637 |   0.120121 |     7.85e-06 |    1:38:27 |    3:30:50
+    9600 |     0 |   0.155644 |   0.118991 |     7.83e-06 |    1:38:57 |    3:30:17
+    9650 |     0 |   0.013018 |   0.118461 |     7.81e-06 |    1:39:27 |    3:29:43
+    9700 |     0 |   0.088406 |   0.117168 |     7.79e-06 |    1:39:56 |    3:29:10
+    9750 |     0 |   0.092266 |   0.116899 |     7.76e-06 |    1:40:26 |    3:28:36
+    9800 |     0 |   0.144161 |   0.114821 |     7.74e-06 |    1:40:56 |    3:28:03
+    9850 |     0 |   0.017273 |   0.113438 |     7.72e-06 |    1:41:26 |    3:27:30
+    9900 |     0 |   0.058637 |   0.113473 |     7.70e-06 |    1:41:55 |    3:26:57
+    9950 |     0 |   0.006435 |   0.110114 |     7.67e-06 |    1:42:25 |    3:26:24
+   10000 |     0 |   0.165338 |   0.111306 |     7.65e-06 |    1:42:55 |    3:25:50
+[13:41:38]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-10000
+[13:41:40] Generating 16 validation images ...
+[13:42:01] Validation step 10000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0010000.png
+   10050 |     0 |   0.331612 |   0.114412 |     7.63e-06 |    1:43:56 |    3:26:19
+   10100 |     0 |   0.148198 |   0.112065 |     7.61e-06 |    1:44:25 |    3:25:45
+   10150 |     0 |   0.109701 |   0.112435 |     7.58e-06 |    1:44:55 |    3:25:11
+   10200 |     0 |   0.256486 |   0.113872 |     7.56e-06 |    1:45:25 |    3:24:38
+   10250 |     0 |   0.135150 |   0.115171 |     7.54e-06 |    1:45:54 |    3:24:04
+   10300 |     0 |   0.158107 |   0.115359 |     7.52e-06 |    1:46:24 |    3:23:31
+   10350 |     0 |   0.012539 |   0.114330 |     7.49e-06 |    1:46:54 |    3:22:57
+   10400 |     0 |   0.150553 |   0.113300 |     7.47e-06 |    1:47:24 |    3:22:24
+   10450 |     0 |   0.292014 |   0.115971 |     7.45e-06 |    1:47:53 |    3:21:51
+   10500 |     0 |   0.019784 |   0.114675 |     7.42e-06 |    1:48:23 |    3:21:17
+   10550 |     0 |   0.138738 |   0.114781 |     7.40e-06 |    1:48:53 |    3:20:44
+   10600 |     0 |   0.093811 |   0.115421 |     7.38e-06 |    1:49:22 |    3:20:11
+   10650 |     0 |   0.034341 |   0.114849 |     7.35e-06 |    1:49:52 |    3:19:37
+   10700 |     0 |   0.059870 |   0.115431 |     7.33e-06 |    1:50:22 |    3:19:04
+   10750 |     0 |   0.087763 |   0.115078 |     7.31e-06 |    1:50:51 |    3:18:31
+   10800 |     0 |   0.027101 |   0.114036 |     7.28e-06 |    1:51:21 |    3:17:58
+   10850 |     0 |   0.328561 |   0.117310 |     7.26e-06 |    1:51:51 |    3:17:25
+   10900 |     0 |   0.023552 |   0.116525 |     7.23e-06 |    1:52:20 |    3:16:52
+   10950 |     0 |   0.064017 |   0.115953 |     7.21e-06 |    1:52:50 |    3:16:19
+   11000 |     0 |   0.056616 |   0.114271 |     7.19e-06 |    1:53:20 |    3:15:46
+[13:51:55] Generating 16 validation images ...
+[13:52:17] Validation step 11000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0011000.png
+   11050 |     0 |   0.138172 |   0.110832 |     7.16e-06 |    1:54:12 |    3:15:51
+   11100 |     0 |   0.173373 |   0.111701 |     7.14e-06 |    1:54:41 |    3:15:17
+   11150 |     0 |   0.029907 |   0.110034 |     7.11e-06 |    1:55:11 |    3:14:44
+   11200 |     0 |   0.148027 |   0.109953 |     7.09e-06 |    1:55:41 |    3:14:11
+   11250 |     0 |   0.060243 |   0.109493 |     7.07e-06 |    1:56:10 |    3:13:38
+   11300 |     0 |   0.098317 |   0.110077 |     7.04e-06 |    1:56:40 |    3:13:05
+   11350 |     0 |   0.196091 |   0.111988 |     7.02e-06 |    1:57:10 |    3:12:32
+   11400 |     0 |   0.030820 |   0.112258 |     6.99e-06 |    1:57:40 |    3:11:59
+   11450 |     0 |   0.131174 |   0.113509 |     6.97e-06 |    1:58:09 |    3:11:26
+   11500 |     0 |   0.032622 |   0.112764 |     6.94e-06 |    1:58:39 |    3:10:53
+   11550 |     0 |   0.043652 |   0.112542 |     6.92e-06 |    1:59:09 |    3:10:20
+   11600 |     0 |   0.048107 |   0.111210 |     6.89e-06 |    1:59:38 |    3:09:47
+   11650 |     0 |   0.138604 |   0.111671 |     6.87e-06 |    2:00:08 |    3:09:14
+   11700 |     0 |   0.148575 |   0.111830 |     6.85e-06 |    2:00:38 |    3:08:41
+   11750 |     0 |   0.015457 |   0.111520 |     6.82e-06 |    2:01:08 |    3:08:08
+   11800 |     0 |   0.027690 |   0.109687 |     6.80e-06 |    2:01:37 |    3:07:35
+   11850 |     0 |   0.094812 |   0.109393 |     6.77e-06 |    2:02:07 |    3:07:03
+   11900 |     0 |   0.187452 |   0.109623 |     6.75e-06 |    2:02:37 |    3:06:30
+   11950 |     0 |   0.106313 |   0.109148 |     6.72e-06 |    2:03:07 |    3:05:57
+   12000 |     0 |   0.384732 |   0.112271 |     6.70e-06 |    2:03:36 |    3:05:25
+[14:02:20]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-12000
+[14:02:22] Generating 16 validation images ...
+[14:02:43] Validation step 12000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0012000.png
+   12050 |     0 |   0.035756 |   0.110767 |     6.67e-06 |    2:04:37 |    3:05:39
+   12100 |     0 |   0.090320 |   0.110759 |     6.65e-06 |    2:05:07 |    3:05:06
+   12150 |     0 |   0.137746 |   0.111338 |     6.62e-06 |    2:05:37 |    3:04:33
+   12200 |     0 |   0.156979 |   0.109956 |     6.60e-06 |    2:06:06 |    3:04:00
+   12250 |     0 |   0.115076 |   0.110209 |     6.57e-06 |    2:06:36 |    3:03:27
+   12300 |     0 |   0.107023 |   0.110614 |     6.55e-06 |    2:07:06 |    3:02:54
+   12350 |     0 |   0.116273 |   0.110551 |     6.52e-06 |    2:07:36 |    3:02:21
+   12400 |     0 |   0.252346 |   0.111269 |     6.49e-06 |    2:08:05 |    3:01:48
+   12450 |     0 |   0.128193 |   0.111609 |     6.47e-06 |    2:08:35 |    3:01:16
+   12500 |     0 |   0.139178 |   0.111668 |     6.44e-06 |    2:09:05 |    3:00:43
+   12550 |     0 |   0.056713 |   0.111708 |     6.42e-06 |    2:09:34 |    3:00:10
+   12600 |     0 |   0.016923 |   0.110689 |     6.39e-06 |    2:10:04 |    2:59:37
+   12650 |     0 |   0.001020 |   0.107672 |     6.37e-06 |    2:10:34 |    2:59:05
+   12700 |     0 |   0.150122 |   0.108319 |     6.34e-06 |    2:11:04 |    2:58:32
+   12750 |     0 |   0.117526 |   0.108873 |     6.32e-06 |    2:11:33 |    2:57:59
+   12800 |     0 |   0.058551 |   0.107367 |     6.29e-06 |    2:12:03 |    2:57:27
+   12850 |     0 |   0.069009 |   0.106467 |     6.26e-06 |    2:12:33 |    2:56:54
+   12900 |     0 |   0.012776 |   0.105928 |     6.24e-06 |    2:13:03 |    2:56:22
+   12950 |     0 |   0.064357 |   0.106326 |     6.21e-06 |    2:13:32 |    2:55:49
+   13000 |     0 |   0.002729 |   0.105143 |     6.19e-06 |    2:14:02 |    2:55:17
+[14:12:37] Generating 16 validation images ...
+[14:12:58] Validation step 13000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0013000.png
+   13050 |     0 |   0.092226 |   0.103955 |     6.16e-06 |    2:14:53 |    2:55:12
+   13100 |     0 |   0.098640 |   0.104866 |     6.13e-06 |    2:15:23 |    2:54:39
+   13150 |     0 |   0.154104 |   0.104389 |     6.11e-06 |    2:15:52 |    2:54:06
+   13200 |     0 |   0.087845 |   0.103704 |     6.08e-06 |    2:16:22 |    2:53:34
+   13250 |     0 |   0.020772 |   0.103173 |     6.06e-06 |    2:16:52 |    2:53:01
+   13300 |     0 |   0.079909 |   0.102375 |     6.03e-06 |    2:17:21 |    2:52:28
+   13350 |     0 |   0.216825 |   0.103896 |     6.00e-06 |    2:17:51 |    2:51:56
+   13400 |     0 |   0.168527 |   0.104305 |     5.98e-06 |    2:18:21 |    2:51:23
+   13450 |     0 |   0.139120 |   0.104843 |     5.95e-06 |    2:18:51 |    2:50:51
+   13500 |     0 |   0.116618 |   0.105441 |     5.93e-06 |    2:19:20 |    2:50:18
+   13550 |     0 |   0.100783 |   0.105919 |     5.90e-06 |    2:19:50 |    2:49:46
+   13600 |     0 |   0.220501 |   0.104485 |     5.87e-06 |    2:20:20 |    2:49:13
+   13650 |     0 |   0.120675 |   0.105009 |     5.85e-06 |    2:20:49 |    2:48:41
+   13700 |     0 |   0.072458 |   0.104682 |     5.82e-06 |    2:21:19 |    2:48:08
+   13750 |     0 |   0.106785 |   0.105656 |     5.80e-06 |    2:21:49 |    2:47:36
+   13800 |     0 |   0.098646 |   0.106310 |     5.77e-06 |    2:22:18 |    2:47:04
+   13850 |     0 |   0.086135 |   0.105502 |     5.74e-06 |    2:22:48 |    2:46:31
+   13900 |     0 |   0.186395 |   0.107059 |     5.72e-06 |    2:23:18 |    2:45:59
+   13950 |     0 |   0.151552 |   0.108548 |     5.69e-06 |    2:23:48 |    2:45:26
+   14000 |     0 |   0.181378 |   0.110009 |     5.66e-06 |    2:24:17 |    2:44:54
+[14:23:01]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-14000
+[14:23:03] Generating 16 validation images ...
+[14:23:24] Validation step 14000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0014000.png
+   14050 |     0 |   0.159230 |   0.110568 |     5.64e-06 |    2:25:18 |    2:44:58
+   14100 |     0 |   0.109635 |   0.110788 |     5.61e-06 |    2:25:48 |    2:44:25
+   14150 |     0 |   0.112747 |   0.110663 |     5.58e-06 |    2:26:18 |    2:43:52
+   14200 |     0 |   0.167692 |   0.110698 |     5.56e-06 |    2:26:47 |    2:43:19
+   14250 |     0 |   0.089621 |   0.109541 |     5.53e-06 |    2:27:17 |    2:42:47
+   14300 |     0 |   0.181629 |   0.109393 |     5.50e-06 |    2:27:46 |    2:42:14
+   14350 |     0 |   0.298064 |   0.111253 |     5.48e-06 |    2:28:16 |    2:41:42
+   14400 |     0 |   0.113309 |   0.111265 |     5.45e-06 |    2:28:45 |    2:41:09
+   14450 |     0 |   0.034714 |   0.111560 |     5.43e-06 |    2:29:15 |    2:40:37
+   14500 |     0 |   0.119371 |   0.112390 |     5.40e-06 |    2:29:45 |    2:40:04
+   14550 |     0 |   0.092746 |   0.113111 |     5.37e-06 |    2:30:14 |    2:39:32
+   14600 |     0 |   0.197957 |   0.113534 |     5.35e-06 |    2:30:44 |    2:39:00
+   14650 |     0 |   0.172575 |   0.115130 |     5.32e-06 |    2:31:14 |    2:38:27
+   14700 |     0 |   0.379078 |   0.118036 |     5.29e-06 |    2:31:43 |    2:37:55
+   14750 |     0 |   0.174979 |   0.118864 |     5.27e-06 |    2:32:13 |    2:37:22
+   14800 |     0 |   0.107321 |   0.118495 |     5.24e-06 |    2:32:42 |    2:36:50
+   14850 |     0 |   0.020318 |   0.118526 |     5.21e-06 |    2:33:12 |    2:36:18
+   14900 |     0 |   0.114277 |   0.119082 |     5.19e-06 |    2:33:41 |    2:35:45
+   14950 |     0 |   0.039549 |   0.119413 |     5.16e-06 |    2:34:11 |    2:35:13
+   15000 |     0 |   0.126536 |   0.119025 |     5.13e-06 |    2:34:41 |    2:34:41
+[14:33:16] Generating 16 validation images ...
+[14:33:37] Validation step 15000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0015000.png
+   15050 |     0 |   0.213036 |   0.117839 |     5.11e-06 |    2:35:32 |    2:34:30
+   15100 |     0 |   0.039741 |   0.116755 |     5.08e-06 |    2:36:01 |    2:33:57
+   15150 |     0 |   0.041258 |   0.116070 |     5.05e-06 |    2:36:31 |    2:33:25
+   15200 |     0 |   0.100063 |   0.114506 |     5.03e-06 |    2:37:00 |    2:32:52
+   15250 |     0 |   0.002628 |   0.113181 |     5.00e-06 |    2:37:30 |    2:32:20
+   15300 |     0 |   0.114800 |   0.112748 |     4.97e-06 |    2:38:00 |    2:31:48
+   15350 |     0 |   0.056127 |   0.113184 |     4.95e-06 |    2:38:29 |    2:31:15
+   15400 |     0 |   0.067793 |   0.112356 |     4.92e-06 |    2:38:59 |    2:30:43
+   15450 |     0 |   0.085985 |   0.110296 |     4.89e-06 |    2:39:28 |    2:30:11
+   15500 |     0 |   0.063089 |   0.110729 |     4.87e-06 |    2:39:58 |    2:29:39
+   15550 |     0 |   0.202953 |   0.111371 |     4.84e-06 |    2:40:28 |    2:29:07
+   15600 |     0 |   0.096432 |   0.111397 |     4.81e-06 |    2:40:57 |    2:28:34
+   15650 |     0 |   0.172658 |   0.112780 |     4.79e-06 |    2:41:27 |    2:28:02
+   15700 |     0 |   0.091246 |   0.113094 |     4.76e-06 |    2:41:57 |    2:27:30
+   15750 |     0 |   0.045299 |   0.112670 |     4.73e-06 |    2:42:26 |    2:26:58
+   15800 |     0 |   0.214067 |   0.114539 |     4.71e-06 |    2:42:56 |    2:26:26
+   15850 |     0 |   0.059762 |   0.111851 |     4.68e-06 |    2:43:26 |    2:25:54
+   15900 |     0 |   0.110117 |   0.112717 |     4.65e-06 |    2:43:55 |    2:25:22
+   15950 |     0 |   0.085434 |   0.112931 |     4.63e-06 |    2:44:25 |    2:24:50
+   16000 |     0 |   0.138843 |   0.113753 |     4.60e-06 |    2:44:54 |    2:24:18
+[14:43:37]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-16000
+[14:43:38] Generating 16 validation images ...
+[14:43:59] Validation step 16000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0016000.png
+   16050 |     0 |   0.174913 |   0.114121 |     4.57e-06 |    2:45:54 |    2:24:11
+   16100 |     0 |   0.081055 |   0.113198 |     4.55e-06 |    2:46:23 |    2:23:39
+   16150 |     0 |   0.109194 |   0.113990 |     4.52e-06 |    2:46:53 |    2:23:07
+   16200 |     0 |   0.197700 |   0.114487 |     4.50e-06 |    2:47:22 |    2:22:35
+   16250 |     0 |   0.219612 |   0.116081 |     4.47e-06 |    2:47:52 |    2:22:02
+   16300 |     0 |   0.094517 |   0.116043 |     4.44e-06 |    2:48:22 |    2:21:30
+   16350 |     0 |   0.087967 |   0.114962 |     4.42e-06 |    2:48:51 |    2:20:58
+   16400 |     0 |   0.013363 |   0.114787 |     4.39e-06 |    2:49:21 |    2:20:26
+   16450 |     0 |   0.132356 |   0.114799 |     4.36e-06 |    2:49:50 |    2:19:54
+   16500 |     0 |   0.140690 |   0.115879 |     4.34e-06 |    2:50:20 |    2:19:22
+   16550 |     0 |   0.021944 |   0.115662 |     4.31e-06 |    2:50:50 |    2:18:50
+   16600 |     0 |   0.284501 |   0.118026 |     4.28e-06 |    2:51:19 |    2:18:18
+   16650 |     0 |   0.129129 |   0.117932 |     4.26e-06 |    2:51:49 |    2:17:46
+   16700 |     0 |   0.028053 |   0.116726 |     4.23e-06 |    2:52:19 |    2:17:14
+   16750 |     0 |   0.442833 |   0.121000 |     4.20e-06 |    2:52:48 |    2:16:42
+   16800 |     0 |   0.003265 |   0.120756 |     4.18e-06 |    2:53:18 |    2:16:10
+   16850 |     0 |   0.017496 |   0.119983 |     4.15e-06 |    2:53:48 |    2:15:38
+   16900 |     0 |   0.111400 |   0.119222 |     4.13e-06 |    2:54:17 |    2:15:06
+   16950 |     0 |   0.035462 |   0.118514 |     4.10e-06 |    2:54:47 |    2:14:34
+   17000 |     0 |   0.170434 |   0.116371 |     4.07e-06 |    2:55:17 |    2:14:02
+[14:53:52] Generating 16 validation images ...
+[14:54:13] Validation step 17000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0017000.png
+   17050 |     0 |   0.118558 |   0.117199 |     4.05e-06 |    2:56:08 |    2:13:47
+   17100 |     0 |   0.041497 |   0.116711 |     4.02e-06 |    2:56:38 |    2:13:15
+   17150 |     0 |   0.103553 |   0.116369 |     4.00e-06 |    2:57:07 |    2:12:43
+   17200 |     0 |   0.090990 |   0.115709 |     3.97e-06 |    2:57:37 |    2:12:11
+   17250 |     0 |   0.065986 |   0.115218 |     3.94e-06 |    2:58:07 |    2:11:39
+   17300 |     0 |   0.300790 |   0.117155 |     3.92e-06 |    2:58:37 |    2:11:07
+   17350 |     0 |   0.071679 |   0.116710 |     3.89e-06 |    2:59:06 |    2:10:35
+   17400 |     0 |   0.329289 |   0.117479 |     3.87e-06 |    2:59:36 |    2:10:03
+   17450 |     0 |   0.239720 |   0.118594 |     3.84e-06 |    3:00:06 |    2:09:31
+   17500 |     0 |   0.036352 |   0.117566 |     3.81e-06 |    3:00:35 |    2:08:59
+   17550 |     0 |   0.210242 |   0.119101 |     3.79e-06 |    3:01:05 |    2:08:28
+   17600 |     0 |   0.088413 |   0.119816 |     3.76e-06 |    3:01:35 |    2:07:56
+   17650 |     0 |   0.030252 |   0.120108 |     3.74e-06 |    3:02:05 |    2:07:24
+   17700 |     0 |   0.092523 |   0.119532 |     3.71e-06 |    3:02:34 |    2:06:52
+   17750 |     0 |   0.110030 |   0.119458 |     3.68e-06 |    3:03:04 |    2:06:20
+   17800 |     0 |   0.152473 |   0.120397 |     3.66e-06 |    3:03:34 |    2:05:49
+   17850 |     0 |   0.046671 |   0.120173 |     3.63e-06 |    3:04:03 |    2:05:17
+   17900 |     0 |   0.015537 |   0.120201 |     3.61e-06 |    3:04:33 |    2:04:45
+   17950 |     0 |   0.001465 |   0.119572 |     3.58e-06 |    3:05:03 |    2:04:13
+   18000 |     0 |   0.000765 |   0.119552 |     3.56e-06 |    3:05:32 |    2:03:41
+[15:04:15]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-18000
+[15:04:17] Generating 16 validation images ...
+[15:04:38] Validation step 18000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0018000.png
+   18050 |     0 |   0.022152 |   0.118852 |     3.53e-06 |    3:06:32 |    2:03:30
+   18100 |     0 |   0.092155 |   0.118787 |     3.51e-06 |    3:07:02 |    2:02:58
+   18150 |     0 |   0.111404 |   0.118360 |     3.48e-06 |    3:07:32 |    2:02:26
+   18200 |     0 |   0.009838 |   0.117580 |     3.45e-06 |    3:08:01 |    2:01:54
+   18250 |     0 |   0.188966 |   0.119262 |     3.43e-06 |    3:08:31 |    2:01:22
+   18300 |     0 |   0.393413 |   0.122397 |     3.40e-06 |    3:09:01 |    2:00:51
+   18350 |     0 |   0.000734 |   0.120236 |     3.38e-06 |    3:09:31 |    2:00:19
+   18400 |     0 |   0.156914 |   0.120120 |     3.35e-06 |    3:10:00 |    1:59:47
+   18450 |     0 |   0.057226 |   0.119301 |     3.33e-06 |    3:10:30 |    1:59:15
+   18500 |     0 |   0.069028 |   0.118825 |     3.30e-06 |    3:11:00 |    1:58:43
+   18550 |     0 |   0.088669 |   0.118704 |     3.28e-06 |    3:11:30 |    1:58:12
+   18600 |     0 |   0.134405 |   0.117843 |     3.25e-06 |    3:11:59 |    1:57:40
+   18650 |     0 |   0.090623 |   0.117542 |     3.23e-06 |    3:12:29 |    1:57:08
+   18700 |     0 |   0.239655 |   0.119214 |     3.20e-06 |    3:12:59 |    1:56:37
+   18750 |     0 |   0.105466 |   0.119201 |     3.18e-06 |    3:13:28 |    1:56:05
+   18800 |     0 |   0.078469 |   0.118999 |     3.15e-06 |    3:13:58 |    1:55:33
+   18850 |     0 |   0.179736 |   0.119935 |     3.13e-06 |    3:14:28 |    1:55:01
+   18900 |     0 |   0.122263 |   0.119294 |     3.11e-06 |    3:14:57 |    1:54:30
+   18950 |     0 |   0.159448 |   0.119373 |     3.08e-06 |    3:15:27 |    1:53:58
+   19000 |     0 |   0.097197 |   0.118531 |     3.06e-06 |    3:15:57 |    1:53:26
+[15:14:32] Generating 16 validation images ...
+[15:14:53] Validation step 19000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0019000.png
+   19050 |     0 |   0.105719 |   0.117996 |     3.03e-06 |    3:16:48 |    1:53:07
+   19100 |     0 |   0.115345 |   0.118053 |     3.01e-06 |    3:17:18 |    1:52:35
+   19150 |     0 |   0.007021 |   0.116996 |     2.98e-06 |    3:17:47 |    1:52:04
+   19200 |     0 |   0.096431 |   0.116283 |     2.96e-06 |    3:18:17 |    1:51:32
+   19250 |     0 |   0.067346 |   0.116060 |     2.93e-06 |    3:18:47 |    1:51:00
+   19300 |     0 |   0.002940 |   0.114274 |     2.91e-06 |    3:19:16 |    1:50:28
+   19350 |     0 |   0.085457 |   0.112147 |     2.89e-06 |    3:19:46 |    1:49:57
+   19400 |     0 |   0.043796 |   0.111452 |     2.86e-06 |    3:20:16 |    1:49:25
+   19450 |     0 |   0.114038 |   0.112246 |     2.84e-06 |    3:20:45 |    1:48:53
+   19500 |     0 |   0.079054 |   0.111842 |     2.81e-06 |    3:21:15 |    1:48:22
+   19550 |     0 |   0.153227 |   0.112447 |     2.79e-06 |    3:21:45 |    1:47:50
+   19600 |     0 |   0.183240 |   0.112300 |     2.77e-06 |    3:22:14 |    1:47:18
+   19650 |     0 |   0.182030 |   0.112395 |     2.74e-06 |    3:22:44 |    1:46:47
+   19700 |     0 |   0.122587 |   0.109830 |     2.72e-06 |    3:23:14 |    1:46:15
+   19750 |     0 |   0.099114 |   0.109071 |     2.69e-06 |    3:23:43 |    1:45:44
+   19800 |     0 |   0.116589 |   0.109164 |     2.67e-06 |    3:24:13 |    1:45:12
+   19850 |     0 |   0.062827 |   0.109589 |     2.65e-06 |    3:24:43 |    1:44:40
+   19900 |     0 |   0.107825 |   0.109524 |     2.62e-06 |    3:25:13 |    1:44:09
+   19950 |     0 |   0.067578 |   0.109805 |     2.60e-06 |    3:25:42 |    1:43:37
+   20000 |     0 |   0.080736 |   0.109347 |     2.58e-06 |    3:26:12 |    1:43:06
+[15:24:56]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-20000
+[15:24:58] Generating 16 validation images ...
+[15:25:19] Validation step 20000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0020000.png
+   20050 |     0 |   0.140393 |   0.108620 |     2.55e-06 |    3:27:14 |    1:42:50
+   20100 |     0 |   0.071900 |   0.108942 |     2.53e-06 |    3:27:43 |    1:42:18
+   20150 |     0 |   0.127280 |   0.109802 |     2.51e-06 |    3:28:13 |    1:41:47
+   20200 |     0 |   0.040193 |   0.109203 |     2.48e-06 |    3:28:43 |    1:41:15
+   20250 |     0 |   0.197842 |   0.111155 |     2.46e-06 |    3:29:12 |    1:40:44
+   20300 |     0 |   0.069401 |   0.110701 |     2.44e-06 |    3:29:42 |    1:40:12
+   20350 |     0 |   0.199586 |   0.112136 |     2.42e-06 |    3:30:12 |    1:39:40
+   20400 |     0 |   0.191189 |   0.113370 |     2.39e-06 |    3:30:42 |    1:39:09
+   20450 |     0 |   0.277363 |   0.115284 |     2.37e-06 |    3:31:11 |    1:38:37
+   20500 |     0 |   0.050336 |   0.115156 |     2.35e-06 |    3:31:41 |    1:38:06
+   20550 |     0 |   0.092040 |   0.114047 |     2.33e-06 |    3:32:11 |    1:37:34
+   20600 |     0 |   0.136211 |   0.114445 |     2.30e-06 |    3:32:41 |    1:37:02
+   20650 |     0 |   0.076113 |   0.113479 |     2.28e-06 |    3:33:10 |    1:36:31
+   20700 |     0 |   0.124382 |   0.113811 |     2.26e-06 |    3:33:40 |    1:35:59
+   20750 |     0 |   0.168805 |   0.115046 |     2.24e-06 |    3:34:10 |    1:35:28
+   20800 |     0 |   0.102822 |   0.113933 |     2.21e-06 |    3:34:39 |    1:34:56
+   20850 |     0 |   0.138870 |   0.114725 |     2.19e-06 |    3:35:09 |    1:34:25
+   20900 |     0 |   0.012629 |   0.113750 |     2.17e-06 |    3:35:39 |    1:33:53
+   20950 |     0 |   0.016101 |   0.113056 |     2.15e-06 |    3:36:08 |    1:33:22
+   21000 |     0 |   0.072854 |   0.112396 |     2.13e-06 |    3:36:38 |    1:32:50
+[15:35:13] Generating 16 validation images ...
+[15:35:35] Validation step 21000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0021000.png
+   21050 |     0 |   0.067103 |   0.111318 |     2.10e-06 |    3:37:30 |    1:32:28
+   21100 |     0 |   0.093574 |   0.111443 |     2.08e-06 |    3:38:00 |    1:31:57
+   21150 |     0 |   0.128588 |   0.111637 |     2.06e-06 |    3:38:29 |    1:31:25
+   21200 |     0 |   0.018185 |   0.109842 |     2.04e-06 |    3:38:59 |    1:30:54
+   21250 |     0 |   0.094059 |   0.108587 |     2.02e-06 |    3:39:29 |    1:30:22
+   21300 |     0 |   0.030817 |   0.107950 |     2.00e-06 |    3:39:58 |    1:29:51
+   21350 |     0 |   0.204265 |   0.109113 |     1.98e-06 |    3:40:28 |    1:29:19
+   21400 |     0 |   0.155400 |   0.110533 |     1.95e-06 |    3:40:58 |    1:28:48
+   21450 |     0 |   0.079351 |   0.110003 |     1.93e-06 |    3:41:27 |    1:28:16
+   21500 |     0 |   0.114840 |   0.109745 |     1.91e-06 |    3:41:57 |    1:27:45
+   21550 |     0 |   0.062622 |   0.110151 |     1.89e-06 |    3:42:27 |    1:27:13
+   21600 |     0 |   0.093787 |   0.108244 |     1.87e-06 |    3:42:56 |    1:26:42
+   21650 |     0 |   0.121441 |   0.108167 |     1.85e-06 |    3:43:26 |    1:26:10
+   21700 |     0 |   0.085094 |   0.108738 |     1.83e-06 |    3:43:56 |    1:25:39
+   21750 |     0 |   0.177683 |   0.106086 |     1.81e-06 |    3:44:26 |    1:25:07
+   21800 |     0 |   0.049249 |   0.106546 |     1.79e-06 |    3:44:55 |    1:24:36
+   21850 |     0 |   0.084069 |   0.107212 |     1.77e-06 |    3:45:25 |    1:24:04
+   21900 |     0 |   0.103124 |   0.107129 |     1.75e-06 |    3:45:55 |    1:23:33
+   21950 |     0 |   0.074629 |   0.107521 |     1.73e-06 |    3:46:24 |    1:23:02
+   22000 |     0 |   0.067500 |   0.106491 |     1.71e-06 |    3:46:54 |    1:22:30
+[15:45:38]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-22000
+[15:45:40] Generating 16 validation images ...
+[15:46:01] Validation step 22000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0022000.png
+   22050 |     0 |   0.220685 |   0.107513 |     1.69e-06 |    3:47:56 |    1:22:11
+   22100 |     0 |   0.152160 |   0.108619 |     1.67e-06 |    3:48:26 |    1:21:39
+   22150 |     0 |   0.127074 |   0.108854 |     1.65e-06 |    3:48:55 |    1:21:08
+   22200 |     0 |   0.051277 |   0.108457 |     1.63e-06 |    3:49:25 |    1:20:36
+   22250 |     0 |   0.130804 |   0.109106 |     1.61e-06 |    3:49:55 |    1:20:05
+   22300 |     0 |   0.093839 |   0.107036 |     1.59e-06 |    3:50:24 |    1:19:33
+   22350 |     0 |   0.100139 |   0.107321 |     1.57e-06 |    3:50:54 |    1:19:02
+   22400 |     0 |   0.014203 |   0.104170 |     1.55e-06 |    3:51:24 |    1:18:30
+   22450 |     0 |   0.052840 |   0.102301 |     1.53e-06 |    3:51:54 |    1:17:59
+   22500 |     0 |   0.147270 |   0.103410 |     1.51e-06 |    3:52:23 |    1:17:27
+   22550 |     0 |   0.168891 |   0.102997 |     1.49e-06 |    3:52:53 |    1:16:56
+   22600 |     0 |   0.052579 |   0.102638 |     1.47e-06 |    3:53:23 |    1:16:25
+   22650 |     0 |   0.171746 |   0.104053 |     1.46e-06 |    3:53:52 |    1:15:53
+   22700 |     0 |   0.144470 |   0.104573 |     1.44e-06 |    3:54:22 |    1:15:22
+   22750 |     0 |   0.075759 |   0.104230 |     1.42e-06 |    3:54:52 |    1:14:50
+   22800 |     0 |   0.249773 |   0.105203 |     1.40e-06 |    3:55:22 |    1:14:19
+   22850 |     0 |   0.020528 |   0.104942 |     1.38e-06 |    3:55:51 |    1:13:48
+   22900 |     0 |   0.051886 |   0.105305 |     1.36e-06 |    3:56:21 |    1:13:16
+   22950 |     0 |   0.061230 |   0.105903 |     1.34e-06 |    3:56:51 |    1:12:45
+   23000 |     0 |   0.190555 |   0.107801 |     1.33e-06 |    3:57:20 |    1:12:14
+[15:55:55] Generating 16 validation images ...
+[15:56:17] Validation step 23000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0023000.png
+   23050 |     0 |   0.091672 |   0.108496 |     1.31e-06 |    3:58:12 |    1:11:49
+   23100 |     0 |   0.182073 |   0.109395 |     1.29e-06 |    3:58:42 |    1:11:18
+   23150 |     0 |   0.063854 |   0.108919 |     1.27e-06 |    3:59:12 |    1:10:46
+   23200 |     0 |   0.070166 |   0.109523 |     1.25e-06 |    3:59:41 |    1:10:15
+   23250 |     0 |   0.017278 |   0.107806 |     1.24e-06 |    4:00:11 |    1:09:43
+   23300 |     0 |   0.095013 |   0.104822 |     1.22e-06 |    4:00:41 |    1:09:12
+   23350 |     0 |   0.116163 |   0.105976 |     1.20e-06 |    4:01:10 |    1:08:41
+   23400 |     0 |   0.251215 |   0.106919 |     1.19e-06 |    4:01:40 |    1:08:09
+   23450 |     0 |   0.256807 |   0.108915 |     1.17e-06 |    4:02:10 |    1:07:38
+   23500 |     0 |   0.130565 |   0.109530 |     1.15e-06 |    4:02:39 |    1:07:07
+   23550 |     0 |   0.141507 |   0.110059 |     1.13e-06 |    4:03:09 |    1:06:35
+   23600 |     0 |   0.064329 |   0.109358 |     1.12e-06 |    4:03:39 |    1:06:04
+   23650 |     0 |   0.075467 |   0.109206 |     1.10e-06 |    4:04:09 |    1:05:33
+   23700 |     0 |   0.084778 |   0.107658 |     1.08e-06 |    4:04:38 |    1:05:01
+   23750 |     0 |   0.013445 |   0.106737 |     1.07e-06 |    4:05:08 |    1:04:30
+   23800 |     0 |   0.177594 |   0.107729 |     1.05e-06 |    4:05:38 |    1:03:59
+   23850 |     0 |   0.043579 |   0.106367 |     1.03e-06 |    4:06:08 |    1:03:28
+   23900 |     0 |   0.080652 |   0.105951 |     1.02e-06 |    4:06:37 |    1:02:56
+   23950 |     0 |   0.266300 |   0.107020 |     1.00e-06 |    4:07:07 |    1:02:25
+   24000 |     0 |   0.168907 |   0.107737 |     9.86e-07 |    4:07:37 |    1:01:54
+[16:06:21]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-24000
+[16:06:23] Generating 16 validation images ...
+[16:06:44] Validation step 24000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0024000.png
+   24050 |     0 |   0.123685 |   0.107916 |     9.71e-07 |    4:08:39 |    1:01:31
+   24100 |     0 |   0.228467 |   0.109047 |     9.55e-07 |    4:09:09 |    1:00:59
+   24150 |     0 |   0.206130 |   0.111039 |     9.39e-07 |    4:09:38 |    1:00:28
+   24200 |     0 |   0.102644 |   0.111101 |     9.24e-07 |    4:10:08 |    0:59:57
+   24250 |     0 |   0.195062 |   0.112378 |     9.08e-07 |    4:10:38 |    0:59:25
+   24300 |     0 |   0.071380 |   0.113062 |     8.93e-07 |    4:11:08 |    0:58:54
+   24350 |     0 |   0.110624 |   0.113314 |     8.78e-07 |    4:11:37 |    0:58:23
+   24400 |     0 |   0.131669 |   0.114193 |     8.63e-07 |    4:12:07 |    0:57:51
+   24450 |     0 |   0.074752 |   0.113800 |     8.48e-07 |    4:12:37 |    0:57:20
+   24500 |     0 |   0.250513 |   0.115514 |     8.33e-07 |    4:13:06 |    0:56:49
+   24550 |     0 |   0.075562 |   0.114738 |     8.19e-07 |    4:13:36 |    0:56:18
+   24600 |     0 |   0.344788 |   0.116353 |     8.04e-07 |    4:14:06 |    0:55:46
+   24650 |     0 |   0.003775 |   0.114571 |     7.90e-07 |    4:14:35 |    0:55:15
+   24700 |     0 |   0.027010 |   0.113615 |     7.76e-07 |    4:15:05 |    0:54:44
+   24750 |     0 |   0.091665 |   0.113540 |     7.61e-07 |    4:15:35 |    0:54:12
+   24800 |     0 |   0.120080 |   0.113575 |     7.47e-07 |    4:16:05 |    0:53:41
+   24850 |     0 |   0.016752 |   0.113115 |     7.33e-07 |    4:16:34 |    0:53:10
+   24900 |     0 |   0.057635 |   0.112613 |     7.20e-07 |    4:17:04 |    0:52:39
+   24950 |     0 |   0.074675 |   0.112684 |     7.06e-07 |    4:17:34 |    0:52:08
+   25000 |     0 |   0.090367 |   0.112780 |     6.92e-07 |    4:18:04 |    0:51:36
+[16:16:39] Generating 16 validation images ...
+[16:17:00] Validation step 25000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0025000.png
+   25050 |     0 |   0.114856 |   0.112525 |     6.79e-07 |    4:18:55 |    0:51:09
+   25100 |     0 |   0.272246 |   0.114528 |     6.65e-07 |    4:19:25 |    0:50:38
+   25150 |     0 |   0.024751 |   0.113503 |     6.52e-07 |    4:19:55 |    0:50:07
+   25200 |     0 |   0.093954 |   0.114040 |     6.39e-07 |    4:20:24 |    0:49:36
+   25250 |     0 |   0.052265 |   0.112585 |     6.26e-07 |    4:20:54 |    0:49:04
+   25300 |     0 |   0.076976 |   0.112660 |     6.13e-07 |    4:21:24 |    0:48:33
+   25350 |     0 |   0.169659 |   0.112361 |     6.01e-07 |    4:21:54 |    0:48:02
+   25400 |     0 |   0.110474 |   0.111554 |     5.88e-07 |    4:22:23 |    0:47:31
+   25450 |     0 |   0.215418 |   0.110934 |     5.76e-07 |    4:22:53 |    0:47:00
+   25500 |     0 |   0.060577 |   0.111037 |     5.63e-07 |    4:23:23 |    0:46:28
+   25550 |     0 |   0.053595 |   0.110652 |     5.51e-07 |    4:23:52 |    0:45:57
+   25600 |     0 |   0.026574 |   0.109556 |     5.39e-07 |    4:24:22 |    0:45:26
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+   25750 |     0 |   0.086619 |   0.108996 |     5.03e-07 |    4:25:51 |    0:43:52
+   25800 |     0 |   0.085729 |   0.108825 |     4.92e-07 |    4:26:21 |    0:43:21
+   25850 |     0 |   0.226577 |   0.109702 |     4.80e-07 |    4:26:51 |    0:42:50
+   25900 |     0 |   0.337490 |   0.112951 |     4.69e-07 |    4:27:20 |    0:42:19
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+   26000 |     0 |   0.007392 |   0.113044 |     4.47e-07 |    4:28:20 |    0:41:16
+[16:27:01]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-26000
+[16:27:02] Generating 16 validation images ...
+[16:27:24] Validation step 26000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0026000.png
+   26050 |     0 |   0.275590 |   0.115129 |     4.36e-07 |    4:29:19 |    0:40:50
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+   26250 |     0 |   0.019011 |   0.117058 |     3.93e-07 |    4:31:17 |    0:38:45
+   26300 |     0 |   0.173787 |   0.118487 |     3.83e-07 |    4:31:47 |    0:38:14
+   26350 |     0 |   0.133587 |   0.117781 |     3.73e-07 |    4:32:17 |    0:37:43
+   26400 |     0 |   0.228847 |   0.118515 |     3.63e-07 |    4:32:47 |    0:37:11
+   26450 |     0 |   0.072820 |   0.118450 |     3.53e-07 |    4:33:16 |    0:36:40
+   26500 |     0 |   0.009753 |   0.117399 |     3.43e-07 |    4:33:46 |    0:36:09
+   26550 |     0 |   0.140668 |   0.118179 |     3.34e-07 |    4:34:16 |    0:35:38
+   26600 |     0 |   0.076821 |   0.118010 |     3.24e-07 |    4:34:45 |    0:35:07
+   26650 |     0 |   0.105755 |   0.117853 |     3.15e-07 |    4:35:15 |    0:34:36
+   26700 |     0 |   0.114143 |   0.118143 |     3.06e-07 |    4:35:45 |    0:34:04
+   26750 |     0 |   0.040686 |   0.116773 |     2.96e-07 |    4:36:14 |    0:33:33
+   26800 |     0 |   0.017561 |   0.116456 |     2.88e-07 |    4:36:44 |    0:33:02
+   26850 |     0 |   0.238032 |   0.117996 |     2.79e-07 |    4:37:14 |    0:32:31
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+   27000 |     0 |   0.123884 |   0.117966 |     2.53e-07 |    4:38:43 |    0:30:58
+[16:37:18] Generating 16 validation images ...
+[16:37:39] Validation step 27000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0027000.png
+   27050 |     0 |   0.008019 |   0.115839 |     2.45e-07 |    4:39:34 |    0:30:29
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+   27850 |     0 |   0.019707 |   0.114042 |     1.30e-07 |    4:47:29 |    0:22:11
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+   28000 |     0 |   0.018493 |   0.113769 |     1.13e-07 |    4:48:58 |    0:20:38
+[16:47:42]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-28000
+[16:47:44] Generating 16 validation images ...
+[16:48:06] Validation step 28000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0028000.png
+   28050 |     0 |   0.110887 |   0.113961 |     1.07e-07 |    4:50:01 |    0:20:09
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+[16:58:00] Generating 16 validation images ...
+[16:58:21] Validation step 29000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0029000.png
+   29050 |     0 |   0.319211 |   0.113031 |     2.56e-08 |    5:00:16 |    0:09:49
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+   29800 |     0 |   0.081158 |   0.110135 |     1.13e-09 |    5:07:42 |    0:02:03
+   29850 |     0 |   0.202720 |   0.111995 |     6.38e-10 |    5:08:12 |    0:01:32
+   29900 |     0 |   0.120194 |   0.112621 |     2.84e-10 |    5:08:42 |    0:01:01
+   29950 |     0 |   0.237650 |   0.114250 |     7.09e-11 |    5:09:11 |    0:00:30
+   30000 |     0 |   0.148573 |   0.114832 |     0.00e+00 |    5:09:41 |    0:00:00
+[17:08:22]   Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-30000
+[17:08:24] Generating 16 validation images ...
+[17:08:45] Validation step 30000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0030000.png
+[17:08:45] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.112303 ---
+[17:08:45] Saving final model ...
+[17:09:06]   Pipeline saved -> RESULTS/multigen/run_008
+[17:09:06] Generating final validation collage ...
+[17:09:06] Generating 16 validation images ...
+[17:09:27] Validation step 30000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0030000.png
+[17:09:27] 
+[17:09:27] ============================================================
+[17:09:27]   TRAINING SUMMARY
+[17:09:27] ============================================================
+[17:09:27]   Total steps  : 600
+[17:09:27]   Final loss   : 0.148573
+[17:09:27]   Avg last 100 : 0.114832
+[17:09:27]   Min loss     : 0.000172
+[17:09:27]   Total time   : 5:10:52
+[17:09:27]   Output       : RESULTS/multigen/run_008
+[17:09:27] ============================================================

multigen/run_008/training_args.json

@@ -0,0 +1,40 @@
+{
+  "pretrained_model_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "t5_model_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
+  "revision": null,
+  "variant": null,
+  "cache_dir": null,
+  "data_dir": "../data/multigen",
+  "caption_file_train": "caption_train.json",
+  "caption_file_val": "caption_val.json",
+  "images_dir": "images",
+  "max_captions_per_image": 5,
+  "results_root": "RESULTS",
+  "seed": 42,
+  "resolution": 512,
+  "train_batch_size": 4,
+  "max_train_steps": 30000,
+  "num_train_epochs": 1,
+  "gradient_accumulation_steps": 1,
+  "gradient_checkpointing": false,
+  "learning_rate": 1e-05,
+  "scale_lr": false,
+  "lr_scheduler": "cosine",
+  "lr_warmup_steps": 500,
+  "lr_num_cycles": 1,
+  "adam_beta1": 0.9,
+  "adam_beta2": 0.999,
+  "adam_weight_decay": 0.01,
+  "adam_epsilon": 1e-08,
+  "max_grad_norm": 1.0,
+  "mixed_precision": "bf16",
+  "checkpointing_steps": 2000,
+  "checkpoints_total_limit": 3,
+  "resume_from_checkpoint": null,
+  "validation_steps": 1000,
+  "validation_prompts_file": null,
+  "log_every_n_steps": 50,
+  "max_sequence_length": 300,
+  "dataloader_num_workers": 4,
+  "output_dir": "RESULTS/multigen/run_008"
+}

multigen/run_008/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.14857257902622223,
+  "avg_last_100": 0.1148324470600346,
+  "min_loss": 0.00017207214841619134,
+  "total_time": "5:10:52"
+}

multigen/run_008/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

multigen/run_008/transformer/diffusion_pytorch_model.safetensors

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+size 1221780352

multigen/run_008/vae/config.json

@@ -0,0 +1,38 @@
+{
+  "_class_name": "AutoencoderKL",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
+  "act_fn": "silu",
+  "block_out_channels": [
+    128,
+    256,
+    512,
+    512
+  ],
+  "down_block_types": [
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D"
+  ],
+  "force_upcast": false,
+  "in_channels": 3,
+  "latent_channels": 4,
+  "latents_mean": null,
+  "latents_std": null,
+  "layers_per_block": 2,
+  "mid_block_add_attention": true,
+  "norm_num_groups": 32,
+  "out_channels": 3,
+  "sample_size": 512,
+  "scaling_factor": 0.13025,
+  "shift_factor": null,
+  "up_block_types": [
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D"
+  ],
+  "use_post_quant_conv": true,
+  "use_quant_conv": true
+}

multigen/run_008/vae/diffusion_pytorch_model.safetensors

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