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coco/run_007/checkpoint-26000/model.safetensors

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coco/run_007/checkpoint-28000/transformer/config.json

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coco/run_007/model_index.json

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coco/run_007/scheduler/scheduler_config.json

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coco/run_007/text_encoder/config.json

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coco/run_007/training.log

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+Training started: 2026-06-18 05:23:20
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[05:23:20] Run directory : RESULTS/coco/run_007
+[05:23:20] XAttn VAE     : ./HF_VERSION_WEIGHTS/kl_vae
+[05:23:20] Loading PixArt-Alpha backbone components ...
+[05:23:32] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
+[05:23:32]   VAE loaded — scaling_factor = 0.18215
+[05:23:32]   text_dim = 4096   xattn_num_heads = 8
+[05:23:35]   Transformer : 610,856,096 total, 610,856,096 trainable
+[05:23:35] Building dataset ...
+[05:23:35] 
+[05:23:35] ================================================================
+[05:23:35]   Backbone           = PixArt-alpha/PixArt-XL-2-512x512
+[05:23:35]   XAttn VAE          = ./HF_VERSION_WEIGHTS/kl_vae
+[05:23:35]   Output dir         = RESULTS/coco/run_007
+[05:23:35]   Num examples       = 591435
+[05:23:35]   Num epochs         = 1
+[05:23:35]   Batch/device       = 4
+[05:23:35]   Grad accum         = 1
+[05:23:35]   Effective BS       = 4
+[05:23:35]   Total optim steps  = 30000
+[05:23:35]   LR                 = 1e-05
+[05:23:35]   Precision          = bf16
+[05:23:35]   Resolution         = 512x512
+[05:23:35]   Max seq length     = 120
+[05:23:35] ================================================================
+[05:23:35] 
+      50 |     0 |   0.109180 |   0.109180 |     1.00e-06 |    0:00:44 |    7:24:18
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+     150 |     0 |   0.082404 |   0.116389 |     3.00e-06 |    0:01:40 |    5:34:58
+     200 |     0 |   0.125992 |   0.118789 |     4.00e-06 |    0:02:09 |    5:22:00
+     250 |     0 |   0.000717 |   0.095175 |     5.00e-06 |    0:02:38 |    5:14:08
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+     400 |     0 |   0.122376 |   0.080118 |     8.00e-06 |    0:04:04 |    5:01:45
+     450 |     0 |   0.118178 |   0.084347 |     9.00e-06 |    0:04:33 |    4:59:10
+     500 |     0 |   0.188991 |   0.094811 |     1.00e-05 |    0:05:02 |    4:57:00
+     550 |     0 |   0.316094 |   0.114928 |     1.00e-05 |    0:05:30 |    4:55:10
+     600 |     0 |   0.136828 |   0.116753 |     1.00e-05 |    0:05:59 |    4:53:32
+     650 |     0 |   0.079455 |   0.113884 |     1.00e-05 |    0:06:28 |    4:52:08
+     700 |     0 |   0.082475 |   0.111640 |     1.00e-05 |    0:06:56 |    4:50:48
+     750 |     0 |   0.022379 |   0.105690 |     1.00e-05 |    0:07:25 |    4:49:35
+     800 |     0 |   0.045212 |   0.101910 |     1.00e-05 |    0:07:54 |    4:48:26
+     850 |     0 |   0.133575 |   0.103772 |     1.00e-05 |    0:08:22 |    4:47:21
+     900 |     0 |   0.042488 |   0.100368 |     1.00e-05 |    0:08:51 |    4:46:19
+     950 |     0 |   0.038284 |   0.097100 |     9.99e-06 |    0:09:19 |    4:45:21
+    1000 |     0 |   0.222809 |   0.103386 |     9.99e-06 |    0:09:48 |    4:44:25
+[05:33:09] Generating 16 validation images ...
+[05:33:29] Validation step 1000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0001000.png
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+    2000 |     0 |   0.014531 |   0.113290 |     9.94e-06 |    0:19:40 |    4:35:25
+[05:43:07]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-2000
+[05:43:08] Generating 16 validation images ...
+[05:43:29] Validation step 2000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0002000.png
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+    2250 |     0 |   0.078210 |   0.123989 |     9.91e-06 |    0:22:31 |    4:37:52
+    2300 |     0 |   0.069955 |   0.122814 |     9.91e-06 |    0:23:00 |    4:37:04
+    2350 |     0 |   0.407614 |   0.128874 |     9.90e-06 |    0:23:28 |    4:36:16
+    2400 |     0 |   0.095400 |   0.128177 |     9.90e-06 |    0:23:57 |    4:35:31
+    2450 |     0 |   0.151956 |   0.128662 |     9.89e-06 |    0:24:26 |    4:34:47
+    2500 |     0 |   0.027886 |   0.126646 |     9.89e-06 |    0:24:54 |    4:34:03
+    2550 |     0 |   0.042212 |   0.124991 |     9.88e-06 |    0:25:23 |    4:33:19
+    2600 |     0 |   0.136073 |   0.125204 |     9.88e-06 |    0:25:52 |    4:32:36
+    2650 |     0 |   0.159928 |   0.125859 |     9.87e-06 |    0:26:20 |    4:31:54
+    2700 |     0 |   0.146874 |   0.126248 |     9.86e-06 |    0:26:49 |    4:31:12
+    2750 |     0 |   0.121970 |   0.126170 |     9.86e-06 |    0:27:18 |    4:30:32
+    2800 |     0 |   0.066056 |   0.125097 |     9.85e-06 |    0:27:46 |    4:29:52
+    2850 |     0 |   0.141671 |   0.125388 |     9.84e-06 |    0:28:15 |    4:29:13
+    2900 |     0 |   0.061744 |   0.124290 |     9.84e-06 |    0:28:44 |    4:28:34
+    2950 |     0 |   0.099233 |   0.123866 |     9.83e-06 |    0:29:13 |    4:27:56
+    3000 |     0 |   0.221562 |   0.125494 |     9.82e-06 |    0:29:41 |    4:27:17
+[05:53:02] Generating 16 validation images ...
+[05:53:23] Validation step 3000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0003000.png
+    3050 |     0 |   0.149198 |   0.125883 |     9.82e-06 |    0:30:31 |    4:29:45
+    3100 |     0 |   0.067309 |   0.124938 |     9.81e-06 |    0:31:00 |    4:29:03
+    3150 |     0 |   0.075721 |   0.124157 |     9.80e-06 |    0:31:28 |    4:28:20
+    3200 |     0 |   0.113683 |   0.123993 |     9.79e-06 |    0:31:57 |    4:27:40
+    3250 |     0 |   0.117352 |   0.123891 |     9.79e-06 |    0:32:26 |    4:26:59
+    3300 |     0 |   0.014855 |   0.122239 |     9.78e-06 |    0:32:55 |    4:26:20
+    3350 |     0 |   0.286584 |   0.124692 |     9.77e-06 |    0:33:23 |    4:25:39
+    3400 |     0 |   0.195664 |   0.125735 |     9.76e-06 |    0:33:52 |    4:24:59
+    3450 |     0 |   0.120746 |   0.125663 |     9.76e-06 |    0:34:21 |    4:24:20
+    3500 |     0 |   0.034612 |   0.124362 |     9.75e-06 |    0:34:49 |    4:23:41
+    3550 |     0 |   0.212387 |   0.125602 |     9.74e-06 |    0:35:18 |    4:23:02
+    3600 |     0 |   0.208153 |   0.126749 |     9.73e-06 |    0:35:46 |    4:22:24
+    3650 |     0 |   0.315327 |   0.129332 |     9.72e-06 |    0:36:15 |    4:21:45
+    3700 |     0 |   0.032011 |   0.128017 |     9.71e-06 |    0:36:44 |    4:21:07
+    3750 |     0 |   0.097490 |   0.127610 |     9.70e-06 |    0:37:12 |    4:20:30
+    3800 |     0 |   0.188260 |   0.128408 |     9.69e-06 |    0:37:41 |    4:19:52
+    3850 |     0 |   0.005296 |   0.126809 |     9.69e-06 |    0:38:10 |    4:19:14
+    3900 |     0 |   0.036472 |   0.125651 |     9.68e-06 |    0:38:38 |    4:18:37
+    3950 |     0 |   0.248529 |   0.127206 |     9.67e-06 |    0:39:07 |    4:18:00
+    4000 |     0 |   0.068873 |   0.126477 |     9.66e-06 |    0:39:35 |    4:17:23
+[06:03:03]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-4000
+[06:03:03] Generating 16 validation images ...
+[06:03:24] Validation step 4000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0004000.png
+    4050 |     0 |   0.122299 |   0.126425 |     9.65e-06 |    0:40:32 |    4:19:47
+    4100 |     0 |   0.130230 |   0.126472 |     9.64e-06 |    0:41:01 |    4:19:08
+    4150 |     0 |   0.148046 |   0.126732 |     9.63e-06 |    0:41:29 |    4:18:29
+    4200 |     0 |   0.090226 |   0.126297 |     9.62e-06 |    0:41:58 |    4:17:50
+    4250 |     0 |   0.044402 |   0.125334 |     9.61e-06 |    0:42:27 |    4:17:12
+    4300 |     0 |   0.180050 |   0.125970 |     9.60e-06 |    0:42:55 |    4:16:34
+    4350 |     0 |   0.024062 |   0.124799 |     9.59e-06 |    0:43:24 |    4:15:56
+    4400 |     0 |   0.285948 |   0.126630 |     9.57e-06 |    0:43:52 |    4:15:18
+    4450 |     0 |   0.208231 |   0.127547 |     9.56e-06 |    0:44:21 |    4:14:40
+    4500 |     0 |   0.455079 |   0.131186 |     9.55e-06 |    0:44:50 |    4:14:03
+    4550 |     0 |   0.402798 |   0.134171 |     9.54e-06 |    0:45:18 |    4:13:26
+    4600 |     0 |   0.369584 |   0.136730 |     9.53e-06 |    0:45:47 |    4:12:49
+    4650 |     0 |   0.054713 |   0.135848 |     9.52e-06 |    0:46:15 |    4:12:12
+    4700 |     0 |   0.271857 |   0.137295 |     9.51e-06 |    0:46:44 |    4:11:35
+    4750 |     0 |   0.189583 |   0.137845 |     9.50e-06 |    0:47:12 |    4:10:59
+    4800 |     0 |   0.388368 |   0.140455 |     9.48e-06 |    0:47:41 |    4:10:23
+    4850 |     0 |   0.121992 |   0.140264 |     9.47e-06 |    0:48:10 |    4:09:47
+    4900 |     0 |   0.048608 |   0.139329 |     9.46e-06 |    0:48:38 |    4:09:11
+    4950 |     0 |   0.417998 |   0.142144 |     9.45e-06 |    0:49:07 |    4:08:36
+    5000 |     0 |   0.045622 |   0.141179 |     9.44e-06 |    0:49:36 |    4:08:00
+[06:12:56] Generating 16 validation images ...
+[06:13:17] Validation step 5000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0005000.png
+    5050 |     0 |   0.023776 |   0.140325 |     9.42e-06 |    0:50:25 |    4:09:09
+    5100 |     0 |   0.467761 |   0.143426 |     9.41e-06 |    0:50:54 |    4:08:32
+    5150 |     0 |   0.197152 |   0.144574 |     9.40e-06 |    0:51:22 |    4:07:55
+    5200 |     0 |   0.158150 |   0.144895 |     9.39e-06 |    0:51:51 |    4:07:19
+    5250 |     0 |   0.007966 |   0.144968 |     9.37e-06 |    0:52:20 |    4:06:42
+    5300 |     0 |   0.114096 |   0.146025 |     9.36e-06 |    0:52:48 |    4:06:06
+    5350 |     0 |   0.112947 |   0.146811 |     9.35e-06 |    0:53:17 |    4:05:30
+    5400 |     0 |   0.237446 |   0.147962 |     9.33e-06 |    0:53:45 |    4:04:54
+    5450 |     0 |   0.023367 |   0.147014 |     9.32e-06 |    0:54:14 |    4:04:19
+    5500 |     0 |   0.216391 |   0.147288 |     9.31e-06 |    0:54:42 |    4:03:43
+    5550 |     0 |   0.217478 |   0.146302 |     9.29e-06 |    0:55:11 |    4:03:08
+    5600 |     0 |   0.030077 |   0.145234 |     9.28e-06 |    0:55:40 |    4:02:33
+    5650 |     0 |   0.149687 |   0.145937 |     9.27e-06 |    0:56:08 |    4:01:57
+    5700 |     0 |   0.001812 |   0.145130 |     9.25e-06 |    0:56:37 |    4:01:22
+    5750 |     0 |   0.145962 |   0.146366 |     9.24e-06 |    0:57:05 |    4:00:48
+    5800 |     0 |   0.132944 |   0.147243 |     9.22e-06 |    0:57:34 |    4:00:13
+    5850 |     0 |   0.001145 |   0.145919 |     9.21e-06 |    0:58:03 |    3:59:38
+    5900 |     0 |   0.074209 |   0.146236 |     9.20e-06 |    0:58:31 |    3:59:03
+    5950 |     0 |   0.095241 |   0.146806 |     9.18e-06 |    0:59:00 |    3:58:29
+    6000 |     0 |   0.228855 |   0.146866 |     9.17e-06 |    0:59:28 |    3:57:55
+[06:22:58]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-6000
+[06:22:58] Generating 16 validation images ...
+[06:23:19] Validation step 6000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0006000.png
+    6050 |     0 |   0.601132 |   0.149385 |     9.15e-06 |    1:00:28 |    3:59:22
+    6100 |     0 |   0.069520 |   0.148284 |     9.14e-06 |    1:00:56 |    3:58:47
+    6150 |     0 |   0.283366 |   0.149011 |     9.12e-06 |    1:01:25 |    3:58:12
+    6200 |     0 |   0.099576 |   0.149681 |     9.11e-06 |    1:01:53 |    3:57:36
+    6250 |     0 |   0.192354 |   0.151134 |     9.09e-06 |    1:02:22 |    3:57:01
+    6300 |     0 |   0.035947 |   0.146877 |     9.08e-06 |    1:02:51 |    3:56:26
+    6350 |     0 |   0.004587 |   0.146087 |     9.06e-06 |    1:03:19 |    3:55:51
+    6400 |     0 |   0.003002 |   0.145936 |     9.05e-06 |    1:03:48 |    3:55:16
+    6450 |     0 |   0.006332 |   0.145842 |     9.03e-06 |    1:04:17 |    3:54:42
+    6500 |     0 |   0.111694 |   0.145715 |     9.01e-06 |    1:04:45 |    3:54:08
+    6550 |     0 |   0.063581 |   0.143735 |     9.00e-06 |    1:05:14 |    3:53:33
+    6600 |     0 |   0.255680 |   0.144813 |     8.98e-06 |    1:05:42 |    3:52:59
+    6650 |     0 |   0.094672 |   0.145450 |     8.97e-06 |    1:06:11 |    3:52:25
+    6700 |     0 |   0.204364 |   0.146372 |     8.95e-06 |    1:06:40 |    3:51:51
+    6750 |     0 |   0.061395 |   0.146895 |     8.93e-06 |    1:07:09 |    3:51:18
+    6800 |     0 |   0.188089 |   0.147530 |     8.92e-06 |    1:07:37 |    3:50:44
+    6850 |     0 |   0.132559 |   0.147545 |     8.90e-06 |    1:08:06 |    3:50:10
+    6900 |     0 |   0.174146 |   0.148463 |     8.88e-06 |    1:08:35 |    3:49:37
+    6950 |     0 |   0.188077 |   0.150073 |     8.87e-06 |    1:09:03 |    3:49:03
+    7000 |     0 |   0.075175 |   0.150680 |     8.85e-06 |    1:09:32 |    3:48:30
+[06:32:53] Generating 16 validation images ...
+[06:33:13] Validation step 7000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0007000.png
+    7050 |     0 |   0.244258 |   0.147139 |     8.83e-06 |    1:10:22 |    3:49:05
+    7100 |     0 |   0.070505 |   0.147210 |     8.81e-06 |    1:10:51 |    3:48:31
+    7150 |     0 |   0.168434 |   0.148113 |     8.80e-06 |    1:11:19 |    3:47:57
+    7200 |     0 |   0.362591 |   0.149441 |     8.78e-06 |    1:11:48 |    3:47:22
+    7250 |     0 |   0.172315 |   0.150382 |     8.76e-06 |    1:12:16 |    3:46:48
+    7300 |     0 |   0.049714 |   0.150179 |     8.75e-06 |    1:12:45 |    3:46:14
+    7350 |     0 |   0.137942 |   0.147483 |     8.73e-06 |    1:13:13 |    3:45:40
+    7400 |     0 |   0.122674 |   0.147755 |     8.71e-06 |    1:13:42 |    3:45:06
+    7450 |     0 |   0.082528 |   0.147061 |     8.69e-06 |    1:14:10 |    3:44:32
+    7500 |     0 |   0.232392 |   0.149106 |     8.67e-06 |    1:14:39 |    3:43:58
+    7550 |     0 |   0.047976 |   0.149164 |     8.66e-06 |    1:15:08 |    3:43:25
+    7600 |     0 |   0.144879 |   0.149252 |     8.64e-06 |    1:15:36 |    3:42:51
+    7650 |     0 |   0.288394 |   0.150536 |     8.62e-06 |    1:16:05 |    3:42:18
+    7700 |     0 |   0.166673 |   0.150734 |     8.60e-06 |    1:16:34 |    3:41:44
+    7750 |     0 |   0.054309 |   0.150058 |     8.58e-06 |    1:17:02 |    3:41:11
+    7800 |     0 |   0.198345 |   0.151381 |     8.56e-06 |    1:17:31 |    3:40:38
+    7850 |     0 |   0.166860 |   0.151633 |     8.54e-06 |    1:17:59 |    3:40:04
+    7900 |     0 |   0.056074 |   0.151576 |     8.53e-06 |    1:18:28 |    3:39:31
+    7950 |     0 |   0.028172 |   0.150865 |     8.51e-06 |    1:18:56 |    3:38:58
+    8000 |     0 |   0.228775 |   0.150937 |     8.49e-06 |    1:19:25 |    3:38:25
+[06:42:52]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-8000
+[06:42:53] Generating 16 validation images ...
+[06:43:13] Validation step 8000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0008000.png
+    8050 |     0 |   0.192260 |   0.151368 |     8.47e-06 |    1:20:22 |    3:39:08
+    8100 |     0 |   0.008480 |   0.150780 |     8.45e-06 |    1:20:50 |    3:38:34
+    8150 |     0 |   0.259566 |   0.152618 |     8.43e-06 |    1:21:19 |    3:38:01
+    8200 |     0 |   0.159807 |   0.153079 |     8.41e-06 |    1:21:47 |    3:37:27
+    8250 |     0 |   0.066412 |   0.152570 |     8.39e-06 |    1:22:16 |    3:36:54
+    8300 |     0 |   0.223008 |   0.154652 |     8.37e-06 |    1:22:45 |    3:36:21
+    8350 |     0 |   0.056395 |   0.152350 |     8.35e-06 |    1:23:13 |    3:35:47
+    8400 |     0 |   0.218228 |   0.152575 |     8.33e-06 |    1:23:42 |    3:35:14
+    8450 |     0 |   0.079175 |   0.152160 |     8.31e-06 |    1:24:10 |    3:34:41
+    8500 |     0 |   0.052674 |   0.152340 |     8.29e-06 |    1:24:39 |    3:34:08
+    8550 |     0 |   0.159887 |   0.151815 |     8.27e-06 |    1:25:08 |    3:33:35
+    8600 |     0 |   0.348335 |   0.153217 |     8.25e-06 |    1:25:36 |    3:33:02
+    8650 |     0 |   0.079901 |   0.150863 |     8.23e-06 |    1:26:05 |    3:32:29
+    8700 |     0 |   0.090131 |   0.151444 |     8.21e-06 |    1:26:34 |    3:31:56
+    8750 |     0 |   0.009179 |   0.150561 |     8.19e-06 |    1:27:02 |    3:31:24
+    8800 |     0 |   0.037257 |   0.149051 |     8.17e-06 |    1:27:31 |    3:30:51
+    8850 |     0 |   0.188648 |   0.150884 |     8.15e-06 |    1:28:00 |    3:30:18
+    8900 |     0 |   0.025989 |   0.150780 |     8.13e-06 |    1:28:28 |    3:29:46
+    8950 |     0 |   0.002962 |   0.148324 |     8.11e-06 |    1:28:57 |    3:29:13
+    9000 |     0 |   0.042204 |   0.148057 |     8.09e-06 |    1:29:26 |    3:28:41
+[06:52:46] Generating 16 validation images ...
+[06:53:07] Validation step 9000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0009000.png
+    9050 |     0 |   0.105635 |   0.147891 |     8.07e-06 |    1:30:15 |    3:28:57
+    9100 |     0 |   0.090275 |   0.147491 |     8.05e-06 |    1:30:44 |    3:28:24
+    9150 |     0 |   0.100832 |   0.147019 |     8.02e-06 |    1:31:12 |    3:27:50
+    9200 |     0 |   0.276599 |   0.148883 |     8.00e-06 |    1:31:41 |    3:27:17
+    9250 |     0 |   0.195595 |   0.150394 |     7.98e-06 |    1:32:09 |    3:26:45
+    9300 |     0 |   0.262670 |   0.151221 |     7.96e-06 |    1:32:38 |    3:26:12
+    9350 |     0 |   0.188035 |   0.152860 |     7.94e-06 |    1:33:07 |    3:25:39
+    9400 |     0 |   0.131933 |   0.151320 |     7.92e-06 |    1:33:35 |    3:25:06
+    9450 |     0 |   0.006905 |   0.149307 |     7.90e-06 |    1:34:04 |    3:24:33
+    9500 |     0 |   0.032681 |   0.145083 |     7.87e-06 |    1:34:32 |    3:24:01
+    9550 |     0 |   0.021074 |   0.141266 |     7.85e-06 |    1:35:01 |    3:23:28
+    9600 |     0 |   0.127042 |   0.138840 |     7.83e-06 |    1:35:29 |    3:22:56
+    9650 |     0 |   0.010877 |   0.138402 |     7.81e-06 |    1:35:58 |    3:22:23
+    9700 |     0 |   0.070121 |   0.136385 |     7.79e-06 |    1:36:27 |    3:21:51
+    9750 |     0 |   0.084440 |   0.135333 |     7.76e-06 |    1:36:55 |    3:21:18
+    9800 |     0 |   0.191666 |   0.133366 |     7.74e-06 |    1:37:24 |    3:20:46
+    9850 |     0 |   0.025521 |   0.132401 |     7.72e-06 |    1:37:53 |    3:20:14
+    9900 |     0 |   0.020408 |   0.132119 |     7.70e-06 |    1:38:21 |    3:19:42
+    9950 |     0 |   0.005403 |   0.127994 |     7.67e-06 |    1:38:50 |    3:19:09
+   10000 |     0 |   0.159326 |   0.129131 |     7.65e-06 |    1:39:18 |    3:18:37
+[07:02:47]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-10000
+[07:02:49] Generating 16 validation images ...
+[07:03:10] Validation step 10000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0010000.png
+   10050 |     0 |   0.326681 |   0.132160 |     7.63e-06 |    1:40:18 |    3:19:07
+   10100 |     0 |   0.192571 |   0.129408 |     7.61e-06 |    1:40:47 |    3:18:35
+   10150 |     0 |   0.135123 |   0.128787 |     7.58e-06 |    1:41:15 |    3:18:02
+   10200 |     0 |   0.274286 |   0.129949 |     7.56e-06 |    1:41:44 |    3:17:29
+   10250 |     0 |   0.203667 |   0.131906 |     7.54e-06 |    1:42:13 |    3:16:57
+   10300 |     0 |   0.125221 |   0.132017 |     7.52e-06 |    1:42:41 |    3:16:24
+   10350 |     0 |   0.012585 |   0.131013 |     7.49e-06 |    1:43:10 |    3:15:52
+   10400 |     0 |   0.089193 |   0.129531 |     7.47e-06 |    1:43:38 |    3:15:19
+   10450 |     0 |   0.455222 |   0.133849 |     7.45e-06 |    1:44:07 |    3:14:47
+   10500 |     0 |   0.016696 |   0.131853 |     7.42e-06 |    1:44:35 |    3:14:15
+   10550 |     0 |   0.155605 |   0.131234 |     7.40e-06 |    1:45:04 |    3:13:42
+   10600 |     0 |   0.070225 |   0.131635 |     7.38e-06 |    1:45:33 |    3:13:10
+   10650 |     0 |   0.039067 |   0.130529 |     7.35e-06 |    1:46:01 |    3:12:38
+   10700 |     0 |   0.051153 |   0.131022 |     7.33e-06 |    1:46:30 |    3:12:06
+   10750 |     0 |   0.145296 |   0.131016 |     7.31e-06 |    1:46:59 |    3:11:34
+   10800 |     0 |   0.021185 |   0.129898 |     7.28e-06 |    1:47:27 |    3:11:02
+   10850 |     0 |   0.318675 |   0.133074 |     7.26e-06 |    1:47:56 |    3:10:30
+   10900 |     0 |   0.028451 |   0.132616 |     7.23e-06 |    1:48:24 |    3:09:58
+   10950 |     0 |   0.045607 |   0.132120 |     7.21e-06 |    1:48:53 |    3:09:26
+   11000 |     0 |   0.052877 |   0.130360 |     7.19e-06 |    1:49:22 |    3:08:54
+[07:12:42] Generating 16 validation images ...
+[07:13:03] Validation step 11000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0011000.png
+   11050 |     0 |   0.126026 |   0.125609 |     7.16e-06 |    1:50:12 |    3:08:59
+   11100 |     0 |   0.270443 |   0.127618 |     7.14e-06 |    1:50:41 |    3:08:27
+   11150 |     0 |   0.033334 |   0.125118 |     7.11e-06 |    1:51:09 |    3:07:55
+   11200 |     0 |   0.191818 |   0.126040 |     7.09e-06 |    1:51:38 |    3:07:23
+   11250 |     0 |   0.045059 |   0.124567 |     7.07e-06 |    1:52:06 |    3:06:51
+   11300 |     0 |   0.107060 |   0.125278 |     7.04e-06 |    1:52:35 |    3:06:19
+   11350 |     0 |   0.152630 |   0.126759 |     7.02e-06 |    1:53:04 |    3:05:47
+   11400 |     0 |   0.011865 |   0.126847 |     6.99e-06 |    1:53:32 |    3:05:15
+   11450 |     0 |   0.220660 |   0.128991 |     6.97e-06 |    1:54:01 |    3:04:43
+   11500 |     0 |   0.037033 |   0.128244 |     6.94e-06 |    1:54:29 |    3:04:11
+   11550 |     0 |   0.041431 |   0.128022 |     6.92e-06 |    1:54:58 |    3:03:39
+   11600 |     0 |   0.026916 |   0.125735 |     6.89e-06 |    1:55:26 |    3:03:07
+   11650 |     0 |   0.308895 |   0.127877 |     6.87e-06 |    1:55:55 |    3:02:35
+   11700 |     0 |   0.187346 |   0.127707 |     6.85e-06 |    1:56:24 |    3:02:03
+   11750 |     0 |   0.014225 |   0.127235 |     6.82e-06 |    1:56:52 |    3:01:31
+   11800 |     0 |   0.034539 |   0.125700 |     6.80e-06 |    1:57:21 |    3:01:00
+   11850 |     0 |   0.061017 |   0.124984 |     6.77e-06 |    1:57:49 |    3:00:28
+   11900 |     0 |   0.238646 |   0.125629 |     6.75e-06 |    1:58:18 |    2:59:56
+   11950 |     0 |   0.109609 |   0.124845 |     6.72e-06 |    1:58:46 |    2:59:24
+   12000 |     0 |   0.424193 |   0.128335 |     6.70e-06 |    1:59:15 |    2:58:53
+[07:22:44]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-12000
+[07:22:46] Generating 16 validation images ...
+[07:23:06] Validation step 12000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0012000.png
+   12050 |     0 |   0.048369 |   0.126376 |     6.67e-06 |    2:00:14 |    2:59:07
+   12100 |     0 |   0.065687 |   0.126328 |     6.65e-06 |    2:00:43 |    2:58:35
+   12150 |     0 |   0.151272 |   0.126156 |     6.62e-06 |    2:01:11 |    2:58:03
+   12200 |     0 |   0.248905 |   0.125019 |     6.60e-06 |    2:01:40 |    2:57:31
+   12250 |     0 |   0.160093 |   0.124897 |     6.57e-06 |    2:02:09 |    2:56:59
+   12300 |     0 |   0.142953 |   0.125829 |     6.55e-06 |    2:02:37 |    2:56:27
+   12350 |     0 |   0.204031 |   0.126490 |     6.52e-06 |    2:03:06 |    2:55:56
+   12400 |     0 |   0.327264 |   0.128536 |     6.49e-06 |    2:03:34 |    2:55:24
+   12450 |     0 |   0.189228 |   0.129603 |     6.47e-06 |    2:04:03 |    2:54:52
+   12500 |     0 |   0.104337 |   0.128323 |     6.44e-06 |    2:04:31 |    2:54:20
+   12550 |     0 |   0.056524 |   0.128408 |     6.42e-06 |    2:05:00 |    2:53:48
+   12600 |     0 |   0.017217 |   0.127132 |     6.39e-06 |    2:05:28 |    2:53:17
+   12650 |     0 |   0.001048 |   0.124258 |     6.37e-06 |    2:05:57 |    2:52:45
+   12700 |     0 |   0.111202 |   0.123703 |     6.34e-06 |    2:06:26 |    2:52:13
+   12750 |     0 |   0.129917 |   0.124459 |     6.32e-06 |    2:06:54 |    2:51:42
+   12800 |     0 |   0.042604 |   0.122902 |     6.29e-06 |    2:07:23 |    2:51:10
+   12850 |     0 |   0.051789 |   0.121751 |     6.26e-06 |    2:07:52 |    2:50:39
+   12900 |     0 |   0.014372 |   0.121334 |     6.24e-06 |    2:08:20 |    2:50:07
+   12950 |     0 |   0.046025 |   0.121513 |     6.21e-06 |    2:08:49 |    2:49:36
+   13000 |     0 |   0.002368 |   0.119249 |     6.19e-06 |    2:09:17 |    2:49:04
+[07:32:38] Generating 16 validation images ...
+[07:33:00] Validation step 13000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0013000.png
+   13050 |     0 |   0.070582 |   0.118032 |     6.16e-06 |    2:10:11 |    2:49:06
+   13100 |     0 |   0.090153 |   0.118849 |     6.13e-06 |    2:10:42 |    2:48:37
+   13150 |     0 |   0.239878 |   0.118652 |     6.11e-06 |    2:11:13 |    2:48:08
+   13200 |     0 |   0.073412 |   0.117788 |     6.08e-06 |    2:11:42 |    2:47:37
+   13250 |     0 |   0.024329 |   0.117367 |     6.06e-06 |    2:12:10 |    2:47:05
+   13300 |     0 |   0.073394 |   0.115871 |     6.03e-06 |    2:12:39 |    2:46:33
+   13350 |     0 |   0.281861 |   0.118126 |     6.00e-06 |    2:13:07 |    2:46:02
+   13400 |     0 |   0.203306 |   0.117976 |     5.98e-06 |    2:13:36 |    2:45:30
+   13450 |     0 |   0.172023 |   0.118905 |     5.95e-06 |    2:14:05 |    2:44:59
+   13500 |     0 |   0.095995 |   0.119338 |     5.93e-06 |    2:14:33 |    2:44:27
+   13550 |     0 |   0.155147 |   0.119291 |     5.90e-06 |    2:15:02 |    2:43:56
+   13600 |     0 |   0.214988 |   0.117957 |     5.87e-06 |    2:15:30 |    2:43:24
+   13650 |     0 |   0.111765 |   0.118276 |     5.85e-06 |    2:15:59 |    2:42:53
+   13700 |     0 |   0.068758 |   0.118062 |     5.82e-06 |    2:16:27 |    2:42:21
+   13750 |     0 |   0.108053 |   0.119051 |     5.80e-06 |    2:16:56 |    2:41:50
+   13800 |     0 |   0.109164 |   0.119770 |     5.77e-06 |    2:17:25 |    2:41:19
+   13850 |     0 |   0.089315 |   0.118777 |     5.74e-06 |    2:17:53 |    2:40:47
+   13900 |     0 |   0.186932 |   0.120386 |     5.72e-06 |    2:18:22 |    2:40:16
+   13950 |     0 |   0.206606 |   0.122422 |     5.69e-06 |    2:18:51 |    2:39:45
+   14000 |     0 |   0.221945 |   0.124220 |     5.66e-06 |    2:19:19 |    2:39:13
+[07:42:47]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-14000
+[07:42:48] Generating 16 validation images ...
+[07:43:09] Validation step 14000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0014000.png
+   14050 |     0 |   0.173660 |   0.124900 |     5.64e-06 |    2:20:17 |    2:39:16
+   14100 |     0 |   0.093000 |   0.124927 |     5.61e-06 |    2:20:46 |    2:38:44
+   14150 |     0 |   0.089741 |   0.124816 |     5.58e-06 |    2:21:14 |    2:38:12
+   14200 |     0 |   0.256815 |   0.124619 |     5.56e-06 |    2:21:43 |    2:37:41
+   14250 |     0 |   0.108035 |   0.123743 |     5.53e-06 |    2:22:11 |    2:37:10
+   14300 |     0 |   0.156186 |   0.122678 |     5.50e-06 |    2:22:40 |    2:36:38
+   14350 |     0 |   0.512671 |   0.125925 |     5.48e-06 |    2:23:09 |    2:36:07
+   14400 |     0 |   0.151766 |   0.126123 |     5.45e-06 |    2:23:37 |    2:35:35
+   14450 |     0 |   0.020469 |   0.126258 |     5.43e-06 |    2:24:06 |    2:35:04
+   14500 |     0 |   0.120866 |   0.127140 |     5.40e-06 |    2:24:34 |    2:34:33
+   14550 |     0 |   0.096110 |   0.127891 |     5.37e-06 |    2:25:03 |    2:34:01
+   14600 |     0 |   0.211951 |   0.128740 |     5.35e-06 |    2:25:32 |    2:33:30
+   14650 |     0 |   0.265026 |   0.131281 |     5.32e-06 |    2:26:00 |    2:32:59
+   14700 |     0 |   0.341708 |   0.133997 |     5.29e-06 |    2:26:29 |    2:32:28
+   14750 |     0 |   0.212208 |   0.135275 |     5.27e-06 |    2:26:58 |    2:31:57
+   14800 |     0 |   0.112012 |   0.134478 |     5.24e-06 |    2:27:26 |    2:31:25
+   14850 |     0 |   0.027136 |   0.134494 |     5.21e-06 |    2:27:55 |    2:30:54
+   14900 |     0 |   0.229290 |   0.136583 |     5.19e-06 |    2:28:24 |    2:30:23
+   14950 |     0 |   0.040314 |   0.136932 |     5.16e-06 |    2:28:52 |    2:29:52
+   15000 |     0 |   0.095277 |   0.136292 |     5.13e-06 |    2:29:21 |    2:29:21
+[07:52:42] Generating 16 validation images ...
+[07:53:02] Validation step 15000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0015000.png
+   15050 |     0 |   0.280110 |   0.135826 |     5.11e-06 |    2:30:10 |    2:29:11
+   15100 |     0 |   0.026337 |   0.134164 |     5.08e-06 |    2:30:39 |    2:28:39
+   15150 |     0 |   0.027316 |   0.133086 |     5.05e-06 |    2:31:07 |    2:28:08
+   15200 |     0 |   0.106929 |   0.131412 |     5.03e-06 |    2:31:36 |    2:27:37
+   15250 |     0 |   0.002516 |   0.129401 |     5.00e-06 |    2:32:05 |    2:27:05
+   15300 |     0 |   0.141671 |   0.129565 |     4.97e-06 |    2:32:33 |    2:26:34
+   15350 |     0 |   0.053847 |   0.129978 |     4.95e-06 |    2:33:02 |    2:26:03
+   15400 |     0 |   0.044103 |   0.129527 |     4.92e-06 |    2:33:30 |    2:25:32
+   15450 |     0 |   0.081989 |   0.125795 |     4.89e-06 |    2:33:59 |    2:25:01
+   15500 |     0 |   0.040364 |   0.126031 |     4.87e-06 |    2:34:28 |    2:24:30
+   15550 |     0 |   0.271309 |   0.127188 |     4.84e-06 |    2:34:56 |    2:23:59
+   15600 |     0 |   0.125295 |   0.127739 |     4.81e-06 |    2:35:25 |    2:23:28
+   15650 |     0 |   0.178738 |   0.129136 |     4.79e-06 |    2:35:54 |    2:22:57
+   15700 |     0 |   0.178878 |   0.130413 |     4.76e-06 |    2:36:22 |    2:22:25
+   15750 |     0 |   0.027429 |   0.129234 |     4.73e-06 |    2:36:51 |    2:21:54
+   15800 |     0 |   0.175831 |   0.130781 |     4.71e-06 |    2:37:19 |    2:21:23
+   15850 |     0 |   0.048113 |   0.128075 |     4.68e-06 |    2:37:48 |    2:20:52
+   15900 |     0 |   0.156263 |   0.129353 |     4.65e-06 |    2:38:17 |    2:20:21
+   15950 |     0 |   0.075830 |   0.129655 |     4.63e-06 |    2:38:45 |    2:19:50
+   16000 |     0 |   0.132922 |   0.130456 |     4.60e-06 |    2:39:14 |    2:19:20
+[08:02:42]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-16000
+[08:02:44] Generating 16 validation images ...
+[08:03:05] Validation step 16000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0016000.png
+   16050 |     0 |   0.274942 |   0.131945 |     4.57e-06 |    2:40:13 |    2:19:16
+   16100 |     0 |   0.130622 |   0.130547 |     4.55e-06 |    2:40:42 |    2:18:44
+   16150 |     0 |   0.091373 |   0.131127 |     4.52e-06 |    2:41:11 |    2:18:13
+   16200 |     0 |   0.198462 |   0.131194 |     4.50e-06 |    2:41:39 |    2:17:42
+   16250 |     0 |   0.312269 |   0.133866 |     4.47e-06 |    2:42:08 |    2:17:11
+   16300 |     0 |   0.167062 |   0.134466 |     4.44e-06 |    2:42:36 |    2:16:40
+   16350 |     0 |   0.146779 |   0.134407 |     4.42e-06 |    2:43:05 |    2:16:09
+   16400 |     0 |   0.016909 |   0.134458 |     4.39e-06 |    2:43:34 |    2:15:38
+   16450 |     0 |   0.130154 |   0.133553 |     4.36e-06 |    2:44:02 |    2:15:07
+   16500 |     0 |   0.117291 |   0.134355 |     4.34e-06 |    2:44:31 |    2:14:36
+   16550 |     0 |   0.014924 |   0.134090 |     4.31e-06 |    2:44:59 |    2:14:05
+   16600 |     0 |   0.286967 |   0.136691 |     4.28e-06 |    2:45:28 |    2:13:34
+   16650 |     0 |   0.131198 |   0.134914 |     4.26e-06 |    2:45:57 |    2:13:03
+   16700 |     0 |   0.019806 |   0.133238 |     4.23e-06 |    2:46:25 |    2:12:32
+   16750 |     0 |   0.590534 |   0.139001 |     4.20e-06 |    2:46:54 |    2:12:02
+   16800 |     0 |   0.004278 |   0.138699 |     4.18e-06 |    2:47:23 |    2:11:31
+   16850 |     0 |   0.013296 |   0.138222 |     4.15e-06 |    2:47:52 |    2:11:00
+   16900 |     0 |   0.113171 |   0.136967 |     4.13e-06 |    2:48:20 |    2:10:29
+   16950 |     0 |   0.038505 |   0.136256 |     4.10e-06 |    2:48:49 |    2:09:58
+   17000 |     0 |   0.140397 |   0.133418 |     4.07e-06 |    2:49:18 |    2:09:27
+[08:12:38] Generating 16 validation images ...
+[08:12:59] Validation step 17000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0017000.png
+   17050 |     0 |   0.207775 |   0.135012 |     4.05e-06 |    2:50:08 |    2:09:13
+   17100 |     0 |   0.043143 |   0.134786 |     4.02e-06 |    2:50:36 |    2:08:42
+   17150 |     0 |   0.078954 |   0.134063 |     4.00e-06 |    2:51:05 |    2:08:11
+   17200 |     0 |   0.097854 |   0.132553 |     3.97e-06 |    2:51:34 |    2:07:40
+   17250 |     0 |   0.058287 |   0.131535 |     3.94e-06 |    2:52:02 |    2:07:09
+   17300 |     0 |   0.396084 |   0.134066 |     3.92e-06 |    2:52:31 |    2:06:38
+   17350 |     0 |   0.114425 |   0.133170 |     3.89e-06 |    2:52:59 |    2:06:07
+   17400 |     0 |   0.413355 |   0.134031 |     3.87e-06 |    2:53:28 |    2:05:37
+   17450 |     0 |   0.175752 |   0.133896 |     3.84e-06 |    2:53:56 |    2:05:06
+   17500 |     0 |   0.027513 |   0.133128 |     3.81e-06 |    2:54:25 |    2:04:35
+   17550 |     0 |   0.216254 |   0.134725 |     3.79e-06 |    2:54:53 |    2:04:04
+   17600 |     0 |   0.054757 |   0.135101 |     3.76e-06 |    2:55:22 |    2:03:33
+   17650 |     0 |   0.033188 |   0.135422 |     3.74e-06 |    2:55:50 |    2:03:02
+   17700 |     0 |   0.073083 |   0.135041 |     3.71e-06 |    2:56:19 |    2:02:31
+   17750 |     0 |   0.173767 |   0.135479 |     3.68e-06 |    2:56:48 |    2:02:01
+   17800 |     0 |   0.181257 |   0.136866 |     3.66e-06 |    2:57:16 |    2:01:30
+   17850 |     0 |   0.029445 |   0.136642 |     3.63e-06 |    2:57:45 |    2:00:59
+   17900 |     0 |   0.015059 |   0.136649 |     3.61e-06 |    2:58:14 |    2:00:28
+   17950 |     0 |   0.001793 |   0.136207 |     3.58e-06 |    2:58:42 |    1:59:58
+   18000 |     0 |   0.001074 |   0.136194 |     3.56e-06 |    2:59:11 |    1:59:27
+[08:22:39]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-18000
+[08:22:41] Generating 16 validation images ...
+[08:23:02] Validation step 18000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0018000.png
+   18050 |     0 |   0.024053 |   0.135729 |     3.53e-06 |    3:00:10 |    1:59:16
+   18100 |     0 |   0.072980 |   0.135557 |     3.51e-06 |    3:00:38 |    1:58:46
+   18150 |     0 |   0.124679 |   0.134405 |     3.48e-06 |    3:01:07 |    1:58:15
+   18200 |     0 |   0.009490 |   0.133766 |     3.45e-06 |    3:01:36 |    1:57:44
+   18250 |     0 |   0.313952 |   0.136662 |     3.43e-06 |    3:02:04 |    1:57:13
+   18300 |     0 |   0.372922 |   0.139657 |     3.40e-06 |    3:02:33 |    1:56:42
+   18350 |     0 |   0.000847 |   0.136847 |     3.38e-06 |    3:03:01 |    1:56:12
+   18400 |     0 |   0.252931 |   0.137343 |     3.35e-06 |    3:03:30 |    1:55:41
+   18450 |     0 |   0.040650 |   0.136030 |     3.33e-06 |    3:03:58 |    1:55:10
+   18500 |     0 |   0.061890 |   0.135689 |     3.30e-06 |    3:04:27 |    1:54:39
+   18550 |     0 |   0.102985 |   0.135167 |     3.28e-06 |    3:04:55 |    1:54:09
+   18600 |     0 |   0.115879 |   0.134176 |     3.25e-06 |    3:05:24 |    1:53:38
+   18650 |     0 |   0.115377 |   0.134212 |     3.23e-06 |    3:05:53 |    1:53:07
+   18700 |     0 |   0.263031 |   0.136155 |     3.20e-06 |    3:06:21 |    1:52:36
+   18750 |     0 |   0.143763 |   0.136512 |     3.18e-06 |    3:06:50 |    1:52:06
+   18800 |     0 |   0.068281 |   0.136103 |     3.15e-06 |    3:07:19 |    1:51:35
+   18850 |     0 |   0.156679 |   0.136777 |     3.13e-06 |    3:07:47 |    1:51:05
+   18900 |     0 |   0.105384 |   0.135961 |     3.11e-06 |    3:08:16 |    1:50:34
+   18950 |     0 |   0.242991 |   0.136325 |     3.08e-06 |    3:08:45 |    1:50:03
+   19000 |     0 |   0.215141 |   0.136257 |     3.06e-06 |    3:09:13 |    1:49:33
+[08:32:34] Generating 16 validation images ...
+[08:32:54] Validation step 19000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0019000.png
+   19050 |     0 |   0.099789 |   0.135518 |     3.03e-06 |    3:10:03 |    1:49:14
+   19100 |     0 |   0.129486 |   0.135883 |     3.01e-06 |    3:10:31 |    1:48:43
+   19150 |     0 |   0.011247 |   0.135098 |     2.98e-06 |    3:11:00 |    1:48:13
+   19200 |     0 |   0.123052 |   0.133761 |     2.96e-06 |    3:11:28 |    1:47:42
+   19250 |     0 |   0.050202 |   0.133182 |     2.93e-06 |    3:11:57 |    1:47:11
+   19300 |     0 |   0.002414 |   0.131644 |     2.91e-06 |    3:12:25 |    1:46:41
+   19350 |     0 |   0.119571 |   0.127713 |     2.89e-06 |    3:12:54 |    1:46:10
+   19400 |     0 |   0.031154 |   0.126507 |     2.86e-06 |    3:13:23 |    1:45:39
+   19450 |     0 |   0.099884 |   0.127301 |     2.84e-06 |    3:13:51 |    1:45:09
+   19500 |     0 |   0.068426 |   0.126777 |     2.81e-06 |    3:14:20 |    1:44:38
+   19550 |     0 |   0.181442 |   0.127630 |     2.79e-06 |    3:14:48 |    1:44:07
+   19600 |     0 |   0.165656 |   0.127167 |     2.77e-06 |    3:15:17 |    1:43:37
+   19650 |     0 |   0.263687 |   0.127154 |     2.74e-06 |    3:15:45 |    1:43:06
+   19700 |     0 |   0.084105 |   0.124578 |     2.72e-06 |    3:16:14 |    1:42:36
+   19750 |     0 |   0.076108 |   0.123217 |     2.69e-06 |    3:16:42 |    1:42:05
+   19800 |     0 |   0.277959 |   0.124876 |     2.67e-06 |    3:17:11 |    1:41:34
+   19850 |     0 |   0.059814 |   0.125203 |     2.65e-06 |    3:17:39 |    1:41:04
+   19900 |     0 |   0.157142 |   0.124482 |     2.62e-06 |    3:18:08 |    1:40:33
+   19950 |     0 |   0.070459 |   0.124783 |     2.60e-06 |    3:18:36 |    1:40:03
+   20000 |     0 |   0.056974 |   0.124400 |     2.58e-06 |    3:19:05 |    1:39:32
+[08:42:32]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-20000
+[08:42:33] Generating 16 validation images ...
+[08:42:54] Validation step 20000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0020000.png
+   20050 |     0 |   0.201586 |   0.123615 |     2.55e-06 |    3:20:02 |    1:39:16
+   20100 |     0 |   0.050676 |   0.123858 |     2.53e-06 |    3:20:30 |    1:38:45
+   20150 |     0 |   0.272219 |   0.126307 |     2.51e-06 |    3:20:59 |    1:38:15
+   20200 |     0 |   0.044519 |   0.125683 |     2.48e-06 |    3:21:27 |    1:37:44
+   20250 |     0 |   0.352495 |   0.129183 |     2.46e-06 |    3:21:56 |    1:37:13
+   20300 |     0 |   0.048938 |   0.128256 |     2.44e-06 |    3:22:25 |    1:36:43
+   20350 |     0 |   0.212817 |   0.129845 |     2.42e-06 |    3:22:53 |    1:36:12
+   20400 |     0 |   0.148562 |   0.130890 |     2.39e-06 |    3:23:22 |    1:35:42
+   20450 |     0 |   0.328747 |   0.133358 |     2.37e-06 |    3:23:50 |    1:35:11
+   20500 |     0 |   0.040434 |   0.133358 |     2.35e-06 |    3:24:19 |    1:34:41
+   20550 |     0 |   0.121852 |   0.131864 |     2.33e-06 |    3:24:48 |    1:34:10
+   20600 |     0 |   0.170673 |   0.132318 |     2.30e-06 |    3:25:16 |    1:33:40
+   20650 |     0 |   0.063515 |   0.131165 |     2.28e-06 |    3:25:45 |    1:33:09
+   20700 |     0 |   0.154401 |   0.130921 |     2.26e-06 |    3:26:14 |    1:32:39
+   20750 |     0 |   0.197668 |   0.132623 |     2.24e-06 |    3:26:42 |    1:32:08
+   20800 |     0 |   0.111555 |   0.131980 |     2.21e-06 |    3:27:11 |    1:31:38
+   20850 |     0 |   0.241757 |   0.133917 |     2.19e-06 |    3:27:40 |    1:31:08
+   20900 |     0 |   0.013255 |   0.132487 |     2.17e-06 |    3:28:08 |    1:30:37
+   20950 |     0 |   0.024362 |   0.131972 |     2.15e-06 |    3:28:37 |    1:30:07
+   21000 |     0 |   0.058172 |   0.131224 |     2.13e-06 |    3:29:06 |    1:29:36
+[08:52:26] Generating 16 validation images ...
+[08:52:48] Validation step 21000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0021000.png
+   21050 |     0 |   0.062968 |   0.129105 |     2.10e-06 |    3:29:56 |    1:29:15
+   21100 |     0 |   0.099324 |   0.128792 |     2.08e-06 |    3:30:25 |    1:28:45
+   21150 |     0 |   0.060092 |   0.128479 |     2.06e-06 |    3:30:53 |    1:28:14
+   21200 |     0 |   0.015014 |   0.126644 |     2.04e-06 |    3:31:22 |    1:27:44
+   21250 |     0 |   0.215940 |   0.125681 |     2.02e-06 |    3:31:51 |    1:27:13
+   21300 |     0 |   0.036553 |   0.124376 |     2.00e-06 |    3:32:19 |    1:26:43
+   21350 |     0 |   0.166612 |   0.124574 |     1.98e-06 |    3:32:48 |    1:26:13
+   21400 |     0 |   0.154433 |   0.125950 |     1.95e-06 |    3:33:16 |    1:25:42
+   21450 |     0 |   0.057743 |   0.125225 |     1.93e-06 |    3:33:45 |    1:25:12
+   21500 |     0 |   0.139740 |   0.125450 |     1.91e-06 |    3:34:14 |    1:24:41
+   21550 |     0 |   0.059189 |   0.125893 |     1.89e-06 |    3:34:42 |    1:24:11
+   21600 |     0 |   0.119692 |   0.124220 |     1.87e-06 |    3:35:11 |    1:23:41
+   21650 |     0 |   0.170549 |   0.124613 |     1.85e-06 |    3:35:39 |    1:23:10
+   21700 |     0 |   0.089134 |   0.125307 |     1.83e-06 |    3:36:08 |    1:22:40
+   21750 |     0 |   0.233505 |   0.121736 |     1.81e-06 |    3:36:37 |    1:22:09
+   21800 |     0 |   0.035325 |   0.122047 |     1.79e-06 |    3:37:05 |    1:21:39
+   21850 |     0 |   0.138469 |   0.123298 |     1.77e-06 |    3:37:34 |    1:21:09
+   21900 |     0 |   0.122281 |   0.123390 |     1.75e-06 |    3:38:02 |    1:20:38
+   21950 |     0 |   0.088280 |   0.123887 |     1.73e-06 |    3:38:31 |    1:20:08
+   22000 |     0 |   0.078109 |   0.123264 |     1.71e-06 |    3:39:00 |    1:19:38
+[09:02:29]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-22000
+[09:02:31] Generating 16 validation images ...
+[09:02:52] Validation step 22000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0022000.png
+   22050 |     0 |   0.243419 |   0.123621 |     1.69e-06 |    3:40:00 |    1:19:19
+   22100 |     0 |   0.238860 |   0.125578 |     1.67e-06 |    3:40:29 |    1:18:49
+   22150 |     0 |   0.209905 |   0.126888 |     1.65e-06 |    3:40:57 |    1:18:18
+   22200 |     0 |   0.044497 |   0.126354 |     1.63e-06 |    3:41:26 |    1:17:48
+   22250 |     0 |   0.200071 |   0.127772 |     1.61e-06 |    3:41:55 |    1:17:17
+   22300 |     0 |   0.074359 |   0.124555 |     1.59e-06 |    3:42:23 |    1:16:47
+   22350 |     0 |   0.058906 |   0.123999 |     1.57e-06 |    3:42:52 |    1:16:17
+   22400 |     0 |   0.013283 |   0.119999 |     1.55e-06 |    3:43:20 |    1:15:46
+   22450 |     0 |   0.038877 |   0.118630 |     1.53e-06 |    3:43:49 |    1:15:16
+   22500 |     0 |   0.201327 |   0.120368 |     1.51e-06 |    3:44:18 |    1:14:46
+   22550 |     0 |   0.124471 |   0.119450 |     1.49e-06 |    3:44:46 |    1:14:15
+   22600 |     0 |   0.059038 |   0.119493 |     1.47e-06 |    3:45:15 |    1:13:45
+   22650 |     0 |   0.212602 |   0.121287 |     1.46e-06 |    3:45:43 |    1:13:15
+   22700 |     0 |   0.216404 |   0.122720 |     1.44e-06 |    3:46:12 |    1:12:44
+   22750 |     0 |   0.089199 |   0.121875 |     1.42e-06 |    3:46:41 |    1:12:14
+   22800 |     0 |   0.268847 |   0.122751 |     1.40e-06 |    3:47:09 |    1:11:44
+   22850 |     0 |   0.018259 |   0.122639 |     1.38e-06 |    3:47:38 |    1:11:13
+   22900 |     0 |   0.044523 |   0.122933 |     1.36e-06 |    3:48:07 |    1:10:43
+   22950 |     0 |   0.033938 |   0.123255 |     1.34e-06 |    3:48:35 |    1:10:13
+   23000 |     0 |   0.229652 |   0.125541 |     1.33e-06 |    3:49:04 |    1:09:43
+[09:12:25] Generating 16 validation images ...
+[09:12:45] Validation step 23000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0023000.png
+   23050 |     0 |   0.089574 |   0.126196 |     1.31e-06 |    3:49:54 |    1:09:19
+   23100 |     0 |   0.181626 |   0.127282 |     1.29e-06 |    3:50:22 |    1:08:48
+   23150 |     0 |   0.191699 |   0.127953 |     1.27e-06 |    3:50:51 |    1:08:18
+   23200 |     0 |   0.059941 |   0.128457 |     1.25e-06 |    3:51:19 |    1:07:48
+   23250 |     0 |   0.019388 |   0.125511 |     1.24e-06 |    3:51:48 |    1:07:17
+   23300 |     0 |   0.126284 |   0.123045 |     1.22e-06 |    3:52:16 |    1:06:47
+   23350 |     0 |   0.096348 |   0.124000 |     1.20e-06 |    3:52:45 |    1:06:17
+   23400 |     0 |   0.253022 |   0.124001 |     1.19e-06 |    3:53:14 |    1:05:47
+   23450 |     0 |   0.256044 |   0.126155 |     1.17e-06 |    3:53:42 |    1:05:16
+   23500 |     0 |   0.134897 |   0.126885 |     1.15e-06 |    3:54:11 |    1:04:46
+   23550 |     0 |   0.106315 |   0.126918 |     1.13e-06 |    3:54:39 |    1:04:16
+   23600 |     0 |   0.049021 |   0.126250 |     1.12e-06 |    3:55:08 |    1:03:46
+   23650 |     0 |   0.093600 |   0.126032 |     1.10e-06 |    3:55:37 |    1:03:15
+   23700 |     0 |   0.079943 |   0.124201 |     1.08e-06 |    3:56:05 |    1:02:45
+   23750 |     0 |   0.011152 |   0.122875 |     1.07e-06 |    3:56:34 |    1:02:15
+   23800 |     0 |   0.177062 |   0.123963 |     1.05e-06 |    3:57:03 |    1:01:45
+   23850 |     0 |   0.033142 |   0.122727 |     1.03e-06 |    3:57:31 |    1:01:14
+   23900 |     0 |   0.080465 |   0.122478 |     1.02e-06 |    3:58:00 |    1:00:44
+   23950 |     0 |   0.335210 |   0.123400 |     1.00e-06 |    3:58:28 |    1:00:14
+   24000 |     0 |   0.157714 |   0.122826 |     9.86e-07 |    3:58:57 |    0:59:44
+[09:22:26]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-24000
+[09:22:28] Generating 16 validation images ...
+[09:22:49] Validation step 24000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0024000.png
+   24050 |     0 |   0.152923 |   0.123357 |     9.71e-07 |    3:59:58 |    0:59:22
+   24100 |     0 |   0.347732 |   0.125540 |     9.55e-07 |    4:00:26 |    0:58:51
+   24150 |     0 |   0.284814 |   0.128276 |     9.39e-07 |    4:00:55 |    0:58:21
+   24200 |     0 |   0.101742 |   0.128062 |     9.24e-07 |    4:01:23 |    0:57:51
+   24250 |     0 |   0.254919 |   0.130110 |     9.08e-07 |    4:01:52 |    0:57:21
+   24300 |     0 |   0.086440 |   0.130950 |     8.93e-07 |    4:02:21 |    0:56:50
+   24350 |     0 |   0.112104 |   0.130875 |     8.78e-07 |    4:02:49 |    0:56:20
+   24400 |     0 |   0.211672 |   0.132680 |     8.63e-07 |    4:03:18 |    0:55:50
+   24450 |     0 |   0.044340 |   0.132125 |     8.48e-07 |    4:03:46 |    0:55:20
+   24500 |     0 |   0.304357 |   0.134484 |     8.33e-07 |    4:04:15 |    0:54:50
+   24550 |     0 |   0.178941 |   0.134459 |     8.19e-07 |    4:04:44 |    0:54:19
+   24600 |     0 |   0.333845 |   0.136141 |     8.04e-07 |    4:05:12 |    0:53:49
+   24650 |     0 |   0.002797 |   0.133532 |     7.90e-07 |    4:05:41 |    0:53:19
+   24700 |     0 |   0.018726 |   0.132878 |     7.76e-07 |    4:06:10 |    0:52:49
+   24750 |     0 |   0.091251 |   0.133030 |     7.61e-07 |    4:06:38 |    0:52:19
+   24800 |     0 |   0.135124 |   0.131602 |     7.47e-07 |    4:07:07 |    0:51:49
+   24850 |     0 |   0.020353 |   0.131207 |     7.33e-07 |    4:07:36 |    0:51:18
+   24900 |     0 |   0.043514 |   0.130071 |     7.20e-07 |    4:08:04 |    0:50:48
+   24950 |     0 |   0.061534 |   0.129981 |     7.06e-07 |    4:08:33 |    0:50:18
+   25000 |     0 |   0.051592 |   0.129928 |     6.92e-07 |    4:09:02 |    0:49:48
+[09:32:22] Generating 16 validation images ...
+[09:32:43] Validation step 25000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0025000.png
+   25050 |     0 |   0.168538 |   0.129597 |     6.79e-07 |    4:09:51 |    0:49:22
+   25100 |     0 |   0.275511 |   0.131845 |     6.65e-07 |    4:10:20 |    0:48:52
+   25150 |     0 |   0.030848 |   0.129432 |     6.52e-07 |    4:10:48 |    0:48:22
+   25200 |     0 |   0.082683 |   0.129813 |     6.39e-07 |    4:11:17 |    0:47:51
+   25250 |     0 |   0.045997 |   0.126748 |     6.26e-07 |    4:11:45 |    0:47:21
+   25300 |     0 |   0.064690 |   0.126906 |     6.13e-07 |    4:12:14 |    0:46:51
+   25350 |     0 |   0.298189 |   0.127760 |     6.01e-07 |    4:12:43 |    0:46:21
+   25400 |     0 |   0.177861 |   0.128053 |     5.88e-07 |    4:13:11 |    0:45:51
+   25450 |     0 |   0.189831 |   0.126663 |     5.76e-07 |    4:13:40 |    0:45:21
+   25500 |     0 |   0.068121 |   0.126940 |     5.63e-07 |    4:14:08 |    0:44:50
+   25550 |     0 |   0.048922 |   0.126211 |     5.51e-07 |    4:14:37 |    0:44:20
+   25600 |     0 |   0.035312 |   0.124857 |     5.39e-07 |    4:15:06 |    0:43:50
+   25650 |     0 |   0.199419 |   0.126216 |     5.27e-07 |    4:15:34 |    0:43:20
+   25700 |     0 |   0.111835 |   0.125791 |     5.15e-07 |    4:16:03 |    0:42:50
+   25750 |     0 |   0.095073 |   0.124765 |     5.03e-07 |    4:16:31 |    0:42:20
+   25800 |     0 |   0.086336 |   0.124513 |     4.92e-07 |    4:17:00 |    0:41:50
+   25850 |     0 |   0.248774 |   0.124583 |     4.80e-07 |    4:17:29 |    0:41:20
+   25900 |     0 |   0.348516 |   0.127935 |     4.69e-07 |    4:17:57 |    0:40:50
+   25950 |     0 |   0.110743 |   0.128799 |     4.58e-07 |    4:18:26 |    0:40:20
+   26000 |     0 |   0.007674 |   0.128294 |     4.47e-07 |    4:18:54 |    0:39:49
+[09:42:21]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-26000
+[09:42:22] Generating 16 validation images ...
+[09:42:42] Validation step 26000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0026000.png
+   26050 |     0 |   0.279117 |   0.130456 |     4.36e-07 |    4:19:51 |    0:39:24
+   26100 |     0 |   0.042810 |   0.129891 |     4.25e-07 |    4:20:19 |    0:38:53
+   26150 |     0 |   0.251892 |   0.131809 |     4.14e-07 |    4:20:48 |    0:38:23
+   26200 |     0 |   0.192759 |   0.133586 |     4.04e-07 |    4:21:16 |    0:37:53
+   26250 |     0 |   0.015244 |   0.131579 |     3.93e-07 |    4:21:45 |    0:37:23
+   26300 |     0 |   0.162403 |   0.132838 |     3.83e-07 |    4:22:13 |    0:36:53
+   26350 |     0 |   0.218515 |   0.133357 |     3.73e-07 |    4:22:42 |    0:36:23
+   26400 |     0 |   0.290503 |   0.134717 |     3.63e-07 |    4:23:10 |    0:35:53
+   26450 |     0 |   0.056353 |   0.134703 |     3.53e-07 |    4:23:39 |    0:35:23
+   26500 |     0 |   0.008537 |   0.133391 |     3.43e-07 |    4:24:07 |    0:34:53
+   26550 |     0 |   0.165502 |   0.134455 |     3.34e-07 |    4:24:36 |    0:34:23
+   26600 |     0 |   0.078584 |   0.134043 |     3.24e-07 |    4:25:04 |    0:33:52
+   26650 |     0 |   0.100973 |   0.133348 |     3.15e-07 |    4:25:33 |    0:33:22
+   26700 |     0 |   0.098774 |   0.133444 |     3.06e-07 |    4:26:01 |    0:32:52
+   26750 |     0 |   0.031417 |   0.131423 |     2.96e-07 |    4:26:30 |    0:32:22
+   26800 |     0 |   0.014833 |   0.131218 |     2.88e-07 |    4:26:59 |    0:31:52
+   26850 |     0 |   0.228605 |   0.132120 |     2.79e-07 |    4:27:27 |    0:31:22
+   26900 |     0 |   0.067752 |   0.131574 |     2.70e-07 |    4:27:56 |    0:30:52
+   26950 |     0 |   0.023994 |   0.130932 |     2.61e-07 |    4:28:24 |    0:30:22
+   27000 |     0 |   0.119141 |   0.131342 |     2.53e-07 |    4:28:53 |    0:29:52
+[09:52:14] Generating 16 validation images ...
+[09:52:35] Validation step 27000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0027000.png
+   27050 |     0 |   0.008934 |   0.128997 |     2.45e-07 |    4:29:43 |    0:29:24
+   27100 |     0 |   0.264292 |   0.129251 |     2.37e-07 |    4:30:11 |    0:28:54
+   27150 |     0 |   0.074766 |   0.127900 |     2.29e-07 |    4:30:40 |    0:28:24
+   27200 |     0 |   0.013747 |   0.127592 |     2.21e-07 |    4:31:09 |    0:27:54
+   27250 |     0 |   0.100378 |   0.126595 |     2.13e-07 |    4:31:37 |    0:27:24
+   27300 |     0 |   0.223497 |   0.128087 |     2.05e-07 |    4:32:06 |    0:26:54
+   27350 |     0 |   0.140098 |   0.128899 |     1.98e-07 |    4:32:34 |    0:26:24
+   27400 |     0 |   0.095576 |   0.129722 |     1.90e-07 |    4:33:03 |    0:25:54
+   27450 |     0 |   0.024430 |   0.129577 |     1.83e-07 |    4:33:31 |    0:25:24
+   27500 |     0 |   0.003003 |   0.127594 |     1.76e-07 |    4:34:00 |    0:24:54
+   27550 |     0 |   0.060246 |   0.126952 |     1.69e-07 |    4:34:29 |    0:24:24
+   27600 |     0 |   0.040125 |   0.126763 |     1.62e-07 |    4:34:57 |    0:23:54
+   27650 |     0 |   0.073977 |   0.125376 |     1.56e-07 |    4:35:26 |    0:23:24
+   27700 |     0 |   0.259823 |   0.125811 |     1.49e-07 |    4:35:54 |    0:22:54
+   27750 |     0 |   0.103083 |   0.125949 |     1.43e-07 |    4:36:23 |    0:22:24
+   27800 |     0 |   0.055896 |   0.123820 |     1.37e-07 |    4:36:51 |    0:21:54
+   27850 |     0 |   0.014385 |   0.123781 |     1.30e-07 |    4:37:20 |    0:21:24
+   27900 |     0 |   0.023567 |   0.123572 |     1.25e-07 |    4:37:49 |    0:20:54
+   27950 |     0 |   0.312165 |   0.126354 |     1.19e-07 |    4:38:17 |    0:20:24
+   28000 |     0 |   0.012488 |   0.124182 |     1.13e-07 |    4:38:46 |    0:19:54
+[10:02:14]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-28000
+[10:02:16] Generating 16 validation images ...
+[10:02:37] Validation step 28000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0028000.png
+   28050 |     0 |   0.088191 |   0.124168 |     1.07e-07 |    4:39:46 |    0:19:26
+   28100 |     0 |   0.067849 |   0.123031 |     1.02e-07 |    4:40:14 |    0:18:56
+   28150 |     0 |   0.224096 |   0.123355 |     9.67e-08 |    4:40:42 |    0:18:26
+   28200 |     0 |   0.203323 |   0.124788 |     9.16e-08 |    4:41:11 |    0:17:56
+   28250 |     0 |   0.070359 |   0.125298 |     8.66e-08 |    4:41:39 |    0:17:26
+   28300 |     0 |   0.076075 |   0.124796 |     8.17e-08 |    4:42:08 |    0:16:56
+   28350 |     0 |   0.000197 |   0.123835 |     7.70e-08 |    4:42:37 |    0:16:26
+   28400 |     0 |   0.156362 |   0.122868 |     7.24e-08 |    4:43:05 |    0:15:56
+   28450 |     0 |   0.048831 |   0.120796 |     6.80e-08 |    4:43:34 |    0:15:26
+   28500 |     0 |   0.039279 |   0.119840 |     6.37e-08 |    4:44:02 |    0:14:56
+   28550 |     0 |   0.108879 |   0.119865 |     5.95e-08 |    4:44:31 |    0:14:27
+   28600 |     0 |   0.033891 |   0.119714 |     5.55e-08 |    4:44:59 |    0:13:57
+   28650 |     0 |   0.025739 |   0.119035 |     5.16e-08 |    4:45:28 |    0:13:27
+   28700 |     0 |   0.426091 |   0.122497 |     4.78e-08 |    4:45:56 |    0:12:57
+   28750 |     0 |   0.152558 |   0.123911 |     4.42e-08 |    4:46:25 |    0:12:27
+   28800 |     0 |   0.173804 |   0.123878 |     4.08e-08 |    4:46:54 |    0:11:57
+   28850 |     0 |   0.230932 |   0.125856 |     3.74e-08 |    4:47:22 |    0:11:27
+   28900 |     0 |   0.018890 |   0.125240 |     3.43e-08 |    4:47:51 |    0:10:57
+   28950 |     0 |   0.073069 |   0.122619 |     3.12e-08 |    4:48:19 |    0:10:27
+   29000 |     0 |   0.344624 |   0.124488 |     2.83e-08 |    4:48:48 |    0:09:57
+[10:12:09] Generating 16 validation images ...
+[10:12:30] Validation step 29000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0029000.png
+   29050 |     0 |   0.311416 |   0.126073 |     2.56e-08 |    4:49:38 |    0:09:28
+   29100 |     0 |   0.136693 |   0.123963 |     2.29e-08 |    4:50:07 |    0:08:58
+   29150 |     0 |   0.209945 |   0.123214 |     2.05e-08 |    4:50:35 |    0:08:28
+   29200 |     0 |   0.114193 |   0.123338 |     1.81e-08 |    4:51:04 |    0:07:58
+   29250 |     0 |   0.582793 |   0.126617 |     1.59e-08 |    4:51:32 |    0:07:28
+   29300 |     0 |   0.124463 |   0.126997 |     1.39e-08 |    4:52:01 |    0:06:58
+   29350 |     0 |   0.159547 |   0.127472 |     1.20e-08 |    4:52:29 |    0:06:28
+   29400 |     0 |   0.012463 |   0.125480 |     1.02e-08 |    4:52:58 |    0:05:58
+   29450 |     0 |   0.047092 |   0.125507 |     8.57e-09 |    4:53:27 |    0:05:28
+   29500 |     0 |   0.096452 |   0.123428 |     7.09e-09 |    4:53:55 |    0:04:58
+   29550 |     0 |   0.182649 |   0.123465 |     5.74e-09 |    4:54:24 |    0:04:28
+   29600 |     0 |   0.000723 |   0.120134 |     4.54e-09 |    4:54:52 |    0:03:59
+   29650 |     0 |   0.041506 |   0.120521 |     3.47e-09 |    4:55:21 |    0:03:29
+   29700 |     0 |   0.027718 |   0.120611 |     2.55e-09 |    4:55:49 |    0:02:59
+   29750 |     0 |   0.222297 |   0.121922 |     1.77e-09 |    4:56:18 |    0:02:29
+   29800 |     0 |   0.073043 |   0.121301 |     1.13e-09 |    4:56:47 |    0:01:59
+   29850 |     0 |   0.339010 |   0.124487 |     6.38e-10 |    4:57:15 |    0:01:29
+   29900 |     0 |   0.111704 |   0.125169 |     2.84e-10 |    4:57:44 |    0:00:59
+   29950 |     0 |   0.264362 |   0.127198 |     7.09e-11 |    4:58:12 |    0:00:29
+   30000 |     0 |   0.195444 |   0.128636 |     0.00e+00 |    4:58:41 |    0:00:00
+[10:22:10]   Saved checkpoint -> RESULTS/coco/run_007/checkpoint-30000
+[10:22:12] Generating 16 validation images ...
+[10:22:33] Validation step 30000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0030000.png
+[10:22:33] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.129004 ---
+[10:22:33] Saving final model ...
+[10:22:36]   Transformer saved -> RESULTS/coco/run_007/transformer
+[10:22:58]   Pipeline saved -> RESULTS/coco/run_007
+[10:22:58] Generating final validation collage ...
+[10:22:58] Generating 16 validation images ...
+[10:23:19] Validation step 30000: 16 images -> RESULTS/coco/run_007/validation/collage_step_0030000.png
+[10:23:19] 
+[10:23:19] ============================================================
+[10:23:19]   TRAINING SUMMARY
+[10:23:19] ============================================================
+[10:23:19]   Total steps  : 600
+[10:23:19]   Final loss   : 0.195444
+[10:23:19]   Avg last 100 : 0.128636
+[10:23:19]   Min loss     : 0.000197
+[10:23:19]   Total time   : 4:59:59
+[10:23:19]   Output       : RESULTS/coco/run_007
+[10:23:19] ============================================================

coco/run_007/training_args.json

@@ -0,0 +1,39 @@
+{
+  "pretrained_model_name_or_path": "PixArt-alpha/PixArt-XL-2-512x512",
+  "vae_path": "./HF_VERSION_WEIGHTS/kl_vae",
+  "revision": null,
+  "cache_dir": null,
+  "data_dir": "../data/coco",
+  "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": 120,
+  "dataloader_num_workers": 4,
+  "output_dir": "RESULTS/coco/run_007"
+}

coco/run_007/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.195444256067276,
+  "avg_last_100": 0.12863608337269397,
+  "min_loss": 0.00019671677728183568,
+  "total_time": "4:59:59"
+}

coco/run_007/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-XL-2-512x512",
+  "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": null,
+  "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
+}

coco/run_007/transformer/diffusion_pytorch_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f2cfac9b9be596516efa23d915fc76f09ac789bda80279534f693821ef56c1ac
+size 1221780352

coco/run_007/vae/config.json

@@ -0,0 +1,33 @@
+{
+  "_class_name": "XAttnAutoencoderKL",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "./HF_VERSION_WEIGHTS/kl_vae",
+  "act_fn": "silu",
+  "block_out_channels": [
+    128,
+    256,
+    512,
+    512
+  ],
+  "down_block_types": [
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D"
+  ],
+  "in_channels": 3,
+  "latent_channels": 4,
+  "layers_per_block": 2,
+  "norm_num_groups": 32,
+  "out_channels": 3,
+  "sample_size": 256,
+  "scaling_factor": 0.18215,
+  "text_dim": 4096,
+  "up_block_types": [
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D"
+  ],
+  "xattn_num_heads": 8
+}

coco/run_007/vae/diffusion_pytorch_model.safetensors

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