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cub200/run_023/Eval/eval.log.rank0

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+[2026-06-18 11:03:35] [RANK-0] [INFO] Loading XAttnAutoencoderKL from ./HF_VERSION_WEIGHTS/kl_vae ...
+[2026-06-18 11:03:35] [RANK-0] [INFO] Loading XAttnPixArtAlphaPipeline from RESULTS/cub200/run_023 ...
+[2026-06-18 11:03:48] [RANK-0] [INFO] Loading InceptionV3 (FID dim=64) ...
+[2026-06-18 11:03:49] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-06-18 11:03:51] [RANK-0] [INFO] Loading LPIPS ...
+[2026-06-18 11:03:51] [RANK-0] [INFO] Loading PickScore ...
+[2026-06-18 11:03:59] [RANK-0] [INFO] Loading HPSv2 (v2.0 + v2.1) ...
+[2026-06-18 11:04:27] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-06-18 11:04:32] [RANK-0] [INFO] Dataset: 17685 samples across 6 GPUs (~93 batches/rank)
+[2026-06-18 11:04:32] [RANK-0] [INFO] Starting evaluation ...
+[2026-06-18 11:04:32] [RANK-0] [INFO]   Checkpoint   : RESULTS/cub200/run_023
+[2026-06-18 11:04:32] [RANK-0] [INFO]   XAttn VAE    : ./HF_VERSION_WEIGHTS/kl_vae
+[2026-06-18 11:04:32] [RANK-0] [INFO]   Total samples: 17685 | World size: 6
+[2026-06-18 11:04:32] [RANK-0] [INFO]   FID dim      : 64 | Inf steps: 20 | Guidance: 4.5

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cub200/run_023/training.log

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+Training started: 2026-06-18 05:25:05
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[05:25:05] Run directory : RESULTS/cub200/run_023
+[05:25:05] XAttn VAE     : ./HF_VERSION_WEIGHTS/kl_vae
+[05:25:05] Loading PixArt-Alpha backbone components ...
+[05:25:15] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
+[05:25:15]   VAE loaded — scaling_factor = 0.18215
+[05:25:15]   text_dim = 4096   xattn_num_heads = 8
+[05:25:18]   Transformer : 610,856,096 total, 610,856,096 trainable
+[05:25:18] Building dataset ...
+[05:25:19] 
+[05:25:19] ================================================================
+[05:25:19]   Backbone           = PixArt-alpha/PixArt-XL-2-512x512
+[05:25:19]   XAttn VAE          = ./HF_VERSION_WEIGHTS/kl_vae
+[05:25:19]   Output dir         = RESULTS/cub200/run_023
+[05:25:19]   Num examples       = 41255
+[05:25:19]   Num epochs         = 3
+[05:25:19]   Batch/device       = 4
+[05:25:19]   Grad accum         = 1
+[05:25:19]   Effective BS       = 4
+[05:25:19]   Total optim steps  = 30000
+[05:25:19]   LR                 = 1e-05
+[05:25:19]   Precision          = bf16
+[05:25:19]   Resolution         = 512x512
+[05:25:19]   Max seq length     = 120
+[05:25:19] ================================================================
+[05:25:19] 
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+    1000 |     0 |   0.200356 |   0.095065 |     9.99e-06 |    0:09:51 |    4:45:57
+[05:34:57] Generating 16 validation images ...
+[05:35:19] Validation step 1000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0001000.png
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+    1650 |     0 |   0.026023 |   0.119604 |     9.96e-06 |    0:16:25 |    4:42:17
+    1700 |     0 |   0.131586 |   0.119957 |     9.96e-06 |    0:16:54 |    4:41:26
+    1750 |     0 |   0.010907 |   0.116841 |     9.96e-06 |    0:17:23 |    4:40:37
+    1800 |     0 |   0.089718 |   0.116087 |     9.95e-06 |    0:17:51 |    4:39:49
+    1850 |     0 |   0.094554 |   0.115505 |     9.95e-06 |    0:18:20 |    4:39:02
+    1900 |     0 |   0.069553 |   0.114296 |     9.94e-06 |    0:18:48 |    4:38:14
+    1950 |     0 |   0.026617 |   0.112048 |     9.94e-06 |    0:19:17 |    4:37:27
+    2000 |     0 |   0.010035 |   0.109498 |     9.94e-06 |    0:19:45 |    4:36:41
+[05:44:58]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-2000
+[05:44:58] Generating 16 validation images ...
+[05:45:18] Validation step 2000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0002000.png
+    2050 |     0 |   0.536934 |   0.119923 |     9.93e-06 |    0:20:41 |    4:42:09
+    2100 |     0 |   0.034192 |   0.117882 |     9.93e-06 |    0:21:10 |    4:41:15
+    2150 |     0 |   0.072525 |   0.116827 |     9.92e-06 |    0:21:38 |    4:40:21
+    2200 |     0 |   0.195753 |   0.118621 |     9.92e-06 |    0:22:07 |    4:39:29
+    2250 |     0 |   0.076978 |   0.117695 |     9.91e-06 |    0:22:35 |    4:38:38
+    2300 |     0 |   0.060619 |   0.116454 |     9.91e-06 |    0:23:04 |    4:37:48
+    2350 |     0 |   0.432500 |   0.123179 |     9.90e-06 |    0:23:32 |    4:37:00
+    2400 |     0 |   0.068198 |   0.122033 |     9.90e-06 |    0:24:01 |    4:36:12
+    2450 |     0 |   0.150584 |   0.122616 |     9.89e-06 |    0:24:29 |    4:35:26
+    2500 |     0 |   0.024358 |   0.120651 |     9.89e-06 |    0:24:58 |    4:34:40
+    2550 |     0 |   0.050818 |   0.119282 |     9.88e-06 |    0:25:26 |    4:33:55
+    2600 |     0 |   0.099159 |   0.118895 |     9.88e-06 |    0:25:55 |    4:33:10
+    2650 |     0 |   0.202815 |   0.120478 |     9.87e-06 |    0:26:23 |    4:32:27
+    2700 |     0 |   0.159426 |   0.121199 |     9.86e-06 |    0:26:52 |    4:31:44
+    2750 |     0 |   0.103432 |   0.120876 |     9.86e-06 |    0:27:21 |    4:31:02
+    2800 |     0 |   0.071253 |   0.119990 |     9.85e-06 |    0:27:49 |    4:30:21
+    2850 |     0 |   0.147020 |   0.120464 |     9.84e-06 |    0:28:18 |    4:29:40
+    2900 |     0 |   0.026973 |   0.118852 |     9.84e-06 |    0:28:47 |    4:28:59
+    2950 |     0 |   0.077543 |   0.118152 |     9.83e-06 |    0:29:15 |    4:28:19
+    3000 |     0 |   0.277366 |   0.120806 |     9.82e-06 |    0:29:44 |    4:27:38
+[05:54:50] Generating 16 validation images ...
+[05:55:10] Validation step 3000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0003000.png
+    3050 |     0 |   0.154680 |   0.121361 |     9.82e-06 |    0:30:33 |    4:30:02
+    3100 |     0 |   0.058853 |   0.120353 |     9.81e-06 |    0:31:02 |    4:29:19
+    3150 |     0 |   0.061728 |   0.119422 |     9.80e-06 |    0:31:30 |    4:28:37
+    3200 |     0 |   0.101685 |   0.119145 |     9.79e-06 |    0:31:59 |    4:27:54
+    3250 |     0 |   0.115907 |   0.119095 |     9.79e-06 |    0:32:27 |    4:27:12
+    3300 |     0 |   0.017639 |   0.117558 |     9.78e-06 |    0:32:56 |    4:26:31
+    3350 |     0 |   0.296641 |   0.120231 |     9.77e-06 |    0:33:24 |    4:25:50
+    3400 |     0 |   0.190165 |   0.121260 |     9.76e-06 |    0:33:53 |    4:25:09
+    3450 |     0 |   0.115187 |   0.121172 |     9.76e-06 |    0:34:22 |    4:24:29
+    3500 |     0 |   0.028507 |   0.119848 |     9.75e-06 |    0:34:50 |    4:23:49
+    3550 |     0 |   0.181460 |   0.120716 |     9.74e-06 |    0:35:19 |    4:23:09
+    3600 |     0 |   0.223719 |   0.122146 |     9.73e-06 |    0:35:47 |    4:22:30
+    3650 |     0 |   0.307044 |   0.124679 |     9.72e-06 |    0:36:16 |    4:21:51
+    3700 |     0 |   0.028310 |   0.123377 |     9.71e-06 |    0:36:44 |    4:21:13
+    3750 |     0 |   0.062411 |   0.122564 |     9.70e-06 |    0:37:13 |    4:20:35
+    3800 |     0 |   0.143484 |   0.122839 |     9.69e-06 |    0:37:42 |    4:19:57
+    3850 |     0 |   0.006529 |   0.121329 |     9.69e-06 |    0:38:10 |    4:19:19
+    3900 |     0 |   0.035985 |   0.120234 |     9.68e-06 |    0:38:39 |    4:18:41
+    3950 |     0 |   0.284628 |   0.122315 |     9.67e-06 |    0:39:07 |    4:18:04
+    4000 |     0 |   0.057846 |   0.121509 |     9.66e-06 |    0:39:36 |    4:17:26
+[06:04:49]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-4000
+[06:04:49] Generating 16 validation images ...
+[06:05:10] Validation step 4000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0004000.png
+    4050 |     0 |   0.131061 |   0.121627 |     9.65e-06 |    0:40:32 |    4:19:48
+    4100 |     0 |   0.131971 |   0.121754 |     9.64e-06 |    0:41:01 |    4:19:08
+    4150 |     0 |   0.168139 |   0.122312 |     9.63e-06 |    0:41:30 |    4:18:30
+    4200 |     0 |   0.052750 |   0.121484 |     9.62e-06 |    0:41:58 |    4:17:51
+    4250 |     0 |   0.049954 |   0.120643 |     9.61e-06 |    0:42:27 |    4:17:12
+    4300 |     0 |   0.149443 |   0.120978 |     9.60e-06 |    0:42:55 |    4:16:34
+    4350 |     0 |   0.018216 |   0.119796 |     9.59e-06 |    0:43:24 |    4:15:55
+    4400 |     0 |   0.334227 |   0.122233 |     9.57e-06 |    0:43:52 |    4:15:17
+    4450 |     0 |   0.169102 |   0.122760 |     9.56e-06 |    0:44:21 |    4:14:40
+    4500 |     0 |   0.364100 |   0.125441 |     9.55e-06 |    0:44:49 |    4:14:02
+    4550 |     0 |   0.406777 |   0.128533 |     9.54e-06 |    0:45:18 |    4:13:25
+    4600 |     0 |   0.304025 |   0.130440 |     9.53e-06 |    0:45:46 |    4:12:48
+    4650 |     0 |   0.052459 |   0.129602 |     9.52e-06 |    0:46:15 |    4:12:11
+    4700 |     0 |   0.250399 |   0.130887 |     9.51e-06 |    0:46:44 |    4:11:34
+    4750 |     0 |   0.220759 |   0.131833 |     9.50e-06 |    0:47:12 |    4:10:57
+    4800 |     0 |   0.392541 |   0.134549 |     9.48e-06 |    0:47:41 |    4:10:21
+    4850 |     0 |   0.113768 |   0.134335 |     9.47e-06 |    0:48:09 |    4:09:45
+    4900 |     0 |   0.029198 |   0.133262 |     9.46e-06 |    0:48:38 |    4:09:09
+    4950 |     0 |   0.382770 |   0.135782 |     9.45e-06 |    0:49:06 |    4:08:33
+    5000 |     0 |   0.031766 |   0.134742 |     9.44e-06 |    0:49:35 |    4:07:57
+[06:14:41] Generating 16 validation images ...
+[06:15:02] Validation step 5000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0005000.png
+    5050 |     0 |   0.022064 |   0.134124 |     9.42e-06 |    0:50:25 |    4:09:06
+    5100 |     0 |   0.448500 |   0.136557 |     9.41e-06 |    0:50:53 |    4:08:29
+    5150 |     0 |   0.195749 |   0.137868 |     9.40e-06 |    0:51:22 |    4:07:52
+    5200 |     0 |   0.149870 |   0.138073 |     9.39e-06 |    0:51:50 |    4:07:16
+    5250 |     0 |   0.007072 |   0.138136 |     9.37e-06 |    0:52:19 |    4:06:39
+    5300 |     0 |   0.123052 |   0.139276 |     9.36e-06 |    0:52:47 |    4:06:03
+    5350 |     0 |   0.086984 |   0.139847 |     9.35e-06 |    0:53:16 |    4:05:27
+    5400 |     0 |   0.220088 |   0.141130 |     9.33e-06 |    0:53:44 |    4:04:51
+    5450 |     0 |   0.015520 |   0.140041 |     9.32e-06 |    0:54:13 |    4:04:15
+    5500 |     0 |   0.251047 |   0.140601 |     9.31e-06 |    0:54:42 |    4:03:40
+    5550 |     0 |   0.179441 |   0.139194 |     9.29e-06 |    0:55:10 |    4:03:05
+    5600 |     0 |   0.030685 |   0.138794 |     9.28e-06 |    0:55:39 |    4:02:30
+    5650 |     0 |   0.197365 |   0.140079 |     9.27e-06 |    0:56:08 |    4:01:55
+    5700 |     0 |   0.001290 |   0.139496 |     9.25e-06 |    0:56:36 |    4:01:20
+    5750 |     0 |   0.104123 |   0.140339 |     9.24e-06 |    0:57:05 |    4:00:44
+    5800 |     0 |   0.154769 |   0.141416 |     9.22e-06 |    0:57:33 |    4:00:10
+    5850 |     0 |   0.000839 |   0.140297 |     9.21e-06 |    0:58:02 |    3:59:35
+    5900 |     0 |   0.071944 |   0.140596 |     9.20e-06 |    0:58:30 |    3:59:00
+    5950 |     0 |   0.086963 |   0.141206 |     9.18e-06 |    0:58:59 |    3:58:25
+    6000 |     0 |   0.331171 |   0.142514 |     9.17e-06 |    0:59:27 |    3:57:50
+[06:24:39]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-6000
+[06:24:40] Generating 16 validation images ...
+[06:25:00] Validation step 6000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0006000.png
+    6050 |     0 |   0.672835 |   0.145680 |     9.15e-06 |    1:00:23 |    3:59:03
+    6100 |     0 |   0.063119 |   0.144765 |     9.14e-06 |    1:00:51 |    3:58:28
+    6150 |     0 |   0.298371 |   0.146134 |     9.12e-06 |    1:01:20 |    3:57:53
+    6200 |     0 |   0.118232 |   0.146777 |     9.11e-06 |    1:01:49 |    3:57:18
+    6250 |     0 |   0.186463 |   0.148106 |     9.09e-06 |    1:02:17 |    3:56:43
+    6300 |     0 |   0.027950 |   0.143590 |     9.08e-06 |    1:02:46 |    3:56:08
+    6350 |     0 |   0.003092 |   0.142817 |     9.06e-06 |    1:03:14 |    3:55:33
+    6400 |     0 |   0.002941 |   0.142713 |     9.05e-06 |    1:03:43 |    3:54:59
+    6450 |     0 |   0.008459 |   0.142669 |     9.03e-06 |    1:04:12 |    3:54:24
+    6500 |     0 |   0.091168 |   0.142162 |     9.01e-06 |    1:04:40 |    3:53:50
+    6550 |     0 |   0.041231 |   0.139628 |     9.00e-06 |    1:05:09 |    3:53:16
+    6600 |     0 |   0.220528 |   0.139662 |     8.98e-06 |    1:05:38 |    3:52:42
+    6650 |     0 |   0.067733 |   0.140079 |     8.97e-06 |    1:06:06 |    3:52:08
+    6700 |     0 |   0.168516 |   0.140448 |     8.95e-06 |    1:06:35 |    3:51:34
+    6750 |     0 |   0.041313 |   0.140752 |     8.93e-06 |    1:07:04 |    3:51:00
+    6800 |     0 |   0.140352 |   0.141259 |     8.92e-06 |    1:07:32 |    3:50:27
+    6850 |     0 |   0.102590 |   0.141339 |     8.90e-06 |    1:08:01 |    3:49:53
+    6900 |     0 |   0.195972 |   0.142603 |     8.88e-06 |    1:08:29 |    3:49:19
+    6950 |     0 |   0.143863 |   0.143776 |     8.87e-06 |    1:08:58 |    3:48:45
+    7000 |     0 |   0.047686 |   0.144152 |     8.85e-06 |    1:09:27 |    3:48:12
+[06:34:33] Generating 16 validation images ...
+[06:34:54] Validation step 7000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0007000.png
+    7050 |     0 |   0.213405 |   0.140917 |     8.83e-06 |    1:10:17 |    3:48:48
+    7100 |     0 |   0.094692 |   0.141522 |     8.81e-06 |    1:10:45 |    3:48:14
+    7150 |     0 |   0.186844 |   0.142665 |     8.80e-06 |    1:11:14 |    3:47:39
+    7200 |     0 |   0.320646 |   0.143914 |     8.78e-06 |    1:11:42 |    3:47:05
+    7250 |     0 |   0.144853 |   0.144593 |     8.76e-06 |    1:12:11 |    3:46:31
+    7300 |     0 |   0.054817 |   0.144535 |     8.75e-06 |    1:12:40 |    3:45:58
+    7350 |     0 |   0.124251 |   0.141452 |     8.73e-06 |    1:13:08 |    3:45:24
+    7400 |     0 |   0.182608 |   0.142596 |     8.71e-06 |    1:13:37 |    3:44:50
+    7450 |     0 |   0.074680 |   0.141837 |     8.69e-06 |    1:14:05 |    3:44:17
+    7500 |     0 |   0.320707 |   0.144801 |     8.67e-06 |    1:14:34 |    3:43:44
+    7550 |     0 |   0.049471 |   0.144787 |     8.66e-06 |    1:15:03 |    3:43:10
+    7600 |     0 |   0.125753 |   0.145053 |     8.64e-06 |    1:15:32 |    3:42:37
+    7650 |     0 |   0.283482 |   0.145860 |     8.62e-06 |    1:16:00 |    3:42:04
+    7700 |     0 |   0.117501 |   0.145441 |     8.60e-06 |    1:16:29 |    3:41:30
+    7750 |     0 |   0.048123 |   0.144888 |     8.58e-06 |    1:16:57 |    3:40:57
+    7800 |     0 |   0.186984 |   0.146045 |     8.56e-06 |    1:17:26 |    3:40:24
+    7850 |     0 |   0.119692 |   0.145772 |     8.54e-06 |    1:17:55 |    3:39:51
+    7900 |     0 |   0.035888 |   0.145861 |     8.53e-06 |    1:18:23 |    3:39:18
+    7950 |     0 |   0.021016 |   0.145296 |     8.51e-06 |    1:18:52 |    3:38:44
+    8000 |     0 |   0.241118 |   0.144933 |     8.49e-06 |    1:19:20 |    3:38:11
+[06:44:32]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-8000
+[06:44:33] Generating 16 validation images ...
+[06:44:54] Validation step 8000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0008000.png
+    8050 |     0 |   0.176971 |   0.145156 |     8.47e-06 |    1:20:17 |    3:38:54
+    8100 |     0 |   0.007369 |   0.144641 |     8.45e-06 |    1:20:45 |    3:38:21
+    8150 |     0 |   0.258589 |   0.146610 |     8.43e-06 |    1:21:14 |    3:37:47
+    8200 |     0 |   0.149667 |   0.147090 |     8.41e-06 |    1:21:42 |    3:37:14
+    8250 |     0 |   0.071744 |   0.146648 |     8.39e-06 |    1:22:11 |    3:36:40
+    8300 |     0 |   0.240749 |   0.148879 |     8.37e-06 |    1:22:39 |    3:36:07
+    8350 |     0 |   0.034369 |   0.146256 |     8.35e-06 |    1:23:08 |    3:35:34
+    8400 |     0 |   0.201779 |   0.146372 |     8.33e-06 |    1:23:36 |    3:35:00
+    8450 |     0 |   0.062311 |   0.145844 |     8.31e-06 |    1:24:05 |    3:34:27
+    8500 |     0 |   0.043715 |   0.145996 |     8.29e-06 |    1:24:34 |    3:33:54
+    8550 |     0 |   0.178243 |   0.145964 |     8.27e-06 |    1:25:02 |    3:33:21
+    8600 |     0 |   0.352998 |   0.147256 |     8.25e-06 |    1:25:31 |    3:32:48
+    8650 |     0 |   0.076412 |   0.144950 |     8.23e-06 |    1:25:59 |    3:32:15
+    8700 |     0 |   0.120774 |   0.145875 |     8.21e-06 |    1:26:28 |    3:31:42
+    8750 |     0 |   0.008976 |   0.145340 |     8.19e-06 |    1:26:56 |    3:31:09
+    8800 |     0 |   0.031127 |   0.144217 |     8.17e-06 |    1:27:25 |    3:30:36
+    8850 |     0 |   0.127970 |   0.145431 |     8.15e-06 |    1:27:54 |    3:30:04
+    8900 |     0 |   0.019300 |   0.145264 |     8.13e-06 |    1:28:22 |    3:29:31
+    8950 |     0 |   0.002960 |   0.142448 |     8.11e-06 |    1:28:51 |    3:28:58
+    9000 |     0 |   0.026006 |   0.142129 |     8.09e-06 |    1:29:19 |    3:28:26
+[06:54:25] Generating 16 validation images ...
+[06:54:46] Validation step 9000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0009000.png
+    9050 |     0 |   0.108003 |   0.141899 |     8.07e-06 |    1:30:10 |    3:28:43
+    9100 |     0 |   0.083872 |   0.141418 |     8.05e-06 |    1:30:38 |    3:28:10
+    9150 |     0 |   0.097550 |   0.140712 |     8.02e-06 |    1:31:07 |    3:27:37
+    9200 |     0 |   0.274907 |   0.142933 |     8.00e-06 |    1:31:35 |    3:27:04
+    9250 |     0 |   0.197335 |   0.144407 |     7.98e-06 |    1:32:04 |    3:26:31
+    9300 |     0 |   0.259898 |   0.145512 |     7.96e-06 |    1:32:32 |    3:25:59
+    9350 |     0 |   0.139210 |   0.146722 |     7.94e-06 |    1:33:01 |    3:25:26
+    9400 |     0 |   0.118316 |   0.144563 |     7.92e-06 |    1:33:29 |    3:24:53
+    9450 |     0 |   0.005517 |   0.142927 |     7.90e-06 |    1:33:58 |    3:24:21
+    9500 |     0 |   0.024585 |   0.139532 |     7.87e-06 |    1:34:26 |    3:23:48
+    9550 |     0 |   0.018466 |   0.135648 |     7.85e-06 |    1:34:55 |    3:23:15
+    9600 |     0 |   0.089300 |   0.133501 |     7.83e-06 |    1:35:24 |    3:22:43
+    9650 |     0 |   0.011862 |   0.133095 |     7.81e-06 |    1:35:52 |    3:22:11
+    9700 |     0 |   0.061075 |   0.131202 |     7.79e-06 |    1:36:21 |    3:21:38
+    9750 |     0 |   0.152209 |   0.130516 |     7.76e-06 |    1:36:49 |    3:21:06
+    9800 |     0 |   0.148100 |   0.128072 |     7.74e-06 |    1:37:18 |    3:20:33
+    9850 |     0 |   0.014762 |   0.127082 |     7.72e-06 |    1:37:46 |    3:20:01
+    9900 |     0 |   0.052784 |   0.127318 |     7.70e-06 |    1:38:15 |    3:19:29
+    9950 |     0 |   0.005318 |   0.123543 |     7.67e-06 |    1:38:43 |    3:18:57
+   10000 |     0 |   0.192279 |   0.125148 |     7.65e-06 |    1:39:12 |    3:18:24
+[07:04:26]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-10000
+[07:04:28] Generating 16 validation images ...
+[07:04:48] Validation step 10000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0010000.png
+   10050 |     0 |   0.346484 |   0.128393 |     7.63e-06 |    1:40:11 |    3:18:53
+   10100 |     0 |   0.181530 |   0.125723 |     7.61e-06 |    1:40:40 |    3:18:21
+   10150 |     0 |   0.091223 |   0.124678 |     7.58e-06 |    1:41:08 |    3:17:48
+   10200 |     0 |   0.303504 |   0.126214 |     7.56e-06 |    1:41:37 |    3:17:16
+   10250 |     0 |   0.196861 |   0.128112 |     7.54e-06 |    1:42:06 |    3:16:44
+   10300 |     0 |   0.133353 |   0.128215 |     7.52e-06 |    1:42:34 |    3:16:11
+[07:07:48] --- Epoch 0 | Steps: 10314 | Avg Loss: 0.123914 ---
+   10350 |     1 |   0.012312 |   0.127468 |     7.49e-06 |    1:43:03 |    3:15:39
+   10400 |     1 |   0.114676 |   0.126414 |     7.47e-06 |    1:43:31 |    3:15:06
+   10450 |     1 |   0.465784 |   0.130917 |     7.45e-06 |    1:44:00 |    3:14:34
+   10500 |     1 |   0.012379 |   0.128530 |     7.42e-06 |    1:44:28 |    3:14:02
+   10550 |     1 |   0.108040 |   0.127816 |     7.40e-06 |    1:44:57 |    3:13:30
+   10600 |     1 |   0.069279 |   0.128202 |     7.38e-06 |    1:45:26 |    3:12:57
+   10650 |     1 |   0.016868 |   0.126397 |     7.35e-06 |    1:45:54 |    3:12:25
+   10700 |     1 |   0.050296 |   0.126887 |     7.33e-06 |    1:46:23 |    3:11:53
+   10750 |     1 |   0.153770 |   0.127384 |     7.31e-06 |    1:46:51 |    3:11:21
+   10800 |     1 |   0.027052 |   0.126106 |     7.28e-06 |    1:47:20 |    3:10:49
+   10850 |     1 |   0.294031 |   0.129038 |     7.26e-06 |    1:47:48 |    3:10:17
+   10900 |     1 |   0.017921 |   0.128498 |     7.23e-06 |    1:48:17 |    3:09:45
+   10950 |     1 |   0.058299 |   0.128212 |     7.21e-06 |    1:48:45 |    3:09:13
+   11000 |     1 |   0.044638 |   0.125346 |     7.19e-06 |    1:49:14 |    3:08:41
+[07:14:20] Generating 16 validation images ...
+[07:14:40] Validation step 11000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0011000.png
+   11050 |     1 |   0.145904 |   0.120077 |     7.16e-06 |    1:50:03 |    3:08:45
+   11100 |     1 |   0.246970 |   0.121915 |     7.14e-06 |    1:50:32 |    3:08:13
+   11150 |     1 |   0.029504 |   0.119227 |     7.11e-06 |    1:51:01 |    3:07:41
+   11200 |     1 |   0.214740 |   0.120192 |     7.09e-06 |    1:51:29 |    3:07:08
+   11250 |     1 |   0.032434 |   0.118651 |     7.07e-06 |    1:51:58 |    3:06:36
+   11300 |     1 |   0.100054 |   0.119373 |     7.04e-06 |    1:52:26 |    3:06:04
+   11350 |     1 |   0.112253 |   0.120464 |     7.02e-06 |    1:52:55 |    3:05:32
+   11400 |     1 |   0.023273 |   0.120667 |     6.99e-06 |    1:53:23 |    3:05:00
+   11450 |     1 |   0.200823 |   0.122591 |     6.97e-06 |    1:53:52 |    3:04:28
+   11500 |     1 |   0.030757 |   0.121987 |     6.94e-06 |    1:54:20 |    3:03:56
+   11550 |     1 |   0.034027 |   0.121915 |     6.92e-06 |    1:54:49 |    3:03:25
+   11600 |     1 |   0.042034 |   0.120130 |     6.89e-06 |    1:55:17 |    3:02:53
+   11650 |     1 |   0.334695 |   0.122800 |     6.87e-06 |    1:55:46 |    3:02:21
+   11700 |     1 |   0.178851 |   0.122903 |     6.85e-06 |    1:56:15 |    3:01:49
+   11750 |     1 |   0.012312 |   0.122613 |     6.82e-06 |    1:56:43 |    3:01:18
+   11800 |     1 |   0.038137 |   0.121591 |     6.80e-06 |    1:57:12 |    3:00:46
+   11850 |     1 |   0.111516 |   0.121680 |     6.77e-06 |    1:57:40 |    3:00:14
+   11900 |     1 |   0.251256 |   0.122233 |     6.75e-06 |    1:58:09 |    2:59:43
+   11950 |     1 |   0.099954 |   0.121794 |     6.72e-06 |    1:58:38 |    2:59:11
+   12000 |     1 |   0.434506 |   0.125662 |     6.70e-06 |    1:59:06 |    2:58:40
+[07:24:20]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-12000
+[07:24:22] Generating 16 validation images ...
+[07:24:43] Validation step 12000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0012000.png
+   12050 |     1 |   0.028953 |   0.123818 |     6.67e-06 |    2:00:06 |    2:58:54
+   12100 |     1 |   0.048222 |   0.123353 |     6.65e-06 |    2:00:34 |    2:58:22
+   12150 |     1 |   0.145599 |   0.122940 |     6.62e-06 |    2:01:03 |    2:57:51
+   12200 |     1 |   0.228218 |   0.122016 |     6.60e-06 |    2:01:32 |    2:57:19
+   12250 |     1 |   0.218596 |   0.122754 |     6.57e-06 |    2:02:00 |    2:56:47
+   12300 |     1 |   0.135684 |   0.123562 |     6.55e-06 |    2:02:29 |    2:56:16
+   12350 |     1 |   0.207149 |   0.124391 |     6.52e-06 |    2:02:58 |    2:55:44
+   12400 |     1 |   0.240238 |   0.124967 |     6.49e-06 |    2:03:26 |    2:55:12
+   12450 |     1 |   0.224366 |   0.126464 |     6.47e-06 |    2:03:55 |    2:54:41
+   12500 |     1 |   0.091714 |   0.124174 |     6.44e-06 |    2:04:23 |    2:54:09
+   12550 |     1 |   0.039947 |   0.124079 |     6.42e-06 |    2:04:52 |    2:53:37
+   12600 |     1 |   0.013263 |   0.122954 |     6.39e-06 |    2:05:21 |    2:53:06
+   12650 |     1 |   0.000871 |   0.120128 |     6.37e-06 |    2:05:49 |    2:52:34
+   12700 |     1 |   0.122484 |   0.120178 |     6.34e-06 |    2:06:18 |    2:52:02
+   12750 |     1 |   0.139520 |   0.121092 |     6.32e-06 |    2:06:46 |    2:51:31
+   12800 |     1 |   0.041644 |   0.119639 |     6.29e-06 |    2:07:15 |    2:50:59
+   12850 |     1 |   0.070618 |   0.119148 |     6.26e-06 |    2:07:43 |    2:50:28
+   12900 |     1 |   0.011370 |   0.118903 |     6.24e-06 |    2:08:12 |    2:49:56
+   12950 |     1 |   0.051709 |   0.119210 |     6.21e-06 |    2:08:40 |    2:49:25
+   13000 |     1 |   0.002341 |   0.116822 |     6.19e-06 |    2:09:09 |    2:48:54
+[07:34:15] Generating 16 validation images ...
+[07:34:36] Validation step 13000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0013000.png
+   13050 |     1 |   0.070885 |   0.115761 |     6.16e-06 |    2:09:59 |    2:48:50
+   13100 |     1 |   0.069044 |   0.116378 |     6.13e-06 |    2:10:27 |    2:48:18
+   13150 |     1 |   0.257325 |   0.116365 |     6.11e-06 |    2:10:56 |    2:47:47
+   13200 |     1 |   0.108889 |   0.115957 |     6.08e-06 |    2:11:25 |    2:47:15
+   13250 |     1 |   0.026149 |   0.115501 |     6.06e-06 |    2:11:53 |    2:46:44
+   13300 |     1 |   0.074274 |   0.113837 |     6.03e-06 |    2:12:22 |    2:46:12
+   13350 |     1 |   0.224484 |   0.115738 |     6.00e-06 |    2:12:50 |    2:45:41
+   13400 |     1 |   0.203555 |   0.115755 |     5.98e-06 |    2:13:19 |    2:45:09
+   13450 |     1 |   0.177853 |   0.116911 |     5.95e-06 |    2:13:48 |    2:44:38
+   13500 |     1 |   0.091447 |   0.117388 |     5.93e-06 |    2:14:16 |    2:44:07
+   13550 |     1 |   0.123772 |   0.116844 |     5.90e-06 |    2:14:45 |    2:43:35
+   13600 |     1 |   0.218378 |   0.115497 |     5.87e-06 |    2:15:13 |    2:43:04
+   13650 |     1 |   0.111406 |   0.115847 |     5.85e-06 |    2:15:42 |    2:42:33
+   13700 |     1 |   0.047631 |   0.115116 |     5.82e-06 |    2:16:11 |    2:42:01
+   13750 |     1 |   0.121087 |   0.116237 |     5.80e-06 |    2:16:39 |    2:41:30
+   13800 |     1 |   0.123955 |   0.117165 |     5.77e-06 |    2:17:08 |    2:40:59
+   13850 |     1 |   0.061149 |   0.116497 |     5.74e-06 |    2:17:36 |    2:40:28
+   13900 |     1 |   0.161410 |   0.117918 |     5.72e-06 |    2:18:05 |    2:39:56
+   13950 |     1 |   0.145986 |   0.119348 |     5.69e-06 |    2:18:34 |    2:39:25
+   14000 |     1 |   0.235997 |   0.121448 |     5.66e-06 |    2:19:02 |    2:38:54
+[07:44:14]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-14000
+[07:44:16] Generating 16 validation images ...
+[07:44:36] Validation step 14000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0014000.png
+   14050 |     1 |   0.166088 |   0.122029 |     5.64e-06 |    2:19:59 |    2:38:55
+   14100 |     1 |   0.064459 |   0.121835 |     5.61e-06 |    2:20:27 |    2:38:23
+   14150 |     1 |   0.105692 |   0.121916 |     5.58e-06 |    2:20:56 |    2:37:52
+   14200 |     1 |   0.227623 |   0.121444 |     5.56e-06 |    2:21:25 |    2:37:21
+   14250 |     1 |   0.094808 |   0.120418 |     5.53e-06 |    2:21:53 |    2:36:49
+   14300 |     1 |   0.133916 |   0.119159 |     5.50e-06 |    2:22:22 |    2:36:18
+   14350 |     1 |   0.433951 |   0.122106 |     5.48e-06 |    2:22:50 |    2:35:47
+   14400 |     1 |   0.147970 |   0.122402 |     5.45e-06 |    2:23:19 |    2:35:16
+   14450 |     1 |   0.020292 |   0.122550 |     5.43e-06 |    2:23:48 |    2:34:44
+   14500 |     1 |   0.164646 |   0.123951 |     5.40e-06 |    2:24:16 |    2:34:13
+   14550 |     1 |   0.083316 |   0.124599 |     5.37e-06 |    2:24:45 |    2:33:42
+   14600 |     1 |   0.187871 |   0.125585 |     5.35e-06 |    2:25:13 |    2:33:11
+   14650 |     1 |   0.223194 |   0.127698 |     5.32e-06 |    2:25:42 |    2:32:40
+   14700 |     1 |   0.338640 |   0.130474 |     5.29e-06 |    2:26:11 |    2:32:09
+   14750 |     1 |   0.241101 |   0.131363 |     5.27e-06 |    2:26:39 |    2:31:38
+   14800 |     1 |   0.092281 |   0.130805 |     5.24e-06 |    2:27:08 |    2:31:07
+   14850 |     1 |   0.018622 |   0.130843 |     5.21e-06 |    2:27:37 |    2:30:35
+   14900 |     1 |   0.212818 |   0.132444 |     5.19e-06 |    2:28:05 |    2:30:04
+   14950 |     1 |   0.027373 |   0.132664 |     5.16e-06 |    2:28:34 |    2:29:33
+   15000 |     1 |   0.136679 |   0.132108 |     5.13e-06 |    2:29:02 |    2:29:02
+[07:54:08] Generating 16 validation images ...
+[07:54:30] Validation step 15000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0015000.png
+   15050 |     1 |   0.281438 |   0.131458 |     5.11e-06 |    2:29:53 |    2:28:53
+   15100 |     1 |   0.020727 |   0.129850 |     5.08e-06 |    2:30:21 |    2:28:22
+   15150 |     1 |   0.025980 |   0.129197 |     5.05e-06 |    2:30:50 |    2:27:50
+   15200 |     1 |   0.114691 |   0.127309 |     5.03e-06 |    2:31:18 |    2:27:19
+   15250 |     1 |   0.002095 |   0.125362 |     5.00e-06 |    2:31:47 |    2:26:48
+   15300 |     1 |   0.140080 |   0.125429 |     4.97e-06 |    2:32:16 |    2:26:17
+   15350 |     1 |   0.037563 |   0.125681 |     4.95e-06 |    2:32:44 |    2:25:46
+   15400 |     1 |   0.042051 |   0.124955 |     4.92e-06 |    2:33:13 |    2:25:15
+   15450 |     1 |   0.094190 |   0.121239 |     4.89e-06 |    2:33:41 |    2:24:44
+   15500 |     1 |   0.042121 |   0.121537 |     4.87e-06 |    2:34:10 |    2:24:13
+   15550 |     1 |   0.262487 |   0.123081 |     4.84e-06 |    2:34:39 |    2:23:42
+   15600 |     1 |   0.100948 |   0.123398 |     4.81e-06 |    2:35:07 |    2:23:11
+   15650 |     1 |   0.179477 |   0.125024 |     4.79e-06 |    2:35:36 |    2:22:40
+   15700 |     1 |   0.211694 |   0.126638 |     4.76e-06 |    2:36:04 |    2:22:09
+   15750 |     1 |   0.028413 |   0.125384 |     4.73e-06 |    2:36:33 |    2:21:38
+   15800 |     1 |   0.107337 |   0.126187 |     4.71e-06 |    2:37:02 |    2:21:07
+   15850 |     1 |   0.037353 |   0.123620 |     4.68e-06 |    2:37:30 |    2:20:36
+   15900 |     1 |   0.169159 |   0.125133 |     4.65e-06 |    2:37:59 |    2:20:06
+   15950 |     1 |   0.061036 |   0.125160 |     4.63e-06 |    2:38:27 |    2:19:35
+   16000 |     1 |   0.050309 |   0.125217 |     4.60e-06 |    2:38:56 |    2:19:04
+[08:04:10]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-16000
+[08:04:12] Generating 16 validation images ...
+[08:04:33] Validation step 16000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0016000.png
+   16050 |     1 |   0.199257 |   0.125750 |     4.57e-06 |    2:39:56 |    2:19:01
+   16100 |     1 |   0.115634 |   0.124437 |     4.55e-06 |    2:40:25 |    2:18:30
+   16150 |     1 |   0.058729 |   0.124729 |     4.52e-06 |    2:40:53 |    2:17:59
+   16200 |     1 |   0.193519 |   0.124517 |     4.50e-06 |    2:41:22 |    2:17:28
+   16250 |     1 |   0.318501 |   0.127378 |     4.47e-06 |    2:41:51 |    2:16:57
+   16300 |     1 |   0.156116 |   0.127938 |     4.44e-06 |    2:42:19 |    2:16:26
+   16350 |     1 |   0.083202 |   0.127648 |     4.42e-06 |    2:42:48 |    2:15:55
+   16400 |     1 |   0.012107 |   0.127536 |     4.39e-06 |    2:43:16 |    2:15:24
+   16450 |     1 |   0.115203 |   0.126680 |     4.36e-06 |    2:43:45 |    2:14:53
+   16500 |     1 |   0.114943 |   0.127522 |     4.34e-06 |    2:44:14 |    2:14:22
+   16550 |     1 |   0.027321 |   0.127455 |     4.31e-06 |    2:44:42 |    2:13:51
+   16600 |     1 |   0.271976 |   0.129754 |     4.28e-06 |    2:45:11 |    2:13:20
+   16650 |     1 |   0.122077 |   0.127628 |     4.26e-06 |    2:45:39 |    2:12:49
+   16700 |     1 |   0.019508 |   0.126034 |     4.23e-06 |    2:46:08 |    2:12:19
+   16750 |     1 |   0.612043 |   0.132032 |     4.20e-06 |    2:46:37 |    2:11:48
+   16800 |     1 |   0.003431 |   0.131685 |     4.18e-06 |    2:47:05 |    2:11:17
+   16850 |     1 |   0.014117 |   0.130711 |     4.15e-06 |    2:47:34 |    2:10:46
+   16900 |     1 |   0.105948 |   0.129258 |     4.13e-06 |    2:48:02 |    2:10:15
+   16950 |     1 |   0.033569 |   0.128594 |     4.10e-06 |    2:48:31 |    2:09:44
+   17000 |     1 |   0.174113 |   0.125990 |     4.07e-06 |    2:49:00 |    2:09:14
+[08:14:06] Generating 16 validation images ...
+[08:14:27] Validation step 17000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0017000.png
+   17050 |     1 |   0.240890 |   0.128109 |     4.05e-06 |    2:49:50 |    2:08:59
+   17100 |     1 |   0.042946 |   0.128056 |     4.02e-06 |    2:50:19 |    2:08:29
+   17150 |     1 |   0.065947 |   0.127260 |     4.00e-06 |    2:50:47 |    2:07:58
+   17200 |     1 |   0.086052 |   0.125838 |     3.97e-06 |    2:51:16 |    2:07:27
+   17250 |     1 |   0.038912 |   0.124041 |     3.94e-06 |    2:51:44 |    2:06:56
+   17300 |     1 |   0.375208 |   0.126437 |     3.92e-06 |    2:52:13 |    2:06:25
+   17350 |     1 |   0.118318 |   0.125548 |     3.89e-06 |    2:52:42 |    2:05:55
+   17400 |     1 |   0.339930 |   0.126545 |     3.87e-06 |    2:53:10 |    2:05:24
+   17450 |     1 |   0.145646 |   0.125758 |     3.84e-06 |    2:53:39 |    2:04:53
+   17500 |     1 |   0.023274 |   0.125074 |     3.81e-06 |    2:54:07 |    2:04:22
+   17550 |     1 |   0.201295 |   0.126687 |     3.79e-06 |    2:54:36 |    2:03:51
+   17600 |     1 |   0.063797 |   0.127193 |     3.76e-06 |    2:55:04 |    2:03:21
+   17650 |     1 |   0.015681 |   0.127341 |     3.74e-06 |    2:55:33 |    2:02:50
+   17700 |     1 |   0.066412 |   0.126780 |     3.71e-06 |    2:56:02 |    2:02:19
+   17750 |     1 |   0.168062 |   0.127065 |     3.68e-06 |    2:56:30 |    2:01:49
+   17800 |     1 |   0.161712 |   0.128266 |     3.66e-06 |    2:56:59 |    2:01:18
+   17850 |     1 |   0.026552 |   0.127825 |     3.63e-06 |    2:57:27 |    2:00:47
+   17900 |     1 |   0.014996 |   0.127862 |     3.61e-06 |    2:57:56 |    2:00:16
+   17950 |     1 |   0.001839 |   0.127363 |     3.58e-06 |    2:58:24 |    1:59:46
+   18000 |     1 |   0.000813 |   0.127348 |     3.56e-06 |    2:58:53 |    1:59:15
+[08:24:06]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-18000
+[08:24:07] Generating 16 validation images ...
+[08:24:28] Validation step 18000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0018000.png
+   18050 |     1 |   0.014672 |   0.126785 |     3.53e-06 |    2:59:51 |    1:59:04
+   18100 |     1 |   0.075937 |   0.126854 |     3.51e-06 |    3:00:19 |    1:58:33
+   18150 |     1 |   0.126283 |   0.125544 |     3.48e-06 |    3:00:48 |    1:58:02
+   18200 |     1 |   0.005664 |   0.124512 |     3.45e-06 |    3:01:16 |    1:57:31
+   18250 |     1 |   0.269043 |   0.126941 |     3.43e-06 |    3:01:45 |    1:57:01
+   18300 |     1 |   0.421000 |   0.130408 |     3.40e-06 |    3:02:13 |    1:56:30
+   18350 |     1 |   0.000923 |   0.128172 |     3.38e-06 |    3:02:42 |    1:55:59
+   18400 |     1 |   0.313238 |   0.129269 |     3.35e-06 |    3:03:10 |    1:55:29
+   18450 |     1 |   0.054783 |   0.128039 |     3.33e-06 |    3:03:39 |    1:54:58
+   18500 |     1 |   0.082136 |   0.127945 |     3.30e-06 |    3:04:07 |    1:54:27
+   18550 |     1 |   0.117919 |   0.127887 |     3.28e-06 |    3:04:36 |    1:53:56
+   18600 |     1 |   0.113764 |   0.126841 |     3.25e-06 |    3:05:05 |    1:53:26
+   18650 |     1 |   0.119223 |   0.126919 |     3.23e-06 |    3:05:33 |    1:52:55
+   18700 |     1 |   0.179869 |   0.128241 |     3.20e-06 |    3:06:02 |    1:52:25
+   18750 |     1 |   0.116559 |   0.128196 |     3.18e-06 |    3:06:30 |    1:51:54
+   18800 |     1 |   0.053299 |   0.127489 |     3.15e-06 |    3:06:59 |    1:51:23
+   18850 |     1 |   0.128430 |   0.128162 |     3.13e-06 |    3:07:27 |    1:50:53
+   18900 |     1 |   0.080400 |   0.127352 |     3.11e-06 |    3:07:56 |    1:50:22
+   18950 |     1 |   0.259055 |   0.128483 |     3.08e-06 |    3:08:25 |    1:49:52
+   19000 |     1 |   0.196264 |   0.128086 |     3.06e-06 |    3:08:53 |    1:49:21
+[08:33:59] Generating 16 validation images ...
+[08:34:20] Validation step 19000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0019000.png
+   19050 |     1 |   0.089444 |   0.127319 |     3.03e-06 |    3:09:43 |    1:49:03
+   19100 |     1 |   0.149302 |   0.128167 |     3.01e-06 |    3:10:11 |    1:48:32
+   19150 |     1 |   0.009621 |   0.127207 |     2.98e-06 |    3:10:40 |    1:48:01
+   19200 |     1 |   0.131464 |   0.126245 |     2.96e-06 |    3:11:09 |    1:47:31
+   19250 |     1 |   0.071958 |   0.126017 |     2.93e-06 |    3:11:37 |    1:47:00
+   19300 |     1 |   0.002625 |   0.124704 |     2.91e-06 |    3:12:06 |    1:46:30
+   19350 |     1 |   0.099621 |   0.121360 |     2.89e-06 |    3:12:34 |    1:45:59
+   19400 |     1 |   0.043252 |   0.120313 |     2.86e-06 |    3:13:03 |    1:45:29
+   19450 |     1 |   0.114201 |   0.121252 |     2.84e-06 |    3:13:31 |    1:44:58
+   19500 |     1 |   0.082942 |   0.120435 |     2.81e-06 |    3:14:00 |    1:44:27
+   19550 |     1 |   0.159431 |   0.121196 |     2.79e-06 |    3:14:28 |    1:43:57
+   19600 |     1 |   0.188939 |   0.121207 |     2.77e-06 |    3:14:57 |    1:43:26
+   19650 |     1 |   0.272921 |   0.121704 |     2.74e-06 |    3:15:26 |    1:42:56
+   19700 |     1 |   0.119483 |   0.119513 |     2.72e-06 |    3:15:54 |    1:42:25
+   19750 |     1 |   0.062797 |   0.117730 |     2.69e-06 |    3:16:23 |    1:41:55
+   19800 |     1 |   0.256863 |   0.119376 |     2.67e-06 |    3:16:51 |    1:41:24
+   19850 |     1 |   0.046123 |   0.119651 |     2.65e-06 |    3:17:20 |    1:40:54
+   19900 |     1 |   0.166960 |   0.119192 |     2.62e-06 |    3:17:48 |    1:40:23
+   19950 |     1 |   0.047609 |   0.119394 |     2.60e-06 |    3:18:17 |    1:39:53
+   20000 |     1 |   0.080564 |   0.118833 |     2.58e-06 |    3:18:45 |    1:39:22
+[08:43:58]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-20000
+[08:44:00] Generating 16 validation images ...
+[08:44:20] Validation step 20000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0020000.png
+   20050 |     1 |   0.177799 |   0.117797 |     2.55e-06 |    3:19:43 |    1:39:06
+   20100 |     1 |   0.061968 |   0.118209 |     2.53e-06 |    3:20:11 |    1:38:36
+   20150 |     1 |   0.222766 |   0.120177 |     2.51e-06 |    3:20:40 |    1:38:05
+   20200 |     1 |   0.027791 |   0.119308 |     2.48e-06 |    3:21:08 |    1:37:35
+   20250 |     1 |   0.303350 |   0.122321 |     2.46e-06 |    3:21:37 |    1:37:04
+   20300 |     1 |   0.034059 |   0.121261 |     2.44e-06 |    3:22:06 |    1:36:34
+   20350 |     1 |   0.149407 |   0.122379 |     2.42e-06 |    3:22:34 |    1:36:03
+   20400 |     1 |   0.173830 |   0.123697 |     2.39e-06 |    3:23:03 |    1:35:33
+   20450 |     1 |   0.347973 |   0.126235 |     2.37e-06 |    3:23:31 |    1:35:02
+   20500 |     1 |   0.026417 |   0.126078 |     2.35e-06 |    3:24:00 |    1:34:32
+   20550 |     1 |   0.090031 |   0.124353 |     2.33e-06 |    3:24:28 |    1:34:01
+   20600 |     1 |   0.174932 |   0.125093 |     2.30e-06 |    3:24:57 |    1:33:31
+[08:50:19] --- Epoch 1 | Steps: 10314 | Avg Loss: 0.124659 ---
+   20650 |     2 |   0.103707 |   0.124335 |     2.28e-06 |    3:25:25 |    1:33:00
+   20700 |     2 |   0.160639 |   0.123825 |     2.26e-06 |    3:25:54 |    1:32:30
+   20750 |     2 |   0.181501 |   0.125355 |     2.24e-06 |    3:26:22 |    1:32:00
+   20800 |     2 |   0.078843 |   0.125071 |     2.21e-06 |    3:26:51 |    1:31:29
+   20850 |     2 |   0.227912 |   0.126976 |     2.19e-06 |    3:27:20 |    1:30:59
+   20900 |     2 |   0.011035 |   0.125395 |     2.17e-06 |    3:27:48 |    1:30:28
+   20950 |     2 |   0.019657 |   0.124981 |     2.15e-06 |    3:28:17 |    1:29:58
+   21000 |     2 |   0.053648 |   0.125014 |     2.13e-06 |    3:28:45 |    1:29:28
+[08:53:51] Generating 16 validation images ...
+[08:54:12] Validation step 21000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0021000.png
+   21050 |     2 |   0.070330 |   0.123725 |     2.10e-06 |    3:29:35 |    1:29:06
+   21100 |     2 |   0.094985 |   0.123519 |     2.08e-06 |    3:30:03 |    1:28:36
+   21150 |     2 |   0.058848 |   0.123520 |     2.06e-06 |    3:30:32 |    1:28:05
+   21200 |     2 |   0.022056 |   0.121805 |     2.04e-06 |    3:31:00 |    1:27:35
+   21250 |     2 |   0.186587 |   0.120486 |     2.02e-06 |    3:31:29 |    1:27:05
+   21300 |     2 |   0.032763 |   0.119253 |     2.00e-06 |    3:31:58 |    1:26:34
+   21350 |     2 |   0.183468 |   0.120255 |     1.98e-06 |    3:32:26 |    1:26:04
+   21400 |     2 |   0.112627 |   0.121260 |     1.95e-06 |    3:32:55 |    1:25:33
+   21450 |     2 |   0.061612 |   0.120725 |     1.93e-06 |    3:33:23 |    1:25:03
+   21500 |     2 |   0.160811 |   0.121183 |     1.91e-06 |    3:33:52 |    1:24:33
+   21550 |     2 |   0.023216 |   0.121142 |     1.89e-06 |    3:34:21 |    1:24:03
+   21600 |     2 |   0.127731 |   0.119700 |     1.87e-06 |    3:34:49 |    1:23:32
+   21650 |     2 |   0.133030 |   0.119809 |     1.85e-06 |    3:35:18 |    1:23:02
+   21700 |     2 |   0.094418 |   0.120558 |     1.83e-06 |    3:35:47 |    1:22:32
+   21750 |     2 |   0.259481 |   0.117033 |     1.81e-06 |    3:36:15 |    1:22:01
+   21800 |     2 |   0.030890 |   0.117307 |     1.79e-06 |    3:36:44 |    1:21:31
+   21850 |     2 |   0.152550 |   0.118692 |     1.77e-06 |    3:37:13 |    1:21:01
+   21900 |     2 |   0.079787 |   0.118430 |     1.75e-06 |    3:37:41 |    1:20:31
+   21950 |     2 |   0.080884 |   0.118903 |     1.73e-06 |    3:38:10 |    1:20:00
+   22000 |     2 |   0.077377 |   0.117936 |     1.71e-06 |    3:38:39 |    1:19:30
+[09:03:52]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-22000
+[09:03:54] Generating 16 validation images ...
+[09:04:14] Validation step 22000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0022000.png
+   22050 |     2 |   0.268854 |   0.118215 |     1.69e-06 |    3:39:37 |    1:19:11
+   22100 |     2 |   0.233289 |   0.120119 |     1.67e-06 |    3:40:06 |    1:18:40
+   22150 |     2 |   0.216511 |   0.121625 |     1.65e-06 |    3:40:34 |    1:18:10
+   22200 |     2 |   0.046670 |   0.121231 |     1.63e-06 |    3:41:03 |    1:17:40
+   22250 |     2 |   0.187032 |   0.122712 |     1.61e-06 |    3:41:31 |    1:17:09
+   22300 |     2 |   0.070621 |   0.119666 |     1.59e-06 |    3:42:00 |    1:16:39
+   22350 |     2 |   0.076159 |   0.119244 |     1.57e-06 |    3:42:29 |    1:16:09
+   22400 |     2 |   0.016199 |   0.116007 |     1.55e-06 |    3:42:57 |    1:15:38
+   22450 |     2 |   0.035732 |   0.114908 |     1.53e-06 |    3:43:26 |    1:15:08
+   22500 |     2 |   0.218802 |   0.116863 |     1.51e-06 |    3:43:54 |    1:14:38
+   22550 |     2 |   0.111447 |   0.115965 |     1.49e-06 |    3:44:23 |    1:14:07
+   22600 |     2 |   0.040048 |   0.115727 |     1.47e-06 |    3:44:51 |    1:13:37
+   22650 |     2 |   0.210661 |   0.117677 |     1.46e-06 |    3:45:20 |    1:13:07
+   22700 |     2 |   0.231094 |   0.119324 |     1.44e-06 |    3:45:49 |    1:12:37
+   22750 |     2 |   0.052100 |   0.118164 |     1.42e-06 |    3:46:17 |    1:12:07
+   22800 |     2 |   0.250527 |   0.119052 |     1.40e-06 |    3:46:46 |    1:11:36
+   22850 |     2 |   0.015661 |   0.118944 |     1.38e-06 |    3:47:15 |    1:11:06
+   22900 |     2 |   0.025583 |   0.119049 |     1.36e-06 |    3:47:43 |    1:10:36
+   22950 |     2 |   0.062434 |   0.119655 |     1.34e-06 |    3:48:12 |    1:10:06
+   23000 |     2 |   0.270703 |   0.122354 |     1.33e-06 |    3:48:40 |    1:09:35
+[09:13:46] Generating 16 validation images ...
+[09:14:07] Validation step 23000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0023000.png
+   23050 |     2 |   0.073536 |   0.122943 |     1.31e-06 |    3:49:30 |    1:09:12
+   23100 |     2 |   0.173359 |   0.123917 |     1.29e-06 |    3:49:58 |    1:08:41
+   23150 |     2 |   0.194737 |   0.124602 |     1.27e-06 |    3:50:27 |    1:08:11
+   23200 |     2 |   0.062081 |   0.125166 |     1.25e-06 |    3:50:56 |    1:07:41
+   23250 |     2 |   0.012609 |   0.122601 |     1.24e-06 |    3:51:24 |    1:07:11
+   23300 |     2 |   0.082309 |   0.119215 |     1.22e-06 |    3:51:53 |    1:06:40
+   23350 |     2 |   0.105963 |   0.120265 |     1.20e-06 |    3:52:22 |    1:06:10
+   23400 |     2 |   0.288677 |   0.120019 |     1.19e-06 |    3:52:50 |    1:05:40
+   23450 |     2 |   0.256047 |   0.122032 |     1.17e-06 |    3:53:19 |    1:05:10
+   23500 |     2 |   0.115000 |   0.122361 |     1.15e-06 |    3:53:47 |    1:04:40
+   23550 |     2 |   0.089801 |   0.122079 |     1.13e-06 |    3:54:16 |    1:04:09
+   23600 |     2 |   0.065648 |   0.121598 |     1.12e-06 |    3:54:45 |    1:03:39
+   23650 |     2 |   0.079461 |   0.121201 |     1.10e-06 |    3:55:13 |    1:03:09
+   23700 |     2 |   0.049765 |   0.119900 |     1.08e-06 |    3:55:42 |    1:02:39
+   23750 |     2 |   0.011517 |   0.118849 |     1.07e-06 |    3:56:10 |    1:02:09
+   23800 |     2 |   0.164869 |   0.119965 |     1.05e-06 |    3:56:39 |    1:01:38
+   23850 |     2 |   0.039925 |   0.119080 |     1.03e-06 |    3:57:07 |    1:01:08
+   23900 |     2 |   0.108337 |   0.119359 |     1.02e-06 |    3:57:36 |    1:00:38
+   23950 |     2 |   0.342235 |   0.120191 |     1.00e-06 |    3:58:04 |    1:00:08
+   24000 |     2 |   0.157125 |   0.119800 |     9.86e-07 |    3:58:33 |    0:59:38
+[09:23:45]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-24000
+[09:23:47] Generating 16 validation images ...
+[09:24:07] Validation step 24000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0024000.png
+   24050 |     2 |   0.131926 |   0.120224 |     9.71e-07 |    3:59:30 |    0:59:15
+   24100 |     2 |   0.343066 |   0.122162 |     9.55e-07 |    3:59:58 |    0:58:45
+   24150 |     2 |   0.217697 |   0.124243 |     9.39e-07 |    4:00:27 |    0:58:14
+   24200 |     2 |   0.100905 |   0.123937 |     9.24e-07 |    4:00:55 |    0:57:44
+   24250 |     2 |   0.220229 |   0.125420 |     9.08e-07 |    4:01:24 |    0:57:14
+   24300 |     2 |   0.090090 |   0.126295 |     8.93e-07 |    4:01:53 |    0:56:44
+   24350 |     2 |   0.132686 |   0.126625 |     8.78e-07 |    4:02:21 |    0:56:14
+   24400 |     2 |   0.228963 |   0.128482 |     8.63e-07 |    4:02:50 |    0:55:43
+   24450 |     2 |   0.061995 |   0.127960 |     8.48e-07 |    4:03:18 |    0:55:13
+   24500 |     2 |   0.282051 |   0.129951 |     8.33e-07 |    4:03:47 |    0:54:43
+   24550 |     2 |   0.165149 |   0.130009 |     8.19e-07 |    4:04:15 |    0:54:13
+   24600 |     2 |   0.327399 |   0.131393 |     8.04e-07 |    4:04:44 |    0:53:43
+   24650 |     2 |   0.001663 |   0.128681 |     7.90e-07 |    4:05:12 |    0:53:13
+   24700 |     2 |   0.020471 |   0.127691 |     7.76e-07 |    4:05:41 |    0:52:43
+   24750 |     2 |   0.160025 |   0.128663 |     7.61e-07 |    4:06:09 |    0:52:13
+   24800 |     2 |   0.089021 |   0.126984 |     7.47e-07 |    4:06:38 |    0:51:42
+   24850 |     2 |   0.017403 |   0.126697 |     7.33e-07 |    4:07:06 |    0:51:12
+   24900 |     2 |   0.055295 |   0.125581 |     7.20e-07 |    4:07:35 |    0:50:42
+   24950 |     2 |   0.058036 |   0.125685 |     7.06e-07 |    4:08:04 |    0:50:12
+   25000 |     2 |   0.106294 |   0.125942 |     6.92e-07 |    4:08:32 |    0:49:42
+[09:33:38] Generating 16 validation images ...
+[09:33:59] Validation step 25000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0025000.png
+   25050 |     2 |   0.142564 |   0.125590 |     6.79e-07 |    4:09:22 |    0:49:16
+   25100 |     2 |   0.275442 |   0.127724 |     6.65e-07 |    4:09:50 |    0:48:46
+   25150 |     2 |   0.023215 |   0.125729 |     6.52e-07 |    4:10:19 |    0:48:16
+   25200 |     2 |   0.056714 |   0.126018 |     6.39e-07 |    4:10:47 |    0:47:46
+   25250 |     2 |   0.027644 |   0.123261 |     6.26e-07 |    4:11:16 |    0:47:16
+   25300 |     2 |   0.054964 |   0.123470 |     6.13e-07 |    4:11:44 |    0:46:46
+   25350 |     2 |   0.194381 |   0.123920 |     6.01e-07 |    4:12:13 |    0:46:15
+   25400 |     2 |   0.160862 |   0.123790 |     5.88e-07 |    4:12:41 |    0:45:45
+   25450 |     2 |   0.201419 |   0.122325 |     5.76e-07 |    4:13:10 |    0:45:15
+   25500 |     2 |   0.045354 |   0.122514 |     5.63e-07 |    4:13:39 |    0:44:45
+   25550 |     2 |   0.027570 |   0.121889 |     5.51e-07 |    4:14:07 |    0:44:15
+   25600 |     2 |   0.031915 |   0.120459 |     5.39e-07 |    4:14:36 |    0:43:45
+   25650 |     2 |   0.213666 |   0.121559 |     5.27e-07 |    4:15:04 |    0:43:15
+   25700 |     2 |   0.085169 |   0.120804 |     5.15e-07 |    4:15:33 |    0:42:45
+   25750 |     2 |   0.080842 |   0.119798 |     5.03e-07 |    4:16:01 |    0:42:15
+   25800 |     2 |   0.073140 |   0.119741 |     4.92e-07 |    4:16:30 |    0:41:45
+   25850 |     2 |   0.307814 |   0.120540 |     4.80e-07 |    4:16:58 |    0:41:15
+   25900 |     2 |   0.325712 |   0.123686 |     4.69e-07 |    4:17:27 |    0:40:45
+   25950 |     2 |   0.145531 |   0.124945 |     4.58e-07 |    4:17:56 |    0:40:15
+   26000 |     2 |   0.006310 |   0.124472 |     4.47e-07 |    4:18:24 |    0:39:45
+[09:43:36]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-26000
+[09:43:37] Generating 16 validation images ...
+[09:43:58] Validation step 26000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0026000.png
+   26050 |     2 |   0.275467 |   0.126523 |     4.36e-07 |    4:19:20 |    0:39:19
+   26100 |     2 |   0.031082 |   0.125884 |     4.25e-07 |    4:19:49 |    0:38:49
+   26150 |     2 |   0.216535 |   0.127461 |     4.14e-07 |    4:20:17 |    0:38:19
+   26200 |     2 |   0.170710 |   0.128947 |     4.04e-07 |    4:20:46 |    0:37:49
+   26250 |     2 |   0.018656 |   0.127268 |     3.93e-07 |    4:21:14 |    0:37:19
+   26300 |     2 |   0.179596 |   0.128736 |     3.83e-07 |    4:21:43 |    0:36:49
+   26350 |     2 |   0.297135 |   0.129873 |     3.73e-07 |    4:22:11 |    0:36:19
+   26400 |     2 |   0.325629 |   0.132003 |     3.63e-07 |    4:22:40 |    0:35:49
+   26450 |     2 |   0.041536 |   0.131802 |     3.53e-07 |    4:23:08 |    0:35:19
+   26500 |     2 |   0.008827 |   0.130283 |     3.43e-07 |    4:23:37 |    0:34:49
+   26550 |     2 |   0.173671 |   0.131787 |     3.34e-07 |    4:24:05 |    0:34:19
+   26600 |     2 |   0.081910 |   0.131329 |     3.24e-07 |    4:24:34 |    0:33:49
+   26650 |     2 |   0.113236 |   0.131131 |     3.15e-07 |    4:25:03 |    0:33:19
+   26700 |     2 |   0.085463 |   0.131041 |     3.06e-07 |    4:25:31 |    0:32:49
+   26750 |     2 |   0.030165 |   0.128748 |     2.96e-07 |    4:26:00 |    0:32:19
+   26800 |     2 |   0.016849 |   0.128608 |     2.88e-07 |    4:26:28 |    0:31:49
+   26850 |     2 |   0.214153 |   0.129224 |     2.79e-07 |    4:26:57 |    0:31:19
+   26900 |     2 |   0.062065 |   0.129047 |     2.70e-07 |    4:27:25 |    0:30:49
+   26950 |     2 |   0.020718 |   0.128445 |     2.61e-07 |    4:27:54 |    0:30:19
+   27000 |     2 |   0.124600 |   0.128917 |     2.53e-07 |    4:28:23 |    0:29:49
+[09:53:29] Generating 16 validation images ...
+[09:53:49] Validation step 27000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0027000.png
+   27050 |     2 |   0.008348 |   0.126312 |     2.45e-07 |    4:29:12 |    0:29:21
+   27100 |     2 |   0.263134 |   0.126611 |     2.37e-07 |    4:29:40 |    0:28:51
+   27150 |     2 |   0.038778 |   0.124833 |     2.29e-07 |    4:30:09 |    0:28:21
+   27200 |     2 |   0.009800 |   0.124465 |     2.21e-07 |    4:30:38 |    0:27:51
+   27250 |     2 |   0.097221 |   0.123566 |     2.13e-07 |    4:31:06 |    0:27:21
+   27300 |     2 |   0.194121 |   0.124801 |     2.05e-07 |    4:31:35 |    0:26:51
+   27350 |     2 |   0.133776 |   0.125378 |     1.98e-07 |    4:32:03 |    0:26:21
+   27400 |     2 |   0.075418 |   0.125970 |     1.90e-07 |    4:32:32 |    0:25:51
+   27450 |     2 |   0.049170 |   0.126104 |     1.83e-07 |    4:33:00 |    0:25:21
+   27500 |     2 |   0.003233 |   0.123949 |     1.76e-07 |    4:33:29 |    0:24:51
+   27550 |     2 |   0.043384 |   0.123268 |     1.69e-07 |    4:33:57 |    0:24:21
+   27600 |     2 |   0.038662 |   0.123254 |     1.62e-07 |    4:34:26 |    0:23:51
+   27650 |     2 |   0.038418 |   0.121532 |     1.56e-07 |    4:34:54 |    0:23:21
+   27700 |     2 |   0.267207 |   0.121893 |     1.49e-07 |    4:35:22 |    0:22:51
+   27750 |     2 |   0.095005 |   0.122322 |     1.43e-07 |    4:35:51 |    0:22:22
+   27800 |     2 |   0.044781 |   0.120264 |     1.37e-07 |    4:36:19 |    0:21:52
+   27850 |     2 |   0.011456 |   0.120222 |     1.30e-07 |    4:36:48 |    0:21:22
+   27900 |     2 |   0.013900 |   0.120105 |     1.25e-07 |    4:37:16 |    0:20:52
+   27950 |     2 |   0.301467 |   0.122496 |     1.19e-07 |    4:37:45 |    0:20:22
+   28000 |     2 |   0.019024 |   0.119979 |     1.13e-07 |    4:38:13 |    0:19:52
+[10:03:26]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-28000
+[10:03:27] Generating 16 validation images ...
+[10:03:48] Validation step 28000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0028000.png
+   28050 |     2 |   0.069929 |   0.119943 |     1.07e-07 |    4:39:11 |    0:19:24
+   28100 |     2 |   0.069120 |   0.118901 |     1.02e-07 |    4:39:40 |    0:18:54
+   28150 |     2 |   0.169306 |   0.118646 |     9.67e-08 |    4:40:08 |    0:18:24
+   28200 |     2 |   0.203070 |   0.120056 |     9.16e-08 |    4:40:36 |    0:17:54
+   28250 |     2 |   0.062453 |   0.120555 |     8.66e-08 |    4:41:05 |    0:17:24
+   28300 |     2 |   0.055828 |   0.120290 |     8.17e-08 |    4:41:33 |    0:16:54
+   28350 |     2 |   0.000167 |   0.119232 |     7.70e-08 |    4:42:02 |    0:16:24
+   28400 |     2 |   0.173977 |   0.118085 |     7.24e-08 |    4:42:30 |    0:15:54
+   28450 |     2 |   0.037042 |   0.115895 |     6.80e-08 |    4:42:59 |    0:15:25
+   28500 |     2 |   0.026292 |   0.115008 |     6.37e-08 |    4:43:27 |    0:14:55
+   28550 |     2 |   0.103276 |   0.115142 |     5.95e-08 |    4:43:56 |    0:14:25
+   28600 |     2 |   0.020657 |   0.114692 |     5.55e-08 |    4:44:24 |    0:13:55
+   28650 |     2 |   0.018672 |   0.114085 |     5.16e-08 |    4:44:53 |    0:13:25
+   28700 |     2 |   0.451310 |   0.118100 |     4.78e-08 |    4:45:21 |    0:12:55
+   28750 |     2 |   0.123702 |   0.119222 |     4.42e-08 |    4:45:50 |    0:12:25
+   28800 |     2 |   0.152666 |   0.119100 |     4.08e-08 |    4:46:18 |    0:11:55
+   28850 |     2 |   0.207782 |   0.120778 |     3.74e-08 |    4:46:47 |    0:11:25
+   28900 |     2 |   0.009741 |   0.119792 |     3.43e-08 |    4:47:15 |    0:10:56
+   28950 |     2 |   0.070471 |   0.117075 |     3.12e-08 |    4:47:44 |    0:10:26
+   29000 |     2 |   0.311758 |   0.118621 |     2.83e-08 |    4:48:12 |    0:09:56
+[10:13:19] Generating 16 validation images ...
+[10:13:40] Validation step 29000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0029000.png
+   29050 |     2 |   0.327266 |   0.120575 |     2.56e-08 |    4:49:03 |    0:09:27
+   29100 |     2 |   0.112414 |   0.118268 |     2.29e-08 |    4:49:31 |    0:08:57
+   29150 |     2 |   0.201401 |   0.118105 |     2.05e-08 |    4:50:00 |    0:08:27
+   29200 |     2 |   0.107023 |   0.118166 |     1.81e-08 |    4:50:28 |    0:07:57
+   29250 |     2 |   0.568313 |   0.121647 |     1.59e-08 |    4:50:57 |    0:07:27
+   29300 |     2 |   0.122215 |   0.121968 |     1.39e-08 |    4:51:25 |    0:06:57
+   29350 |     2 |   0.138837 |   0.122030 |     1.20e-08 |    4:51:54 |    0:06:27
+   29400 |     2 |   0.009192 |   0.119832 |     1.02e-08 |    4:52:22 |    0:05:58
+   29450 |     2 |   0.051855 |   0.119731 |     8.57e-09 |    4:52:51 |    0:05:28
+   29500 |     2 |   0.110124 |   0.118011 |     7.09e-09 |    4:53:19 |    0:04:58
+   29550 |     2 |   0.131020 |   0.117670 |     5.74e-09 |    4:53:48 |    0:04:28
+   29600 |     2 |   0.000836 |   0.114405 |     4.54e-09 |    4:54:16 |    0:03:58
+   29650 |     2 |   0.049587 |   0.114884 |     3.47e-09 |    4:54:44 |    0:03:28
+   29700 |     2 |   0.024387 |   0.114923 |     2.55e-09 |    4:55:13 |    0:02:58
+   29750 |     2 |   0.201487 |   0.115338 |     1.77e-09 |    4:55:41 |    0:02:29
+   29800 |     2 |   0.079455 |   0.115242 |     1.13e-09 |    4:56:10 |    0:01:59
+   29850 |     2 |   0.311693 |   0.118185 |     6.38e-10 |    4:56:38 |    0:01:29
+   29900 |     2 |   0.122798 |   0.118860 |     2.84e-10 |    4:57:07 |    0:00:59
+   29950 |     2 |   0.199975 |   0.120279 |     7.09e-11 |    4:57:35 |    0:00:29
+   30000 |     2 |   0.170365 |   0.120920 |     0.00e+00 |    4:58:04 |    0:00:00
+[10:23:16]   Saved checkpoint -> RESULTS/cub200/run_023/checkpoint-30000
+[10:23:17] Generating 16 validation images ...
+[10:23:38] Validation step 30000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0030000.png
+[10:23:38] --- Epoch 2 | Steps: 9372 | Avg Loss: 0.125513 ---
+[10:23:38] Saving final model ...
+[10:23:39]   Transformer saved -> RESULTS/cub200/run_023/transformer
+[10:23:59]   Pipeline saved -> RESULTS/cub200/run_023
+[10:23:59] Generating final validation collage ...
+[10:23:59] Generating 16 validation images ...
+[10:24:19] Validation step 30000: 16 images -> RESULTS/cub200/run_023/validation/collage_step_0030000.png
+[10:24:20] 
+[10:24:20] ============================================================
+[10:24:20]   TRAINING SUMMARY
+[10:24:20] ============================================================
+[10:24:20]   Total steps  : 600
+[10:24:20]   Final loss   : 0.170365
+[10:24:20]   Avg last 100 : 0.120920
+[10:24:20]   Min loss     : 0.000167
+[10:24:20]   Total time   : 4:59:14
+[10:24:20]   Output       : RESULTS/cub200/run_023
+[10:24:20] ============================================================

cub200/run_023/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/cub200",
+  "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": 3,
+  "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/cub200/run_023"
+}

cub200/run_023/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.17036467790603638,
+  "avg_last_100": 0.12091992111149011,
+  "min_loss": 0.00016666037845425308,
+  "total_time": "4:59:14"
+}

cub200/run_023/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
+}

cub200/run_023/transformer/diffusion_pytorch_model.safetensors

@@ -0,0 +1,3 @@
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+oid sha256:217d42dd429a505c35161fc16b30b5d82c911bdaded60a5405b4800e186dcf78
+size 1221780352

cub200/run_023/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
+}

cub200/run_023/vae/diffusion_pytorch_model.safetensors

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+size 474403276