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cub200/run_024/checkpoint-26000/model.safetensors

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cub200/run_024/checkpoint-28000/transformer/config.json

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cub200/run_024/model_index.json

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cub200/run_024/scheduler/scheduler_config.json

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cub200/run_024/text_encoder/config.json

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+  "vocab_size": 32128
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cub200/run_024/training.log

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+Training started: 2026-06-18 11:12:37
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[11:12:37] Run directory : RESULTS/cub200/run_024
+[11:12:37] XAttn VAE     : ./HF_VERSION_WEIGHTS/kl_vae
+[11:12:37] Loading T5 tokenizer + text encoder ...
+[11:12:43] Loading PixArt-Sigma transformer ...
+[11:12:47] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
+[11:12:47]   scaling_factor  = 0.18215
+[11:12:47]   text_dim        = 4096
+[11:12:47]   xattn_num_heads = 8
+[11:12:52]   Transformer : 610,856,096 total, 610,856,096 trainable
+[11:12:52] Building dataset ...
+[11:12:52] 
+[11:12:52] ================================================================
+[11:12:52]   Backbone           = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[11:12:52]   T5 path            = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
+[11:12:52]   XAttn VAE          = ./HF_VERSION_WEIGHTS/kl_vae
+[11:12:52]   Output dir         = RESULTS/cub200/run_024
+[11:12:52]   Num examples       = 41255
+[11:12:52]   Num epochs         = 3
+[11:12:52]   Batch/device       = 4
+[11:12:52]   Grad accum         = 1
+[11:12:52]   Effective BS       = 4
+[11:12:52]   Total optim steps  = 30000
+[11:12:52]   LR                 = 1e-05
+[11:12:52]   Precision          = bf16
+[11:12:52]   Resolution         = 512x512
+[11:12:52]   Max seq length     = 300
+[11:12:52] ================================================================
+[11:12:52] 
+      50 |     0 |   0.147739 |   0.147739 |     1.00e-06 |    0:00:52 |    8:41:42
+     100 |     0 |   0.337669 |   0.242704 |     2.00e-06 |    0:01:28 |    7:22:52
+     150 |     0 |   0.096064 |   0.193824 |     3.00e-06 |    0:02:05 |    6:56:14
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+     250 |     0 |   0.000837 |   0.155466 |     5.00e-06 |    0:03:18 |    6:34:11
+     300 |     0 |   0.010685 |   0.131336 |     6.00e-06 |    0:03:55 |    6:28:21
+     350 |     0 |   0.038482 |   0.118071 |     7.00e-06 |    0:04:31 |    6:24:00
+     400 |     0 |   0.129831 |   0.119541 |     8.00e-06 |    0:05:08 |    6:20:36
+     450 |     0 |   0.181235 |   0.126396 |     9.00e-06 |    0:05:45 |    6:17:50
+     500 |     0 |   0.265231 |   0.140279 |     1.00e-05 |    0:06:21 |    6:15:29
+     550 |     0 |   0.358725 |   0.160138 |     1.00e-05 |    0:06:58 |    6:13:28
+     600 |     0 |   0.095725 |   0.154770 |     1.00e-05 |    0:07:35 |    6:11:40
+     650 |     0 |   0.104271 |   0.150886 |     1.00e-05 |    0:08:11 |    6:10:03
+     700 |     0 |   0.084152 |   0.146119 |     1.00e-05 |    0:08:48 |    6:08:34
+     750 |     0 |   0.024205 |   0.137991 |     1.00e-05 |    0:09:24 |    6:07:13
+     800 |     0 |   0.055536 |   0.132838 |     1.00e-05 |    0:10:01 |    6:05:56
+     850 |     0 |   0.161993 |   0.134553 |     1.00e-05 |    0:10:38 |    6:04:44
+     900 |     0 |   0.053162 |   0.130031 |     1.00e-05 |    0:11:14 |    6:03:36
+     950 |     0 |   0.031842 |   0.124863 |     9.99e-06 |    0:11:51 |    6:02:32
+    1000 |     0 |   0.267599 |   0.132000 |     9.99e-06 |    0:12:27 |    6:01:30
+[11:25:06] Generating 16 validation images ...
+[11:25:29] Validation step 1000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0001000.png
+    1050 |     0 |   0.440287 |   0.146680 |     9.99e-06 |    0:13:28 |    6:11:45
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+    1500 |     0 |   0.165036 |   0.150690 |     9.97e-06 |    0:18:58 |    6:00:32
+    1550 |     0 |   0.369000 |   0.157732 |     9.97e-06 |    0:19:35 |    5:59:30
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+    2000 |     0 |   0.011310 |   0.143712 |     9.94e-06 |    0:25:04 |    5:51:07
+[11:37:51]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-2000
+[11:37:51] Generating 16 validation images ...
+[11:38:15] Validation step 2000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0002000.png
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+    2150 |     0 |   0.091048 |   0.151843 |     9.92e-06 |    0:27:27 |    5:55:42
+    2200 |     0 |   0.250765 |   0.154092 |     9.92e-06 |    0:28:04 |    5:54:43
+    2250 |     0 |   0.099012 |   0.152868 |     9.91e-06 |    0:28:40 |    5:53:44
+    2300 |     0 |   0.074234 |   0.151158 |     9.91e-06 |    0:29:17 |    5:52:46
+    2350 |     0 |   0.469845 |   0.157939 |     9.90e-06 |    0:29:54 |    5:51:50
+    2400 |     0 |   0.089908 |   0.156521 |     9.90e-06 |    0:30:30 |    5:50:54
+    2450 |     0 |   0.183697 |   0.157076 |     9.89e-06 |    0:31:07 |    5:49:58
+    2500 |     0 |   0.029889 |   0.154532 |     9.89e-06 |    0:31:44 |    5:49:04
+    2550 |     0 |   0.064043 |   0.152758 |     9.88e-06 |    0:32:20 |    5:48:10
+    2600 |     0 |   0.145006 |   0.152609 |     9.88e-06 |    0:32:57 |    5:47:17
+    2650 |     0 |   0.231010 |   0.154088 |     9.87e-06 |    0:33:33 |    5:46:25
+    2700 |     0 |   0.195059 |   0.154847 |     9.86e-06 |    0:34:10 |    5:45:33
+    2750 |     0 |   0.131746 |   0.154427 |     9.86e-06 |    0:34:47 |    5:44:42
+    2800 |     0 |   0.090746 |   0.153290 |     9.85e-06 |    0:35:23 |    5:43:51
+    2850 |     0 |   0.178953 |   0.153740 |     9.84e-06 |    0:36:00 |    5:43:01
+    2900 |     0 |   0.035039 |   0.151693 |     9.84e-06 |    0:36:37 |    5:42:11
+    2950 |     0 |   0.102979 |   0.150868 |     9.83e-06 |    0:37:13 |    5:41:21
+    3000 |     0 |   0.333702 |   0.153915 |     9.82e-06 |    0:37:50 |    5:40:32
+[11:50:28] Generating 16 validation images ...
+[11:50:51] Validation step 3000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0003000.png
+    3050 |     0 |   0.191447 |   0.154530 |     9.82e-06 |    0:38:50 |    5:43:16
+    3100 |     0 |   0.072345 |   0.153205 |     9.81e-06 |    0:39:27 |    5:42:23
+    3150 |     0 |   0.078155 |   0.152013 |     9.80e-06 |    0:40:03 |    5:41:31
+    3200 |     0 |   0.139722 |   0.151821 |     9.79e-06 |    0:40:40 |    5:40:40
+    3250 |     0 |   0.159913 |   0.151946 |     9.79e-06 |    0:41:17 |    5:39:49
+    3300 |     0 |   0.019082 |   0.149933 |     9.78e-06 |    0:41:53 |    5:38:59
+    3350 |     0 |   0.305238 |   0.152251 |     9.77e-06 |    0:42:30 |    5:38:10
+    3400 |     0 |   0.245616 |   0.153624 |     9.76e-06 |    0:43:07 |    5:37:21
+    3450 |     0 |   0.157570 |   0.153681 |     9.76e-06 |    0:43:43 |    5:36:32
+    3500 |     0 |   0.034918 |   0.151984 |     9.75e-06 |    0:44:20 |    5:35:44
+    3550 |     0 |   0.221691 |   0.152966 |     9.74e-06 |    0:44:57 |    5:34:55
+    3600 |     0 |   0.246393 |   0.154264 |     9.73e-06 |    0:45:33 |    5:34:08
+    3650 |     0 |   0.417428 |   0.157869 |     9.72e-06 |    0:46:10 |    5:33:20
+    3700 |     0 |   0.035121 |   0.156210 |     9.71e-06 |    0:46:47 |    5:32:33
+    3750 |     0 |   0.081476 |   0.155213 |     9.70e-06 |    0:47:23 |    5:31:46
+    3800 |     0 |   0.188035 |   0.155645 |     9.69e-06 |    0:48:00 |    5:30:59
+    3850 |     0 |   0.007232 |   0.153718 |     9.69e-06 |    0:48:37 |    5:30:13
+    3900 |     0 |   0.041369 |   0.152278 |     9.68e-06 |    0:49:13 |    5:29:27
+    3950 |     0 |   0.359197 |   0.154897 |     9.67e-06 |    0:49:50 |    5:28:41
+    4000 |     0 |   0.068798 |   0.153821 |     9.66e-06 |    0:50:27 |    5:27:55
+[12:03:13]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-4000
+[12:03:13] Generating 16 validation images ...
+[12:03:37] Validation step 4000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0004000.png
+    4050 |     0 |   0.174109 |   0.154071 |     9.65e-06 |    0:51:36 |    5:30:38
+    4100 |     0 |   0.164204 |   0.154195 |     9.64e-06 |    0:52:12 |    5:29:49
+    4150 |     0 |   0.211101 |   0.154880 |     9.63e-06 |    0:52:49 |    5:29:01
+    4200 |     0 |   0.067729 |   0.153843 |     9.62e-06 |    0:53:25 |    5:28:13
+    4250 |     0 |   0.056133 |   0.152693 |     9.61e-06 |    0:54:02 |    5:27:26
+    4300 |     0 |   0.194892 |   0.153184 |     9.60e-06 |    0:54:39 |    5:26:38
+    4350 |     0 |   0.020553 |   0.151659 |     9.59e-06 |    0:55:15 |    5:25:51
+    4400 |     0 |   0.391804 |   0.154388 |     9.57e-06 |    0:55:52 |    5:25:05
+    4450 |     0 |   0.217419 |   0.155096 |     9.56e-06 |    0:56:29 |    5:24:18
+    4500 |     0 |   0.470751 |   0.158604 |     9.55e-06 |    0:57:05 |    5:23:32
+    4550 |     0 |   0.449123 |   0.161796 |     9.54e-06 |    0:57:42 |    5:22:46
+    4600 |     0 |   0.385505 |   0.164228 |     9.53e-06 |    0:58:19 |    5:22:00
+    4650 |     0 |   0.072280 |   0.163239 |     9.52e-06 |    0:58:55 |    5:21:14
+    4700 |     0 |   0.352320 |   0.165251 |     9.51e-06 |    0:59:32 |    5:20:29
+    4750 |     0 |   0.254178 |   0.166187 |     9.50e-06 |    1:00:08 |    5:19:44
+    4800 |     0 |   0.435438 |   0.168991 |     9.48e-06 |    1:00:45 |    5:18:59
+    4850 |     0 |   0.137134 |   0.168663 |     9.47e-06 |    1:01:22 |    5:18:14
+    4900 |     0 |   0.036044 |   0.167310 |     9.46e-06 |    1:01:58 |    5:17:29
+    4950 |     0 |   0.424987 |   0.169913 |     9.45e-06 |    1:02:35 |    5:16:44
+    5000 |     0 |   0.037242 |   0.168586 |     9.44e-06 |    1:03:12 |    5:16:00
+[12:15:50] Generating 16 validation images ...
+[12:16:14] Validation step 5000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0005000.png
+    5050 |     0 |   0.025665 |   0.167365 |     9.42e-06 |    1:04:13 |    5:17:17
+    5100 |     0 |   0.539452 |   0.169383 |     9.41e-06 |    1:04:49 |    5:16:31
+    5150 |     0 |   0.227017 |   0.170692 |     9.40e-06 |    1:05:26 |    5:15:45
+    5200 |     0 |   0.203961 |   0.170782 |     9.39e-06 |    1:06:03 |    5:15:00
+    5250 |     0 |   0.008011 |   0.170854 |     9.37e-06 |    1:06:39 |    5:14:15
+    5300 |     0 |   0.161806 |   0.172365 |     9.36e-06 |    1:07:16 |    5:13:31
+    5350 |     0 |   0.112065 |   0.173101 |     9.35e-06 |    1:07:53 |    5:12:46
+    5400 |     0 |   0.279757 |   0.174600 |     9.33e-06 |    1:08:29 |    5:12:01
+    5450 |     0 |   0.018258 |   0.172970 |     9.32e-06 |    1:09:06 |    5:11:17
+    5500 |     0 |   0.266719 |   0.172985 |     9.31e-06 |    1:09:42 |    5:10:33
+    5550 |     0 |   0.214412 |   0.171542 |     9.29e-06 |    1:10:19 |    5:09:48
+    5600 |     0 |   0.033603 |   0.170921 |     9.28e-06 |    1:10:56 |    5:09:04
+    5650 |     0 |   0.237979 |   0.172258 |     9.27e-06 |    1:11:32 |    5:08:20
+    5700 |     0 |   0.001753 |   0.171434 |     9.25e-06 |    1:12:09 |    5:07:36
+    5750 |     0 |   0.125483 |   0.172447 |     9.24e-06 |    1:12:45 |    5:06:52
+    5800 |     0 |   0.176375 |   0.173655 |     9.22e-06 |    1:13:22 |    5:06:08
+    5850 |     0 |   0.001080 |   0.172046 |     9.21e-06 |    1:13:59 |    5:05:25
+    5900 |     0 |   0.088887 |   0.172403 |     9.20e-06 |    1:14:35 |    5:04:42
+    5950 |     0 |   0.115746 |   0.173242 |     9.18e-06 |    1:15:12 |    5:03:58
+    6000 |     0 |   0.394910 |   0.174515 |     9.17e-06 |    1:15:48 |    5:03:15
+[12:28:34]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-6000
+[12:28:34] Generating 16 validation images ...
+[12:28:57] Validation step 6000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0006000.png
+    6050 |     0 |   0.728219 |   0.177395 |     9.15e-06 |    1:16:56 |    5:04:35
+    6100 |     0 |   0.085124 |   0.176298 |     9.14e-06 |    1:17:33 |    5:03:50
+    6150 |     0 |   0.364667 |   0.177847 |     9.12e-06 |    1:18:09 |    5:03:06
+    6200 |     0 |   0.144407 |   0.178540 |     9.11e-06 |    1:18:46 |    5:02:22
+    6250 |     0 |   0.217483 |   0.180100 |     9.09e-06 |    1:19:22 |    5:01:39
+    6300 |     0 |   0.032534 |   0.174471 |     9.08e-06 |    1:19:59 |    5:00:55
+    6350 |     0 |   0.003638 |   0.173438 |     9.06e-06 |    1:20:36 |    5:00:11
+    6400 |     0 |   0.003044 |   0.173305 |     9.05e-06 |    1:21:12 |    4:59:28
+    6450 |     0 |   0.009092 |   0.173241 |     9.03e-06 |    1:21:49 |    4:58:44
+    6500 |     0 |   0.117213 |   0.172762 |     9.01e-06 |    1:22:25 |    4:58:01
+    6550 |     0 |   0.049497 |   0.169567 |     9.00e-06 |    1:23:02 |    4:57:18
+    6600 |     0 |   0.275940 |   0.169651 |     8.98e-06 |    1:23:39 |    4:56:35
+    6650 |     0 |   0.086324 |   0.170217 |     8.97e-06 |    1:24:15 |    4:55:52
+    6700 |     0 |   0.208117 |   0.170593 |     8.95e-06 |    1:24:52 |    4:55:09
+    6750 |     0 |   0.050541 |   0.170976 |     8.93e-06 |    1:25:29 |    4:54:26
+    6800 |     0 |   0.184263 |   0.171665 |     8.92e-06 |    1:26:05 |    4:53:44
+    6850 |     0 |   0.128021 |   0.171759 |     8.90e-06 |    1:26:42 |    4:53:01
+    6900 |     0 |   0.247388 |   0.173308 |     8.88e-06 |    1:27:19 |    4:52:19
+    6950 |     0 |   0.187532 |   0.174774 |     8.87e-06 |    1:27:55 |    4:51:37
+    7000 |     0 |   0.061813 |   0.175279 |     8.85e-06 |    1:28:32 |    4:50:54
+[12:41:10] Generating 16 validation images ...
+[12:41:33] Validation step 7000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0007000.png
+    7050 |     0 |   0.254254 |   0.171376 |     8.83e-06 |    1:29:32 |    4:51:30
+    7100 |     0 |   0.108809 |   0.172012 |     8.81e-06 |    1:30:09 |    4:50:47
+    7150 |     0 |   0.214717 |   0.173249 |     8.80e-06 |    1:30:46 |    4:50:04
+    7200 |     0 |   0.367777 |   0.174419 |     8.78e-06 |    1:31:22 |    4:49:21
+    7250 |     0 |   0.181398 |   0.175243 |     8.76e-06 |    1:31:59 |    4:48:38
+    7300 |     0 |   0.071043 |   0.175211 |     8.75e-06 |    1:32:35 |    4:47:55
+    7350 |     0 |   0.166887 |   0.172181 |     8.73e-06 |    1:33:12 |    4:47:13
+    7400 |     0 |   0.225816 |   0.173541 |     8.71e-06 |    1:33:48 |    4:46:30
+    7450 |     0 |   0.088468 |   0.172588 |     8.69e-06 |    1:34:25 |    4:45:48
+    7500 |     0 |   0.371627 |   0.176006 |     8.67e-06 |    1:35:01 |    4:45:05
+    7550 |     0 |   0.056553 |   0.175931 |     8.66e-06 |    1:35:38 |    4:44:23
+    7600 |     0 |   0.160069 |   0.176081 |     8.64e-06 |    1:36:15 |    4:43:41
+    7650 |     0 |   0.290713 |   0.176678 |     8.62e-06 |    1:36:51 |    4:42:58
+    7700 |     0 |   0.153067 |   0.176258 |     8.60e-06 |    1:37:28 |    4:42:16
+    7750 |     0 |   0.059174 |   0.175533 |     8.58e-06 |    1:38:04 |    4:41:34
+    7800 |     0 |   0.236909 |   0.176994 |     8.56e-06 |    1:38:41 |    4:40:52
+    7850 |     0 |   0.155538 |   0.176760 |     8.54e-06 |    1:39:17 |    4:40:10
+    7900 |     0 |   0.042561 |   0.176835 |     8.53e-06 |    1:39:54 |    4:39:29
+    7950 |     0 |   0.026247 |   0.176068 |     8.51e-06 |    1:40:30 |    4:38:47
+    8000 |     0 |   0.256946 |   0.175301 |     8.49e-06 |    1:41:07 |    4:38:05
+[12:53:51]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-8000
+[12:53:53] Generating 16 validation images ...
+[12:54:16] Validation step 8000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0008000.png
+    8050 |     0 |   0.229587 |   0.175682 |     8.47e-06 |    1:42:15 |    4:38:49
+    8100 |     0 |   0.008352 |   0.175042 |     8.45e-06 |    1:42:51 |    4:38:06
+    8150 |     0 |   0.283512 |   0.177096 |     8.43e-06 |    1:43:28 |    4:37:24
+    8200 |     0 |   0.197455 |   0.177673 |     8.41e-06 |    1:44:04 |    4:36:42
+    8250 |     0 |   0.087559 |   0.176949 |     8.39e-06 |    1:44:41 |    4:36:00
+    8300 |     0 |   0.268119 |   0.179440 |     8.37e-06 |    1:45:18 |    4:35:18
+    8350 |     0 |   0.047952 |   0.176867 |     8.35e-06 |    1:45:54 |    4:34:37
+    8400 |     0 |   0.230293 |   0.176714 |     8.33e-06 |    1:46:31 |    4:33:55
+    8450 |     0 |   0.074073 |   0.175879 |     8.31e-06 |    1:47:08 |    4:33:13
+    8500 |     0 |   0.056028 |   0.176090 |     8.29e-06 |    1:47:44 |    4:32:32
+    8550 |     0 |   0.206711 |   0.175940 |     8.27e-06 |    1:48:21 |    4:31:50
+    8600 |     0 |   0.376896 |   0.177245 |     8.25e-06 |    1:48:57 |    4:31:08
+    8650 |     0 |   0.087637 |   0.173947 |     8.23e-06 |    1:49:34 |    4:30:27
+    8700 |     0 |   0.145878 |   0.175055 |     8.21e-06 |    1:50:11 |    4:29:46
+    8750 |     0 |   0.010272 |   0.174343 |     8.19e-06 |    1:50:47 |    4:29:04
+    8800 |     0 |   0.035779 |   0.172820 |     8.17e-06 |    1:51:24 |    4:28:23
+    8850 |     0 |   0.162001 |   0.174368 |     8.15e-06 |    1:52:00 |    4:27:41
+    8900 |     0 |   0.024514 |   0.174199 |     8.13e-06 |    1:52:37 |    4:27:00
+    8950 |     0 |   0.003323 |   0.170641 |     8.11e-06 |    1:53:14 |    4:26:19
+    9000 |     0 |   0.030173 |   0.170254 |     8.09e-06 |    1:53:50 |    4:25:38
+[13:06:28] Generating 16 validation images ...
+[13:06:52] Validation step 9000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0009000.png
+    9050 |     0 |   0.121942 |   0.169733 |     8.07e-06 |    1:54:51 |    4:25:54
+    9100 |     0 |   0.111013 |   0.169201 |     8.05e-06 |    1:55:28 |    4:25:12
+    9150 |     0 |   0.128047 |   0.168370 |     8.02e-06 |    1:56:05 |    4:24:31
+    9200 |     0 |   0.361814 |   0.171311 |     8.00e-06 |    1:56:41 |    4:23:49
+    9250 |     0 |   0.254657 |   0.173296 |     7.98e-06 |    1:57:18 |    4:23:08
+    9300 |     0 |   0.327805 |   0.174625 |     7.96e-06 |    1:57:54 |    4:22:27
+    9350 |     0 |   0.181569 |   0.176236 |     7.94e-06 |    1:58:31 |    4:21:45
+    9400 |     0 |   0.163157 |   0.173949 |     7.92e-06 |    1:59:07 |    4:21:04
+    9450 |     0 |   0.006463 |   0.171840 |     7.90e-06 |    1:59:44 |    4:20:23
+    9500 |     0 |   0.029626 |   0.167428 |     7.87e-06 |    2:00:20 |    4:19:41
+    9550 |     0 |   0.021327 |   0.163150 |     7.85e-06 |    2:00:57 |    4:19:00
+    9600 |     0 |   0.112045 |   0.160416 |     7.83e-06 |    2:01:33 |    4:18:19
+    9650 |     0 |   0.013774 |   0.159831 |     7.81e-06 |    2:02:10 |    4:17:38
+    9700 |     0 |   0.077420 |   0.157082 |     7.79e-06 |    2:02:47 |    4:16:57
+    9750 |     0 |   0.184612 |   0.156386 |     7.76e-06 |    2:03:23 |    4:16:16
+    9800 |     0 |   0.193139 |   0.153963 |     7.74e-06 |    2:04:00 |    4:15:35
+    9850 |     0 |   0.017115 |   0.152763 |     7.72e-06 |    2:04:36 |    4:14:54
+    9900 |     0 |   0.057842 |   0.152981 |     7.70e-06 |    2:05:13 |    4:14:14
+    9950 |     0 |   0.005837 |   0.148789 |     7.67e-06 |    2:05:49 |    4:13:33
+   10000 |     0 |   0.249892 |   0.150916 |     7.65e-06 |    2:06:26 |    4:12:52
+[13:19:12]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-10000
+[13:19:13] Generating 16 validation images ...
+[13:19:37] Validation step 10000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0010000.png
+   10050 |     0 |   0.391610 |   0.154575 |     7.63e-06 |    2:07:36 |    4:13:19
+   10100 |     0 |   0.231359 |   0.151494 |     7.61e-06 |    2:08:13 |    4:12:38
+   10150 |     0 |   0.114922 |   0.150373 |     7.58e-06 |    2:08:49 |    4:11:57
+   10200 |     0 |   0.376569 |   0.152099 |     7.56e-06 |    2:09:26 |    4:11:16
+   10250 |     0 |   0.257628 |   0.154596 |     7.54e-06 |    2:10:03 |    4:10:35
+   10300 |     0 |   0.194191 |   0.154919 |     7.52e-06 |    2:10:39 |    4:09:54
+[13:23:27] --- Epoch 0 | Steps: 10314 | Avg Loss: 0.154692 ---
+   10350 |     1 |   0.013408 |   0.153933 |     7.49e-06 |    2:11:16 |    4:09:13
+   10400 |     1 |   0.143370 |   0.152569 |     7.47e-06 |    2:11:52 |    4:08:32
+   10450 |     1 |   0.566864 |   0.158055 |     7.45e-06 |    2:12:29 |    4:07:51
+   10500 |     1 |   0.015016 |   0.155538 |     7.42e-06 |    2:13:05 |    4:07:10
+   10550 |     1 |   0.138973 |   0.154784 |     7.40e-06 |    2:13:42 |    4:06:29
+   10600 |     1 |   0.089890 |   0.155347 |     7.38e-06 |    2:14:18 |    4:05:49
+   10650 |     1 |   0.022555 |   0.153192 |     7.35e-06 |    2:14:55 |    4:05:08
+   10700 |     1 |   0.061209 |   0.153787 |     7.33e-06 |    2:15:31 |    4:04:27
+   10750 |     1 |   0.194070 |   0.154473 |     7.31e-06 |    2:16:08 |    4:03:47
+   10800 |     1 |   0.029508 |   0.153004 |     7.28e-06 |    2:16:45 |    4:03:06
+   10850 |     1 |   0.315634 |   0.156150 |     7.26e-06 |    2:17:21 |    4:02:26
+   10900 |     1 |   0.025959 |   0.155520 |     7.23e-06 |    2:17:58 |    4:01:45
+   10950 |     1 |   0.066949 |   0.155032 |     7.21e-06 |    2:18:34 |    4:01:05
+   11000 |     1 |   0.061761 |   0.151701 |     7.19e-06 |    2:19:11 |    4:00:24
+[13:31:49] Generating 16 validation images ...
+[13:32:12] Validation step 11000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0011000.png
+   11050 |     1 |   0.190909 |   0.146328 |     7.16e-06 |    2:20:11 |    4:00:25
+   11100 |     1 |   0.323630 |   0.148713 |     7.14e-06 |    2:20:48 |    3:59:44
+   11150 |     1 |   0.034068 |   0.145407 |     7.11e-06 |    2:21:24 |    3:59:03
+   11200 |     1 |   0.262997 |   0.146593 |     7.09e-06 |    2:22:01 |    3:58:23
+   11250 |     1 |   0.040573 |   0.144824 |     7.07e-06 |    2:22:37 |    3:57:42
+   11300 |     1 |   0.137083 |   0.145869 |     7.04e-06 |    2:23:14 |    3:57:02
+   11350 |     1 |   0.148481 |   0.147318 |     7.02e-06 |    2:23:50 |    3:56:21
+   11400 |     1 |   0.024784 |   0.147535 |     6.99e-06 |    2:24:27 |    3:55:40
+   11450 |     1 |   0.233945 |   0.149783 |     6.97e-06 |    2:25:03 |    3:55:00
+   11500 |     1 |   0.036007 |   0.148971 |     6.94e-06 |    2:25:40 |    3:54:20
+   11550 |     1 |   0.041722 |   0.148894 |     6.92e-06 |    2:26:16 |    3:53:39
+   11600 |     1 |   0.049230 |   0.146627 |     6.89e-06 |    2:26:53 |    3:52:59
+   11650 |     1 |   0.399098 |   0.149754 |     6.87e-06 |    2:27:29 |    3:52:19
+   11700 |     1 |   0.242758 |   0.150101 |     6.85e-06 |    2:28:06 |    3:51:38
+   11750 |     1 |   0.013703 |   0.149732 |     6.82e-06 |    2:28:42 |    3:50:58
+   11800 |     1 |   0.041291 |   0.148303 |     6.80e-06 |    2:29:19 |    3:50:18
+   11850 |     1 |   0.138490 |   0.148407 |     6.77e-06 |    2:29:55 |    3:49:38
+   11900 |     1 |   0.285527 |   0.148789 |     6.75e-06 |    2:30:32 |    3:48:58
+   11950 |     1 |   0.130729 |   0.148221 |     6.72e-06 |    2:31:08 |    3:48:17
+   12000 |     1 |   0.494312 |   0.152546 |     6.70e-06 |    2:31:45 |    3:47:37
+[13:44:30]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-12000
+[13:44:31] Generating 16 validation images ...
+[13:44:55] Validation step 12000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0012000.png
+   12050 |     1 |   0.032833 |   0.150331 |     6.67e-06 |    2:32:54 |    3:47:45
+   12100 |     1 |   0.063747 |   0.149881 |     6.65e-06 |    2:33:30 |    3:47:05
+   12150 |     1 |   0.189116 |   0.149625 |     6.62e-06 |    2:34:07 |    3:46:25
+   12200 |     1 |   0.305129 |   0.148998 |     6.60e-06 |    2:34:43 |    3:45:44
+   12250 |     1 |   0.260103 |   0.149785 |     6.57e-06 |    2:35:20 |    3:45:04
+   12300 |     1 |   0.172838 |   0.150803 |     6.55e-06 |    2:35:56 |    3:44:24
+   12350 |     1 |   0.240787 |   0.151542 |     6.52e-06 |    2:36:33 |    3:43:44
+   12400 |     1 |   0.322650 |   0.152511 |     6.49e-06 |    2:37:09 |    3:43:04
+   12450 |     1 |   0.246026 |   0.154086 |     6.47e-06 |    2:37:46 |    3:42:24
+   12500 |     1 |   0.115075 |   0.151521 |     6.44e-06 |    2:38:22 |    3:41:44
+   12550 |     1 |   0.049046 |   0.151446 |     6.42e-06 |    2:38:59 |    3:41:04
+   12600 |     1 |   0.014510 |   0.149990 |     6.39e-06 |    2:39:36 |    3:40:24
+   12650 |     1 |   0.001100 |   0.147094 |     6.37e-06 |    2:40:12 |    3:39:44
+   12700 |     1 |   0.160803 |   0.147171 |     6.34e-06 |    2:40:49 |    3:39:04
+   12750 |     1 |   0.180009 |   0.148380 |     6.32e-06 |    2:41:25 |    3:38:24
+   12800 |     1 |   0.047666 |   0.146487 |     6.29e-06 |    2:42:02 |    3:37:44
+   12850 |     1 |   0.077692 |   0.145709 |     6.26e-06 |    2:42:39 |    3:37:04
+   12900 |     1 |   0.012448 |   0.145408 |     6.24e-06 |    2:43:15 |    3:36:24
+   12950 |     1 |   0.061928 |   0.145764 |     6.21e-06 |    2:43:52 |    3:35:45
+   13000 |     1 |   0.002683 |   0.143222 |     6.19e-06 |    2:44:28 |    3:35:05
+[13:57:06] Generating 16 validation images ...
+[13:57:30] Validation step 13000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0013000.png
+   13050 |     1 |   0.083554 |   0.141762 |     6.16e-06 |    2:45:29 |    3:34:56
+   13100 |     1 |   0.087359 |   0.142552 |     6.13e-06 |    2:46:05 |    3:34:16
+   13150 |     1 |   0.339610 |   0.143113 |     6.11e-06 |    2:46:42 |    3:33:36
+   13200 |     1 |   0.133562 |   0.142474 |     6.08e-06 |    2:47:19 |    3:32:56
+   13250 |     1 |   0.030127 |   0.141899 |     6.06e-06 |    2:47:55 |    3:32:17
+   13300 |     1 |   0.087525 |   0.140093 |     6.03e-06 |    2:48:32 |    3:31:37
+   13350 |     1 |   0.300973 |   0.142624 |     6.00e-06 |    2:49:08 |    3:30:57
+   13400 |     1 |   0.254499 |   0.142866 |     5.98e-06 |    2:49:45 |    3:30:17
+   13450 |     1 |   0.232019 |   0.144445 |     5.95e-06 |    2:50:22 |    3:29:38
+   13500 |     1 |   0.119325 |   0.145078 |     5.93e-06 |    2:50:58 |    3:28:58
+   13550 |     1 |   0.150776 |   0.144519 |     5.90e-06 |    2:51:35 |    3:28:18
+   13600 |     1 |   0.292348 |   0.143673 |     5.87e-06 |    2:52:11 |    3:27:38
+   13650 |     1 |   0.139530 |   0.144192 |     5.85e-06 |    2:52:48 |    3:26:59
+   13700 |     1 |   0.059885 |   0.143332 |     5.82e-06 |    2:53:24 |    3:26:19
+   13750 |     1 |   0.157551 |   0.144805 |     5.80e-06 |    2:54:01 |    3:25:39
+   13800 |     1 |   0.159772 |   0.146045 |     5.77e-06 |    2:54:38 |    3:25:00
+   13850 |     1 |   0.073360 |   0.145159 |     5.74e-06 |    2:55:14 |    3:24:20
+   13900 |     1 |   0.211336 |   0.147027 |     5.72e-06 |    2:55:51 |    3:23:41
+   13950 |     1 |   0.212398 |   0.149118 |     5.69e-06 |    2:56:27 |    3:23:01
+   14000 |     1 |   0.290103 |   0.151717 |     5.66e-06 |    2:57:04 |    3:22:22
+[14:09:49]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-14000
+[14:09:50] Generating 16 validation images ...
+[14:10:13] Validation step 14000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0014000.png
+   14050 |     1 |   0.224972 |   0.152747 |     5.64e-06 |    2:58:12 |    3:22:18
+   14100 |     1 |   0.075081 |   0.152388 |     5.61e-06 |    2:58:48 |    3:21:38
+   14150 |     1 |   0.130330 |   0.152411 |     5.58e-06 |    2:59:25 |    3:20:58
+   14200 |     1 |   0.263727 |   0.151430 |     5.56e-06 |    3:00:01 |    3:20:19
+   14250 |     1 |   0.130956 |   0.150193 |     5.53e-06 |    3:00:38 |    3:19:39
+   14300 |     1 |   0.184014 |   0.148755 |     5.50e-06 |    3:01:15 |    3:18:59
+   14350 |     1 |   0.554289 |   0.152482 |     5.48e-06 |    3:01:51 |    3:18:20
+   14400 |     1 |   0.182334 |   0.152674 |     5.45e-06 |    3:02:28 |    3:17:40
+   14450 |     1 |   0.023097 |   0.152840 |     5.43e-06 |    3:03:04 |    3:17:01
+   14500 |     1 |   0.206538 |   0.154609 |     5.40e-06 |    3:03:41 |    3:16:21
+   14550 |     1 |   0.110778 |   0.155504 |     5.37e-06 |    3:04:17 |    3:15:41
+   14600 |     1 |   0.239010 |   0.156773 |     5.35e-06 |    3:04:54 |    3:15:02
+   14650 |     1 |   0.311174 |   0.159747 |     5.32e-06 |    3:05:31 |    3:14:22
+   14700 |     1 |   0.366459 |   0.162638 |     5.29e-06 |    3:06:07 |    3:13:43
+   14750 |     1 |   0.293784 |   0.163730 |     5.27e-06 |    3:06:44 |    3:13:03
+   14800 |     1 |   0.109033 |   0.162888 |     5.24e-06 |    3:07:20 |    3:12:24
+   14850 |     1 |   0.021868 |   0.162936 |     5.21e-06 |    3:07:57 |    3:11:45
+   14900 |     1 |   0.262634 |   0.164984 |     5.19e-06 |    3:08:33 |    3:11:05
+   14950 |     1 |   0.036515 |   0.165291 |     5.16e-06 |    3:09:10 |    3:10:26
+   15000 |     1 |   0.161356 |   0.164405 |     5.13e-06 |    3:09:46 |    3:09:46
+[14:22:24] Generating 16 validation images ...
+[14:22:48] Validation step 15000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0015000.png
+   15050 |     1 |   0.354543 |   0.164035 |     5.11e-06 |    3:10:47 |    3:09:31
+   15100 |     1 |   0.025508 |   0.161976 |     5.08e-06 |    3:11:24 |    3:08:52
+   15150 |     1 |   0.030894 |   0.161136 |     5.05e-06 |    3:12:00 |    3:08:12
+   15200 |     1 |   0.168187 |   0.159052 |     5.03e-06 |    3:12:37 |    3:07:33
+   15250 |     1 |   0.002548 |   0.156501 |     5.00e-06 |    3:13:13 |    3:06:53
+   15300 |     1 |   0.199859 |   0.156558 |     4.97e-06 |    3:13:50 |    3:06:14
+   15350 |     1 |   0.048120 |   0.156905 |     4.95e-06 |    3:14:26 |    3:05:34
+   15400 |     1 |   0.050007 |   0.155971 |     4.92e-06 |    3:15:03 |    3:04:55
+   15450 |     1 |   0.117341 |   0.151476 |     4.89e-06 |    3:15:40 |    3:04:16
+   15500 |     1 |   0.062064 |   0.151947 |     4.87e-06 |    3:16:16 |    3:03:36
+   15550 |     1 |   0.309355 |   0.153650 |     4.84e-06 |    3:16:53 |    3:02:57
+   15600 |     1 |   0.135606 |   0.154108 |     4.81e-06 |    3:17:29 |    3:02:18
+   15650 |     1 |   0.209655 |   0.155979 |     4.79e-06 |    3:18:06 |    3:01:38
+   15700 |     1 |   0.239168 |   0.157758 |     4.76e-06 |    3:18:42 |    3:00:59
+   15750 |     1 |   0.040076 |   0.156218 |     4.73e-06 |    3:19:19 |    3:00:20
+   15800 |     1 |   0.142528 |   0.157348 |     4.71e-06 |    3:19:56 |    2:59:41
+   15850 |     1 |   0.043737 |   0.154630 |     4.68e-06 |    3:20:32 |    2:59:01
+   15900 |     1 |   0.211128 |   0.156481 |     4.65e-06 |    3:21:09 |    2:58:22
+   15950 |     1 |   0.075131 |   0.156563 |     4.63e-06 |    3:21:45 |    2:57:43
+   16000 |     1 |   0.072349 |   0.156669 |     4.60e-06 |    3:22:22 |    2:57:04
+[14:35:08]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-16000
+[14:35:09] Generating 16 validation images ...
+[14:35:32] Validation step 16000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0016000.png
+   16050 |     1 |   0.258318 |   0.157343 |     4.57e-06 |    3:23:31 |    2:56:54
+   16100 |     1 |   0.157289 |   0.155680 |     4.55e-06 |    3:24:08 |    2:56:14
+   16150 |     1 |   0.074554 |   0.156084 |     4.52e-06 |    3:24:45 |    2:55:35
+   16200 |     1 |   0.237575 |   0.155830 |     4.50e-06 |    3:25:21 |    2:54:56
+   16250 |     1 |   0.365832 |   0.159083 |     4.47e-06 |    3:25:58 |    2:54:17
+   16300 |     1 |   0.183188 |   0.159544 |     4.44e-06 |    3:26:34 |    2:53:37
+   16350 |     1 |   0.109203 |   0.159151 |     4.42e-06 |    3:27:11 |    2:52:58
+   16400 |     1 |   0.013921 |   0.159042 |     4.39e-06 |    3:27:47 |    2:52:19
+   16450 |     1 |   0.153788 |   0.158241 |     4.36e-06 |    3:28:24 |    2:51:40
+   16500 |     1 |   0.143657 |   0.159317 |     4.34e-06 |    3:29:01 |    2:51:00
+   16550 |     1 |   0.028939 |   0.159190 |     4.31e-06 |    3:29:37 |    2:50:21
+   16600 |     1 |   0.276981 |   0.161467 |     4.28e-06 |    3:30:14 |    2:49:42
+   16650 |     1 |   0.148596 |   0.158962 |     4.26e-06 |    3:30:50 |    2:49:03
+   16700 |     1 |   0.022520 |   0.156760 |     4.23e-06 |    3:31:27 |    2:48:24
+   16750 |     1 |   0.682726 |   0.163450 |     4.20e-06 |    3:32:03 |    2:47:45
+   16800 |     1 |   0.004207 |   0.163079 |     4.18e-06 |    3:32:40 |    2:47:05
+   16850 |     1 |   0.016269 |   0.161857 |     4.15e-06 |    3:33:16 |    2:46:26
+   16900 |     1 |   0.156033 |   0.160562 |     4.13e-06 |    3:33:53 |    2:45:47
+   16950 |     1 |   0.037274 |   0.159627 |     4.10e-06 |    3:34:29 |    2:45:08
+   17000 |     1 |   0.218179 |   0.156866 |     4.07e-06 |    3:35:06 |    2:44:29
+[14:47:44] Generating 16 validation images ...
+[14:48:08] Validation step 17000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0017000.png
+   17050 |     1 |   0.293742 |   0.159475 |     4.05e-06 |    3:36:07 |    2:44:08
+   17100 |     1 |   0.048803 |   0.159326 |     4.02e-06 |    3:36:43 |    2:43:29
+   17150 |     1 |   0.078030 |   0.158215 |     4.00e-06 |    3:37:20 |    2:42:50
+   17200 |     1 |   0.111095 |   0.156274 |     3.97e-06 |    3:37:56 |    2:42:11
+   17250 |     1 |   0.048799 |   0.154161 |     3.94e-06 |    3:38:33 |    2:41:32
+   17300 |     1 |   0.457991 |   0.157013 |     3.92e-06 |    3:39:09 |    2:40:53
+   17350 |     1 |   0.165446 |   0.156260 |     3.89e-06 |    3:39:46 |    2:40:14
+   17400 |     1 |   0.395597 |   0.156989 |     3.87e-06 |    3:40:23 |    2:39:35
+   17450 |     1 |   0.201056 |   0.156539 |     3.84e-06 |    3:40:59 |    2:38:56
+   17500 |     1 |   0.027070 |   0.155659 |     3.81e-06 |    3:41:36 |    2:38:17
+   17550 |     1 |   0.263723 |   0.157806 |     3.79e-06 |    3:42:12 |    2:37:38
+   17600 |     1 |   0.072744 |   0.158388 |     3.76e-06 |    3:42:49 |    2:36:59
+   17650 |     1 |   0.019553 |   0.158573 |     3.74e-06 |    3:43:26 |    2:36:20
+   17700 |     1 |   0.082848 |   0.157793 |     3.71e-06 |    3:44:02 |    2:35:41
+   17750 |     1 |   0.206288 |   0.158056 |     3.68e-06 |    3:44:39 |    2:35:02
+   17800 |     1 |   0.204338 |   0.159623 |     3.66e-06 |    3:45:15 |    2:34:23
+   17850 |     1 |   0.030917 |   0.159155 |     3.63e-06 |    3:45:52 |    2:33:44
+   17900 |     1 |   0.015895 |   0.159190 |     3.61e-06 |    3:46:28 |    2:33:05
+   17950 |     1 |   0.002140 |   0.158592 |     3.58e-06 |    3:47:05 |    2:32:26
+   18000 |     1 |   0.000993 |   0.158575 |     3.56e-06 |    3:47:42 |    2:31:48
+[15:00:28]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-18000
+[15:00:29] Generating 16 validation images ...
+[15:00:53] Validation step 18000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0018000.png
+   18050 |     1 |   0.017760 |   0.157917 |     3.53e-06 |    3:48:51 |    2:31:31
+   18100 |     1 |   0.088727 |   0.157931 |     3.51e-06 |    3:49:28 |    2:30:52
+   18150 |     1 |   0.186546 |   0.156400 |     3.48e-06 |    3:50:05 |    2:30:13
+   18200 |     1 |   0.007134 |   0.155136 |     3.45e-06 |    3:50:41 |    2:29:34
+   18250 |     1 |   0.330444 |   0.158139 |     3.43e-06 |    3:51:18 |    2:28:55
+   18300 |     1 |   0.475518 |   0.162019 |     3.40e-06 |    3:51:54 |    2:28:16
+   18350 |     1 |   0.001047 |   0.159019 |     3.38e-06 |    3:52:31 |    2:27:37
+   18400 |     1 |   0.352890 |   0.160003 |     3.35e-06 |    3:53:08 |    2:26:58
+   18450 |     1 |   0.067178 |   0.158355 |     3.33e-06 |    3:53:44 |    2:26:19
+   18500 |     1 |   0.096526 |   0.158127 |     3.30e-06 |    3:54:20 |    2:25:40
+   18550 |     1 |   0.145603 |   0.158075 |     3.28e-06 |    3:54:57 |    2:25:01
+   18600 |     1 |   0.136648 |   0.156518 |     3.25e-06 |    3:55:34 |    2:24:22
+   18650 |     1 |   0.133252 |   0.156455 |     3.23e-06 |    3:56:10 |    2:23:43
+   18700 |     1 |   0.237457 |   0.158231 |     3.20e-06 |    3:56:47 |    2:23:05
+   18750 |     1 |   0.145127 |   0.158107 |     3.18e-06 |    3:57:23 |    2:22:26
+   18800 |     1 |   0.071864 |   0.157228 |     3.15e-06 |    3:58:00 |    2:21:47
+   18850 |     1 |   0.160822 |   0.158103 |     3.13e-06 |    3:58:36 |    2:21:08
+   18900 |     1 |   0.093943 |   0.156929 |     3.11e-06 |    3:59:13 |    2:20:29
+   18950 |     1 |   0.319061 |   0.157995 |     3.08e-06 |    3:59:50 |    2:19:51
+   19000 |     1 |   0.233446 |   0.157429 |     3.06e-06 |    4:00:26 |    2:19:12
+[15:13:04] Generating 16 validation images ...
+[15:13:27] Validation step 19000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0019000.png
+   19050 |     1 |   0.113886 |   0.156318 |     3.03e-06 |    4:01:26 |    2:18:47
+   19100 |     1 |   0.208408 |   0.157651 |     3.01e-06 |    4:02:03 |    2:18:08
+   19150 |     1 |   0.011132 |   0.156459 |     2.98e-06 |    4:02:39 |    2:17:29
+   19200 |     1 |   0.157364 |   0.155395 |     2.96e-06 |    4:03:16 |    2:16:50
+   19250 |     1 |   0.080457 |   0.154890 |     2.93e-06 |    4:03:52 |    2:16:11
+   19300 |     1 |   0.002962 |   0.153080 |     2.91e-06 |    4:04:29 |    2:15:32
+   19350 |     1 |   0.133975 |   0.148877 |     2.89e-06 |    4:05:06 |    2:14:54
+   19400 |     1 |   0.046443 |   0.147518 |     2.86e-06 |    4:05:42 |    2:14:15
+   19450 |     1 |   0.133716 |   0.148624 |     2.84e-06 |    4:06:19 |    2:13:36
+   19500 |     1 |   0.097604 |   0.147535 |     2.81e-06 |    4:06:55 |    2:12:57
+   19550 |     1 |   0.203355 |   0.148461 |     2.79e-06 |    4:07:32 |    2:12:18
+   19600 |     1 |   0.240740 |   0.148478 |     2.77e-06 |    4:08:08 |    2:11:40
+   19650 |     1 |   0.312486 |   0.148491 |     2.74e-06 |    4:08:45 |    2:11:01
+   19700 |     1 |   0.139029 |   0.146217 |     2.72e-06 |    4:09:21 |    2:10:22
+   19750 |     1 |   0.081063 |   0.144089 |     2.69e-06 |    4:09:58 |    2:09:44
+   19800 |     1 |   0.299420 |   0.145993 |     2.67e-06 |    4:10:34 |    2:09:05
+   19850 |     1 |   0.057483 |   0.146349 |     2.65e-06 |    4:11:11 |    2:08:26
+   19900 |     1 |   0.218184 |   0.145905 |     2.62e-06 |    4:11:48 |    2:07:47
+   19950 |     1 |   0.065434 |   0.146194 |     2.60e-06 |    4:12:24 |    2:07:09
+   20000 |     1 |   0.112540 |   0.145706 |     2.58e-06 |    4:13:01 |    2:06:30
+[15:25:45]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-20000
+[15:25:47] Generating 16 validation images ...
+[15:26:10] Validation step 20000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0020000.png
+   20050 |     1 |   0.227163 |   0.144432 |     2.55e-06 |    4:14:09 |    2:06:07
+   20100 |     1 |   0.081617 |   0.144993 |     2.53e-06 |    4:14:45 |    2:05:28
+   20150 |     1 |   0.271881 |   0.147403 |     2.51e-06 |    4:15:22 |    2:04:50
+   20200 |     1 |   0.033578 |   0.146057 |     2.48e-06 |    4:15:59 |    2:04:11
+   20250 |     1 |   0.387789 |   0.149909 |     2.46e-06 |    4:16:35 |    2:03:32
+   20300 |     1 |   0.042498 |   0.148336 |     2.44e-06 |    4:17:12 |    2:02:54
+   20350 |     1 |   0.196205 |   0.149817 |     2.42e-06 |    4:17:48 |    2:02:15
+   20400 |     1 |   0.212301 |   0.151440 |     2.39e-06 |    4:18:25 |    2:01:36
+   20450 |     1 |   0.457477 |   0.154841 |     2.37e-06 |    4:19:02 |    2:00:58
+   20500 |     1 |   0.031287 |   0.154533 |     2.35e-06 |    4:19:38 |    2:00:19
+   20550 |     1 |   0.122843 |   0.152668 |     2.33e-06 |    4:20:15 |    1:59:40
+   20600 |     1 |   0.242048 |   0.153733 |     2.30e-06 |    4:20:51 |    1:59:02
+[15:33:49] --- Epoch 1 | Steps: 10314 | Avg Loss: 0.153383 ---
+   20650 |     2 |   0.118204 |   0.152818 |     2.28e-06 |    4:21:28 |    1:58:23
+   20700 |     2 |   0.194514 |   0.152371 |     2.26e-06 |    4:22:04 |    1:57:44
+   20750 |     2 |   0.227069 |   0.154241 |     2.24e-06 |    4:22:41 |    1:57:06
+   20800 |     2 |   0.102324 |   0.153839 |     2.21e-06 |    4:23:17 |    1:56:27
+   20850 |     2 |   0.255134 |   0.155953 |     2.19e-06 |    4:23:54 |    1:55:48
+   20900 |     2 |   0.012609 |   0.153968 |     2.17e-06 |    4:24:30 |    1:55:10
+   20950 |     2 |   0.021518 |   0.153432 |     2.15e-06 |    4:25:07 |    1:54:31
+   21000 |     2 |   0.076433 |   0.153473 |     2.13e-06 |    4:25:43 |    1:53:53
+[15:38:21] Generating 16 validation images ...
+[15:38:45] Validation step 21000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0021000.png
+   21050 |     2 |   0.078503 |   0.151675 |     2.10e-06 |    4:26:44 |    1:53:24
+   21100 |     2 |   0.136078 |   0.151463 |     2.08e-06 |    4:27:21 |    1:52:46
+   21150 |     2 |   0.075216 |   0.151469 |     2.06e-06 |    4:27:57 |    1:52:07
+   21200 |     2 |   0.023577 |   0.149329 |     2.04e-06 |    4:28:34 |    1:51:29
+   21250 |     2 |   0.245194 |   0.148123 |     2.02e-06 |    4:29:11 |    1:50:50
+   21300 |     2 |   0.038536 |   0.146676 |     2.00e-06 |    4:29:47 |    1:50:11
+   21350 |     2 |   0.237113 |   0.147955 |     1.98e-06 |    4:30:24 |    1:49:33
+   21400 |     2 |   0.145268 |   0.149269 |     1.95e-06 |    4:31:00 |    1:48:54
+   21450 |     2 |   0.076536 |   0.148496 |     1.93e-06 |    4:31:37 |    1:48:16
+   21500 |     2 |   0.204184 |   0.149102 |     1.91e-06 |    4:32:13 |    1:47:37
+   21550 |     2 |   0.034231 |   0.149155 |     1.89e-06 |    4:32:50 |    1:46:58
+   21600 |     2 |   0.179368 |   0.148178 |     1.87e-06 |    4:33:26 |    1:46:20
+   21650 |     2 |   0.165826 |   0.148351 |     1.85e-06 |    4:34:03 |    1:45:41
+   21700 |     2 |   0.119566 |   0.149321 |     1.83e-06 |    4:34:39 |    1:45:03
+   21750 |     2 |   0.314529 |   0.145639 |     1.81e-06 |    4:35:16 |    1:44:24
+   21800 |     2 |   0.037059 |   0.145968 |     1.79e-06 |    4:35:52 |    1:43:46
+   21850 |     2 |   0.185645 |   0.147661 |     1.77e-06 |    4:36:29 |    1:43:07
+   21900 |     2 |   0.096523 |   0.147066 |     1.75e-06 |    4:37:05 |    1:42:29
+   21950 |     2 |   0.091112 |   0.147605 |     1.73e-06 |    4:37:42 |    1:41:50
+   22000 |     2 |   0.101868 |   0.146442 |     1.71e-06 |    4:38:19 |    1:41:12
+[15:51:05]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-22000
+[15:51:06] Generating 16 validation images ...
+[15:51:29] Validation step 22000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0022000.png
+   22050 |     2 |   0.319980 |   0.146704 |     1.69e-06 |    4:39:28 |    1:40:45
+   22100 |     2 |   0.259940 |   0.148815 |     1.67e-06 |    4:40:05 |    1:40:07
+   22150 |     2 |   0.238567 |   0.150421 |     1.65e-06 |    4:40:41 |    1:39:28
+   22200 |     2 |   0.052061 |   0.149830 |     1.63e-06 |    4:41:18 |    1:38:50
+   22250 |     2 |   0.226992 |   0.151612 |     1.61e-06 |    4:41:55 |    1:38:11
+   22300 |     2 |   0.087824 |   0.147911 |     1.59e-06 |    4:42:31 |    1:37:33
+   22350 |     2 |   0.102923 |   0.147285 |     1.57e-06 |    4:43:08 |    1:36:54
+   22400 |     2 |   0.017399 |   0.143503 |     1.55e-06 |    4:43:45 |    1:36:16
+   22450 |     2 |   0.042000 |   0.141913 |     1.53e-06 |    4:44:21 |    1:35:37
+   22500 |     2 |   0.246794 |   0.144110 |     1.51e-06 |    4:44:58 |    1:34:59
+   22550 |     2 |   0.141501 |   0.142888 |     1.49e-06 |    4:45:35 |    1:34:21
+   22600 |     2 |   0.048844 |   0.142649 |     1.47e-06 |    4:46:11 |    1:33:42
+   22650 |     2 |   0.262304 |   0.145076 |     1.46e-06 |    4:46:48 |    1:33:04
+   22700 |     2 |   0.271906 |   0.146967 |     1.44e-06 |    4:47:25 |    1:32:25
+   22750 |     2 |   0.066773 |   0.145572 |     1.42e-06 |    4:48:01 |    1:31:47
+   22800 |     2 |   0.349328 |   0.147022 |     1.40e-06 |    4:48:38 |    1:31:09
+   22850 |     2 |   0.019069 |   0.146903 |     1.38e-06 |    4:49:15 |    1:30:30
+   22900 |     2 |   0.031679 |   0.147061 |     1.36e-06 |    4:49:51 |    1:29:52
+   22950 |     2 |   0.072027 |   0.147760 |     1.34e-06 |    4:50:28 |    1:29:13
+   23000 |     2 |   0.316494 |   0.150915 |     1.33e-06 |    4:51:05 |    1:28:35
+[16:03:43] Generating 16 validation images ...
+[16:04:06] Validation step 23000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0023000.png
+   23050 |     2 |   0.091644 |   0.151654 |     1.31e-06 |    4:52:05 |    1:28:04
+   23100 |     2 |   0.217388 |   0.152940 |     1.29e-06 |    4:52:42 |    1:27:25
+   23150 |     2 |   0.225136 |   0.153326 |     1.27e-06 |    4:53:18 |    1:26:47
+   23200 |     2 |   0.073542 |   0.153990 |     1.25e-06 |    4:53:55 |    1:26:09
+   23250 |     2 |   0.015794 |   0.150844 |     1.24e-06 |    4:54:32 |    1:25:30
+   23300 |     2 |   0.103654 |   0.147125 |     1.22e-06 |    4:55:08 |    1:24:52
+   23350 |     2 |   0.127222 |   0.148387 |     1.20e-06 |    4:55:45 |    1:24:13
+   23400 |     2 |   0.364475 |   0.148503 |     1.19e-06 |    4:56:22 |    1:23:35
+   23450 |     2 |   0.260032 |   0.150431 |     1.17e-06 |    4:56:58 |    1:22:57
+   23500 |     2 |   0.139735 |   0.150864 |     1.15e-06 |    4:57:35 |    1:22:18
+   23550 |     2 |   0.111523 |   0.150523 |     1.13e-06 |    4:58:12 |    1:21:40
+   23600 |     2 |   0.086473 |   0.150021 |     1.12e-06 |    4:58:48 |    1:21:02
+   23650 |     2 |   0.098960 |   0.149678 |     1.10e-06 |    4:59:25 |    1:20:23
+   23700 |     2 |   0.059912 |   0.147903 |     1.08e-06 |    5:00:02 |    1:19:45
+   23750 |     2 |   0.012613 |   0.146577 |     1.07e-06 |    5:00:39 |    1:19:07
+   23800 |     2 |   0.222471 |   0.148084 |     1.05e-06 |    5:01:15 |    1:18:28
+   23850 |     2 |   0.045533 |   0.146931 |     1.03e-06 |    5:01:52 |    1:17:50
+   23900 |     2 |   0.128725 |   0.147278 |     1.02e-06 |    5:02:29 |    1:17:12
+   23950 |     2 |   0.400544 |   0.148093 |     1.00e-06 |    5:03:05 |    1:16:33
+   24000 |     2 |   0.204687 |   0.147806 |     9.86e-07 |    5:03:42 |    1:15:55
+[16:16:26]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-24000
+[16:16:28] Generating 16 validation images ...
+[16:16:51] Validation step 24000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0024000.png
+   24050 |     2 |   0.172056 |   0.148387 |     9.71e-07 |    5:04:50 |    1:15:25
+   24100 |     2 |   0.412018 |   0.150424 |     9.55e-07 |    5:05:26 |    1:14:46
+   24150 |     2 |   0.298146 |   0.153294 |     9.39e-07 |    5:06:03 |    1:14:08
+   24200 |     2 |   0.130874 |   0.153029 |     9.24e-07 |    5:06:40 |    1:13:30
+   24250 |     2 |   0.280178 |   0.155026 |     9.08e-07 |    5:07:17 |    1:12:51
+   24300 |     2 |   0.121266 |   0.156209 |     8.93e-07 |    5:07:53 |    1:12:13
+   24350 |     2 |   0.168429 |   0.156554 |     8.78e-07 |    5:08:30 |    1:11:35
+   24400 |     2 |   0.253089 |   0.158620 |     8.63e-07 |    5:09:07 |    1:10:56
+   24450 |     2 |   0.073606 |   0.158019 |     8.48e-07 |    5:09:43 |    1:10:18
+   24500 |     2 |   0.339704 |   0.160440 |     8.33e-07 |    5:10:20 |    1:09:40
+   24550 |     2 |   0.201030 |   0.160417 |     8.19e-07 |    5:10:57 |    1:09:01
+   24600 |     2 |   0.354681 |   0.161556 |     8.04e-07 |    5:11:34 |    1:08:23
+   24650 |     2 |   0.002040 |   0.158452 |     7.90e-07 |    5:12:10 |    1:07:45
+   24700 |     2 |   0.023875 |   0.157300 |     7.76e-07 |    5:12:47 |    1:07:07
+   24750 |     2 |   0.183777 |   0.158327 |     7.61e-07 |    5:13:24 |    1:06:28
+   24800 |     2 |   0.124425 |   0.156577 |     7.47e-07 |    5:14:00 |    1:05:50
+   24850 |     2 |   0.018909 |   0.156192 |     7.33e-07 |    5:14:37 |    1:05:12
+   24900 |     2 |   0.061707 |   0.154627 |     7.20e-07 |    5:15:14 |    1:04:33
+   24950 |     2 |   0.066598 |   0.154638 |     7.06e-07 |    5:15:50 |    1:03:55
+   25000 |     2 |   0.116877 |   0.154682 |     6.92e-07 |    5:16:27 |    1:03:17
+[16:29:05] Generating 16 validation images ...
+[16:29:29] Validation step 25000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0025000.png
+   25050 |     2 |   0.182662 |   0.154237 |     6.79e-07 |    5:17:28 |    1:02:44
+   25100 |     2 |   0.285198 |   0.156273 |     6.65e-07 |    5:18:04 |    1:02:05
+   25150 |     2 |   0.026386 |   0.153818 |     6.52e-07 |    5:18:41 |    1:01:27
+   25200 |     2 |   0.070275 |   0.154185 |     6.39e-07 |    5:19:18 |    1:00:49
+   25250 |     2 |   0.038604 |   0.150693 |     6.26e-07 |    5:19:54 |    1:00:10
+   25300 |     2 |   0.066732 |   0.150935 |     6.13e-07 |    5:20:31 |    0:59:32
+   25350 |     2 |   0.257029 |   0.151543 |     6.01e-07 |    5:21:08 |    0:58:54
+   25400 |     2 |   0.210276 |   0.151523 |     5.88e-07 |    5:21:45 |    0:58:16
+   25450 |     2 |   0.257621 |   0.149525 |     5.76e-07 |    5:22:21 |    0:57:37
+   25500 |     2 |   0.052635 |   0.149738 |     5.63e-07 |    5:22:58 |    0:56:59
+   25550 |     2 |   0.036684 |   0.148876 |     5.51e-07 |    5:23:35 |    0:56:21
+   25600 |     2 |   0.035341 |   0.146809 |     5.39e-07 |    5:24:11 |    0:55:43
+   25650 |     2 |   0.248853 |   0.148116 |     5.27e-07 |    5:24:48 |    0:55:05
+   25700 |     2 |   0.135025 |   0.147521 |     5.15e-07 |    5:25:25 |    0:54:26
+   25750 |     2 |   0.105294 |   0.146303 |     5.03e-07 |    5:26:02 |    0:53:48
+   25800 |     2 |   0.094704 |   0.146227 |     4.92e-07 |    5:26:38 |    0:53:10
+   25850 |     2 |   0.402365 |   0.147699 |     4.80e-07 |    5:27:15 |    0:52:32
+   25900 |     2 |   0.347135 |   0.151045 |     4.69e-07 |    5:27:52 |    0:51:54
+   25950 |     2 |   0.177996 |   0.152609 |     4.58e-07 |    5:28:28 |    0:51:15
+   26000 |     2 |   0.007277 |   0.151918 |     4.47e-07 |    5:29:05 |    0:50:37
+[16:41:52]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-26000
+[16:41:54] Generating 16 validation images ...
+[16:42:18] Validation step 26000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0026000.png
+   26050 |     2 |   0.282497 |   0.153958 |     4.36e-07 |    5:30:17 |    0:50:04
+   26100 |     2 |   0.037289 |   0.152970 |     4.25e-07 |    5:30:54 |    0:49:26
+   26150 |     2 |   0.276764 |   0.154985 |     4.14e-07 |    5:31:31 |    0:48:48
+   26200 |     2 |   0.216666 |   0.156916 |     4.04e-07 |    5:32:07 |    0:48:10
+   26250 |     2 |   0.021226 |   0.154677 |     3.93e-07 |    5:32:44 |    0:47:32
+   26300 |     2 |   0.214413 |   0.156435 |     3.83e-07 |    5:33:21 |    0:46:53
+   26350 |     2 |   0.355819 |   0.157622 |     3.73e-07 |    5:33:57 |    0:46:15
+   26400 |     2 |   0.403040 |   0.160200 |     3.63e-07 |    5:34:34 |    0:45:37
+   26450 |     2 |   0.054325 |   0.159978 |     3.53e-07 |    5:35:11 |    0:44:59
+   26500 |     2 |   0.010250 |   0.158039 |     3.43e-07 |    5:35:48 |    0:44:21
+   26550 |     2 |   0.220541 |   0.159902 |     3.34e-07 |    5:36:24 |    0:43:42
+   26600 |     2 |   0.120636 |   0.159314 |     3.24e-07 |    5:37:01 |    0:43:04
+   26650 |     2 |   0.162103 |   0.159277 |     3.15e-07 |    5:37:38 |    0:42:26
+   26700 |     2 |   0.110354 |   0.159185 |     3.06e-07 |    5:38:14 |    0:41:48
+   26750 |     2 |   0.035497 |   0.156395 |     2.96e-07 |    5:38:51 |    0:41:10
+   26800 |     2 |   0.018748 |   0.156212 |     2.88e-07 |    5:39:28 |    0:40:32
+   26850 |     2 |   0.277516 |   0.157130 |     2.79e-07 |    5:40:05 |    0:39:53
+   26900 |     2 |   0.076258 |   0.156928 |     2.70e-07 |    5:40:41 |    0:39:15
+   26950 |     2 |   0.024018 |   0.156257 |     2.61e-07 |    5:41:18 |    0:38:37
+   27000 |     2 |   0.160347 |   0.156842 |     2.53e-07 |    5:41:55 |    0:37:59
+[16:54:33] Generating 16 validation images ...
+[16:54:56] Validation step 27000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0027000.png
+   27050 |     2 |   0.009632 |   0.153738 |     2.45e-07 |    5:42:55 |    0:37:23
+   27100 |     2 |   0.356726 |   0.154706 |     2.37e-07 |    5:43:32 |    0:36:45
+   27150 |     2 |   0.052727 |   0.152848 |     2.29e-07 |    5:44:09 |    0:36:07
+   27200 |     2 |   0.010954 |   0.152436 |     2.21e-07 |    5:44:45 |    0:35:29
+   27250 |     2 |   0.139023 |   0.151557 |     2.13e-07 |    5:45:22 |    0:34:51
+   27300 |     2 |   0.248354 |   0.153162 |     2.05e-07 |    5:45:59 |    0:34:13
+   27350 |     2 |   0.172654 |   0.153859 |     1.98e-07 |    5:46:36 |    0:33:34
+   27400 |     2 |   0.096441 |   0.154650 |     1.90e-07 |    5:47:12 |    0:32:56
+   27450 |     2 |   0.064356 |   0.154873 |     1.83e-07 |    5:47:49 |    0:32:18
+   27500 |     2 |   0.003565 |   0.152441 |     1.76e-07 |    5:48:26 |    0:31:40
+   27550 |     2 |   0.057021 |   0.151596 |     1.69e-07 |    5:49:02 |    0:31:02
+   27600 |     2 |   0.045468 |   0.151562 |     1.62e-07 |    5:49:39 |    0:30:24
+   27650 |     2 |   0.050172 |   0.149441 |     1.56e-07 |    5:50:16 |    0:29:46
+   27700 |     2 |   0.348597 |   0.150208 |     1.49e-07 |    5:50:52 |    0:29:08
+   27750 |     2 |   0.136606 |   0.150906 |     1.43e-07 |    5:51:29 |    0:28:29
+   27800 |     2 |   0.056535 |   0.147978 |     1.37e-07 |    5:52:06 |    0:27:51
+   27850 |     2 |   0.013267 |   0.147920 |     1.30e-07 |    5:52:43 |    0:27:13
+   27900 |     2 |   0.017259 |   0.147776 |     1.25e-07 |    5:53:19 |    0:26:35
+   27950 |     2 |   0.339870 |   0.150455 |     1.19e-07 |    5:53:56 |    0:25:57
+   28000 |     2 |   0.020826 |   0.147498 |     1.13e-07 |    5:54:33 |    0:25:19
+[17:07:17]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-28000
+[17:07:18] Generating 16 validation images ...
+[17:07:42] Validation step 28000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0028000.png
+   28050 |     2 |   0.098918 |   0.147571 |     1.07e-07 |    5:55:41 |    0:24:43
+   28100 |     2 |   0.079712 |   0.146194 |     1.02e-07 |    5:56:17 |    0:24:05
+   28150 |     2 |   0.216880 |   0.146111 |     9.67e-08 |    5:56:54 |    0:23:27
+   28200 |     2 |   0.237337 |   0.147749 |     9.16e-08 |    5:57:31 |    0:22:49
+   28250 |     2 |   0.083161 |   0.148423 |     8.66e-08 |    5:58:08 |    0:22:11
+   28300 |     2 |   0.074371 |   0.148130 |     8.17e-08 |    5:58:44 |    0:21:33
+   28350 |     2 |   0.000281 |   0.146861 |     7.70e-08 |    5:59:21 |    0:20:54
+   28400 |     2 |   0.212717 |   0.145343 |     7.24e-08 |    5:59:58 |    0:20:16
+   28450 |     2 |   0.048792 |   0.143231 |     6.80e-08 |    6:00:35 |    0:19:38
+   28500 |     2 |   0.030800 |   0.142141 |     6.37e-08 |    6:01:11 |    0:19:00
+   28550 |     2 |   0.121547 |   0.142242 |     5.95e-08 |    6:01:48 |    0:18:22
+   28600 |     2 |   0.025036 |   0.141627 |     5.55e-08 |    6:02:25 |    0:17:44
+   28650 |     2 |   0.023176 |   0.140870 |     5.16e-08 |    6:03:01 |    0:17:06
+   28700 |     2 |   0.503079 |   0.145301 |     4.78e-08 |    6:03:38 |    0:16:28
+   28750 |     2 |   0.162385 |   0.146799 |     4.42e-08 |    6:04:15 |    0:15:50
+   28800 |     2 |   0.203282 |   0.146607 |     4.08e-08 |    6:04:51 |    0:15:12
+   28850 |     2 |   0.314507 |   0.149297 |     3.74e-08 |    6:05:28 |    0:14:34
+   28900 |     2 |   0.011342 |   0.148123 |     3.43e-08 |    6:06:05 |    0:13:56
+   28950 |     2 |   0.096497 |   0.145082 |     3.12e-08 |    6:06:41 |    0:13:17
+   29000 |     2 |   0.384148 |   0.146877 |     2.83e-08 |    6:07:18 |    0:12:39
+[17:19:56] Generating 16 validation images ...
+[17:20:20] Validation step 29000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0029000.png
+   29050 |     2 |   0.344381 |   0.148600 |     2.56e-08 |    6:08:19 |    0:12:02
+   29100 |     2 |   0.134260 |   0.145823 |     2.29e-08 |    6:08:55 |    0:11:24
+   29150 |     2 |   0.239575 |   0.145237 |     2.05e-08 |    6:09:32 |    0:10:46
+   29200 |     2 |   0.139983 |   0.145328 |     1.81e-08 |    6:10:09 |    0:10:08
+   29250 |     2 |   0.640078 |   0.148927 |     1.59e-08 |    6:10:46 |    0:09:30
+   29300 |     2 |   0.156992 |   0.149284 |     1.39e-08 |    6:11:22 |    0:08:52
+   29350 |     2 |   0.193465 |   0.149535 |     1.20e-08 |    6:11:59 |    0:08:14
+   29400 |     2 |   0.010927 |   0.147113 |     1.02e-08 |    6:12:36 |    0:07:36
+   29450 |     2 |   0.061507 |   0.146992 |     8.57e-09 |    6:13:13 |    0:06:58
+   29500 |     2 |   0.150210 |   0.145097 |     7.09e-09 |    6:13:49 |    0:06:20
+   29550 |     2 |   0.175447 |   0.144841 |     5.74e-09 |    6:14:26 |    0:05:42
+   29600 |     2 |   0.001038 |   0.141305 |     4.54e-09 |    6:15:03 |    0:05:04
+   29650 |     2 |   0.058541 |   0.141870 |     3.47e-09 |    6:15:39 |    0:04:26
+   29700 |     2 |   0.029091 |   0.141922 |     2.55e-09 |    6:16:16 |    0:03:48
+   29750 |     2 |   0.247700 |   0.142561 |     1.77e-09 |    6:16:53 |    0:03:10
+   29800 |     2 |   0.102754 |   0.142345 |     1.13e-09 |    6:17:30 |    0:02:32
+   29850 |     2 |   0.411246 |   0.146268 |     6.38e-10 |    6:18:06 |    0:01:54
+   29900 |     2 |   0.154672 |   0.147198 |     2.84e-10 |    6:18:43 |    0:01:15
+   29950 |     2 |   0.258753 |   0.149119 |     7.09e-11 |    6:19:20 |    0:00:37
+   30000 |     2 |   0.220719 |   0.150158 |     0.00e+00 |    6:19:57 |    0:00:00
+[17:32:43]   Saved checkpoint -> RESULTS/cub200/run_024/checkpoint-30000
+[17:32:44] Generating 16 validation images ...
+[17:33:08] Validation step 30000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0030000.png
+[17:33:09] --- Epoch 2 | Steps: 9372 | Avg Loss: 0.154353 ---
+[17:33:09] Saving final model ...
+[17:33:11]   Transformer saved -> RESULTS/cub200/run_024/transformer
+[17:33:30]   Pipeline saved -> RESULTS/cub200/run_024
+[17:33:30] Generating final validation collage ...
+[17:33:30] Generating 16 validation images ...
+[17:33:53] Validation step 30000: 16 images -> RESULTS/cub200/run_024/validation/collage_step_0030000.png
+[17:33:54] 
+[17:33:54] ============================================================
+[17:33:54]   TRAINING SUMMARY
+[17:33:54] ============================================================
+[17:33:54]   Total steps  : 600
+[17:33:54]   Final loss   : 0.220719
+[17:33:54]   Avg last 100 : 0.150158
+[17:33:54]   Min loss     : 0.000281
+[17:33:54]   Total time   : 6:21:16
+[17:33:54]   Output       : RESULTS/cub200/run_024
+[17:33:54] ============================================================

cub200/run_024/training_args.json

@@ -0,0 +1,41 @@
+{
+  "pretrained_model_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "t5_model_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
+  "vae_path": "./HF_VERSION_WEIGHTS/kl_vae",
+  "revision": null,
+  "variant": 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": 300,
+  "dataloader_num_workers": 4,
+  "output_dir": "RESULTS/cub200/run_024"
+}

cub200/run_024/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.22071927785873413,
+  "avg_last_100": 0.1501575853995746,
+  "min_loss": 0.00028147950069978833,
+  "total_time": "6:21:16"
+}

cub200/run_024/transformer/config.json

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

cub200/run_024/transformer/diffusion_pytorch_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:fa58260e6c4ed0249c51a87a6838b22de09c8f620501baf3fa9bebce21744340
+size 1221780352

cub200/run_024/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_024/vae/diffusion_pytorch_model.safetensors

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