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102flowers/run_021/model_index.json

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102flowers/run_021/scheduler/scheduler_config.json

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102flowers/run_021/text_encoder/config.json

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102flowers/run_021/training.log

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+Training started: 2026-06-18 05:29:16
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[05:29:16] Run directory : RESULTS/102flowers/run_021
+[05:29:16] XAttn VAE     : ./HF_VERSION_WEIGHTS/kl_vae
+[05:29:16] Loading PixArt-Alpha backbone components ...
+[05:29:36] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
+[05:29:37]   VAE loaded — scaling_factor = 0.18215
+[05:29:37]   text_dim = 4096   xattn_num_heads = 8
+[05:29:40]   Transformer : 610,856,096 total, 610,856,096 trainable
+[05:29:40] Building dataset ...
+[05:29:41] 
+[05:29:41] ================================================================
+[05:29:41]   Backbone           = PixArt-alpha/PixArt-XL-2-512x512
+[05:29:41]   XAttn VAE          = ./HF_VERSION_WEIGHTS/kl_vae
+[05:29:41]   Output dir         = RESULTS/102flowers/run_021
+[05:29:41]   Num examples       = 28660
+[05:29:41]   Num epochs         = 5
+[05:29:41]   Batch/device       = 4
+[05:29:41]   Grad accum         = 1
+[05:29:41]   Effective BS       = 4
+[05:29:41]   Total optim steps  = 30000
+[05:29:41]   LR                 = 1e-05
+[05:29:41]   Precision          = bf16
+[05:29:41]   Resolution         = 512x512
+[05:29:41]   Max seq length     = 120
+[05:29:41] ================================================================
+[05:29:41] 
+      50 |     0 |   0.104642 |   0.104642 |     1.00e-06 |    0:00:54 |    9:02:14
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+     150 |     0 |   0.072703 |   0.118823 |     3.00e-06 |    0:01:51 |    6:08:41
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+     550 |     0 |   0.358857 |   0.124824 |     1.00e-05 |    0:05:40 |    5:03:34
+     600 |     0 |   0.103616 |   0.123056 |     1.00e-05 |    0:06:08 |    5:01:11
+     650 |     0 |   0.123491 |   0.123090 |     1.00e-05 |    0:06:37 |    4:59:00
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+     800 |     0 |   0.047599 |   0.110657 |     1.00e-05 |    0:08:03 |    4:53:53
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+     950 |     0 |   0.038089 |   0.102863 |     9.99e-06 |    0:09:29 |    4:50:02
+    1000 |     0 |   0.242419 |   0.109841 |     9.99e-06 |    0:09:57 |    4:48:52
+[05:39:14] Generating 16 validation images ...
+[05:39:34] Validation step 1000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0001000.png
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+    2000 |     0 |   0.014123 |   0.118656 |     9.94e-06 |    0:19:49 |    4:37:32
+[05:49:12]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-2000
+[05:49:13] Generating 16 validation images ...
+[05:49:33] Validation step 2000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0002000.png
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+    2200 |     0 |   0.195258 |   0.128306 |     9.92e-06 |    0:22:11 |    4:40:23
+    2250 |     0 |   0.090749 |   0.127471 |     9.91e-06 |    0:22:39 |    4:39:33
+    2300 |     0 |   0.065422 |   0.126123 |     9.91e-06 |    0:23:08 |    4:38:42
+    2350 |     0 |   0.444556 |   0.132898 |     9.90e-06 |    0:23:37 |    4:37:53
+    2400 |     0 |   0.096171 |   0.132133 |     9.90e-06 |    0:24:05 |    4:37:04
+    2450 |     0 |   0.132156 |   0.132133 |     9.89e-06 |    0:24:34 |    4:36:17
+    2500 |     0 |   0.028189 |   0.130054 |     9.89e-06 |    0:25:02 |    4:35:31
+    2550 |     0 |   0.041358 |   0.128315 |     9.88e-06 |    0:25:31 |    4:34:45
+    2600 |     0 |   0.176341 |   0.129239 |     9.88e-06 |    0:26:00 |    4:34:00
+    2650 |     0 |   0.183592 |   0.130264 |     9.87e-06 |    0:26:28 |    4:33:16
+    2700 |     0 |   0.152244 |   0.130671 |     9.86e-06 |    0:26:57 |    4:32:32
+    2750 |     0 |   0.115747 |   0.130400 |     9.86e-06 |    0:27:25 |    4:31:49
+    2800 |     0 |   0.074297 |   0.129398 |     9.85e-06 |    0:27:54 |    4:31:06
+    2850 |     0 |   0.158297 |   0.129905 |     9.84e-06 |    0:28:23 |    4:30:24
+    2900 |     0 |   0.042205 |   0.128393 |     9.84e-06 |    0:28:51 |    4:29:42
+    2950 |     0 |   0.081084 |   0.127591 |     9.83e-06 |    0:29:20 |    4:29:01
+    3000 |     0 |   0.279162 |   0.130117 |     9.82e-06 |    0:29:48 |    4:28:20
+[05:59:05] Generating 16 validation images ...
+[05:59:26] Validation step 3000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0003000.png
+    3050 |     0 |   0.157277 |   0.130562 |     9.82e-06 |    0:30:39 |    4:30:51
+    3100 |     0 |   0.061546 |   0.129449 |     9.81e-06 |    0:31:07 |    4:30:07
+    3150 |     0 |   0.068294 |   0.128479 |     9.80e-06 |    0:31:36 |    4:29:23
+    3200 |     0 |   0.098306 |   0.128007 |     9.79e-06 |    0:32:04 |    4:28:41
+    3250 |     0 |   0.139504 |   0.128184 |     9.79e-06 |    0:32:33 |    4:27:58
+    3300 |     0 |   0.012920 |   0.126438 |     9.78e-06 |    0:33:02 |    4:27:17
+    3350 |     0 |   0.299174 |   0.129016 |     9.77e-06 |    0:33:30 |    4:26:35
+    3400 |     0 |   0.194207 |   0.129974 |     9.76e-06 |    0:33:59 |    4:25:54
+    3450 |     0 |   0.142643 |   0.130158 |     9.76e-06 |    0:34:27 |    4:25:13
+    3500 |     0 |   0.036295 |   0.128817 |     9.75e-06 |    0:34:56 |    4:24:33
+    3550 |     0 |   0.170433 |   0.129403 |     9.74e-06 |    0:35:25 |    4:23:53
+    3600 |     0 |   0.229987 |   0.130800 |     9.73e-06 |    0:35:53 |    4:23:13
+    3650 |     0 |   0.267517 |   0.132673 |     9.72e-06 |    0:36:22 |    4:22:33
+    3700 |     0 |   0.030600 |   0.131294 |     9.71e-06 |    0:36:50 |    4:21:53
+    3750 |     0 |   0.064164 |   0.130399 |     9.70e-06 |    0:37:19 |    4:21:14
+    3800 |     0 |   0.164443 |   0.130847 |     9.69e-06 |    0:37:47 |    4:20:35
+    3850 |     0 |   0.008180 |   0.129254 |     9.69e-06 |    0:38:16 |    4:19:56
+    3900 |     0 |   0.041447 |   0.128128 |     9.68e-06 |    0:38:44 |    4:19:17
+    3950 |     0 |   0.261843 |   0.129820 |     9.67e-06 |    0:39:13 |    4:18:39
+    4000 |     0 |   0.087675 |   0.129294 |     9.66e-06 |    0:39:41 |    4:18:01
+[06:09:04]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-4000
+[06:09:04] Generating 16 validation images ...
+[06:09:25] Validation step 4000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0004000.png
+    4050 |     0 |   0.142991 |   0.129463 |     9.65e-06 |    0:40:38 |    4:20:21
+    4100 |     0 |   0.110232 |   0.129228 |     9.64e-06 |    0:41:06 |    4:19:42
+    4150 |     0 |   0.164250 |   0.129650 |     9.63e-06 |    0:41:35 |    4:19:02
+    4200 |     0 |   0.072377 |   0.128968 |     9.62e-06 |    0:42:03 |    4:18:23
+    4250 |     0 |   0.054869 |   0.128097 |     9.61e-06 |    0:42:32 |    4:17:45
+    4300 |     0 |   0.150527 |   0.128357 |     9.60e-06 |    0:43:01 |    4:17:06
+    4350 |     0 |   0.021687 |   0.127131 |     9.59e-06 |    0:43:29 |    4:16:28
+    4400 |     0 |   0.254082 |   0.128574 |     9.57e-06 |    0:43:58 |    4:15:50
+    4450 |     0 |   0.222355 |   0.129628 |     9.56e-06 |    0:44:26 |    4:15:12
+    4500 |     0 |   0.423738 |   0.132896 |     9.55e-06 |    0:44:55 |    4:14:35
+    4550 |     0 |   0.450104 |   0.136381 |     9.54e-06 |    0:45:24 |    4:13:57
+    4600 |     0 |   0.295654 |   0.138113 |     9.53e-06 |    0:45:52 |    4:13:20
+    4650 |     0 |   0.056125 |   0.137231 |     9.52e-06 |    0:46:21 |    4:12:43
+    4700 |     0 |   0.259806 |   0.138535 |     9.51e-06 |    0:46:50 |    4:12:06
+    4750 |     0 |   0.193759 |   0.139116 |     9.50e-06 |    0:47:18 |    4:11:30
+    4800 |     0 |   0.426011 |   0.142105 |     9.48e-06 |    0:47:47 |    4:10:53
+    4850 |     0 |   0.091953 |   0.141588 |     9.47e-06 |    0:48:16 |    4:10:17
+    4900 |     0 |   0.040290 |   0.140554 |     9.46e-06 |    0:48:44 |    4:09:41
+    4950 |     0 |   0.388669 |   0.143060 |     9.45e-06 |    0:49:13 |    4:09:05
+    5000 |     0 |   0.042791 |   0.142058 |     9.44e-06 |    0:49:41 |    4:08:28
+[06:18:58] Generating 16 validation images ...
+[06:19:18] Validation step 5000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0005000.png
+    5050 |     0 |   0.017585 |   0.141187 |     9.42e-06 |    0:50:31 |    4:09:35
+    5100 |     0 |   0.517959 |   0.144575 |     9.41e-06 |    0:50:59 |    4:08:58
+    5150 |     0 |   0.193785 |   0.145786 |     9.40e-06 |    0:51:28 |    4:08:21
+    5200 |     0 |   0.156394 |   0.146115 |     9.39e-06 |    0:51:56 |    4:07:44
+    5250 |     0 |   0.007549 |   0.146182 |     9.37e-06 |    0:52:25 |    4:07:07
+    5300 |     0 |   0.143447 |   0.147512 |     9.36e-06 |    0:52:53 |    4:06:30
+    5350 |     0 |   0.121489 |   0.148361 |     9.35e-06 |    0:53:22 |    4:05:54
+    5400 |     0 |   0.242698 |   0.149358 |     9.33e-06 |    0:53:50 |    4:05:18
+    5450 |     0 |   0.019097 |   0.148370 |     9.32e-06 |    0:54:19 |    4:04:41
+    5500 |     0 |   0.233076 |   0.148446 |     9.31e-06 |    0:54:47 |    4:04:05
+    5550 |     0 |   0.198098 |   0.146839 |     9.29e-06 |    0:55:16 |    4:03:30
+    5600 |     0 |   0.020118 |   0.146004 |     9.28e-06 |    0:55:45 |    4:02:54
+    5650 |     0 |   0.186226 |   0.146631 |     9.27e-06 |    0:56:13 |    4:02:18
+    5700 |     0 |   0.001847 |   0.145646 |     9.25e-06 |    0:56:42 |    4:01:43
+    5750 |     0 |   0.129154 |   0.146714 |     9.24e-06 |    0:57:10 |    4:01:08
+    5800 |     0 |   0.143410 |   0.147672 |     9.22e-06 |    0:57:39 |    4:00:33
+    5850 |     0 |   0.001043 |   0.146681 |     9.21e-06 |    0:58:07 |    3:59:58
+    5900 |     0 |   0.084315 |   0.147067 |     9.20e-06 |    0:58:36 |    3:59:23
+    5950 |     0 |   0.093533 |   0.147622 |     9.18e-06 |    0:59:05 |    3:58:49
+    6000 |     0 |   0.241296 |   0.147611 |     9.17e-06 |    0:59:33 |    3:58:14
+[06:28:56]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-6000
+[06:28:57] Generating 16 validation images ...
+[06:29:17] Validation step 6000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0006000.png
+    6050 |     0 |   0.626572 |   0.150216 |     9.15e-06 |    1:00:29 |    3:59:29
+    6100 |     0 |   0.081809 |   0.149195 |     9.14e-06 |    1:00:58 |    3:58:53
+    6150 |     0 |   0.253960 |   0.149751 |     9.12e-06 |    1:01:26 |    3:58:17
+    6200 |     0 |   0.130408 |   0.150414 |     9.11e-06 |    1:01:55 |    3:57:42
+    6250 |     0 |   0.202764 |   0.152052 |     9.09e-06 |    1:02:23 |    3:57:06
+    6300 |     0 |   0.039630 |   0.147645 |     9.08e-06 |    1:02:52 |    3:56:31
+    6350 |     0 |   0.004434 |   0.146942 |     9.06e-06 |    1:03:21 |    3:55:56
+    6400 |     0 |   0.002997 |   0.146753 |     9.05e-06 |    1:03:49 |    3:55:21
+    6450 |     0 |   0.006013 |   0.146685 |     9.03e-06 |    1:04:18 |    3:54:46
+    6500 |     0 |   0.081516 |   0.146602 |     9.01e-06 |    1:04:46 |    3:54:12
+    6550 |     0 |   0.045829 |   0.144116 |     9.00e-06 |    1:05:15 |    3:53:38
+    6600 |     0 |   0.235299 |   0.144709 |     8.98e-06 |    1:05:44 |    3:53:03
+    6650 |     0 |   0.095464 |   0.145393 |     8.97e-06 |    1:06:12 |    3:52:29
+    6700 |     0 |   0.187427 |   0.145845 |     8.95e-06 |    1:06:41 |    3:51:55
+    6750 |     0 |   0.043017 |   0.146162 |     8.93e-06 |    1:07:10 |    3:51:21
+    6800 |     0 |   0.179769 |   0.146848 |     8.92e-06 |    1:07:38 |    3:50:47
+    6850 |     0 |   0.122640 |   0.146895 |     8.90e-06 |    1:08:07 |    3:50:13
+    6900 |     0 |   0.160728 |   0.147848 |     8.88e-06 |    1:08:35 |    3:49:39
+    6950 |     0 |   0.115110 |   0.148411 |     8.87e-06 |    1:09:04 |    3:49:05
+    7000 |     0 |   0.059102 |   0.148861 |     8.85e-06 |    1:09:33 |    3:48:31
+[06:38:49] Generating 16 validation images ...
+[06:39:10] Validation step 7000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0007000.png
+    7050 |     0 |   0.238022 |   0.145730 |     8.83e-06 |    1:10:22 |    3:49:06
+    7100 |     0 |   0.073215 |   0.145838 |     8.81e-06 |    1:10:51 |    3:48:31
+    7150 |     0 |   0.119646 |   0.146130 |     8.80e-06 |    1:11:19 |    3:47:57
+[06:40:44] --- Epoch 0 | Steps: 7165 | Avg Loss: 0.129627 ---
+    7200 |     1 |   0.323878 |   0.147417 |     8.78e-06 |    1:11:48 |    3:47:23
+    7250 |     1 |   0.183706 |   0.148346 |     8.76e-06 |    1:12:17 |    3:46:49
+    7300 |     1 |   0.044224 |   0.148134 |     8.75e-06 |    1:12:45 |    3:46:15
+    7350 |     1 |   0.136128 |   0.145050 |     8.73e-06 |    1:13:14 |    3:45:41
+    7400 |     1 |   0.179641 |   0.145885 |     8.71e-06 |    1:13:42 |    3:45:08
+    7450 |     1 |   0.086179 |   0.145425 |     8.69e-06 |    1:14:11 |    3:44:34
+    7500 |     1 |   0.235476 |   0.147498 |     8.67e-06 |    1:14:40 |    3:44:00
+    7550 |     1 |   0.060244 |   0.147687 |     8.66e-06 |    1:15:08 |    3:43:27
+    7600 |     1 |   0.152975 |   0.147453 |     8.64e-06 |    1:15:37 |    3:42:53
+    7650 |     1 |   0.283320 |   0.148450 |     8.62e-06 |    1:16:05 |    3:42:19
+    7700 |     1 |   0.130029 |   0.148228 |     8.60e-06 |    1:16:34 |    3:41:46
+    7750 |     1 |   0.060815 |   0.147679 |     8.58e-06 |    1:17:03 |    3:41:13
+    7800 |     1 |   0.255497 |   0.149491 |     8.56e-06 |    1:17:31 |    3:40:39
+    7850 |     1 |   0.157585 |   0.149484 |     8.54e-06 |    1:18:00 |    3:40:06
+    7900 |     1 |   0.047854 |   0.149540 |     8.53e-06 |    1:18:29 |    3:39:33
+    7950 |     1 |   0.031974 |   0.149049 |     8.51e-06 |    1:18:57 |    3:39:00
+    8000 |     1 |   0.198870 |   0.148246 |     8.49e-06 |    1:19:26 |    3:38:27
+[06:48:50]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-8000
+[06:48:52] Generating 16 validation images ...
+[06:49:13] Validation step 8000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0008000.png
+    8050 |     1 |   0.137079 |   0.148044 |     8.47e-06 |    1:20:26 |    3:39:19
+    8100 |     1 |   0.008664 |   0.147515 |     8.45e-06 |    1:20:54 |    3:38:45
+    8150 |     1 |   0.257911 |   0.149412 |     8.43e-06 |    1:21:23 |    3:38:12
+    8200 |     1 |   0.171915 |   0.150148 |     8.41e-06 |    1:21:52 |    3:37:38
+    8250 |     1 |   0.052749 |   0.149280 |     8.39e-06 |    1:22:20 |    3:37:05
+    8300 |     1 |   0.249175 |   0.151643 |     8.37e-06 |    1:22:49 |    3:36:32
+    8350 |     1 |   0.066743 |   0.149318 |     8.35e-06 |    1:23:17 |    3:35:58
+    8400 |     1 |   0.217455 |   0.149551 |     8.33e-06 |    1:23:46 |    3:35:25
+    8450 |     1 |   0.088086 |   0.149005 |     8.31e-06 |    1:24:15 |    3:34:52
+    8500 |     1 |   0.062477 |   0.149267 |     8.29e-06 |    1:24:43 |    3:34:19
+    8550 |     1 |   0.191350 |   0.149476 |     8.27e-06 |    1:25:12 |    3:33:46
+    8600 |     1 |   0.359823 |   0.150775 |     8.25e-06 |    1:25:41 |    3:33:13
+    8650 |     1 |   0.072357 |   0.148823 |     8.23e-06 |    1:26:09 |    3:32:40
+    8700 |     1 |   0.112511 |   0.149642 |     8.21e-06 |    1:26:38 |    3:32:07
+    8750 |     1 |   0.007264 |   0.149073 |     8.19e-06 |    1:27:07 |    3:31:34
+    8800 |     1 |   0.027077 |   0.147699 |     8.17e-06 |    1:27:35 |    3:31:01
+    8850 |     1 |   0.172196 |   0.149340 |     8.15e-06 |    1:28:04 |    3:30:28
+    8900 |     1 |   0.030935 |   0.149234 |     8.13e-06 |    1:28:33 |    3:29:56
+    8950 |     1 |   0.002908 |   0.146645 |     8.11e-06 |    1:29:01 |    3:29:23
+    9000 |     1 |   0.038928 |   0.146158 |     8.09e-06 |    1:29:30 |    3:28:50
+[06:58:46] Generating 16 validation images ...
+[06:59:06] Validation step 9000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0009000.png
+    9050 |     1 |   0.110367 |   0.145831 |     8.07e-06 |    1:30:19 |    3:29:05
+    9100 |     1 |   0.091377 |   0.145643 |     8.05e-06 |    1:30:47 |    3:28:32
+    9150 |     1 |   0.111093 |   0.145111 |     8.02e-06 |    1:31:16 |    3:27:59
+    9200 |     1 |   0.300478 |   0.147392 |     8.00e-06 |    1:31:45 |    3:27:26
+    9250 |     1 |   0.215013 |   0.148994 |     7.98e-06 |    1:32:13 |    3:26:53
+    9300 |     1 |   0.289622 |   0.150385 |     7.96e-06 |    1:32:42 |    3:26:20
+    9350 |     1 |   0.142586 |   0.151594 |     7.94e-06 |    1:33:10 |    3:25:47
+    9400 |     1 |   0.137634 |   0.150429 |     7.92e-06 |    1:33:39 |    3:25:15
+    9450 |     1 |   0.006698 |   0.148273 |     7.90e-06 |    1:34:08 |    3:24:42
+    9500 |     1 |   0.023958 |   0.144275 |     7.87e-06 |    1:34:36 |    3:24:09
+    9550 |     1 |   0.018477 |   0.139959 |     7.85e-06 |    1:35:05 |    3:23:37
+    9600 |     1 |   0.139990 |   0.138402 |     7.83e-06 |    1:35:33 |    3:23:04
+    9650 |     1 |   0.013263 |   0.137973 |     7.81e-06 |    1:36:02 |    3:22:31
+    9700 |     1 |   0.066844 |   0.136044 |     7.79e-06 |    1:36:30 |    3:21:59
+    9750 |     1 |   0.129733 |   0.135403 |     7.76e-06 |    1:36:59 |    3:21:26
+    9800 |     1 |   0.204265 |   0.133186 |     7.74e-06 |    1:37:28 |    3:20:54
+    9850 |     1 |   0.022358 |   0.132490 |     7.72e-06 |    1:37:56 |    3:20:22
+    9900 |     1 |   0.039733 |   0.132484 |     7.70e-06 |    1:38:25 |    3:19:49
+    9950 |     1 |   0.006109 |   0.128659 |     7.67e-06 |    1:38:54 |    3:19:17
+   10000 |     1 |   0.208250 |   0.130313 |     7.65e-06 |    1:39:22 |    3:18:45
+[07:08:45]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-10000
+[07:08:46] Generating 16 validation images ...
+[07:09:07] Validation step 10000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0010000.png
+   10050 |     1 |   0.338329 |   0.133521 |     7.63e-06 |    1:40:19 |    3:19:09
+   10100 |     1 |   0.151600 |   0.129857 |     7.61e-06 |    1:40:48 |    3:18:36
+   10150 |     1 |   0.119495 |   0.129114 |     7.58e-06 |    1:41:16 |    3:18:04
+   10200 |     1 |   0.301277 |   0.130563 |     7.56e-06 |    1:41:45 |    3:17:31
+   10250 |     1 |   0.190242 |   0.132390 |     7.54e-06 |    1:42:14 |    3:16:59
+   10300 |     1 |   0.160896 |   0.132565 |     7.52e-06 |    1:42:42 |    3:16:26
+   10350 |     1 |   0.016120 |   0.131511 |     7.49e-06 |    1:43:11 |    3:15:54
+   10400 |     1 |   0.114447 |   0.130228 |     7.47e-06 |    1:43:39 |    3:15:21
+   10450 |     1 |   0.440396 |   0.134441 |     7.45e-06 |    1:44:08 |    3:14:49
+   10500 |     1 |   0.022113 |   0.132332 |     7.42e-06 |    1:44:36 |    3:14:16
+   10550 |     1 |   0.161504 |   0.131966 |     7.40e-06 |    1:45:05 |    3:13:44
+   10600 |     1 |   0.055205 |   0.132317 |     7.38e-06 |    1:45:33 |    3:13:12
+   10650 |     1 |   0.041292 |   0.130867 |     7.35e-06 |    1:46:02 |    3:12:40
+   10700 |     1 |   0.063217 |   0.131481 |     7.33e-06 |    1:46:31 |    3:12:07
+   10750 |     1 |   0.186668 |   0.132056 |     7.31e-06 |    1:46:59 |    3:11:35
+   10800 |     1 |   0.024579 |   0.130868 |     7.28e-06 |    1:47:28 |    3:11:03
+   10850 |     1 |   0.317505 |   0.134032 |     7.26e-06 |    1:47:56 |    3:10:31
+   10900 |     1 |   0.025490 |   0.133444 |     7.23e-06 |    1:48:25 |    3:09:59
+   10950 |     1 |   0.063387 |   0.133143 |     7.21e-06 |    1:48:53 |    3:09:27
+   11000 |     1 |   0.056599 |   0.131296 |     7.19e-06 |    1:49:22 |    3:08:55
+[07:18:38] Generating 16 validation images ...
+[07:18:59] Validation step 11000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0011000.png
+   11050 |     1 |   0.136075 |   0.126391 |     7.16e-06 |    1:50:11 |    3:08:58
+   11100 |     1 |   0.262139 |   0.128194 |     7.14e-06 |    1:50:40 |    3:08:26
+   11150 |     1 |   0.029156 |   0.125946 |     7.11e-06 |    1:51:08 |    3:07:54
+   11200 |     1 |   0.190441 |   0.126546 |     7.09e-06 |    1:51:37 |    3:07:21
+   11250 |     1 |   0.052246 |   0.125041 |     7.07e-06 |    1:52:05 |    3:06:49
+   11300 |     1 |   0.116667 |   0.125812 |     7.04e-06 |    1:52:34 |    3:06:17
+   11350 |     1 |   0.205713 |   0.127824 |     7.02e-06 |    1:53:03 |    3:05:45
+   11400 |     1 |   0.015054 |   0.127945 |     6.99e-06 |    1:53:31 |    3:05:13
+   11450 |     1 |   0.223498 |   0.130120 |     6.97e-06 |    1:54:00 |    3:04:41
+   11500 |     1 |   0.029195 |   0.129597 |     6.94e-06 |    1:54:28 |    3:04:09
+   11550 |     1 |   0.048892 |   0.129627 |     6.92e-06 |    1:54:57 |    3:03:38
+   11600 |     1 |   0.039209 |   0.127666 |     6.89e-06 |    1:55:26 |    3:03:06
+   11650 |     1 |   0.312911 |   0.129841 |     6.87e-06 |    1:55:54 |    3:02:34
+   11700 |     1 |   0.215483 |   0.130121 |     6.85e-06 |    1:56:23 |    3:02:02
+   11750 |     1 |   0.010785 |   0.129799 |     6.82e-06 |    1:56:51 |    3:01:30
+   11800 |     1 |   0.023134 |   0.128233 |     6.80e-06 |    1:57:20 |    3:00:59
+   11850 |     1 |   0.067119 |   0.127677 |     6.77e-06 |    1:57:49 |    3:00:27
+   11900 |     1 |   0.250591 |   0.128576 |     6.75e-06 |    1:58:17 |    2:59:55
+   11950 |     1 |   0.148337 |   0.128908 |     6.72e-06 |    1:58:46 |    2:59:23
+   12000 |     1 |   0.460253 |   0.132920 |     6.70e-06 |    1:59:14 |    2:58:52
+[07:28:36]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-12000
+[07:28:38] Generating 16 validation images ...
+[07:28:58] Validation step 12000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0012000.png
+   12050 |     1 |   0.034222 |   0.130882 |     6.67e-06 |    2:00:10 |    2:59:01
+   12100 |     1 |   0.074448 |   0.130894 |     6.65e-06 |    2:00:39 |    2:58:29
+   12150 |     1 |   0.147097 |   0.131169 |     6.62e-06 |    2:01:08 |    2:57:57
+   12200 |     1 |   0.259278 |   0.130523 |     6.60e-06 |    2:01:36 |    2:57:25
+   12250 |     1 |   0.194080 |   0.130626 |     6.57e-06 |    2:02:05 |    2:56:54
+   12300 |     1 |   0.134343 |   0.131528 |     6.55e-06 |    2:02:33 |    2:56:22
+   12350 |     1 |   0.212241 |   0.132289 |     6.52e-06 |    2:03:02 |    2:55:50
+   12400 |     1 |   0.316886 |   0.133661 |     6.49e-06 |    2:03:31 |    2:55:18
+   12450 |     1 |   0.221502 |   0.135014 |     6.47e-06 |    2:03:59 |    2:54:47
+   12500 |     1 |   0.112128 |   0.133781 |     6.44e-06 |    2:04:28 |    2:54:15
+   12550 |     1 |   0.035124 |   0.133530 |     6.42e-06 |    2:04:56 |    2:53:44
+   12600 |     1 |   0.010237 |   0.132102 |     6.39e-06 |    2:05:25 |    2:53:12
+   12650 |     1 |   0.000974 |   0.129279 |     6.37e-06 |    2:05:54 |    2:52:40
+   12700 |     1 |   0.126275 |   0.129241 |     6.34e-06 |    2:06:22 |    2:52:09
+   12750 |     1 |   0.143061 |   0.130064 |     6.32e-06 |    2:06:51 |    2:51:37
+   12800 |     1 |   0.033280 |   0.127842 |     6.29e-06 |    2:07:19 |    2:51:06
+   12850 |     1 |   0.042467 |   0.126690 |     6.26e-06 |    2:07:48 |    2:50:34
+   12900 |     1 |   0.010577 |   0.126318 |     6.24e-06 |    2:08:17 |    2:50:03
+   12950 |     1 |   0.045283 |   0.126451 |     6.21e-06 |    2:08:45 |    2:49:31
+   13000 |     1 |   0.002156 |   0.124484 |     6.19e-06 |    2:09:14 |    2:49:00
+[07:38:30] Generating 16 validation images ...
+[07:38:52] Validation step 13000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0013000.png
+   13050 |     1 |   0.044902 |   0.123562 |     6.16e-06 |    2:10:04 |    2:48:57
+   13100 |     1 |   0.083064 |   0.124306 |     6.13e-06 |    2:10:33 |    2:48:25
+   13150 |     1 |   0.265732 |   0.124384 |     6.11e-06 |    2:11:01 |    2:47:53
+   13200 |     1 |   0.096267 |   0.123628 |     6.08e-06 |    2:11:30 |    2:47:22
+   13250 |     1 |   0.032794 |   0.123428 |     6.06e-06 |    2:11:59 |    2:46:50
+   13300 |     1 |   0.075369 |   0.121690 |     6.03e-06 |    2:12:27 |    2:46:19
+   13350 |     1 |   0.200050 |   0.123023 |     6.00e-06 |    2:12:56 |    2:45:47
+   13400 |     1 |   0.233022 |   0.123179 |     5.98e-06 |    2:13:24 |    2:45:16
+   13450 |     1 |   0.192847 |   0.124226 |     5.95e-06 |    2:13:53 |    2:44:45
+   13500 |     1 |   0.092201 |   0.124524 |     5.93e-06 |    2:14:22 |    2:44:13
+   13550 |     1 |   0.083610 |   0.123446 |     5.90e-06 |    2:14:50 |    2:43:42
+   13600 |     1 |   0.243245 |   0.122280 |     5.87e-06 |    2:15:19 |    2:43:11
+   13650 |     1 |   0.119571 |   0.122753 |     5.85e-06 |    2:15:48 |    2:42:39
+   13700 |     1 |   0.068340 |   0.122311 |     5.82e-06 |    2:16:16 |    2:42:08
+   13750 |     1 |   0.130586 |   0.123544 |     5.80e-06 |    2:16:45 |    2:41:37
+   13800 |     1 |   0.136150 |   0.124635 |     5.77e-06 |    2:17:13 |    2:41:05
+   13850 |     1 |   0.092369 |   0.123837 |     5.74e-06 |    2:17:42 |    2:40:34
+   13900 |     1 |   0.175246 |   0.125280 |     5.72e-06 |    2:18:11 |    2:40:03
+   13950 |     1 |   0.215001 |   0.127401 |     5.69e-06 |    2:18:39 |    2:39:32
+   14000 |     1 |   0.213771 |   0.129149 |     5.66e-06 |    2:19:08 |    2:39:01
+[07:48:32]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-14000
+[07:48:34] Generating 16 validation images ...
+[07:48:55] Validation step 14000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0014000.png
+   14050 |     1 |   0.204720 |   0.130093 |     5.64e-06 |    2:20:08 |    2:39:05
+   14100 |     1 |   0.075624 |   0.129935 |     5.61e-06 |    2:20:36 |    2:38:33
+   14150 |     1 |   0.095660 |   0.129781 |     5.58e-06 |    2:21:05 |    2:38:02
+   14200 |     1 |   0.248451 |   0.129260 |     5.56e-06 |    2:21:34 |    2:37:31
+   14250 |     1 |   0.125724 |   0.128368 |     5.53e-06 |    2:22:02 |    2:36:59
+   14300 |     1 |   0.153523 |   0.127007 |     5.50e-06 |    2:22:31 |    2:36:28
+[07:52:04] --- Epoch 1 | Steps: 7165 | Avg Loss: 0.129979 ---
+   14350 |     2 |   0.492480 |   0.130505 |     5.48e-06 |    2:22:59 |    2:35:57
+   14400 |     2 |   0.133495 |   0.130464 |     5.45e-06 |    2:23:28 |    2:35:25
+   14450 |     2 |   0.017515 |   0.130572 |     5.43e-06 |    2:23:57 |    2:34:54
+   14500 |     2 |   0.121437 |   0.131547 |     5.40e-06 |    2:24:25 |    2:34:23
+   14550 |     2 |   0.087356 |   0.132236 |     5.37e-06 |    2:24:54 |    2:33:52
+   14600 |     2 |   0.216034 |   0.132996 |     5.35e-06 |    2:25:23 |    2:33:21
+   14650 |     2 |   0.240387 |   0.135267 |     5.32e-06 |    2:25:51 |    2:32:49
+   14700 |     2 |   0.390692 |   0.138506 |     5.29e-06 |    2:26:20 |    2:32:18
+   14750 |     2 |   0.244135 |   0.139650 |     5.27e-06 |    2:26:48 |    2:31:47
+   14800 |     2 |   0.092499 |   0.138532 |     5.24e-06 |    2:27:17 |    2:31:16
+   14850 |     2 |   0.022549 |   0.138534 |     5.21e-06 |    2:27:46 |    2:30:45
+   14900 |     2 |   0.220792 |   0.140345 |     5.19e-06 |    2:28:14 |    2:30:14
+   14950 |     2 |   0.040732 |   0.140691 |     5.16e-06 |    2:28:43 |    2:29:42
+   15000 |     2 |   0.122956 |   0.139838 |     5.13e-06 |    2:29:11 |    2:29:11
+[07:58:28] Generating 16 validation images ...
+[07:58:49] Validation step 15000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0015000.png
+   15050 |     2 |   0.330442 |   0.139759 |     5.11e-06 |    2:30:02 |    2:29:02
+   15100 |     2 |   0.038099 |   0.138624 |     5.08e-06 |    2:30:30 |    2:28:31
+   15150 |     2 |   0.039194 |   0.137821 |     5.05e-06 |    2:30:59 |    2:27:59
+   15200 |     2 |   0.119376 |   0.136002 |     5.03e-06 |    2:31:27 |    2:27:28
+   15250 |     2 |   0.003018 |   0.134130 |     5.00e-06 |    2:31:56 |    2:26:57
+   15300 |     2 |   0.162241 |   0.134143 |     4.97e-06 |    2:32:25 |    2:26:26
+   15350 |     2 |   0.057841 |   0.134561 |     4.95e-06 |    2:32:53 |    2:25:55
+   15400 |     2 |   0.039459 |   0.133811 |     4.92e-06 |    2:33:22 |    2:25:24
+   15450 |     2 |   0.077665 |   0.130183 |     4.89e-06 |    2:33:50 |    2:24:53
+   15500 |     2 |   0.060956 |   0.130572 |     4.87e-06 |    2:34:19 |    2:24:22
+   15550 |     2 |   0.316258 |   0.132119 |     4.84e-06 |    2:34:48 |    2:23:51
+   15600 |     2 |   0.127696 |   0.132844 |     4.81e-06 |    2:35:16 |    2:23:20
+   15650 |     2 |   0.130000 |   0.133731 |     4.79e-06 |    2:35:45 |    2:22:49
+   15700 |     2 |   0.170994 |   0.134809 |     4.76e-06 |    2:36:14 |    2:22:18
+   15750 |     2 |   0.057273 |   0.133515 |     4.73e-06 |    2:36:42 |    2:21:47
+   15800 |     2 |   0.173877 |   0.135008 |     4.71e-06 |    2:37:11 |    2:21:16
+   15850 |     2 |   0.037622 |   0.132209 |     4.68e-06 |    2:37:39 |    2:20:45
+   15900 |     2 |   0.174626 |   0.133701 |     4.65e-06 |    2:38:08 |    2:20:14
+   15950 |     2 |   0.087200 |   0.133939 |     4.63e-06 |    2:38:37 |    2:19:43
+   16000 |     2 |   0.112947 |   0.134502 |     4.60e-06 |    2:39:05 |    2:19:12
+[08:08:30]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-16000
+[08:08:32] Generating 16 validation images ...
+[08:08:53] Validation step 16000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0016000.png
+   16050 |     2 |   0.239730 |   0.135539 |     4.57e-06 |    2:40:06 |    2:19:09
+   16100 |     2 |   0.113075 |   0.134048 |     4.55e-06 |    2:40:34 |    2:18:38
+   16150 |     2 |   0.072409 |   0.134481 |     4.52e-06 |    2:41:03 |    2:18:07
+   16200 |     2 |   0.192550 |   0.134502 |     4.50e-06 |    2:41:32 |    2:17:36
+   16250 |     2 |   0.332626 |   0.137306 |     4.47e-06 |    2:42:00 |    2:17:05
+   16300 |     2 |   0.140769 |   0.137547 |     4.44e-06 |    2:42:29 |    2:16:34
+   16350 |     2 |   0.105288 |   0.136542 |     4.42e-06 |    2:42:58 |    2:16:03
+   16400 |     2 |   0.014149 |   0.136533 |     4.39e-06 |    2:43:26 |    2:15:32
+   16450 |     2 |   0.112444 |   0.135423 |     4.36e-06 |    2:43:55 |    2:15:01
+   16500 |     2 |   0.107658 |   0.136208 |     4.34e-06 |    2:44:24 |    2:14:30
+   16550 |     2 |   0.022318 |   0.135942 |     4.31e-06 |    2:44:52 |    2:13:59
+   16600 |     2 |   0.290805 |   0.138458 |     4.28e-06 |    2:45:21 |    2:13:28
+   16650 |     2 |   0.156700 |   0.136896 |     4.26e-06 |    2:45:49 |    2:12:57
+   16700 |     2 |   0.019209 |   0.134933 |     4.23e-06 |    2:46:18 |    2:12:26
+   16750 |     2 |   0.607274 |   0.140898 |     4.20e-06 |    2:46:47 |    2:11:56
+   16800 |     2 |   0.005122 |   0.140718 |     4.18e-06 |    2:47:15 |    2:11:25
+   16850 |     2 |   0.012426 |   0.140171 |     4.15e-06 |    2:47:44 |    2:10:54
+   16900 |     2 |   0.150475 |   0.139170 |     4.13e-06 |    2:48:12 |    2:10:23
+   16950 |     2 |   0.023105 |   0.137917 |     4.10e-06 |    2:48:41 |    2:09:52
+   17000 |     2 |   0.130944 |   0.134624 |     4.07e-06 |    2:49:10 |    2:09:21
+[08:18:26] Generating 16 validation images ...
+[08:18:47] Validation step 17000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0017000.png
+   17050 |     2 |   0.231043 |   0.136592 |     4.05e-06 |    2:50:00 |    2:09:07
+   17100 |     2 |   0.036853 |   0.136216 |     4.02e-06 |    2:50:29 |    2:08:36
+   17150 |     2 |   0.076003 |   0.135505 |     4.00e-06 |    2:50:57 |    2:08:05
+   17200 |     2 |   0.102670 |   0.133939 |     3.97e-06 |    2:51:26 |    2:07:34
+   17250 |     2 |   0.056264 |   0.132561 |     3.94e-06 |    2:51:54 |    2:07:03
+   17300 |     2 |   0.408644 |   0.135304 |     3.92e-06 |    2:52:23 |    2:06:33
+   17350 |     2 |   0.170368 |   0.134886 |     3.89e-06 |    2:52:51 |    2:06:02
+   17400 |     2 |   0.432186 |   0.136039 |     3.87e-06 |    2:53:20 |    2:05:31
+   17450 |     2 |   0.170150 |   0.135525 |     3.84e-06 |    2:53:49 |    2:05:00
+   17500 |     2 |   0.035901 |   0.134763 |     3.81e-06 |    2:54:17 |    2:04:29
+   17550 |     2 |   0.225030 |   0.136662 |     3.79e-06 |    2:54:46 |    2:03:59
+   17600 |     2 |   0.048926 |   0.137049 |     3.76e-06 |    2:55:15 |    2:03:28
+   17650 |     2 |   0.029736 |   0.137336 |     3.74e-06 |    2:55:43 |    2:02:57
+   17700 |     2 |   0.067726 |   0.136751 |     3.71e-06 |    2:56:12 |    2:02:26
+   17750 |     2 |   0.178465 |   0.137105 |     3.68e-06 |    2:56:40 |    2:01:56
+   17800 |     2 |   0.171672 |   0.138489 |     3.66e-06 |    2:57:09 |    2:01:25
+   17850 |     2 |   0.029278 |   0.138357 |     3.63e-06 |    2:57:38 |    2:00:54
+   17900 |     2 |   0.019010 |   0.138441 |     3.61e-06 |    2:58:06 |    2:00:23
+   17950 |     2 |   0.002212 |   0.138010 |     3.58e-06 |    2:58:35 |    1:59:53
+   18000 |     2 |   0.001010 |   0.137999 |     3.56e-06 |    2:59:03 |    1:59:22
+[08:28:28]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-18000
+[08:28:30] Generating 16 validation images ...
+[08:28:51] Validation step 18000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0018000.png
+   18050 |     2 |   0.019653 |   0.137747 |     3.53e-06 |    3:00:03 |    1:59:12
+   18100 |     2 |   0.070970 |   0.137626 |     3.51e-06 |    3:00:32 |    1:58:41
+   18150 |     2 |   0.131455 |   0.136283 |     3.48e-06 |    3:01:01 |    1:58:11
+   18200 |     2 |   0.010153 |   0.135422 |     3.45e-06 |    3:01:29 |    1:57:40
+   18250 |     2 |   0.304106 |   0.138135 |     3.43e-06 |    3:01:58 |    1:57:09
+   18300 |     2 |   0.379322 |   0.141174 |     3.40e-06 |    3:02:26 |    1:56:38
+   18350 |     2 |   0.000773 |   0.139182 |     3.38e-06 |    3:02:55 |    1:56:08
+   18400 |     2 |   0.246579 |   0.139317 |     3.35e-06 |    3:03:24 |    1:55:37
+   18450 |     2 |   0.052237 |   0.137911 |     3.33e-06 |    3:03:52 |    1:55:06
+   18500 |     2 |   0.066134 |   0.137650 |     3.30e-06 |    3:04:21 |    1:54:35
+   18550 |     2 |   0.114786 |   0.137962 |     3.28e-06 |    3:04:49 |    1:54:05
+   18600 |     2 |   0.119653 |   0.136726 |     3.25e-06 |    3:05:18 |    1:53:34
+   18650 |     2 |   0.113191 |   0.136662 |     3.23e-06 |    3:05:47 |    1:53:03
+   18700 |     2 |   0.202116 |   0.138000 |     3.20e-06 |    3:06:15 |    1:52:33
+   18750 |     2 |   0.155891 |   0.138253 |     3.18e-06 |    3:06:44 |    1:52:02
+   18800 |     2 |   0.042828 |   0.137320 |     3.15e-06 |    3:07:12 |    1:51:31
+   18850 |     2 |   0.142397 |   0.137820 |     3.13e-06 |    3:07:41 |    1:51:01
+   18900 |     2 |   0.099027 |   0.137058 |     3.11e-06 |    3:08:10 |    1:50:30
+   18950 |     2 |   0.209302 |   0.137001 |     3.08e-06 |    3:08:38 |    1:50:00
+   19000 |     2 |   0.193311 |   0.136796 |     3.06e-06 |    3:09:07 |    1:49:29
+[08:38:23] Generating 16 validation images ...
+[08:38:45] Validation step 19000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0019000.png
+   19050 |     2 |   0.092758 |   0.135677 |     3.03e-06 |    3:09:57 |    1:49:11
+   19100 |     2 |   0.130241 |   0.136223 |     3.01e-06 |    3:10:26 |    1:48:40
+   19150 |     2 |   0.008083 |   0.135347 |     2.98e-06 |    3:10:54 |    1:48:10
+   19200 |     2 |   0.130664 |   0.134169 |     2.96e-06 |    3:11:23 |    1:47:39
+   19250 |     2 |   0.051653 |   0.133429 |     2.93e-06 |    3:11:52 |    1:47:08
+   19300 |     2 |   0.002329 |   0.131917 |     2.91e-06 |    3:12:20 |    1:46:38
+   19350 |     2 |   0.119285 |   0.128185 |     2.89e-06 |    3:12:49 |    1:46:07
+   19400 |     2 |   0.040694 |   0.127257 |     2.86e-06 |    3:13:18 |    1:45:37
+   19450 |     2 |   0.088208 |   0.127964 |     2.84e-06 |    3:13:46 |    1:45:06
+   19500 |     2 |   0.079398 |   0.127543 |     2.81e-06 |    3:14:15 |    1:44:35
+   19550 |     2 |   0.182740 |   0.128497 |     2.79e-06 |    3:14:43 |    1:44:05
+   19600 |     2 |   0.186222 |   0.128199 |     2.77e-06 |    3:15:12 |    1:43:34
+   19650 |     2 |   0.254053 |   0.128336 |     2.74e-06 |    3:15:41 |    1:43:04
+   19700 |     2 |   0.086805 |   0.125297 |     2.72e-06 |    3:16:09 |    1:42:33
+   19750 |     2 |   0.076803 |   0.123624 |     2.69e-06 |    3:16:38 |    1:42:03
+   19800 |     2 |   0.250830 |   0.125207 |     2.67e-06 |    3:17:07 |    1:41:32
+   19850 |     2 |   0.063174 |   0.125613 |     2.65e-06 |    3:17:35 |    1:41:02
+   19900 |     2 |   0.184854 |   0.125254 |     2.62e-06 |    3:18:04 |    1:40:31
+   19950 |     2 |   0.049637 |   0.125343 |     2.60e-06 |    3:18:33 |    1:40:01
+   20000 |     2 |   0.082465 |   0.124938 |     2.58e-06 |    3:19:01 |    1:39:30
+[08:48:27]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-20000
+[08:48:28] Generating 16 validation images ...
+[08:48:49] Validation step 20000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0020000.png
+   20050 |     2 |   0.183705 |   0.123470 |     2.55e-06 |    3:20:01 |    1:39:16
+   20100 |     2 |   0.062462 |   0.123714 |     2.53e-06 |    3:20:30 |    1:38:45
+   20150 |     2 |   0.194764 |   0.125270 |     2.51e-06 |    3:20:59 |    1:38:14
+   20200 |     2 |   0.037094 |   0.124447 |     2.48e-06 |    3:21:27 |    1:37:44
+   20250 |     2 |   0.316708 |   0.127584 |     2.46e-06 |    3:21:56 |    1:37:13
+   20300 |     2 |   0.034980 |   0.126311 |     2.44e-06 |    3:22:24 |    1:36:43
+   20350 |     2 |   0.178314 |   0.127516 |     2.42e-06 |    3:22:53 |    1:36:12
+   20400 |     2 |   0.163689 |   0.128758 |     2.39e-06 |    3:23:21 |    1:35:41
+   20450 |     2 |   0.305050 |   0.131032 |     2.37e-06 |    3:23:50 |    1:35:11
+   20500 |     2 |   0.038335 |   0.130806 |     2.35e-06 |    3:24:18 |    1:34:40
+   20550 |     2 |   0.110140 |   0.128745 |     2.33e-06 |    3:24:47 |    1:34:10
+   20600 |     2 |   0.206335 |   0.129531 |     2.30e-06 |    3:25:15 |    1:33:39
+   20650 |     2 |   0.077347 |   0.129005 |     2.28e-06 |    3:25:44 |    1:33:09
+   20700 |     2 |   0.133895 |   0.128634 |     2.26e-06 |    3:26:12 |    1:32:38
+   20750 |     2 |   0.176189 |   0.129823 |     2.24e-06 |    3:26:41 |    1:32:08
+   20800 |     2 |   0.109673 |   0.129181 |     2.21e-06 |    3:27:09 |    1:31:37
+   20850 |     2 |   0.237656 |   0.131181 |     2.19e-06 |    3:27:38 |    1:31:07
+   20900 |     2 |   0.013920 |   0.129574 |     2.17e-06 |    3:28:07 |    1:30:36
+   20950 |     2 |   0.016878 |   0.128871 |     2.15e-06 |    3:28:35 |    1:30:06
+   21000 |     2 |   0.046655 |   0.128208 |     2.13e-06 |    3:29:04 |    1:29:36
+[08:58:20] Generating 16 validation images ...
+[08:58:41] Validation step 21000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0021000.png
+   21050 |     2 |   0.049052 |   0.126301 |     2.10e-06 |    3:29:53 |    1:29:14
+   21100 |     2 |   0.112156 |   0.126292 |     2.08e-06 |    3:30:22 |    1:28:44
+   21150 |     2 |   0.126552 |   0.126833 |     2.06e-06 |    3:30:51 |    1:28:13
+   21200 |     2 |   0.018433 |   0.125092 |     2.04e-06 |    3:31:19 |    1:27:43
+   21250 |     2 |   0.185126 |   0.123617 |     2.02e-06 |    3:31:48 |    1:27:12
+   21300 |     2 |   0.041891 |   0.122628 |     2.00e-06 |    3:32:17 |    1:26:42
+   21350 |     2 |   0.209577 |   0.123671 |     1.98e-06 |    3:32:45 |    1:26:12
+   21400 |     2 |   0.136580 |   0.124896 |     1.95e-06 |    3:33:14 |    1:25:41
+   21450 |     2 |   0.063161 |   0.124403 |     1.93e-06 |    3:33:42 |    1:25:11
+[09:03:24] --- Epoch 2 | Steps: 7165 | Avg Loss: 0.131486 ---
+   21500 |     3 |   0.154592 |   0.124872 |     1.91e-06 |    3:34:11 |    1:24:40
+   21550 |     3 |   0.050677 |   0.125156 |     1.89e-06 |    3:34:40 |    1:24:10
+   21600 |     3 |   0.145949 |   0.123707 |     1.87e-06 |    3:35:08 |    1:23:40
+   21650 |     3 |   0.150566 |   0.123646 |     1.85e-06 |    3:35:37 |    1:23:09
+   21700 |     3 |   0.101869 |   0.124472 |     1.83e-06 |    3:36:05 |    1:22:39
+   21750 |     3 |   0.280721 |   0.121207 |     1.81e-06 |    3:36:34 |    1:22:08
+   21800 |     3 |   0.037028 |   0.121526 |     1.79e-06 |    3:37:02 |    1:21:38
+   21850 |     3 |   0.170920 |   0.123111 |     1.77e-06 |    3:37:31 |    1:21:08
+   21900 |     3 |   0.083897 |   0.122445 |     1.75e-06 |    3:37:59 |    1:20:37
+   21950 |     3 |   0.062003 |   0.122834 |     1.73e-06 |    3:38:28 |    1:20:07
+   22000 |     3 |   0.039950 |   0.121924 |     1.71e-06 |    3:38:57 |    1:19:37
+[09:08:20]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-22000
+[09:08:21] Generating 16 validation images ...
+[09:08:41] Validation step 22000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0022000.png
+   22050 |     3 |   0.304351 |   0.122657 |     1.69e-06 |    3:39:54 |    1:19:17
+   22100 |     3 |   0.255897 |   0.124848 |     1.67e-06 |    3:40:22 |    1:18:46
+   22150 |     3 |   0.227053 |   0.126358 |     1.65e-06 |    3:40:51 |    1:18:16
+   22200 |     3 |   0.055596 |   0.125887 |     1.63e-06 |    3:41:19 |    1:17:45
+   22250 |     3 |   0.203930 |   0.127364 |     1.61e-06 |    3:41:48 |    1:17:15
+   22300 |     3 |   0.096851 |   0.124246 |     1.59e-06 |    3:42:17 |    1:16:45
+   22350 |     3 |   0.112061 |   0.123663 |     1.57e-06 |    3:42:45 |    1:16:14
+   22400 |     3 |   0.012745 |   0.119469 |     1.55e-06 |    3:43:14 |    1:15:44
+   22450 |     3 |   0.035995 |   0.118127 |     1.53e-06 |    3:43:43 |    1:15:14
+   22500 |     3 |   0.240181 |   0.120170 |     1.51e-06 |    3:44:11 |    1:14:43
+   22550 |     3 |   0.138961 |   0.119309 |     1.49e-06 |    3:44:40 |    1:14:13
+   22600 |     3 |   0.059506 |   0.119415 |     1.47e-06 |    3:45:09 |    1:13:43
+   22650 |     3 |   0.193523 |   0.121053 |     1.46e-06 |    3:45:37 |    1:13:13
+   22700 |     3 |   0.195528 |   0.122331 |     1.44e-06 |    3:46:06 |    1:12:42
+   22750 |     3 |   0.079286 |   0.121339 |     1.42e-06 |    3:46:35 |    1:12:12
+   22800 |     3 |   0.240599 |   0.122028 |     1.40e-06 |    3:47:03 |    1:11:42
+   22850 |     3 |   0.025925 |   0.121995 |     1.38e-06 |    3:47:32 |    1:11:12
+   22900 |     3 |   0.036615 |   0.122171 |     1.36e-06 |    3:48:01 |    1:10:41
+   22950 |     3 |   0.052986 |   0.122679 |     1.34e-06 |    3:48:29 |    1:10:11
+   23000 |     3 |   0.196452 |   0.124633 |     1.33e-06 |    3:48:58 |    1:09:41
+[09:18:15] Generating 16 validation images ...
+[09:18:35] Validation step 23000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0023000.png
+   23050 |     3 |   0.088897 |   0.125326 |     1.31e-06 |    3:49:48 |    1:09:17
+   23100 |     3 |   0.206534 |   0.126681 |     1.29e-06 |    3:50:16 |    1:08:47
+   23150 |     3 |   0.189682 |   0.127263 |     1.27e-06 |    3:50:45 |    1:08:16
+   23200 |     3 |   0.057976 |   0.127742 |     1.25e-06 |    3:51:13 |    1:07:46
+   23250 |     3 |   0.017412 |   0.124875 |     1.24e-06 |    3:51:42 |    1:07:16
+   23300 |     3 |   0.091792 |   0.121999 |     1.22e-06 |    3:52:10 |    1:06:45
+   23350 |     3 |   0.091067 |   0.122902 |     1.20e-06 |    3:52:39 |    1:06:15
+   23400 |     3 |   0.215935 |   0.122596 |     1.19e-06 |    3:53:08 |    1:05:45
+   23450 |     3 |   0.255149 |   0.124625 |     1.17e-06 |    3:53:36 |    1:05:15
+   23500 |     3 |   0.164545 |   0.125609 |     1.15e-06 |    3:54:05 |    1:04:44
+   23550 |     3 |   0.094222 |   0.125404 |     1.13e-06 |    3:54:33 |    1:04:14
+   23600 |     3 |   0.072106 |   0.124928 |     1.12e-06 |    3:55:02 |    1:03:44
+   23650 |     3 |   0.133388 |   0.125130 |     1.10e-06 |    3:55:31 |    1:03:14
+   23700 |     3 |   0.084040 |   0.123949 |     1.08e-06 |    3:55:59 |    1:02:44
+   23750 |     3 |   0.012906 |   0.122519 |     1.07e-06 |    3:56:28 |    1:02:13
+   23800 |     3 |   0.194436 |   0.124036 |     1.05e-06 |    3:56:57 |    1:01:43
+   23850 |     3 |   0.057820 |   0.123190 |     1.03e-06 |    3:57:25 |    1:01:13
+   23900 |     3 |   0.063902 |   0.122838 |     1.02e-06 |    3:57:54 |    1:00:43
+   23950 |     3 |   0.289921 |   0.123645 |     1.00e-06 |    3:58:22 |    1:00:13
+   24000 |     3 |   0.199007 |   0.123702 |     9.86e-07 |    3:58:51 |    0:59:42
+[09:28:17]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-24000
+[09:28:19] Generating 16 validation images ...
+[09:28:39] Validation step 24000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0024000.png
+   24050 |     3 |   0.160255 |   0.124377 |     9.71e-07 |    3:59:52 |    0:59:20
+   24100 |     3 |   0.345954 |   0.126534 |     9.55e-07 |    4:00:21 |    0:58:50
+   24150 |     3 |   0.234597 |   0.128799 |     9.39e-07 |    4:00:49 |    0:58:20
+   24200 |     3 |   0.090714 |   0.128399 |     9.24e-07 |    4:01:18 |    0:57:49
+   24250 |     3 |   0.283803 |   0.130721 |     9.08e-07 |    4:01:46 |    0:57:19
+   24300 |     3 |   0.084830 |   0.131546 |     8.93e-07 |    4:02:14 |    0:56:49
+   24350 |     3 |   0.136776 |   0.131721 |     8.78e-07 |    4:02:43 |    0:56:19
+   24400 |     3 |   0.223415 |   0.133548 |     8.63e-07 |    4:03:12 |    0:55:49
+   24450 |     3 |   0.052064 |   0.133187 |     8.48e-07 |    4:03:40 |    0:55:18
+   24500 |     3 |   0.327280 |   0.135665 |     8.33e-07 |    4:04:09 |    0:54:48
+   24550 |     3 |   0.153935 |   0.135377 |     8.19e-07 |    4:04:38 |    0:54:18
+   24600 |     3 |   0.345723 |   0.136972 |     8.04e-07 |    4:05:06 |    0:53:48
+   24650 |     3 |   0.002675 |   0.134459 |     7.90e-07 |    4:05:35 |    0:53:18
+   24700 |     3 |   0.017442 |   0.133765 |     7.76e-07 |    4:06:03 |    0:52:47
+   24750 |     3 |   0.111545 |   0.134112 |     7.61e-07 |    4:06:32 |    0:52:17
+   24800 |     3 |   0.131323 |   0.132917 |     7.47e-07 |    4:07:01 |    0:51:47
+   24850 |     3 |   0.014199 |   0.132428 |     7.33e-07 |    4:07:29 |    0:51:17
+   24900 |     3 |   0.054892 |   0.131128 |     7.20e-07 |    4:07:58 |    0:50:47
+   24950 |     3 |   0.059932 |   0.131231 |     7.06e-07 |    4:08:27 |    0:50:17
+   25000 |     3 |   0.072598 |   0.131132 |     6.92e-07 |    4:08:55 |    0:49:47
+[09:38:12] Generating 16 validation images ...
+[09:38:33] Validation step 25000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0025000.png
+   25050 |     3 |   0.163843 |   0.130934 |     6.79e-07 |    4:09:46 |    0:49:21
+   25100 |     3 |   0.270543 |   0.133014 |     6.65e-07 |    4:10:14 |    0:48:51
+   25150 |     3 |   0.031702 |   0.131384 |     6.52e-07 |    4:10:43 |    0:48:21
+   25200 |     3 |   0.077292 |   0.131786 |     6.39e-07 |    4:11:12 |    0:47:50
+   25250 |     3 |   0.045741 |   0.129076 |     6.26e-07 |    4:11:40 |    0:47:20
+   25300 |     3 |   0.056450 |   0.129291 |     6.13e-07 |    4:12:09 |    0:46:50
+   25350 |     3 |   0.272689 |   0.130235 |     6.01e-07 |    4:12:37 |    0:46:20
+   25400 |     3 |   0.179272 |   0.130390 |     5.88e-07 |    4:13:06 |    0:45:50
+   25450 |     3 |   0.221551 |   0.129555 |     5.76e-07 |    4:13:35 |    0:45:20
+   25500 |     3 |   0.056143 |   0.129733 |     5.63e-07 |    4:14:03 |    0:44:50
+   25550 |     3 |   0.054111 |   0.129173 |     5.51e-07 |    4:14:32 |    0:44:19
+   25600 |     3 |   0.028482 |   0.127395 |     5.39e-07 |    4:15:00 |    0:43:49
+   25650 |     3 |   0.137843 |   0.128000 |     5.27e-07 |    4:15:29 |    0:43:19
+   25700 |     3 |   0.106454 |   0.127725 |     5.15e-07 |    4:15:58 |    0:42:49
+   25750 |     3 |   0.095955 |   0.126923 |     5.03e-07 |    4:16:26 |    0:42:19
+   25800 |     3 |   0.115327 |   0.126979 |     4.92e-07 |    4:16:55 |    0:41:49
+   25850 |     3 |   0.319124 |   0.127794 |     4.80e-07 |    4:17:23 |    0:41:19
+   25900 |     3 |   0.338129 |   0.131036 |     4.69e-07 |    4:17:52 |    0:40:49
+   25950 |     3 |   0.144013 |   0.132308 |     4.58e-07 |    4:18:20 |    0:40:19
+   26000 |     3 |   0.007742 |   0.131918 |     4.47e-07 |    4:18:49 |    0:39:49
+[09:48:14]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-26000
+[09:48:16] Generating 16 validation images ...
+[09:48:37] Validation step 26000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0026000.png
+   26050 |     3 |   0.271108 |   0.134139 |     4.36e-07 |    4:19:49 |    0:39:23
+   26100 |     3 |   0.038260 |   0.133400 |     4.25e-07 |    4:20:18 |    0:38:53
+   26150 |     3 |   0.213740 |   0.134272 |     4.14e-07 |    4:20:46 |    0:38:23
+   26200 |     3 |   0.167175 |   0.135759 |     4.04e-07 |    4:21:15 |    0:37:53
+   26250 |     3 |   0.020053 |   0.134109 |     3.93e-07 |    4:21:43 |    0:37:23
+   26300 |     3 |   0.166346 |   0.135353 |     3.83e-07 |    4:22:12 |    0:36:53
+   26350 |     3 |   0.253880 |   0.135796 |     3.73e-07 |    4:22:40 |    0:36:23
+   26400 |     3 |   0.277852 |   0.137209 |     3.63e-07 |    4:23:09 |    0:35:53
+   26450 |     3 |   0.067220 |   0.137249 |     3.53e-07 |    4:23:37 |    0:35:22
+   26500 |     3 |   0.008805 |   0.135792 |     3.43e-07 |    4:24:06 |    0:34:52
+   26550 |     3 |   0.189060 |   0.137175 |     3.34e-07 |    4:24:34 |    0:34:22
+   26600 |     3 |   0.101844 |   0.136734 |     3.24e-07 |    4:25:03 |    0:33:52
+   26650 |     3 |   0.146531 |   0.136694 |     3.15e-07 |    4:25:31 |    0:33:22
+   26700 |     3 |   0.101661 |   0.136692 |     3.06e-07 |    4:26:00 |    0:32:52
+   26750 |     3 |   0.031408 |   0.134199 |     2.96e-07 |    4:26:28 |    0:32:22
+   26800 |     3 |   0.013630 |   0.133965 |     2.88e-07 |    4:26:57 |    0:31:52
+   26850 |     3 |   0.240609 |   0.134662 |     2.79e-07 |    4:27:26 |    0:31:22
+   26900 |     3 |   0.088913 |   0.134712 |     2.70e-07 |    4:27:54 |    0:30:52
+   26950 |     3 |   0.025056 |   0.134342 |     2.61e-07 |    4:28:23 |    0:30:22
+   27000 |     3 |   0.129340 |   0.135236 |     2.53e-07 |    4:28:51 |    0:29:52
+[09:58:08] Generating 16 validation images ...
+[09:58:29] Validation step 27000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0027000.png
+   27050 |     3 |   0.009142 |   0.132284 |     2.45e-07 |    4:29:41 |    0:29:24
+   27100 |     3 |   0.282303 |   0.132548 |     2.37e-07 |    4:30:10 |    0:28:54
+   27150 |     3 |   0.065742 |   0.130935 |     2.29e-07 |    4:30:38 |    0:28:24
+   27200 |     3 |   0.010994 |   0.130489 |     2.21e-07 |    4:31:07 |    0:27:54
+   27250 |     3 |   0.127802 |   0.129728 |     2.13e-07 |    4:31:35 |    0:27:24
+   27300 |     3 |   0.208914 |   0.130848 |     2.05e-07 |    4:32:04 |    0:26:54
+   27350 |     3 |   0.144743 |   0.131175 |     1.98e-07 |    4:32:32 |    0:26:24
+   27400 |     3 |   0.088467 |   0.131933 |     1.90e-07 |    4:33:01 |    0:25:54
+   27450 |     3 |   0.043253 |   0.132005 |     1.83e-07 |    4:33:29 |    0:25:24
+   27500 |     3 |   0.003057 |   0.129634 |     1.76e-07 |    4:33:58 |    0:24:54
+   27550 |     3 |   0.047467 |   0.128719 |     1.69e-07 |    4:34:26 |    0:24:24
+   27600 |     3 |   0.026242 |   0.128386 |     1.62e-07 |    4:34:55 |    0:23:54
+   27650 |     3 |   0.064912 |   0.127100 |     1.56e-07 |    4:35:23 |    0:23:24
+   27700 |     3 |   0.300728 |   0.128152 |     1.49e-07 |    4:35:52 |    0:22:54
+   27750 |     3 |   0.097797 |   0.128337 |     1.43e-07 |    4:36:20 |    0:22:24
+   27800 |     3 |   0.040192 |   0.126333 |     1.37e-07 |    4:36:49 |    0:21:54
+   27850 |     3 |   0.013966 |   0.126214 |     1.30e-07 |    4:37:17 |    0:21:24
+   27900 |     3 |   0.019940 |   0.126047 |     1.25e-07 |    4:37:46 |    0:20:54
+   27950 |     3 |   0.320195 |   0.128719 |     1.19e-07 |    4:38:15 |    0:20:24
+   28000 |     3 |   0.011226 |   0.126867 |     1.13e-07 |    4:38:43 |    0:19:54
+[10:08:07]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-28000
+[10:08:09] Generating 16 validation images ...
+[10:08:29] Validation step 28000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0028000.png
+   28050 |     3 |   0.120525 |   0.127183 |     1.07e-07 |    4:39:41 |    0:19:26
+   28100 |     3 |   0.067806 |   0.125796 |     1.02e-07 |    4:40:10 |    0:18:56
+   28150 |     3 |   0.236141 |   0.126260 |     9.67e-08 |    4:40:38 |    0:18:26
+   28200 |     3 |   0.217079 |   0.127851 |     9.16e-08 |    4:41:07 |    0:17:56
+   28250 |     3 |   0.047494 |   0.128152 |     8.66e-08 |    4:41:35 |    0:17:26
+   28300 |     3 |   0.077104 |   0.128005 |     8.17e-08 |    4:42:04 |    0:16:56
+   28350 |     3 |   0.000189 |   0.127096 |     7.70e-08 |    4:42:32 |    0:16:26
+   28400 |     3 |   0.144983 |   0.126387 |     7.24e-08 |    4:43:01 |    0:15:56
+   28450 |     3 |   0.033904 |   0.124175 |     6.80e-08 |    4:43:30 |    0:15:26
+   28500 |     3 |   0.026532 |   0.122794 |     6.37e-08 |    4:43:58 |    0:14:56
+   28550 |     3 |   0.080155 |   0.122654 |     5.95e-08 |    4:44:27 |    0:14:26
+   28600 |     3 |   0.019613 |   0.122129 |     5.55e-08 |    4:44:55 |    0:13:56
+   28650 |     3 |   0.021075 |   0.121006 |     5.16e-08 |    4:45:24 |    0:13:26
+[10:14:46] --- Epoch 3 | Steps: 7165 | Avg Loss: 0.131432 ---
+   28700 |     4 |   0.448065 |   0.124646 |     4.78e-08 |    4:45:52 |    0:12:56
+   28750 |     4 |   0.123705 |   0.125754 |     4.42e-08 |    4:46:21 |    0:12:27
+   28800 |     4 |   0.188164 |   0.125691 |     4.08e-08 |    4:46:49 |    0:11:57
+   28850 |     4 |   0.235185 |   0.127465 |     3.74e-08 |    4:47:18 |    0:11:27
+   28900 |     4 |   0.017115 |   0.126997 |     3.43e-08 |    4:47:46 |    0:10:57
+   28950 |     4 |   0.067535 |   0.124773 |     3.12e-08 |    4:48:15 |    0:10:27
+   29000 |     4 |   0.348338 |   0.126266 |     2.83e-08 |    4:48:43 |    0:09:57
+[10:18:00] Generating 16 validation images ...
+[10:18:21] Validation step 29000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0029000.png
+   29050 |     4 |   0.299967 |   0.127664 |     2.56e-08 |    4:49:33 |    0:09:28
+   29100 |     4 |   0.090064 |   0.125105 |     2.29e-08 |    4:50:02 |    0:08:58
+   29150 |     4 |   0.172780 |   0.124486 |     2.05e-08 |    4:50:30 |    0:08:28
+   29200 |     4 |   0.130444 |   0.124884 |     1.81e-08 |    4:50:59 |    0:07:58
+   29250 |     4 |   0.628673 |   0.128332 |     1.59e-08 |    4:51:27 |    0:07:28
+   29300 |     4 |   0.116501 |   0.128649 |     1.39e-08 |    4:51:56 |    0:06:58
+   29350 |     4 |   0.186271 |   0.129144 |     1.20e-08 |    4:52:24 |    0:06:28
+   29400 |     4 |   0.010498 |   0.127015 |     1.02e-08 |    4:52:53 |    0:05:58
+   29450 |     4 |   0.049241 |   0.126987 |     8.57e-09 |    4:53:21 |    0:05:28
+   29500 |     4 |   0.107414 |   0.124788 |     7.09e-09 |    4:53:50 |    0:04:58
+   29550 |     4 |   0.176637 |   0.125015 |     5.74e-09 |    4:54:18 |    0:04:28
+   29600 |     4 |   0.000758 |   0.121565 |     4.54e-09 |    4:54:47 |    0:03:59
+   29650 |     4 |   0.037863 |   0.121917 |     3.47e-09 |    4:55:15 |    0:03:29
+   29700 |     4 |   0.021130 |   0.121954 |     2.55e-09 |    4:55:44 |    0:02:59
+   29750 |     4 |   0.215892 |   0.122998 |     1.77e-09 |    4:56:12 |    0:02:29
+   29800 |     4 |   0.077084 |   0.122455 |     1.13e-09 |    4:56:40 |    0:01:59
+   29850 |     4 |   0.353051 |   0.125844 |     6.38e-10 |    4:57:09 |    0:01:29
+   29900 |     4 |   0.124366 |   0.126539 |     2.84e-10 |    4:57:37 |    0:00:59
+   29950 |     4 |   0.250048 |   0.128440 |     7.09e-11 |    4:58:06 |    0:00:29
+   30000 |     4 |   0.221806 |   0.129932 |     0.00e+00 |    4:58:34 |    0:00:00
+[10:27:59]   Saved checkpoint -> RESULTS/102flowers/run_021/checkpoint-30000
+[10:28:01] Generating 16 validation images ...
+[10:28:21] Validation step 30000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0030000.png
+[10:28:21] --- Epoch 4 | Steps: 1340 | Avg Loss: 0.132945 ---
+[10:28:21] Saving final model ...
+[10:28:23]   Transformer saved -> RESULTS/102flowers/run_021/transformer
+[10:28:42]   Pipeline saved -> RESULTS/102flowers/run_021
+[10:28:42] Generating final validation collage ...
+[10:28:42] Generating 16 validation images ...
+[10:29:03] Validation step 30000: 16 images -> RESULTS/102flowers/run_021/validation/collage_step_0030000.png
+[10:29:03] 
+[10:29:03] ============================================================
+[10:29:03]   TRAINING SUMMARY
+[10:29:03] ============================================================
+[10:29:03]   Total steps  : 600
+[10:29:03]   Final loss   : 0.221806
+[10:29:03]   Avg last 100 : 0.129932
+[10:29:03]   Min loss     : 0.000189
+[10:29:03]   Total time   : 4:59:47
+[10:29:03]   Output       : RESULTS/102flowers/run_021
+[10:29:03] ============================================================

102flowers/run_021/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/102flowers",
+  "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": 5,
+  "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/102flowers/run_021"
+}

102flowers/run_021/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.22180622816085815,
+  "avg_last_100": 0.12993176239542664,
+  "min_loss": 0.00018885754980146885,
+  "total_time": "4:59:47"
+}

102flowers/run_021/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
+}

102flowers/run_021/transformer/diffusion_pytorch_model.safetensors

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+size 1221780352

102flowers/run_021/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
+}

102flowers/run_021/vae/diffusion_pytorch_model.safetensors

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