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102flowers/run_022/checkpoint-28000/transformer/config.json

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102flowers/run_022/model_index.json

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102flowers/run_022/scheduler/scheduler_config.json

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102flowers/run_022/text_encoder/config.json

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+  "vocab_size": 32128
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102flowers/run_022/training.log

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+Training started: 2026-06-18 11:13:56
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[11:13:56] Run directory : RESULTS/102flowers/run_022
+[11:13:56] XAttn VAE     : ./HF_VERSION_WEIGHTS/kl_vae
+[11:13:56] Loading T5 tokenizer + text encoder ...
+[11:14:00] Loading PixArt-Sigma transformer ...
+[11:14:04] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
+[11:14:04]   scaling_factor  = 0.18215
+[11:14:04]   text_dim        = 4096
+[11:14:04]   xattn_num_heads = 8
+[11:14:06]   Transformer : 610,856,096 total, 610,856,096 trainable
+[11:14:06] Building dataset ...
+[11:14:07] 
+[11:14:07] ================================================================
+[11:14:07]   Backbone           = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[11:14:07]   T5 path            = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
+[11:14:07]   XAttn VAE          = ./HF_VERSION_WEIGHTS/kl_vae
+[11:14:07]   Output dir         = RESULTS/102flowers/run_022
+[11:14:07]   Num examples       = 28660
+[11:14:07]   Num epochs         = 5
+[11:14:07]   Batch/device       = 4
+[11:14:07]   Grad accum         = 1
+[11:14:07]   Effective BS       = 4
+[11:14:07]   Total optim steps  = 30000
+[11:14:07]   LR                 = 1e-05
+[11:14:07]   Precision          = bf16
+[11:14:07]   Resolution         = 512x512
+[11:14:07]   Max seq length     = 300
+[11:14:07] ================================================================
+[11:14:07] 
+      50 |     0 |   0.173031 |   0.173031 |     1.00e-06 |    0:00:48 |    8:01:44
+     100 |     0 |   0.324915 |   0.248973 |     2.00e-06 |    0:01:24 |    7:00:40
+     150 |     0 |   0.116217 |   0.204721 |     3.00e-06 |    0:02:00 |    6:40:29
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+     250 |     0 |   0.001121 |   0.162127 |     5.00e-06 |    0:03:13 |    6:23:59
+     300 |     0 |   0.013146 |   0.137297 |     6.00e-06 |    0:03:50 |    6:19:44
+     350 |     0 |   0.042861 |   0.123806 |     7.00e-06 |    0:04:26 |    6:16:30
+     400 |     0 |   0.190545 |   0.132148 |     8.00e-06 |    0:05:03 |    6:13:56
+     450 |     0 |   0.192200 |   0.138821 |     9.00e-06 |    0:05:39 |    6:11:49
+     500 |     0 |   0.309204 |   0.155859 |     1.00e-05 |    0:06:16 |    6:10:03
+     550 |     0 |   0.405489 |   0.178553 |     1.00e-05 |    0:06:52 |    6:08:30
+     600 |     0 |   0.132275 |   0.174696 |     1.00e-05 |    0:07:29 |    6:07:03
+     650 |     0 |   0.155903 |   0.173251 |     1.00e-05 |    0:08:06 |    6:05:45
+     700 |     0 |   0.122544 |   0.169629 |     1.00e-05 |    0:08:42 |    6:04:31
+     750 |     0 |   0.026034 |   0.160056 |     1.00e-05 |    0:09:19 |    6:03:22
+     800 |     0 |   0.054603 |   0.153465 |     1.00e-05 |    0:09:55 |    6:02:19
+     850 |     0 |   0.139577 |   0.152648 |     1.00e-05 |    0:10:32 |    6:01:19
+     900 |     0 |   0.056956 |   0.147332 |     1.00e-05 |    0:11:08 |    6:00:22
+     950 |     0 |   0.050069 |   0.142213 |     9.99e-06 |    0:11:45 |    5:59:29
+    1000 |     0 |   0.302553 |   0.150230 |     9.99e-06 |    0:12:21 |    5:58:37
+[11:26:18] Generating 16 validation images ...
+[11:26:42] Validation step 1000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0001000.png
+    1050 |     0 |   0.469156 |   0.165417 |     9.99e-06 |    0:13:22 |    6:08:47
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+    1550 |     0 |   0.416114 |   0.174281 |     9.97e-06 |    0:19:27 |    5:57:15
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+    2000 |     0 |   0.015497 |   0.159632 |     9.94e-06 |    0:24:56 |    5:49:12
+[11:38:59]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-2000
+[11:38:59] Generating 16 validation images ...
+[11:39:23] Validation step 2000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0002000.png
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+    2100 |     0 |   0.071297 |   0.169640 |     9.93e-06 |    0:26:39 |    5:54:16
+    2150 |     0 |   0.113547 |   0.168336 |     9.92e-06 |    0:27:16 |    5:53:17
+    2200 |     0 |   0.261628 |   0.170456 |     9.92e-06 |    0:27:53 |    5:52:20
+    2250 |     0 |   0.116939 |   0.169267 |     9.91e-06 |    0:28:29 |    5:51:24
+    2300 |     0 |   0.082366 |   0.167377 |     9.91e-06 |    0:29:06 |    5:50:28
+    2350 |     0 |   0.502625 |   0.174510 |     9.90e-06 |    0:29:42 |    5:49:33
+    2400 |     0 |   0.128235 |   0.173546 |     9.90e-06 |    0:30:19 |    5:48:40
+    2450 |     0 |   0.170705 |   0.173488 |     9.89e-06 |    0:30:55 |    5:47:49
+    2500 |     0 |   0.032110 |   0.170661 |     9.89e-06 |    0:31:32 |    5:46:57
+    2550 |     0 |   0.049751 |   0.168290 |     9.88e-06 |    0:32:09 |    5:46:05
+    2600 |     0 |   0.228410 |   0.169446 |     9.88e-06 |    0:32:45 |    5:45:15
+    2650 |     0 |   0.226331 |   0.170519 |     9.87e-06 |    0:33:22 |    5:44:26
+    2700 |     0 |   0.214452 |   0.171333 |     9.86e-06 |    0:33:59 |    5:43:37
+    2750 |     0 |   0.166067 |   0.171237 |     9.86e-06 |    0:34:35 |    5:42:48
+    2800 |     0 |   0.104237 |   0.170041 |     9.85e-06 |    0:35:12 |    5:41:59
+    2850 |     0 |   0.211211 |   0.170763 |     9.84e-06 |    0:35:48 |    5:41:11
+    2900 |     0 |   0.057177 |   0.168805 |     9.84e-06 |    0:36:25 |    5:40:23
+    2950 |     0 |   0.109922 |   0.167807 |     9.83e-06 |    0:37:02 |    5:39:35
+    3000 |     0 |   0.353956 |   0.170909 |     9.82e-06 |    0:37:38 |    5:38:48
+[11:51:35] Generating 16 validation images ...
+[11:51:58] Validation step 3000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0003000.png
+    3050 |     0 |   0.211900 |   0.171581 |     9.82e-06 |    0:38:39 |    5:41:34
+    3100 |     0 |   0.070472 |   0.169950 |     9.81e-06 |    0:39:16 |    5:40:44
+    3150 |     0 |   0.098803 |   0.168821 |     9.80e-06 |    0:39:52 |    5:39:54
+    3200 |     0 |   0.143236 |   0.168421 |     9.79e-06 |    0:40:29 |    5:39:05
+    3250 |     0 |   0.185919 |   0.168690 |     9.79e-06 |    0:41:05 |    5:38:16
+    3300 |     0 |   0.015494 |   0.166369 |     9.78e-06 |    0:41:42 |    5:37:28
+    3350 |     0 |   0.304330 |   0.168428 |     9.77e-06 |    0:42:19 |    5:36:40
+    3400 |     0 |   0.232447 |   0.169370 |     9.76e-06 |    0:42:55 |    5:35:52
+    3450 |     0 |   0.179972 |   0.169524 |     9.76e-06 |    0:43:32 |    5:35:05
+    3500 |     0 |   0.041681 |   0.167697 |     9.75e-06 |    0:44:09 |    5:34:18
+    3550 |     0 |   0.220678 |   0.168443 |     9.74e-06 |    0:44:45 |    5:33:30
+    3600 |     0 |   0.254384 |   0.169637 |     9.73e-06 |    0:45:22 |    5:32:44
+    3650 |     0 |   0.375149 |   0.172452 |     9.72e-06 |    0:45:59 |    5:31:58
+    3700 |     0 |   0.034607 |   0.170589 |     9.71e-06 |    0:46:35 |    5:31:12
+    3750 |     0 |   0.080628 |   0.169390 |     9.70e-06 |    0:47:12 |    5:30:26
+    3800 |     0 |   0.220077 |   0.170057 |     9.69e-06 |    0:47:49 |    5:29:41
+    3850 |     0 |   0.008679 |   0.167961 |     9.69e-06 |    0:48:25 |    5:28:55
+    3900 |     0 |   0.046328 |   0.166402 |     9.68e-06 |    0:49:02 |    5:28:10
+    3950 |     0 |   0.333077 |   0.168512 |     9.67e-06 |    0:49:38 |    5:27:25
+    4000 |     0 |   0.119728 |   0.167902 |     9.66e-06 |    0:50:15 |    5:26:41
+[12:04:18]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-4000
+[12:04:18] Generating 16 validation images ...
+[12:04:41] Validation step 4000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0004000.png
+    4050 |     0 |   0.213137 |   0.168460 |     9.65e-06 |    0:51:21 |    5:29:07
+    4100 |     0 |   0.146312 |   0.168190 |     9.64e-06 |    0:51:58 |    5:28:19
+    4150 |     0 |   0.210474 |   0.168700 |     9.63e-06 |    0:52:35 |    5:27:32
+    4200 |     0 |   0.089824 |   0.167761 |     9.62e-06 |    0:53:11 |    5:26:46
+    4250 |     0 |   0.062265 |   0.166519 |     9.61e-06 |    0:53:48 |    5:25:59
+    4300 |     0 |   0.205742 |   0.166975 |     9.60e-06 |    0:54:24 |    5:25:13
+    4350 |     0 |   0.023664 |   0.165328 |     9.59e-06 |    0:55:01 |    5:24:27
+    4400 |     0 |   0.333711 |   0.167242 |     9.57e-06 |    0:55:38 |    5:23:42
+    4450 |     0 |   0.271794 |   0.168416 |     9.56e-06 |    0:56:14 |    5:22:56
+    4500 |     0 |   0.528219 |   0.172414 |     9.55e-06 |    0:56:51 |    5:22:11
+    4550 |     0 |   0.498929 |   0.176002 |     9.54e-06 |    0:57:28 |    5:21:26
+    4600 |     0 |   0.391734 |   0.178347 |     9.53e-06 |    0:58:04 |    5:20:41
+    4650 |     0 |   0.077154 |   0.177259 |     9.52e-06 |    0:58:41 |    5:19:56
+    4700 |     0 |   0.362252 |   0.179227 |     9.51e-06 |    0:59:17 |    5:19:12
+    4750 |     0 |   0.241469 |   0.179882 |     9.50e-06 |    0:59:54 |    5:18:27
+    4800 |     0 |   0.479158 |   0.183000 |     9.48e-06 |    1:00:31 |    5:17:43
+    4850 |     0 |   0.108312 |   0.182230 |     9.47e-06 |    1:01:07 |    5:16:58
+    4900 |     0 |   0.048005 |   0.180860 |     9.46e-06 |    1:01:44 |    5:16:15
+    4950 |     0 |   0.442194 |   0.183500 |     9.45e-06 |    1:02:20 |    5:15:31
+    5000 |     0 |   0.047162 |   0.182136 |     9.44e-06 |    1:02:57 |    5:14:47
+[12:16:54] Generating 16 validation images ...
+[12:17:17] Validation step 5000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0005000.png
+    5050 |     0 |   0.020131 |   0.180607 |     9.42e-06 |    1:03:57 |    5:16:01
+    5100 |     0 |   0.593203 |   0.183290 |     9.41e-06 |    1:04:34 |    5:15:16
+    5150 |     0 |   0.233895 |   0.184467 |     9.40e-06 |    1:05:11 |    5:14:32
+    5200 |     0 |   0.230564 |   0.184819 |     9.39e-06 |    1:05:47 |    5:13:48
+    5250 |     0 |   0.008674 |   0.184895 |     9.37e-06 |    1:06:24 |    5:13:03
+    5300 |     0 |   0.176990 |   0.186533 |     9.36e-06 |    1:07:01 |    5:12:19
+    5350 |     0 |   0.150602 |   0.187611 |     9.35e-06 |    1:07:37 |    5:11:35
+    5400 |     0 |   0.308955 |   0.188795 |     9.33e-06 |    1:08:14 |    5:10:52
+    5450 |     0 |   0.020658 |   0.187079 |     9.32e-06 |    1:08:51 |    5:10:08
+    5500 |     0 |   0.255280 |   0.186540 |     9.31e-06 |    1:09:27 |    5:09:24
+    5550 |     0 |   0.239903 |   0.184884 |     9.29e-06 |    1:10:04 |    5:08:41
+    5600 |     0 |   0.025068 |   0.183812 |     9.28e-06 |    1:10:40 |    5:07:58
+    5650 |     0 |   0.231667 |   0.184570 |     9.27e-06 |    1:11:17 |    5:07:15
+    5700 |     0 |   0.002280 |   0.183367 |     9.25e-06 |    1:11:54 |    5:06:31
+    5750 |     0 |   0.168578 |   0.184793 |     9.24e-06 |    1:12:30 |    5:05:49
+    5800 |     0 |   0.185620 |   0.186103 |     9.22e-06 |    1:13:07 |    5:05:06
+    5850 |     0 |   0.001421 |   0.184721 |     9.21e-06 |    1:13:44 |    5:04:23
+    5900 |     0 |   0.101860 |   0.185170 |     9.20e-06 |    1:14:20 |    5:03:40
+    5950 |     0 |   0.122121 |   0.185891 |     9.18e-06 |    1:14:57 |    5:02:58
+    6000 |     0 |   0.324748 |   0.186113 |     9.17e-06 |    1:15:34 |    5:02:16
+[12:29:38]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-6000
+[12:29:39] Generating 16 validation images ...
+[12:30:02] Validation step 6000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0006000.png
+    6050 |     0 |   0.692134 |   0.188343 |     9.15e-06 |    1:16:43 |    5:03:43
+    6100 |     0 |   0.113606 |   0.187148 |     9.14e-06 |    1:17:20 |    5:02:59
+    6150 |     0 |   0.362189 |   0.188176 |     9.12e-06 |    1:17:56 |    5:02:16
+    6200 |     0 |   0.168741 |   0.189031 |     9.11e-06 |    1:18:33 |    5:01:33
+    6250 |     0 |   0.240287 |   0.190951 |     9.09e-06 |    1:19:10 |    5:00:50
+    6300 |     0 |   0.043844 |   0.184959 |     9.08e-06 |    1:19:46 |    5:00:07
+    6350 |     0 |   0.005240 |   0.184129 |     9.06e-06 |    1:20:23 |    4:59:24
+    6400 |     0 |   0.003367 |   0.183915 |     9.05e-06 |    1:21:00 |    4:58:41
+    6450 |     0 |   0.006741 |   0.183835 |     9.03e-06 |    1:21:36 |    4:57:59
+    6500 |     0 |   0.107301 |   0.183727 |     9.01e-06 |    1:22:13 |    4:57:16
+    6550 |     0 |   0.057333 |   0.180139 |     9.00e-06 |    1:22:50 |    4:56:34
+    6600 |     0 |   0.291496 |   0.180615 |     8.98e-06 |    1:23:27 |    4:55:52
+    6650 |     0 |   0.115637 |   0.181467 |     8.97e-06 |    1:24:03 |    4:55:10
+    6700 |     0 |   0.255074 |   0.181938 |     8.95e-06 |    1:24:40 |    4:54:27
+    6750 |     0 |   0.050240 |   0.182317 |     8.93e-06 |    1:25:17 |    4:53:45
+    6800 |     0 |   0.228357 |   0.183145 |     8.92e-06 |    1:25:53 |    4:53:03
+    6850 |     0 |   0.159264 |   0.183303 |     8.90e-06 |    1:26:30 |    4:52:21
+    6900 |     0 |   0.214185 |   0.184311 |     8.88e-06 |    1:27:07 |    4:51:39
+    6950 |     0 |   0.162498 |   0.185236 |     8.87e-06 |    1:27:43 |    4:50:56
+    7000 |     0 |   0.071525 |   0.185796 |     8.85e-06 |    1:28:20 |    4:50:14
+[12:42:16] Generating 16 validation images ...
+[12:42:40] Validation step 7000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0007000.png
+    7050 |     0 |   0.295076 |   0.182064 |     8.83e-06 |    1:29:20 |    4:50:50
+    7100 |     0 |   0.091126 |   0.182262 |     8.81e-06 |    1:29:57 |    4:50:07
+    7150 |     0 |   0.178906 |   0.182916 |     8.80e-06 |    1:30:33 |    4:49:24
+[12:44:41] --- Epoch 0 | Steps: 7165 | Avg Loss: 0.165679 ---
+    7200 |     1 |   0.372643 |   0.184026 |     8.78e-06 |    1:31:10 |    4:48:42
+    7250 |     1 |   0.230979 |   0.185167 |     8.76e-06 |    1:31:46 |    4:48:00
+    7300 |     1 |   0.058786 |   0.184931 |     8.75e-06 |    1:32:23 |    4:47:17
+    7350 |     1 |   0.167766 |   0.181582 |     8.73e-06 |    1:33:00 |    4:46:35
+    7400 |     1 |   0.240370 |   0.182704 |     8.71e-06 |    1:33:36 |    4:45:53
+    7450 |     1 |   0.097626 |   0.181973 |     8.69e-06 |    1:34:13 |    4:45:11
+    7500 |     1 |   0.314410 |   0.184796 |     8.67e-06 |    1:34:49 |    4:44:29
+    7550 |     1 |   0.070855 |   0.185007 |     8.66e-06 |    1:35:26 |    4:43:47
+    7600 |     1 |   0.190186 |   0.184625 |     8.64e-06 |    1:36:02 |    4:43:05
+    7650 |     1 |   0.287919 |   0.185240 |     8.62e-06 |    1:36:39 |    4:42:23
+    7700 |     1 |   0.171220 |   0.184808 |     8.60e-06 |    1:37:16 |    4:41:41
+    7750 |     1 |   0.074746 |   0.183895 |     8.58e-06 |    1:37:52 |    4:41:00
+    7800 |     1 |   0.326060 |   0.186113 |     8.56e-06 |    1:38:29 |    4:40:18
+    7850 |     1 |   0.221230 |   0.186213 |     8.54e-06 |    1:39:05 |    4:39:37
+    7900 |     1 |   0.058731 |   0.186229 |     8.53e-06 |    1:39:42 |    4:38:55
+    7950 |     1 |   0.036947 |   0.185499 |     8.51e-06 |    1:40:19 |    4:38:14
+    8000 |     1 |   0.242863 |   0.184388 |     8.49e-06 |    1:40:55 |    4:37:32
+[12:54:58]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-8000
+[12:54:59] Generating 16 validation images ...
+[12:55:23] Validation step 8000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0008000.png
+    8050 |     1 |   0.195058 |   0.184220 |     8.47e-06 |    1:42:03 |    4:38:17
+    8100 |     1 |   0.009412 |   0.183609 |     8.45e-06 |    1:42:40 |    4:37:35
+    8150 |     1 |   0.299508 |   0.185616 |     8.43e-06 |    1:43:16 |    4:36:53
+    8200 |     1 |   0.225587 |   0.186440 |     8.41e-06 |    1:43:53 |    4:36:11
+    8250 |     1 |   0.060861 |   0.185189 |     8.39e-06 |    1:44:29 |    4:35:29
+    8300 |     1 |   0.275665 |   0.187791 |     8.37e-06 |    1:45:06 |    4:34:47
+    8350 |     1 |   0.084375 |   0.185591 |     8.35e-06 |    1:45:42 |    4:34:05
+    8400 |     1 |   0.247396 |   0.185741 |     8.33e-06 |    1:46:19 |    4:33:24
+    8450 |     1 |   0.097466 |   0.184916 |     8.31e-06 |    1:46:55 |    4:32:42
+    8500 |     1 |   0.069254 |   0.185192 |     8.29e-06 |    1:47:32 |    4:32:01
+    8550 |     1 |   0.229425 |   0.185279 |     8.27e-06 |    1:48:09 |    4:31:19
+    8600 |     1 |   0.388179 |   0.186617 |     8.25e-06 |    1:48:45 |    4:30:38
+    8650 |     1 |   0.085193 |   0.183717 |     8.23e-06 |    1:49:22 |    4:29:57
+    8700 |     1 |   0.161294 |   0.184984 |     8.21e-06 |    1:49:58 |    4:29:16
+    8750 |     1 |   0.008690 |   0.184265 |     8.19e-06 |    1:50:35 |    4:28:34
+    8800 |     1 |   0.034532 |   0.182409 |     8.17e-06 |    1:51:12 |    4:27:53
+    8850 |     1 |   0.224202 |   0.184565 |     8.15e-06 |    1:51:48 |    4:27:12
+    8900 |     1 |   0.038889 |   0.184490 |     8.13e-06 |    1:52:25 |    4:26:31
+    8950 |     1 |   0.003784 |   0.181197 |     8.11e-06 |    1:53:01 |    4:25:50
+    9000 |     1 |   0.041824 |   0.180418 |     8.09e-06 |    1:53:38 |    4:25:09
+[13:07:35] Generating 16 validation images ...
+[13:07:58] Validation step 9000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0009000.png
+    9050 |     1 |   0.131723 |   0.179604 |     8.07e-06 |    1:54:38 |    4:25:23
+    9100 |     1 |   0.115010 |   0.179291 |     8.05e-06 |    1:55:15 |    4:24:42
+    9150 |     1 |   0.134151 |   0.178528 |     8.02e-06 |    1:55:52 |    4:24:01
+    9200 |     1 |   0.398368 |   0.181613 |     8.00e-06 |    1:56:28 |    4:23:20
+    9250 |     1 |   0.280048 |   0.183791 |     7.98e-06 |    1:57:05 |    4:22:39
+    9300 |     1 |   0.341141 |   0.185145 |     7.96e-06 |    1:57:41 |    4:21:58
+    9350 |     1 |   0.185411 |   0.186763 |     7.94e-06 |    1:58:18 |    4:21:17
+    9400 |     1 |   0.185561 |   0.185281 |     7.92e-06 |    1:58:54 |    4:20:36
+    9450 |     1 |   0.007932 |   0.182642 |     7.90e-06 |    1:59:31 |    4:19:55
+    9500 |     1 |   0.027557 |   0.177636 |     7.87e-06 |    2:00:08 |    4:19:14
+    9550 |     1 |   0.021157 |   0.172858 |     7.85e-06 |    2:00:44 |    4:18:33
+    9600 |     1 |   0.171925 |   0.170660 |     7.83e-06 |    2:01:21 |    4:17:53
+    9650 |     1 |   0.014306 |   0.170032 |     7.81e-06 |    2:01:58 |    4:17:12
+    9700 |     1 |   0.085326 |   0.167262 |     7.79e-06 |    2:02:34 |    4:16:31
+    9750 |     1 |   0.173229 |   0.166580 |     7.76e-06 |    2:03:11 |    4:15:51
+    9800 |     1 |   0.253453 |   0.164323 |     7.74e-06 |    2:03:47 |    4:15:10
+    9850 |     1 |   0.024334 |   0.163483 |     7.72e-06 |    2:04:24 |    4:14:30
+    9900 |     1 |   0.046225 |   0.163465 |     7.70e-06 |    2:05:01 |    4:13:49
+    9950 |     1 |   0.007180 |   0.159115 |     7.67e-06 |    2:05:37 |    4:13:09
+   10000 |     1 |   0.276752 |   0.161411 |     7.65e-06 |    2:06:14 |    4:12:28
+[13:20:18]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-10000
+[13:20:20] Generating 16 validation images ...
+[13:20:44] Validation step 10000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0010000.png
+   10050 |     1 |   0.372752 |   0.164937 |     7.63e-06 |    2:07:24 |    4:12:55
+   10100 |     1 |   0.229026 |   0.161295 |     7.61e-06 |    2:08:01 |    4:12:14
+   10150 |     1 |   0.160948 |   0.160566 |     7.58e-06 |    2:08:37 |    4:11:33
+   10200 |     1 |   0.366367 |   0.161924 |     7.56e-06 |    2:09:14 |    4:10:52
+   10250 |     1 |   0.247524 |   0.164313 |     7.54e-06 |    2:09:51 |    4:10:12
+   10300 |     1 |   0.219529 |   0.164738 |     7.52e-06 |    2:10:27 |    4:09:31
+   10350 |     1 |   0.018034 |   0.163412 |     7.49e-06 |    2:11:04 |    4:08:51
+   10400 |     1 |   0.152982 |   0.161853 |     7.47e-06 |    2:11:41 |    4:08:10
+   10450 |     1 |   0.564749 |   0.167293 |     7.45e-06 |    2:12:17 |    4:07:29
+   10500 |     1 |   0.024286 |   0.164984 |     7.42e-06 |    2:12:54 |    4:06:49
+   10550 |     1 |   0.193227 |   0.164517 |     7.40e-06 |    2:13:30 |    4:06:08
+   10600 |     1 |   0.073925 |   0.165005 |     7.38e-06 |    2:14:07 |    4:05:28
+   10650 |     1 |   0.045410 |   0.163143 |     7.35e-06 |    2:14:44 |    4:04:48
+   10700 |     1 |   0.075051 |   0.163870 |     7.33e-06 |    2:15:20 |    4:04:07
+   10750 |     1 |   0.223046 |   0.164415 |     7.31e-06 |    2:15:57 |    4:03:27
+   10800 |     1 |   0.027380 |   0.162833 |     7.28e-06 |    2:16:33 |    4:02:47
+   10850 |     1 |   0.331378 |   0.166132 |     7.26e-06 |    2:17:10 |    4:02:06
+   10900 |     1 |   0.028783 |   0.165402 |     7.23e-06 |    2:17:47 |    4:01:26
+   10950 |     1 |   0.080251 |   0.164983 |     7.21e-06 |    2:18:23 |    4:00:46
+   11000 |     1 |   0.071563 |   0.162451 |     7.19e-06 |    2:19:00 |    4:00:06
+[13:32:57] Generating 16 validation images ...
+[13:33:21] Validation step 11000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0011000.png
+   11050 |     1 |   0.171791 |   0.157248 |     7.16e-06 |    2:20:01 |    4:00:08
+   11100 |     1 |   0.357411 |   0.159686 |     7.14e-06 |    2:20:38 |    3:59:28
+   11150 |     1 |   0.033479 |   0.156399 |     7.11e-06 |    2:21:15 |    3:58:48
+   11200 |     1 |   0.284378 |   0.157555 |     7.09e-06 |    2:21:51 |    3:58:07
+   11250 |     1 |   0.060276 |   0.155755 |     7.07e-06 |    2:22:28 |    3:57:27
+   11300 |     1 |   0.157783 |   0.156894 |     7.04e-06 |    2:23:05 |    3:56:47
+   11350 |     1 |   0.246133 |   0.159303 |     7.02e-06 |    2:23:41 |    3:56:07
+   11400 |     1 |   0.017738 |   0.159447 |     6.99e-06 |    2:24:18 |    3:55:27
+   11450 |     1 |   0.257596 |   0.161955 |     6.97e-06 |    2:24:55 |    3:54:47
+   11500 |     1 |   0.033505 |   0.161217 |     6.94e-06 |    2:25:31 |    3:54:06
+   11550 |     1 |   0.055225 |   0.161196 |     6.92e-06 |    2:26:08 |    3:53:26
+   11600 |     1 |   0.044559 |   0.158727 |     6.89e-06 |    2:26:45 |    3:52:46
+   11650 |     1 |   0.388025 |   0.161451 |     6.87e-06 |    2:27:21 |    3:52:06
+   11700 |     1 |   0.270802 |   0.161608 |     6.85e-06 |    2:27:58 |    3:51:26
+   11750 |     1 |   0.012362 |   0.161229 |     6.82e-06 |    2:28:35 |    3:50:46
+   11800 |     1 |   0.028848 |   0.159234 |     6.80e-06 |    2:29:11 |    3:50:07
+   11850 |     1 |   0.082508 |   0.158467 |     6.77e-06 |    2:29:48 |    3:49:27
+   11900 |     1 |   0.280900 |   0.159134 |     6.75e-06 |    2:30:25 |    3:48:47
+   11950 |     1 |   0.190692 |   0.159416 |     6.72e-06 |    2:31:01 |    3:48:07
+   12000 |     1 |   0.525492 |   0.163955 |     6.70e-06 |    2:31:38 |    3:47:27
+[13:45:43]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-12000
+[13:45:45] Generating 16 validation images ...
+[13:46:09] Validation step 12000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0012000.png
+   12050 |     1 |   0.042166 |   0.161426 |     6.67e-06 |    2:32:50 |    3:47:40
+   12100 |     1 |   0.086674 |   0.161382 |     6.65e-06 |    2:33:26 |    3:47:00
+   12150 |     1 |   0.185668 |   0.161449 |     6.62e-06 |    2:34:03 |    3:46:20
+   12200 |     1 |   0.307646 |   0.160799 |     6.60e-06 |    2:34:40 |    3:45:39
+   12250 |     1 |   0.256863 |   0.161058 |     6.57e-06 |    2:35:16 |    3:44:59
+   12300 |     1 |   0.170232 |   0.162173 |     6.55e-06 |    2:35:53 |    3:44:19
+   12350 |     1 |   0.272668 |   0.163222 |     6.52e-06 |    2:36:30 |    3:43:39
+   12400 |     1 |   0.361488 |   0.164433 |     6.49e-06 |    2:37:06 |    3:43:00
+   12450 |     1 |   0.244810 |   0.165905 |     6.47e-06 |    2:37:43 |    3:42:20
+   12500 |     1 |   0.145537 |   0.164216 |     6.44e-06 |    2:38:20 |    3:41:40
+   12550 |     1 |   0.046387 |   0.163971 |     6.42e-06 |    2:38:56 |    3:41:00
+   12600 |     1 |   0.011973 |   0.162189 |     6.39e-06 |    2:39:33 |    3:40:20
+   12650 |     1 |   0.001375 |   0.159324 |     6.37e-06 |    2:40:10 |    3:39:40
+   12700 |     1 |   0.169430 |   0.159306 |     6.34e-06 |    2:40:46 |    3:39:00
+   12750 |     1 |   0.183124 |   0.160390 |     6.32e-06 |    2:41:23 |    3:38:20
+   12800 |     1 |   0.039330 |   0.157522 |     6.29e-06 |    2:41:59 |    3:37:41
+   12850 |     1 |   0.048391 |   0.155794 |     6.26e-06 |    2:42:36 |    3:37:01
+   12900 |     1 |   0.012199 |   0.155329 |     6.24e-06 |    2:43:13 |    3:36:21
+   12950 |     1 |   0.061135 |   0.155571 |     6.21e-06 |    2:43:49 |    3:35:41
+   13000 |     1 |   0.002583 |   0.153168 |     6.19e-06 |    2:44:26 |    3:35:02
+[13:58:23] Generating 16 validation images ...
+[13:58:46] Validation step 13000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0013000.png
+   13050 |     1 |   0.057693 |   0.151794 |     6.16e-06 |    2:45:26 |    3:34:53
+   13100 |     1 |   0.097027 |   0.152670 |     6.13e-06 |    2:46:03 |    3:34:13
+   13150 |     1 |   0.371211 |   0.153387 |     6.11e-06 |    2:46:40 |    3:33:33
+   13200 |     1 |   0.137301 |   0.152504 |     6.08e-06 |    2:47:16 |    3:32:53
+   13250 |     1 |   0.037039 |   0.152266 |     6.06e-06 |    2:47:53 |    3:32:14
+   13300 |     1 |   0.090671 |   0.150416 |     6.03e-06 |    2:48:29 |    3:31:34
+   13350 |     1 |   0.279692 |   0.152369 |     6.00e-06 |    2:49:06 |    3:30:54
+   13400 |     1 |   0.288736 |   0.152783 |     5.98e-06 |    2:49:43 |    3:30:15
+   13450 |     1 |   0.271856 |   0.154527 |     5.95e-06 |    2:50:19 |    3:29:35
+   13500 |     1 |   0.107803 |   0.154912 |     5.93e-06 |    2:50:56 |    3:28:55
+   13550 |     1 |   0.119946 |   0.153817 |     5.90e-06 |    2:51:33 |    3:28:16
+   13600 |     1 |   0.330894 |   0.153245 |     5.87e-06 |    2:52:10 |    3:27:36
+   13650 |     1 |   0.152403 |   0.153917 |     5.85e-06 |    2:52:46 |    3:26:57
+   13700 |     1 |   0.075878 |   0.153063 |     5.82e-06 |    2:53:23 |    3:26:17
+   13750 |     1 |   0.161198 |   0.154588 |     5.80e-06 |    2:54:00 |    3:25:38
+   13800 |     1 |   0.170482 |   0.155947 |     5.77e-06 |    2:54:36 |    3:24:59
+   13850 |     1 |   0.116181 |   0.154867 |     5.74e-06 |    2:55:13 |    3:24:19
+   13900 |     1 |   0.240658 |   0.156885 |     5.72e-06 |    2:55:50 |    3:23:40
+   13950 |     1 |   0.283146 |   0.159678 |     5.69e-06 |    2:56:27 |    3:23:00
+   14000 |     1 |   0.311995 |   0.162380 |     5.66e-06 |    2:57:03 |    3:22:21
+[14:11:08]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-14000
+[14:11:10] Generating 16 validation images ...
+[14:11:33] Validation step 14000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0014000.png
+   14050 |     1 |   0.269999 |   0.163763 |     5.64e-06 |    2:58:13 |    3:22:20
+   14100 |     1 |   0.089198 |   0.163505 |     5.61e-06 |    2:58:50 |    3:21:40
+   14150 |     1 |   0.122721 |   0.163390 |     5.58e-06 |    2:59:26 |    3:21:00
+   14200 |     1 |   0.300613 |   0.162413 |     5.56e-06 |    3:00:03 |    3:20:20
+   14250 |     1 |   0.170718 |   0.161319 |     5.53e-06 |    3:00:40 |    3:19:41
+   14300 |     1 |   0.197188 |   0.159880 |     5.50e-06 |    3:01:16 |    3:19:01
+[14:15:35] --- Epoch 1 | Steps: 7165 | Avg Loss: 0.163026 ---
+   14350 |     2 |   0.594913 |   0.163975 |     5.48e-06 |    3:01:53 |    3:18:22
+   14400 |     2 |   0.193966 |   0.164059 |     5.45e-06 |    3:02:30 |    3:17:42
+   14450 |     2 |   0.020217 |   0.164182 |     5.43e-06 |    3:03:06 |    3:17:03
+   14500 |     2 |   0.172760 |   0.165634 |     5.40e-06 |    3:03:43 |    3:16:23
+   14550 |     2 |   0.118942 |   0.166612 |     5.37e-06 |    3:04:20 |    3:15:44
+   14600 |     2 |   0.285432 |   0.167747 |     5.35e-06 |    3:04:56 |    3:15:04
+   14650 |     2 |   0.311571 |   0.170719 |     5.32e-06 |    3:05:33 |    3:14:25
+   14700 |     2 |   0.423444 |   0.174101 |     5.29e-06 |    3:06:10 |    3:13:45
+   14750 |     2 |   0.308660 |   0.175455 |     5.27e-06 |    3:06:46 |    3:13:06
+   14800 |     2 |   0.110568 |   0.174026 |     5.24e-06 |    3:07:23 |    3:12:27
+   14850 |     2 |   0.025563 |   0.174038 |     5.21e-06 |    3:08:00 |    3:11:47
+   14900 |     2 |   0.277185 |   0.176348 |     5.19e-06 |    3:08:36 |    3:11:08
+   14950 |     2 |   0.050131 |   0.176777 |     5.16e-06 |    3:09:13 |    3:10:29
+   15000 |     2 |   0.165698 |   0.175667 |     5.13e-06 |    3:09:49 |    3:09:49
+[14:23:46] Generating 16 validation images ...
+[14:24:09] Validation step 15000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0015000.png
+   15050 |     2 |   0.423660 |   0.176176 |     5.11e-06 |    3:10:50 |    3:09:34
+   15100 |     2 |   0.048137 |   0.174367 |     5.08e-06 |    3:11:26 |    3:08:54
+   15150 |     2 |   0.044326 |   0.173201 |     5.05e-06 |    3:12:03 |    3:08:15
+   15200 |     2 |   0.150663 |   0.171044 |     5.03e-06 |    3:12:40 |    3:07:35
+   15250 |     2 |   0.003587 |   0.168604 |     5.00e-06 |    3:13:16 |    3:06:56
+   15300 |     2 |   0.221797 |   0.168627 |     4.97e-06 |    3:13:53 |    3:06:17
+   15350 |     2 |   0.068024 |   0.169127 |     4.95e-06 |    3:14:30 |    3:05:37
+   15400 |     2 |   0.047117 |   0.168068 |     4.92e-06 |    3:15:06 |    3:04:58
+   15450 |     2 |   0.116378 |   0.163585 |     4.89e-06 |    3:15:43 |    3:04:19
+   15500 |     2 |   0.069571 |   0.164038 |     4.87e-06 |    3:16:20 |    3:03:40
+   15550 |     2 |   0.383336 |   0.165939 |     4.84e-06 |    3:16:56 |    3:03:00
+   15600 |     2 |   0.175126 |   0.166951 |     4.81e-06 |    3:17:33 |    3:02:21
+   15650 |     2 |   0.167028 |   0.168167 |     4.79e-06 |    3:18:10 |    3:01:42
+   15700 |     2 |   0.235093 |   0.169767 |     4.76e-06 |    3:18:46 |    3:01:03
+   15750 |     2 |   0.066302 |   0.168200 |     4.73e-06 |    3:19:23 |    3:00:23
+   15800 |     2 |   0.224975 |   0.170176 |     4.71e-06 |    3:19:59 |    2:59:44
+   15850 |     2 |   0.042495 |   0.167287 |     4.68e-06 |    3:20:36 |    2:59:05
+   15900 |     2 |   0.218349 |   0.169183 |     4.65e-06 |    3:21:13 |    2:58:26
+   15950 |     2 |   0.099439 |   0.169374 |     4.63e-06 |    3:21:49 |    2:57:47
+   16000 |     2 |   0.152955 |   0.170188 |     4.60e-06 |    3:22:26 |    2:57:08
+[14:36:30]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-16000
+[14:36:32] Generating 16 validation images ...
+[14:36:56] Validation step 16000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0016000.png
+   16050 |     2 |   0.301156 |   0.171482 |     4.57e-06 |    3:23:37 |    2:56:58
+   16100 |     2 |   0.151062 |   0.169419 |     4.55e-06 |    3:24:13 |    2:56:19
+   16150 |     2 |   0.087976 |   0.169964 |     4.52e-06 |    3:24:50 |    2:55:39
+   16200 |     2 |   0.250535 |   0.169625 |     4.50e-06 |    3:25:26 |    2:55:00
+   16250 |     2 |   0.378212 |   0.172804 |     4.47e-06 |    3:26:03 |    2:54:21
+   16300 |     2 |   0.188233 |   0.173109 |     4.44e-06 |    3:26:40 |    2:53:42
+   16350 |     2 |   0.142285 |   0.172070 |     4.42e-06 |    3:27:16 |    2:53:03
+   16400 |     2 |   0.015950 |   0.172053 |     4.39e-06 |    3:27:53 |    2:52:23
+   16450 |     2 |   0.147212 |   0.170949 |     4.36e-06 |    3:28:30 |    2:51:44
+   16500 |     2 |   0.144142 |   0.172055 |     4.34e-06 |    3:29:06 |    2:51:05
+   16550 |     2 |   0.026079 |   0.171764 |     4.31e-06 |    3:29:43 |    2:50:26
+   16600 |     2 |   0.298258 |   0.174301 |     4.28e-06 |    3:30:19 |    2:49:46
+   16650 |     2 |   0.182744 |   0.172248 |     4.26e-06 |    3:30:56 |    2:49:07
+   16700 |     2 |   0.021406 |   0.169754 |     4.23e-06 |    3:31:32 |    2:48:28
+   16750 |     2 |   0.685042 |   0.176481 |     4.20e-06 |    3:32:09 |    2:47:49
+   16800 |     2 |   0.005881 |   0.176251 |     4.18e-06 |    3:32:46 |    2:47:10
+   16850 |     2 |   0.014584 |   0.175572 |     4.15e-06 |    3:33:22 |    2:46:31
+   16900 |     2 |   0.194196 |   0.174705 |     4.13e-06 |    3:33:59 |    2:45:52
+   16950 |     2 |   0.027894 |   0.173077 |     4.10e-06 |    3:34:36 |    2:45:13
+   17000 |     2 |   0.182318 |   0.169645 |     4.07e-06 |    3:35:12 |    2:44:34
+[14:49:09] Generating 16 validation images ...
+[14:49:32] Validation step 17000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0017000.png
+   17050 |     2 |   0.294809 |   0.172171 |     4.05e-06 |    3:36:13 |    2:44:13
+   17100 |     2 |   0.042576 |   0.171730 |     4.02e-06 |    3:36:50 |    2:43:34
+   17150 |     2 |   0.091367 |   0.170787 |     4.00e-06 |    3:37:26 |    2:42:55
+   17200 |     2 |   0.124378 |   0.168955 |     3.97e-06 |    3:38:03 |    2:42:16
+   17250 |     2 |   0.066103 |   0.167047 |     3.94e-06 |    3:38:40 |    2:41:37
+   17300 |     2 |   0.506461 |   0.170409 |     3.92e-06 |    3:39:16 |    2:40:58
+   17350 |     2 |   0.209974 |   0.169783 |     3.89e-06 |    3:39:53 |    2:40:19
+   17400 |     2 |   0.473825 |   0.170906 |     3.87e-06 |    3:40:29 |    2:39:40
+   17450 |     2 |   0.232282 |   0.170781 |     3.84e-06 |    3:41:06 |    2:39:01
+   17500 |     2 |   0.038526 |   0.169711 |     3.81e-06 |    3:41:43 |    2:38:22
+   17550 |     2 |   0.305465 |   0.172301 |     3.79e-06 |    3:42:19 |    2:37:43
+   17600 |     2 |   0.059198 |   0.172774 |     3.76e-06 |    3:42:56 |    2:37:04
+   17650 |     2 |   0.031920 |   0.173079 |     3.74e-06 |    3:43:33 |    2:36:25
+   17700 |     2 |   0.078408 |   0.172169 |     3.71e-06 |    3:44:09 |    2:35:46
+   17750 |     2 |   0.229530 |   0.172633 |     3.68e-06 |    3:44:46 |    2:35:07
+   17800 |     2 |   0.227965 |   0.174519 |     3.66e-06 |    3:45:23 |    2:34:28
+   17850 |     2 |   0.035906 |   0.174394 |     3.63e-06 |    3:45:59 |    2:33:49
+   17900 |     2 |   0.020394 |   0.174476 |     3.61e-06 |    3:46:36 |    2:33:10
+   17950 |     2 |   0.002926 |   0.173894 |     3.58e-06 |    3:47:12 |    2:32:31
+   18000 |     2 |   0.001364 |   0.173882 |     3.56e-06 |    3:47:49 |    2:31:52
+[15:01:51]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-18000
+[15:01:53] Generating 16 validation images ...
+[15:02:16] Validation step 18000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0018000.png
+   18050 |     2 |   0.022369 |   0.173529 |     3.53e-06 |    3:48:56 |    2:31:34
+   18100 |     2 |   0.082559 |   0.173384 |     3.51e-06 |    3:49:32 |    2:30:55
+   18150 |     2 |   0.168703 |   0.171359 |     3.48e-06 |    3:50:09 |    2:30:16
+   18200 |     2 |   0.010886 |   0.170095 |     3.45e-06 |    3:50:46 |    2:29:37
+   18250 |     2 |   0.384868 |   0.173573 |     3.43e-06 |    3:51:22 |    2:28:58
+   18300 |     2 |   0.432685 |   0.176993 |     3.40e-06 |    3:51:59 |    2:28:19
+   18350 |     2 |   0.001063 |   0.174207 |     3.38e-06 |    3:52:35 |    2:27:40
+   18400 |     2 |   0.297666 |   0.174296 |     3.35e-06 |    3:53:12 |    2:27:01
+   18450 |     2 |   0.061638 |   0.172194 |     3.33e-06 |    3:53:48 |    2:26:22
+   18500 |     2 |   0.080918 |   0.171925 |     3.30e-06 |    3:54:25 |    2:25:43
+   18550 |     2 |   0.157261 |   0.172298 |     3.28e-06 |    3:55:02 |    2:25:04
+   18600 |     2 |   0.153535 |   0.170525 |     3.25e-06 |    3:55:38 |    2:24:25
+   18650 |     2 |   0.136781 |   0.170369 |     3.23e-06 |    3:56:15 |    2:23:46
+   18700 |     2 |   0.266941 |   0.172279 |     3.20e-06 |    3:56:51 |    2:23:07
+   18750 |     2 |   0.200958 |   0.172677 |     3.18e-06 |    3:57:28 |    2:22:29
+   18800 |     2 |   0.055187 |   0.171524 |     3.15e-06 |    3:58:05 |    2:21:50
+   18850 |     2 |   0.188752 |   0.172250 |     3.13e-06 |    3:58:41 |    2:21:11
+   18900 |     2 |   0.120034 |   0.171043 |     3.11e-06 |    3:59:18 |    2:20:32
+   18950 |     2 |   0.300646 |   0.171218 |     3.08e-06 |    3:59:55 |    2:19:53
+   19000 |     2 |   0.247268 |   0.170571 |     3.06e-06 |    4:00:31 |    2:19:15
+[15:14:28] Generating 16 validation images ...
+[15:14:52] Validation step 19000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0019000.png
+   19050 |     2 |   0.121968 |   0.169091 |     3.03e-06 |    4:01:32 |    2:18:50
+   19100 |     2 |   0.169797 |   0.169897 |     3.01e-06 |    4:02:09 |    2:18:11
+   19150 |     2 |   0.009240 |   0.168762 |     2.98e-06 |    4:02:45 |    2:17:32
+   19200 |     2 |   0.185354 |   0.167609 |     2.96e-06 |    4:03:22 |    2:16:53
+   19250 |     2 |   0.060768 |   0.166510 |     2.93e-06 |    4:03:58 |    2:16:14
+   19300 |     2 |   0.002972 |   0.164568 |     2.91e-06 |    4:04:35 |    2:15:36
+   19350 |     2 |   0.149973 |   0.160118 |     2.89e-06 |    4:05:12 |    2:14:57
+   19400 |     2 |   0.044274 |   0.158621 |     2.86e-06 |    4:05:48 |    2:14:18
+   19450 |     2 |   0.104588 |   0.159465 |     2.84e-06 |    4:06:25 |    2:13:39
+   19500 |     2 |   0.095897 |   0.158696 |     2.81e-06 |    4:07:01 |    2:13:00
+   19550 |     2 |   0.234989 |   0.159857 |     2.79e-06 |    4:07:38 |    2:12:22
+   19600 |     2 |   0.243404 |   0.159437 |     2.77e-06 |    4:08:15 |    2:11:43
+   19650 |     2 |   0.301680 |   0.159338 |     2.74e-06 |    4:08:51 |    2:11:04
+   19700 |     2 |   0.109502 |   0.156198 |     2.72e-06 |    4:09:28 |    2:10:26
+   19750 |     2 |   0.096609 |   0.154078 |     2.69e-06 |    4:10:04 |    2:09:47
+   19800 |     2 |   0.301852 |   0.155991 |     2.67e-06 |    4:10:41 |    2:09:08
+   19850 |     2 |   0.074625 |   0.156481 |     2.65e-06 |    4:11:17 |    2:08:29
+   19900 |     2 |   0.247367 |   0.156183 |     2.62e-06 |    4:11:54 |    2:07:51
+   19950 |     2 |   0.067100 |   0.156353 |     2.60e-06 |    4:12:31 |    2:07:12
+   20000 |     2 |   0.114462 |   0.155840 |     2.58e-06 |    4:13:07 |    2:06:33
+[15:27:13]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-20000
+[15:27:15] Generating 16 validation images ...
+[15:27:38] Validation step 20000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0020000.png
+   20050 |     2 |   0.241286 |   0.154017 |     2.55e-06 |    4:14:18 |    2:06:12
+   20100 |     2 |   0.074772 |   0.154283 |     2.53e-06 |    4:14:55 |    2:05:33
+   20150 |     2 |   0.269620 |   0.156536 |     2.51e-06 |    4:15:32 |    2:04:54
+   20200 |     2 |   0.040250 |   0.155432 |     2.48e-06 |    4:16:08 |    2:04:16
+   20250 |     2 |   0.419245 |   0.159588 |     2.46e-06 |    4:16:45 |    2:03:37
+   20300 |     2 |   0.050080 |   0.157871 |     2.44e-06 |    4:17:21 |    2:02:58
+   20350 |     2 |   0.229618 |   0.159487 |     2.42e-06 |    4:17:58 |    2:02:19
+   20400 |     2 |   0.218356 |   0.161200 |     2.39e-06 |    4:18:34 |    2:01:40
+   20450 |     2 |   0.421293 |   0.164249 |     2.37e-06 |    4:19:11 |    2:01:02
+   20500 |     2 |   0.044331 |   0.163996 |     2.35e-06 |    4:19:47 |    2:00:23
+   20550 |     2 |   0.143973 |   0.161603 |     2.33e-06 |    4:20:24 |    1:59:44
+   20600 |     2 |   0.264190 |   0.162493 |     2.30e-06 |    4:21:00 |    1:59:06
+   20650 |     2 |   0.090359 |   0.161727 |     2.28e-06 |    4:21:37 |    1:58:27
+   20700 |     2 |   0.184636 |   0.161222 |     2.26e-06 |    4:22:13 |    1:57:48
+   20750 |     2 |   0.242592 |   0.162985 |     2.24e-06 |    4:22:50 |    1:57:10
+   20800 |     2 |   0.135705 |   0.162092 |     2.21e-06 |    4:23:27 |    1:56:31
+   20850 |     2 |   0.269866 |   0.164366 |     2.19e-06 |    4:24:03 |    1:55:53
+   20900 |     2 |   0.015078 |   0.162333 |     2.17e-06 |    4:24:40 |    1:55:14
+   20950 |     2 |   0.018615 |   0.161525 |     2.15e-06 |    4:25:16 |    1:54:35
+   21000 |     2 |   0.061492 |   0.160610 |     2.13e-06 |    4:25:53 |    1:53:57
+[15:39:50] Generating 16 validation images ...
+[15:40:14] Validation step 21000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0021000.png
+   21050 |     2 |   0.056498 |   0.158164 |     2.10e-06 |    4:26:54 |    1:53:29
+   21100 |     2 |   0.138170 |   0.158035 |     2.08e-06 |    4:27:31 |    1:52:50
+   21150 |     2 |   0.151868 |   0.158674 |     2.06e-06 |    4:28:07 |    1:52:11
+   21200 |     2 |   0.020827 |   0.156377 |     2.04e-06 |    4:28:44 |    1:51:33
+   21250 |     2 |   0.227455 |   0.154869 |     2.02e-06 |    4:29:20 |    1:50:54
+   21300 |     2 |   0.045987 |   0.153447 |     2.00e-06 |    4:29:57 |    1:50:15
+   21350 |     2 |   0.297947 |   0.155003 |     1.98e-06 |    4:30:33 |    1:49:37
+   21400 |     2 |   0.175311 |   0.156597 |     1.95e-06 |    4:31:10 |    1:48:58
+   21450 |     2 |   0.074514 |   0.155870 |     1.93e-06 |    4:31:46 |    1:48:19
+[15:46:15] --- Epoch 2 | Steps: 7165 | Avg Loss: 0.164611 ---
+   21500 |     3 |   0.191663 |   0.156345 |     1.91e-06 |    4:32:23 |    1:47:41
+   21550 |     3 |   0.062164 |   0.156706 |     1.89e-06 |    4:32:59 |    1:47:02
+   21600 |     3 |   0.209901 |   0.155822 |     1.87e-06 |    4:33:36 |    1:46:24
+   21650 |     3 |   0.205570 |   0.156051 |     1.85e-06 |    4:34:12 |    1:45:45
+   21700 |     3 |   0.125056 |   0.157087 |     1.83e-06 |    4:34:49 |    1:45:06
+   21750 |     3 |   0.388638 |   0.154123 |     1.81e-06 |    4:35:25 |    1:44:28
+   21800 |     3 |   0.041647 |   0.154481 |     1.79e-06 |    4:36:02 |    1:43:49
+   21850 |     3 |   0.223142 |   0.156566 |     1.77e-06 |    4:36:38 |    1:43:11
+   21900 |     3 |   0.102923 |   0.155654 |     1.75e-06 |    4:37:15 |    1:42:32
+   21950 |     3 |   0.075797 |   0.156133 |     1.73e-06 |    4:37:51 |    1:41:54
+   22000 |     3 |   0.055945 |   0.154869 |     1.71e-06 |    4:38:28 |    1:41:15
+[15:52:33]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-22000
+[15:52:34] Generating 16 validation images ...
+[15:52:57] Validation step 22000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0022000.png
+   22050 |     3 |   0.370621 |   0.155627 |     1.69e-06 |    4:39:38 |    1:40:49
+   22100 |     3 |   0.275755 |   0.157959 |     1.67e-06 |    4:40:14 |    1:40:10
+   22150 |     3 |   0.248922 |   0.159534 |     1.65e-06 |    4:40:51 |    1:39:32
+   22200 |     3 |   0.064385 |   0.158935 |     1.63e-06 |    4:41:27 |    1:38:53
+   22250 |     3 |   0.236631 |   0.160640 |     1.61e-06 |    4:42:04 |    1:38:15
+   22300 |     3 |   0.110981 |   0.156685 |     1.59e-06 |    4:42:41 |    1:37:36
+   22350 |     3 |   0.138453 |   0.155970 |     1.57e-06 |    4:43:17 |    1:36:57
+   22400 |     3 |   0.014128 |   0.151373 |     1.55e-06 |    4:43:54 |    1:36:19
+   22450 |     3 |   0.042436 |   0.149474 |     1.53e-06 |    4:44:30 |    1:35:40
+   22500 |     3 |   0.263401 |   0.151723 |     1.51e-06 |    4:45:07 |    1:35:02
+   22550 |     3 |   0.197748 |   0.150646 |     1.49e-06 |    4:45:44 |    1:34:24
+   22600 |     3 |   0.069938 |   0.150753 |     1.47e-06 |    4:46:20 |    1:33:45
+   22650 |     3 |   0.265885 |   0.153093 |     1.46e-06 |    4:46:57 |    1:33:07
+   22700 |     3 |   0.257376 |   0.154883 |     1.44e-06 |    4:47:34 |    1:32:28
+   22750 |     3 |   0.104577 |   0.153633 |     1.42e-06 |    4:48:10 |    1:31:50
+   22800 |     3 |   0.328635 |   0.154640 |     1.40e-06 |    4:48:47 |    1:31:11
+   22850 |     3 |   0.027849 |   0.154559 |     1.38e-06 |    4:49:24 |    1:30:33
+   22900 |     3 |   0.041036 |   0.154766 |     1.36e-06 |    4:50:00 |    1:29:54
+   22950 |     3 |   0.067403 |   0.155410 |     1.34e-06 |    4:50:37 |    1:29:16
+   23000 |     3 |   0.268914 |   0.158086 |     1.33e-06 |    4:51:14 |    1:28:38
+[16:05:10] Generating 16 validation images ...
+[16:05:34] Validation step 23000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0023000.png
+   23050 |     3 |   0.131751 |   0.159180 |     1.31e-06 |    4:52:15 |    1:28:07
+   23100 |     3 |   0.267530 |   0.161029 |     1.29e-06 |    4:52:51 |    1:27:28
+   23150 |     3 |   0.229382 |   0.161636 |     1.27e-06 |    4:53:28 |    1:26:50
+   23200 |     3 |   0.072037 |   0.162248 |     1.25e-06 |    4:54:05 |    1:26:11
+   23250 |     3 |   0.021160 |   0.158611 |     1.24e-06 |    4:54:41 |    1:25:33
+   23300 |     3 |   0.117080 |   0.155455 |     1.22e-06 |    4:55:18 |    1:24:55
+   23350 |     3 |   0.111606 |   0.156560 |     1.20e-06 |    4:55:55 |    1:24:16
+   23400 |     3 |   0.301695 |   0.156600 |     1.19e-06 |    4:56:31 |    1:23:38
+   23450 |     3 |   0.257277 |   0.158557 |     1.17e-06 |    4:57:08 |    1:22:59
+   23500 |     3 |   0.206858 |   0.159816 |     1.15e-06 |    4:57:45 |    1:22:21
+   23550 |     3 |   0.117888 |   0.159422 |     1.13e-06 |    4:58:21 |    1:21:43
+   23600 |     3 |   0.091298 |   0.158800 |     1.12e-06 |    4:58:58 |    1:21:04
+   23650 |     3 |   0.163135 |   0.159064 |     1.10e-06 |    4:59:34 |    1:20:26
+   23700 |     3 |   0.095856 |   0.157353 |     1.08e-06 |    5:00:11 |    1:19:47
+   23750 |     3 |   0.014735 |   0.155491 |     1.07e-06 |    5:00:48 |    1:19:09
+   23800 |     3 |   0.273834 |   0.157677 |     1.05e-06 |    5:01:24 |    1:18:31
+   23850 |     3 |   0.063580 |   0.156425 |     1.03e-06 |    5:02:01 |    1:17:52
+   23900 |     3 |   0.082175 |   0.156047 |     1.02e-06 |    5:02:38 |    1:17:14
+   23950 |     3 |   0.344716 |   0.156487 |     1.00e-06 |    5:03:14 |    1:16:36
+   24000 |     3 |   0.269699 |   0.156712 |     9.86e-07 |    5:03:51 |    1:15:57
+[16:17:54]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-24000
+[16:17:55] Generating 16 validation images ...
+[16:18:19] Validation step 24000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0024000.png
+   24050 |     3 |   0.205396 |   0.157546 |     9.71e-07 |    5:05:00 |    1:15:27
+   24100 |     3 |   0.443808 |   0.160286 |     9.55e-07 |    5:05:36 |    1:14:49
+   24150 |     3 |   0.318956 |   0.163383 |     9.39e-07 |    5:06:13 |    1:14:10
+   24200 |     3 |   0.115026 |   0.162680 |     9.24e-07 |    5:06:50 |    1:13:32
+   24250 |     3 |   0.341793 |   0.165490 |     9.08e-07 |    5:07:26 |    1:12:53
+   24300 |     3 |   0.112928 |   0.166590 |     8.93e-07 |    5:08:03 |    1:12:15
+   24350 |     3 |   0.182154 |   0.166912 |     8.78e-07 |    5:08:40 |    1:11:37
+   24400 |     3 |   0.256469 |   0.169034 |     8.63e-07 |    5:09:16 |    1:10:58
+   24450 |     3 |   0.062221 |   0.168610 |     8.48e-07 |    5:09:53 |    1:10:20
+   24500 |     3 |   0.373887 |   0.171390 |     8.33e-07 |    5:10:30 |    1:09:42
+   24550 |     3 |   0.194233 |   0.170982 |     8.19e-07 |    5:11:06 |    1:09:03
+   24600 |     3 |   0.397438 |   0.172523 |     8.04e-07 |    5:11:43 |    1:08:25
+   24650 |     3 |   0.003003 |   0.169536 |     7.90e-07 |    5:12:20 |    1:07:47
+   24700 |     3 |   0.021215 |   0.168653 |     7.76e-07 |    5:12:56 |    1:07:09
+   24750 |     3 |   0.150727 |   0.169194 |     7.61e-07 |    5:13:33 |    1:06:30
+   24800 |     3 |   0.167000 |   0.167846 |     7.47e-07 |    5:14:10 |    1:05:52
+   24850 |     3 |   0.015944 |   0.167259 |     7.33e-07 |    5:14:46 |    1:05:14
+   24900 |     3 |   0.061411 |   0.165399 |     7.20e-07 |    5:15:23 |    1:04:35
+   24950 |     3 |   0.070666 |   0.165435 |     7.06e-07 |    5:16:00 |    1:03:57
+   25000 |     3 |   0.092105 |   0.165211 |     6.92e-07 |    5:16:36 |    1:03:19
+[16:30:33] Generating 16 validation images ...
+[16:30:57] Validation step 25000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0025000.png
+   25050 |     3 |   0.211052 |   0.164909 |     6.79e-07 |    5:17:38 |    1:02:45
+   25100 |     3 |   0.274600 |   0.166907 |     6.65e-07 |    5:18:14 |    1:02:07
+   25150 |     3 |   0.034459 |   0.164556 |     6.52e-07 |    5:18:51 |    1:01:29
+   25200 |     3 |   0.105526 |   0.165208 |     6.39e-07 |    5:19:28 |    1:00:51
+   25250 |     3 |   0.054329 |   0.161559 |     6.26e-07 |    5:20:04 |    1:00:12
+   25300 |     3 |   0.066737 |   0.161726 |     6.13e-07 |    5:20:41 |    0:59:34
+   25350 |     3 |   0.360592 |   0.163035 |     6.01e-07 |    5:21:18 |    0:58:56
+   25400 |     3 |   0.232006 |   0.163172 |     5.88e-07 |    5:21:54 |    0:58:17
+   25450 |     3 |   0.282660 |   0.161786 |     5.76e-07 |    5:22:31 |    0:57:39
+   25500 |     3 |   0.069754 |   0.162040 |     5.63e-07 |    5:23:08 |    0:57:01
+   25550 |     3 |   0.059648 |   0.161197 |     5.51e-07 |    5:23:44 |    0:56:23
+   25600 |     3 |   0.031509 |   0.158870 |     5.39e-07 |    5:24:21 |    0:55:44
+   25650 |     3 |   0.206106 |   0.160027 |     5.27e-07 |    5:24:57 |    0:55:06
+   25700 |     3 |   0.138598 |   0.159567 |     5.15e-07 |    5:25:34 |    0:54:28
+   25750 |     3 |   0.124881 |   0.158390 |     5.03e-07 |    5:26:11 |    0:53:50
+   25800 |     3 |   0.148756 |   0.158520 |     4.92e-07 |    5:26:47 |    0:53:11
+   25850 |     3 |   0.445945 |   0.160281 |     4.80e-07 |    5:27:24 |    0:52:33
+   25900 |     3 |   0.364130 |   0.163772 |     4.69e-07 |    5:28:01 |    0:51:55
+   25950 |     3 |   0.195465 |   0.165540 |     4.58e-07 |    5:28:37 |    0:51:17
+   26000 |     3 |   0.008709 |   0.165012 |     4.47e-07 |    5:29:14 |    0:50:39
+[16:43:19]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-26000
+[16:43:21] Generating 16 validation images ...
+[16:43:45] Validation step 26000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0026000.png
+   26050 |     3 |   0.277294 |   0.167220 |     4.36e-07 |    5:30:25 |    0:50:06
+   26100 |     3 |   0.044134 |   0.166280 |     4.25e-07 |    5:31:02 |    0:49:27
+   26150 |     3 |   0.291952 |   0.167681 |     4.14e-07 |    5:31:39 |    0:48:49
+   26200 |     3 |   0.213285 |   0.169605 |     4.04e-07 |    5:32:15 |    0:48:11
+   26250 |     3 |   0.021015 |   0.167541 |     3.93e-07 |    5:32:52 |    0:47:33
+   26300 |     3 |   0.214226 |   0.169223 |     3.83e-07 |    5:33:28 |    0:46:54
+   26350 |     3 |   0.341398 |   0.169658 |     3.73e-07 |    5:34:05 |    0:46:16
+   26400 |     3 |   0.389333 |   0.171798 |     3.63e-07 |    5:34:42 |    0:45:38
+   26450 |     3 |   0.085364 |   0.171907 |     3.53e-07 |    5:35:18 |    0:45:00
+   26500 |     3 |   0.009989 |   0.170090 |     3.43e-07 |    5:35:55 |    0:44:22
+   26550 |     3 |   0.254476 |   0.172013 |     3.34e-07 |    5:36:32 |    0:43:43
+   26600 |     3 |   0.134502 |   0.171259 |     3.24e-07 |    5:37:08 |    0:43:05
+   26650 |     3 |   0.192230 |   0.171126 |     3.15e-07 |    5:37:45 |    0:42:27
+   26700 |     3 |   0.143602 |   0.171311 |     3.06e-07 |    5:38:22 |    0:41:49
+   26750 |     3 |   0.036041 |   0.167785 |     2.96e-07 |    5:38:58 |    0:41:11
+   26800 |     3 |   0.016092 |   0.167529 |     2.88e-07 |    5:39:35 |    0:40:32
+   26850 |     3 |   0.354430 |   0.168842 |     2.79e-07 |    5:40:12 |    0:39:54
+   26900 |     3 |   0.112830 |   0.168941 |     2.70e-07 |    5:40:48 |    0:39:16
+   26950 |     3 |   0.027645 |   0.168460 |     2.61e-07 |    5:41:25 |    0:38:38
+   27000 |     3 |   0.167792 |   0.169578 |     2.53e-07 |    5:42:02 |    0:38:00
+[16:55:58] Generating 16 validation images ...
+[16:56:22] Validation step 27000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0027000.png
+   27050 |     3 |   0.010577 |   0.165978 |     2.45e-07 |    5:43:02 |    0:37:24
+   27100 |     3 |   0.385048 |   0.167071 |     2.37e-07 |    5:43:39 |    0:36:46
+   27150 |     3 |   0.081991 |   0.165402 |     2.29e-07 |    5:44:16 |    0:36:08
+   27200 |     3 |   0.012234 |   0.164880 |     2.21e-07 |    5:44:52 |    0:35:30
+   27250 |     3 |   0.174229 |   0.164256 |     2.13e-07 |    5:45:29 |    0:34:51
+   27300 |     3 |   0.283204 |   0.165978 |     2.05e-07 |    5:46:05 |    0:34:13
+   27350 |     3 |   0.181296 |   0.166407 |     1.98e-07 |    5:46:42 |    0:33:35
+   27400 |     3 |   0.107020 |   0.167336 |     1.90e-07 |    5:47:19 |    0:32:57
+   27450 |     3 |   0.052162 |   0.167433 |     1.83e-07 |    5:47:55 |    0:32:19
+   27500 |     3 |   0.003526 |   0.164834 |     1.76e-07 |    5:48:32 |    0:31:41
+   27550 |     3 |   0.060153 |   0.163458 |     1.69e-07 |    5:49:09 |    0:31:02
+   27600 |     3 |   0.034490 |   0.163104 |     1.62e-07 |    5:49:45 |    0:30:24
+   27650 |     3 |   0.079597 |   0.161241 |     1.56e-07 |    5:50:22 |    0:29:46
+   27700 |     3 |   0.394213 |   0.162609 |     1.49e-07 |    5:50:59 |    0:29:08
+   27750 |     3 |   0.122159 |   0.162785 |     1.43e-07 |    5:51:35 |    0:28:30
+   27800 |     3 |   0.051609 |   0.160015 |     1.37e-07 |    5:52:12 |    0:27:52
+   27850 |     3 |   0.015455 |   0.159891 |     1.30e-07 |    5:52:49 |    0:27:14
+   27900 |     3 |   0.022008 |   0.159701 |     1.25e-07 |    5:53:25 |    0:26:36
+   27950 |     3 |   0.365724 |   0.162684 |     1.19e-07 |    5:54:02 |    0:25:58
+   28000 |     3 |   0.013444 |   0.160129 |     1.13e-07 |    5:54:39 |    0:25:19
+[17:08:44]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-28000
+[17:08:45] Generating 16 validation images ...
+[17:09:09] Validation step 28000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0028000.png
+   28050 |     3 |   0.166505 |   0.160477 |     1.07e-07 |    5:55:49 |    0:24:44
+   28100 |     3 |   0.078172 |   0.158583 |     1.02e-07 |    5:56:26 |    0:24:06
+   28150 |     3 |   0.293646 |   0.159226 |     9.67e-08 |    5:57:03 |    0:23:27
+   28200 |     3 |   0.253771 |   0.161043 |     9.16e-08 |    5:57:39 |    0:22:49
+   28250 |     3 |   0.058545 |   0.161417 |     8.66e-08 |    5:58:16 |    0:22:11
+   28300 |     3 |   0.100337 |   0.161249 |     8.17e-08 |    5:58:53 |    0:21:33
+   28350 |     3 |   0.000317 |   0.160136 |     7.70e-08 |    5:59:29 |    0:20:55
+   28400 |     3 |   0.197995 |   0.159099 |     7.24e-08 |    6:00:06 |    0:20:17
+   28450 |     3 |   0.046280 |   0.156990 |     6.80e-08 |    6:00:42 |    0:19:39
+   28500 |     3 |   0.030902 |   0.155230 |     6.37e-08 |    6:01:19 |    0:19:01
+   28550 |     3 |   0.095448 |   0.155006 |     5.95e-08 |    6:01:56 |    0:18:22
+   28600 |     3 |   0.025659 |   0.154349 |     5.55e-08 |    6:02:32 |    0:17:44
+   28650 |     3 |   0.024839 |   0.152966 |     5.16e-08 |    6:03:09 |    0:17:06
+[17:17:13] --- Epoch 3 | Steps: 7165 | Avg Loss: 0.164877 ---
+   28700 |     4 |   0.505141 |   0.157059 |     4.78e-08 |    6:03:46 |    0:16:28
+   28750 |     4 |   0.178766 |   0.158699 |     4.42e-08 |    6:04:23 |    0:15:50
+   28800 |     4 |   0.234140 |   0.158302 |     4.08e-08 |    6:04:59 |    0:15:12
+   28850 |     4 |   0.326971 |   0.160936 |     3.74e-08 |    6:05:36 |    0:14:34
+   28900 |     4 |   0.018984 |   0.160304 |     3.43e-08 |    6:06:13 |    0:13:56
+   28950 |     4 |   0.090157 |   0.157759 |     3.12e-08 |    6:06:49 |    0:13:18
+   29000 |     4 |   0.429114 |   0.159353 |     2.83e-08 |    6:07:26 |    0:12:40
+[17:21:22] Generating 16 validation images ...
+[17:21:46] Validation step 29000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0029000.png
+   29050 |     4 |   0.312738 |   0.160426 |     2.56e-08 |    6:08:27 |    0:12:02
+   29100 |     4 |   0.109642 |   0.157085 |     2.29e-08 |    6:09:04 |    0:11:24
+   29150 |     4 |   0.225729 |   0.156152 |     2.05e-08 |    6:09:40 |    0:10:46
+   29200 |     4 |   0.173175 |   0.156734 |     1.81e-08 |    6:10:17 |    0:10:08
+   29250 |     4 |   0.687064 |   0.160187 |     1.59e-08 |    6:10:54 |    0:09:30
+   29300 |     4 |   0.151956 |   0.160577 |     1.39e-08 |    6:11:30 |    0:08:52
+   29350 |     4 |   0.242185 |   0.161177 |     1.20e-08 |    6:12:07 |    0:08:14
+   29400 |     4 |   0.011790 |   0.158730 |     1.02e-08 |    6:12:44 |    0:07:36
+   29450 |     4 |   0.053342 |   0.158642 |     8.57e-09 |    6:13:20 |    0:06:58
+   29500 |     4 |   0.157186 |   0.156475 |     7.09e-09 |    6:13:57 |    0:06:20
+   29550 |     4 |   0.233003 |   0.156862 |     5.74e-09 |    6:14:34 |    0:05:42
+   29600 |     4 |   0.001051 |   0.152899 |     4.54e-09 |    6:15:10 |    0:05:04
+   29650 |     4 |   0.043356 |   0.153302 |     3.47e-09 |    6:15:47 |    0:04:26
+   29700 |     4 |   0.023994 |   0.153330 |     2.55e-09 |    6:16:24 |    0:03:48
+   29750 |     4 |   0.285405 |   0.154677 |     1.77e-09 |    6:17:00 |    0:03:10
+   29800 |     4 |   0.093087 |   0.153937 |     1.13e-09 |    6:17:37 |    0:02:32
+   29850 |     4 |   0.423515 |   0.158013 |     6.38e-10 |    6:18:14 |    0:01:54
+   29900 |     4 |   0.170246 |   0.159102 |     2.84e-10 |    6:18:50 |    0:01:16
+   29950 |     4 |   0.354705 |   0.161942 |     7.09e-11 |    6:19:27 |    0:00:38
+   30000 |     4 |   0.286651 |   0.163887 |     0.00e+00 |    6:20:04 |    0:00:00
+[17:34:06]   Saved checkpoint -> RESULTS/102flowers/run_022/checkpoint-30000
+[17:34:08] Generating 16 validation images ...
+[17:34:31] Validation step 30000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0030000.png
+[17:34:31] --- Epoch 4 | Steps: 1340 | Avg Loss: 0.166339 ---
+[17:34:31] Saving final model ...
+[17:34:33]   Transformer saved -> RESULTS/102flowers/run_022/transformer
+[17:34:51]   Pipeline saved -> RESULTS/102flowers/run_022
+[17:34:51] Generating final validation collage ...
+[17:34:51] Generating 16 validation images ...
+[17:35:14] Validation step 30000: 16 images -> RESULTS/102flowers/run_022/validation/collage_step_0030000.png
+[17:35:14] 
+[17:35:14] ============================================================
+[17:35:14]   TRAINING SUMMARY
+[17:35:14] ============================================================
+[17:35:14]   Total steps  : 600
+[17:35:14]   Final loss   : 0.286651
+[17:35:14]   Avg last 100 : 0.163887
+[17:35:14]   Min loss     : 0.000317
+[17:35:14]   Total time   : 6:21:18
+[17:35:14]   Output       : RESULTS/102flowers/run_022
+[17:35:14] ============================================================

102flowers/run_022/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/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": 300,
+  "dataloader_num_workers": 4,
+  "output_dir": "RESULTS/102flowers/run_022"
+}

102flowers/run_022/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 600,
+  "final_loss": 0.28665098547935486,
+  "avg_last_100": 0.16388739076675848,
+  "min_loss": 0.00031675759237259626,
+  "total_time": "6:21:18"
+}

102flowers/run_022/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
+}

102flowers/run_022/transformer/diffusion_pytorch_model.safetensors

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+size 1221780352

102flowers/run_022/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_022/vae/diffusion_pytorch_model.safetensors

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