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Training started: 2026-08-22 17:33:49
==========================================================================================
    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
------------------------------------------------------------------------------------------
[17:33:49] Run directory: RESULTS/ProGamerGov/run_016
[17:33:49] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[17:33:49] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
[17:33:52]   Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
[17:33:52]   guidance_embeds=False (reported True on this config) -- but guidance=None is passed every forward call, training and validation alike, matching Flux2KleinPipeline's own denoising loop for this step-distilled checkpoint. --guidance_scale=1.0 is not currently used by the transformer call; kept for reference/documentation only.
[17:33:52] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
[17:33:58] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
[17:33:58]   90000 cached samples
[17:33:59] 
[17:33:59] ================================================================
[17:33:59]   Model              = black-forest-labs/FLUX.2-klein-4B
[17:33:59]   Output dir         = RESULTS/ProGamerGov/run_016
[17:33:59]   Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[17:33:59]   Num examples       = 90000
[17:33:59]   Num epochs         = 1
[17:33:59]   Batch/device       = 1
[17:33:59]   Grad accum         = 1
[17:33:59]   Effective BS       = 1
[17:33:59]   Total optim steps  = 10000
[17:33:59]   LR                 = 1e-05
[17:33:59]   Precision          = bf16
[17:33:59]   Resolution         = 1024x1024
[17:33:59]   Grad checkpointing = True
[17:33:59]   Guidance scale     = 1.0 (not used -- transformer always gets guidance=None)
[17:33:59]   Validate every     = 1000 steps
[17:33:59] ================================================================
[17:33:59] 
      50 |     0 |   0.844045 |   0.844045 |     1.00e-06 |    0:01:59 |    6:34:56
     100 |     0 |   0.652930 |   0.748488 |     2.00e-06 |    0:03:48 |    6:16:13
     150 |     0 |   0.921907 |   0.806294 |     3.00e-06 |    0:05:37 |    6:08:54
     200 |     0 |   0.813576 |   0.808114 |     4.00e-06 |    0:07:26 |    6:04:19
     250 |     0 |   0.704891 |   0.787470 |     5.00e-06 |    0:09:15 |    6:00:57
     300 |     0 |   0.708629 |   0.774330 |     6.00e-06 |    0:11:04 |    5:58:01
     350 |     0 |   0.801067 |   0.778149 |     7.00e-06 |    0:12:53 |    5:55:25
     400 |     0 |   0.792704 |   0.779969 |     8.00e-06 |    0:14:42 |    5:53:03
     450 |     0 |   0.575577 |   0.757258 |     9.00e-06 |    0:16:31 |    5:50:49
     500 |     0 |   0.460811 |   0.727614 |     1.00e-05 |    0:18:20 |    5:48:37
     550 |     0 |   0.983956 |   0.750917 |     1.00e-05 |    0:20:10 |    5:46:31
     600 |     0 |   0.535964 |   0.733005 |     1.00e-05 |    0:21:59 |    5:44:26
     650 |     0 |   0.828358 |   0.740340 |     9.99e-06 |    0:23:48 |    5:42:24
     700 |     0 |   0.535246 |   0.725690 |     9.99e-06 |    0:25:37 |    5:40:23
     750 |     0 |   1.024390 |   0.745603 |     9.98e-06 |    0:27:26 |    5:38:24
     800 |     0 |   0.862118 |   0.752886 |     9.98e-06 |    0:29:15 |    5:36:28
     850 |     0 |   0.771348 |   0.753972 |     9.97e-06 |    0:31:04 |    5:34:31
     900 |     0 |   0.606651 |   0.745787 |     9.96e-06 |    0:32:53 |    5:32:36
     950 |     0 |   0.589058 |   0.737538 |     9.94e-06 |    0:34:42 |    5:30:41
    1000 |     0 |   1.178144 |   0.759568 |     9.93e-06 |    0:36:31 |    5:28:47
[18:10:21] Generating 16 validation images ...
[18:11:03] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0001000.png
    1050 |     0 |   0.740070 |   0.758640 |     9.92e-06 |    0:39:03 |    5:32:57
    1100 |     0 |   0.846790 |   0.762647 |     9.90e-06 |    0:40:52 |    5:30:45
    1150 |     0 |   0.635369 |   0.757113 |     9.88e-06 |    0:42:41 |    5:28:35
    1200 |     0 |   0.745211 |   0.756617 |     9.87e-06 |    0:44:30 |    5:26:26
    1250 |     0 |   0.726400 |   0.755408 |     9.85e-06 |    0:46:20 |    5:24:20
    1300 |     0 |   0.551028 |   0.747548 |     9.83e-06 |    0:48:09 |    5:22:14
    1350 |     0 |   0.594174 |   0.741867 |     9.80e-06 |    0:49:58 |    5:20:11
    1400 |     0 |   0.865955 |   0.746299 |     9.78e-06 |    0:51:47 |    5:18:07
    1450 |     0 |   0.834589 |   0.749343 |     9.76e-06 |    0:53:36 |    5:16:06
    1500 |     0 |   1.040019 |   0.759032 |     9.73e-06 |    0:55:25 |    5:14:04
    1550 |     0 |   0.796757 |   0.760249 |     9.70e-06 |    0:57:14 |    5:12:04
    1600 |     0 |   0.867996 |   0.763616 |     9.67e-06 |    0:59:03 |    5:10:04
    1650 |     0 |   0.846357 |   0.766124 |     9.64e-06 |    1:00:52 |    5:08:04
    1700 |     0 |   0.942530 |   0.771312 |     9.61e-06 |    1:02:41 |    5:06:05
    1750 |     0 |   0.951827 |   0.776470 |     9.58e-06 |    1:04:30 |    5:04:08
    1800 |     0 |   0.527240 |   0.769547 |     9.55e-06 |    1:06:19 |    5:02:09
    1850 |     0 |   0.669364 |   0.766839 |     9.51e-06 |    1:08:08 |    5:00:12
    1900 |     0 |   0.999910 |   0.772972 |     9.47e-06 |    1:09:57 |    4:58:15
    1950 |     0 |   0.844921 |   0.774817 |     9.44e-06 |    1:11:46 |    4:56:19
    2000 |     0 |   0.492052 |   0.767748 |     9.40e-06 |    1:13:35 |    4:54:23
[18:48:07]   Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-2000
[18:48:07] Generating 16 validation images ...
[18:48:49] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0002000.png
    2050 |     0 |   0.407144 |   0.758953 |     9.36e-06 |    1:16:49 |    4:57:55
    2100 |     0 |   1.081965 |   0.766644 |     9.32e-06 |    1:18:38 |    4:55:49
    2150 |     0 |   0.725225 |   0.765681 |     9.27e-06 |    1:20:27 |    4:53:45
    2200 |     0 |   0.773483 |   0.765858 |     9.23e-06 |    1:22:16 |    4:51:41
    2250 |     0 |   1.048982 |   0.772150 |     9.19e-06 |    1:24:05 |    4:49:39
    2300 |     0 |   0.593955 |   0.768276 |     9.14e-06 |    1:25:54 |    4:47:36
    2350 |     0 |   0.522239 |   0.763041 |     9.09e-06 |    1:27:43 |    4:45:35
    2400 |     0 |   0.640591 |   0.760490 |     9.05e-06 |    1:29:33 |    4:43:34
    2450 |     0 |   0.502444 |   0.755224 |     9.00e-06 |    1:31:22 |    4:41:34
    2500 |     0 |   0.632680 |   0.752773 |     8.95e-06 |    1:33:11 |    4:39:34
    2550 |     0 |   1.042654 |   0.758457 |     8.89e-06 |    1:35:00 |    4:37:34
    2600 |     0 |   0.729324 |   0.757896 |     8.84e-06 |    1:36:49 |    4:35:34
    2650 |     0 |   0.738172 |   0.757524 |     8.79e-06 |    1:38:38 |    4:33:35
    2700 |     0 |   0.124226 |   0.745797 |     8.73e-06 |    1:40:27 |    4:31:36
    2750 |     0 |   0.807698 |   0.746922 |     8.68e-06 |    1:42:16 |    4:29:38
    2800 |     0 |   0.762861 |   0.747207 |     8.62e-06 |    1:44:05 |    4:27:39
    2850 |     0 |   0.530459 |   0.743404 |     8.56e-06 |    1:45:54 |    4:25:41
    2900 |     0 |   0.556935 |   0.740189 |     8.51e-06 |    1:47:43 |    4:23:44
    2950 |     0 |   0.669591 |   0.738992 |     8.45e-06 |    1:49:32 |    4:21:47
    3000 |     0 |   0.534343 |   0.735582 |     8.39e-06 |    1:51:21 |    4:19:50
[19:25:11] Generating 16 validation images ...
[19:25:53] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0003000.png
    3050 |     0 |   0.681797 |   0.734700 |     8.33e-06 |    1:53:53 |    4:19:30
    3100 |     0 |   0.589660 |   0.732361 |     8.26e-06 |    1:55:41 |    4:17:31
    3150 |     0 |   0.644525 |   0.730966 |     8.20e-06 |    1:57:30 |    4:15:33
    3200 |     0 |   0.820119 |   0.732359 |     8.14e-06 |    1:59:19 |    4:13:34
    3250 |     0 |   0.781918 |   0.733122 |     8.07e-06 |    2:01:09 |    4:11:37
    3300 |     0 |   0.536917 |   0.730149 |     8.01e-06 |    2:02:58 |    4:09:39
    3350 |     0 |   0.780118 |   0.730895 |     7.94e-06 |    2:04:47 |    4:07:42
    3400 |     0 |   0.597748 |   0.728937 |     7.87e-06 |    2:06:36 |    4:05:45
    3450 |     0 |   0.573531 |   0.726685 |     7.80e-06 |    2:08:25 |    4:03:48
    3500 |     0 |   0.682756 |   0.726057 |     7.73e-06 |    2:10:14 |    4:01:51
    3550 |     0 |   0.805025 |   0.727169 |     7.67e-06 |    2:12:03 |    3:59:55
    3600 |     0 |   0.612994 |   0.725583 |     7.59e-06 |    2:13:52 |    3:57:59
    3650 |     0 |   0.561785 |   0.723340 |     7.52e-06 |    2:15:41 |    3:56:03
    3700 |     0 |   0.604194 |   0.721730 |     7.45e-06 |    2:17:30 |    3:54:07
    3750 |     0 |   0.981519 |   0.725193 |     7.38e-06 |    2:19:19 |    3:52:11
    3800 |     0 |   0.446984 |   0.721533 |     7.31e-06 |    2:21:08 |    3:50:16
    3850 |     0 |   0.915816 |   0.724056 |     7.23e-06 |    2:22:57 |    3:48:21
    3900 |     0 |   0.895309 |   0.726251 |     7.16e-06 |    2:24:46 |    3:46:25
    3950 |     0 |   0.342204 |   0.721390 |     7.08e-06 |    2:26:35 |    3:44:30
    4000 |     0 |   0.964902 |   0.724434 |     7.01e-06 |    2:28:24 |    3:42:36
[20:02:59]   Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-4000
[20:02:59] Generating 16 validation images ...
[20:03:41] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0004000.png
    4050 |     0 |   0.376627 |   0.720140 |     6.93e-06 |    2:31:40 |    3:42:50
    4100 |     0 |   0.684133 |   0.719701 |     6.86e-06 |    2:33:29 |    3:40:52
    4150 |     0 |   0.352862 |   0.715281 |     6.78e-06 |    2:35:18 |    3:38:55
    4200 |     0 |   0.607697 |   0.714000 |     6.70e-06 |    2:37:07 |    3:36:58
    4250 |     0 |   0.765522 |   0.714607 |     6.62e-06 |    2:38:56 |    3:35:02
    4300 |     0 |   0.671246 |   0.714102 |     6.55e-06 |    2:40:45 |    3:33:05
    4350 |     0 |   0.792208 |   0.715000 |     6.47e-06 |    2:42:34 |    3:31:09
    4400 |     0 |   0.872104 |   0.716785 |     6.39e-06 |    2:44:23 |    3:29:13
    4450 |     0 |   1.021088 |   0.720205 |     6.31e-06 |    2:46:12 |    3:27:17
    4500 |     0 |   0.815632 |   0.721265 |     6.23e-06 |    2:48:01 |    3:25:21
    4550 |     0 |   0.787340 |   0.721991 |     6.15e-06 |    2:49:50 |    3:23:26
    4600 |     0 |   0.383812 |   0.718315 |     6.07e-06 |    2:51:39 |    3:21:30
    4650 |     0 |   0.482537 |   0.715780 |     5.99e-06 |    2:53:28 |    3:19:35
    4700 |     0 |   0.622428 |   0.714787 |     5.90e-06 |    2:55:17 |    3:17:39
    4750 |     0 |   0.431416 |   0.711804 |     5.82e-06 |    2:57:06 |    3:15:44
    4800 |     0 |   0.578386 |   0.710414 |     5.74e-06 |    2:58:55 |    3:13:49
    4850 |     0 |   0.410229 |   0.707319 |     5.66e-06 |    3:00:44 |    3:11:55
    4900 |     0 |   1.038964 |   0.710704 |     5.58e-06 |    3:02:33 |    3:10:00
    4950 |     0 |   0.710203 |   0.710699 |     5.50e-06 |    3:04:22 |    3:08:05
    5000 |     0 |   0.772082 |   0.711312 |     5.41e-06 |    3:06:11 |    3:06:11
[20:40:00] Generating 16 validation images ...
[20:40:43] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0005000.png
    5050 |     0 |   0.644466 |   0.709317 |     5.33e-06 |    3:08:42 |    3:04:58
    5100 |     0 |   0.614551 |   0.708933 |     5.25e-06 |    3:10:31 |    3:03:03
    5150 |     0 |   1.059436 |   0.710308 |     5.17e-06 |    3:12:20 |    3:01:08
    5200 |     0 |   0.833131 |   0.710504 |     5.08e-06 |    3:14:09 |    2:59:13
    5250 |     0 |   0.654336 |   0.709998 |     5.00e-06 |    3:15:58 |    2:57:18
    5300 |     0 |   0.427599 |   0.707188 |     4.92e-06 |    3:17:47 |    2:55:23
    5350 |     0 |   0.665212 |   0.705829 |     4.83e-06 |    3:19:36 |    2:53:29
    5400 |     0 |   0.625424 |   0.704156 |     4.75e-06 |    3:21:25 |    2:51:35
    5450 |     0 |   0.764991 |   0.706051 |     4.67e-06 |    3:23:14 |    2:49:40
    5500 |     0 |   0.683173 |   0.708274 |     4.59e-06 |    3:25:03 |    2:47:46
    5550 |     0 |   0.461650 |   0.703051 |     4.50e-06 |    3:26:52 |    2:45:52
    5600 |     0 |   0.969448 |   0.707386 |     4.42e-06 |    3:28:41 |    2:43:58
    5650 |     0 |   0.487881 |   0.703981 |     4.34e-06 |    3:30:30 |    2:42:04
    5700 |     0 |   0.775521 |   0.706384 |     4.26e-06 |    3:32:19 |    2:40:10
    5750 |     0 |   0.572985 |   0.701870 |     4.18e-06 |    3:34:08 |    2:38:16
    5800 |     0 |   0.678720 |   0.700036 |     4.10e-06 |    3:35:57 |    2:36:22
    5850 |     0 |   0.319320 |   0.695516 |     4.01e-06 |    3:37:46 |    2:34:29
    5900 |     0 |   1.093936 |   0.700388 |     3.93e-06 |    3:39:35 |    2:32:35
    5950 |     0 |   0.964691 |   0.704145 |     3.85e-06 |    3:41:24 |    2:30:42
    6000 |     0 |   0.783877 |   0.700202 |     3.77e-06 |    3:43:13 |    2:28:48
[21:17:47]   Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-6000
[21:17:48] Generating 16 validation images ...
[21:18:29] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0006000.png
    6050 |     0 |   0.479470 |   0.697596 |     3.69e-06 |    3:46:29 |    2:27:52
    6100 |     0 |   0.338012 |   0.692508 |     3.61e-06 |    3:48:18 |    2:25:57
    6150 |     0 |   1.101839 |   0.697173 |     3.53e-06 |    3:50:07 |    2:24:03
    6200 |     0 |   0.847501 |   0.698196 |     3.45e-06 |    3:51:56 |    2:22:09
    6250 |     0 |   0.558847 |   0.696520 |     3.38e-06 |    3:53:45 |    2:20:15
    6300 |     0 |   0.620076 |   0.697211 |     3.30e-06 |    3:55:34 |    2:18:21
    6350 |     0 |   0.948455 |   0.700754 |     3.22e-06 |    3:57:23 |    2:16:27
    6400 |     0 |   0.695090 |   0.699045 |     3.14e-06 |    3:59:12 |    2:14:33
    6450 |     0 |   0.629251 |   0.696992 |     3.07e-06 |    4:01:01 |    2:12:39
    6500 |     0 |   0.589094 |   0.692482 |     2.99e-06 |    4:02:50 |    2:10:45
    6550 |     0 |   1.134479 |   0.695860 |     2.92e-06 |    4:04:39 |    2:08:51
    6600 |     0 |   0.389863 |   0.691078 |     2.84e-06 |    4:06:28 |    2:06:58
    6650 |     0 |   0.552840 |   0.688143 |     2.77e-06 |    4:08:17 |    2:05:04
    6700 |     0 |   0.463952 |   0.683357 |     2.69e-06 |    4:10:06 |    2:03:11
    6750 |     0 |   0.535153 |   0.679191 |     2.62e-06 |    4:11:55 |    2:01:17
    6800 |     0 |   0.296742 |   0.676886 |     2.55e-06 |    4:13:44 |    1:59:24
    6850 |     0 |   0.719256 |   0.677385 |     2.48e-06 |    4:15:33 |    1:57:31
    6900 |     0 |   0.612321 |   0.673509 |     2.41e-06 |    4:17:22 |    1:55:37
    6950 |     0 |   0.733164 |   0.672391 |     2.33e-06 |    4:19:11 |    1:53:44
    7000 |     0 |   0.627520 |   0.673746 |     2.27e-06 |    4:21:00 |    1:51:51
[21:54:49] Generating 16 validation images ...
[21:55:32] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0007000.png
    7050 |     0 |   0.665177 |   0.676326 |     2.20e-06 |    4:23:31 |    1:50:16
    7100 |     0 |   0.596105 |   0.671468 |     2.13e-06 |    4:25:20 |    1:48:22
    7150 |     0 |   0.617047 |   0.670386 |     2.06e-06 |    4:27:09 |    1:46:29
    7200 |     0 |   0.690937 |   0.669560 |     1.99e-06 |    4:28:58 |    1:44:36
    7250 |     0 |   0.539691 |   0.664467 |     1.93e-06 |    4:30:47 |    1:42:42
    7300 |     0 |   0.985858 |   0.668386 |     1.86e-06 |    4:32:36 |    1:40:49
    7350 |     0 |   0.844112 |   0.671605 |     1.80e-06 |    4:34:25 |    1:38:56
    7400 |     0 |   0.860271 |   0.673802 |     1.74e-06 |    4:36:14 |    1:37:03
    7450 |     0 |   0.543785 |   0.674215 |     1.67e-06 |    4:38:03 |    1:35:10
    7500 |     0 |   0.631516 |   0.674204 |     1.61e-06 |    4:39:52 |    1:33:17
    7550 |     0 |   0.458525 |   0.668362 |     1.55e-06 |    4:41:41 |    1:31:24
    7600 |     0 |   0.979553 |   0.670865 |     1.49e-06 |    4:43:30 |    1:29:31
    7650 |     0 |   0.585212 |   0.669335 |     1.44e-06 |    4:45:19 |    1:27:38
    7700 |     0 |   0.751842 |   0.675611 |     1.38e-06 |    4:47:08 |    1:25:46
    7750 |     0 |   0.827454 |   0.675809 |     1.32e-06 |    4:48:57 |    1:23:53
    7800 |     0 |   0.794645 |   0.676127 |     1.27e-06 |    4:50:46 |    1:22:00
    7850 |     0 |   0.600050 |   0.676823 |     1.21e-06 |    4:52:35 |    1:20:08
    7900 |     0 |   0.628005 |   0.677533 |     1.16e-06 |    4:54:24 |    1:18:15
    7950 |     0 |   0.727164 |   0.678109 |     1.11e-06 |    4:56:13 |    1:16:23
    8000 |     0 |   0.706895 |   0.679834 |     1.05e-06 |    4:58:02 |    1:14:30
[22:32:34]   Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-8000
[22:32:39] Generating 16 validation images ...
[22:33:21] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0008000.png
    8050 |     0 |   0.366898 |   0.676686 |     1.00e-06 |    5:01:21 |    1:12:59
    8100 |     0 |   0.650157 |   0.677290 |     9.55e-07 |    5:03:10 |    1:11:06
    8150 |     0 |   0.844060 |   0.679286 |     9.07e-07 |    5:04:59 |    1:09:13
    8200 |     0 |   0.390132 |   0.674986 |     8.60e-07 |    5:06:47 |    1:07:20
    8250 |     0 |   1.065786 |   0.677825 |     8.14e-07 |    5:08:37 |    1:05:27
    8300 |     0 |   0.940037 |   0.681856 |     7.70e-07 |    5:10:25 |    1:03:34
    8350 |     0 |   0.635731 |   0.680412 |     7.26e-07 |    5:12:14 |    1:01:42
    8400 |     0 |   0.550684 |   0.679941 |     6.84e-07 |    5:14:03 |    0:59:49
    8450 |     0 |   0.697461 |   0.681181 |     6.43e-07 |    5:15:52 |    0:57:56
    8500 |     0 |   1.001467 |   0.684368 |     6.03e-07 |    5:17:41 |    0:56:03
    8550 |     0 |   0.660252 |   0.682920 |     5.64e-07 |    5:19:30 |    0:54:11
    8600 |     0 |   0.399592 |   0.680786 |     5.26e-07 |    5:21:19 |    0:52:18
    8650 |     0 |   0.837832 |   0.683546 |     4.90e-07 |    5:23:08 |    0:50:25
    8700 |     0 |   0.941229 |   0.686917 |     4.55e-07 |    5:24:57 |    0:48:33
    8750 |     0 |   0.418091 |   0.681283 |     4.21e-07 |    5:26:46 |    0:46:40
    8800 |     0 |   0.620421 |   0.683017 |     3.89e-07 |    5:28:35 |    0:44:48
    8850 |     0 |   0.843704 |   0.682296 |     3.57e-07 |    5:30:24 |    0:42:56
    8900 |     0 |   0.605609 |   0.679399 |     3.27e-07 |    5:32:13 |    0:41:03
    8950 |     0 |   0.865366 |   0.684630 |     2.98e-07 |    5:34:02 |    0:39:11
    9000 |     0 |   0.516508 |   0.680146 |     2.71e-07 |    5:35:51 |    0:37:19
[23:09:40] Generating 16 validation images ...
[23:10:23] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0009000.png
    9050 |     0 |   0.510741 |   0.681488 |     2.45e-07 |    5:38:22 |    0:35:31
    9100 |     0 |   0.348195 |   0.678128 |     2.20e-07 |    5:40:11 |    0:33:38
    9150 |     0 |   0.629388 |   0.680893 |     1.96e-07 |    5:42:00 |    0:31:46
    9200 |     0 |   0.679902 |   0.681616 |     1.74e-07 |    5:43:49 |    0:29:53
    9250 |     0 |   0.341266 |   0.677373 |     1.53e-07 |    5:45:38 |    0:28:01
    9300 |     0 |   0.699409 |   0.677655 |     1.33e-07 |    5:47:27 |    0:26:09
    9350 |     0 |   1.008352 |   0.679816 |     1.15e-07 |    5:49:16 |    0:24:16
    9400 |     0 |   0.577803 |   0.676873 |     9.81e-08 |    5:51:05 |    0:22:24
    9450 |     0 |   0.758561 |   0.674248 |     8.25e-08 |    5:52:54 |    0:20:32
    9500 |     0 |   0.943159 |   0.675523 |     6.82e-08 |    5:54:43 |    0:18:40
    9550 |     0 |   0.594392 |   0.673594 |     5.53e-08 |    5:56:32 |    0:16:48
    9600 |     0 |   0.742270 |   0.677178 |     4.37e-08 |    5:58:21 |    0:14:55
    9650 |     0 |   0.922489 |   0.681578 |     3.35e-08 |    6:00:10 |    0:13:03
    9700 |     0 |   0.697500 |   0.682328 |     2.46e-08 |    6:01:59 |    0:11:11
    9750 |     0 |   0.714300 |   0.685157 |     1.71e-08 |    6:03:48 |    0:09:19
    9800 |     0 |   0.886464 |   0.688238 |     1.09e-08 |    6:05:37 |    0:07:27
    9850 |     0 |   0.302371 |   0.687159 |     6.15e-09 |    6:07:26 |    0:05:35
    9900 |     0 |   1.066450 |   0.687434 |     2.73e-09 |    6:09:15 |    0:03:43
    9950 |     0 |   0.392142 |   0.684254 |     6.83e-10 |    6:11:04 |    0:01:51
   10000 |     0 |   0.897058 |   0.685503 |     0.00e+00 |    6:12:53 |    0:00:00
[23:47:22]   Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-10000
[23:47:27] Generating 16 validation images ...
[23:48:09] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0010000.png
[23:48:09] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.692563 ---
[23:48:09] Saving final model ...
[23:48:18]   Transformer saved -> RESULTS/ProGamerGov/run_016/transformer
[23:48:18] Generating final validation collage ...
[23:48:18] Generating 16 validation images ...
[23:49:00] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0010000.png
[23:49:01] 
[23:49:01] ============================================================
[23:49:01]   TRAINING SUMMARY
[23:49:01] ============================================================
[23:49:01]   Total steps  : 200
[23:49:01]   Final loss   : 0.897058
[23:49:01]   Avg last 100 : 0.685503
[23:49:01]   Min loss     : 0.124226
[23:49:01]   Total time   : 6:15:11
[23:49:01]   Output       : RESULTS/ProGamerGov/run_016
[23:49:01] ============================================================