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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] ============================================================