Training started: 2026-08-22 18:50:29 ========================================================================================== Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA ------------------------------------------------------------------------------------------ [18:50:29] Run directory: RESULTS/ProGamerGov/run_018 [18:50:29] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 [18:50:29] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ... [18:50:30] SpeeD-style sampling ENABLED: lam=0.6, tau=700, meaningful band=[113, 887) of 1000 [18:50:30] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable [18:50:30] 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. [18:50:30] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ... [18:50:36] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ... [18:50:36] 90000 cached samples [18:50:37] [18:50:37] ================================================================ [18:50:37] Model = black-forest-labs/FLUX.2-klein-4B [18:50:37] Output dir = RESULTS/ProGamerGov/run_018 [18:50:37] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 [18:50:37] Num examples = 90000 [18:50:37] Num epochs = 1 [18:50:37] Batch/device = 1 [18:50:37] Grad accum = 1 [18:50:37] Effective BS = 1 [18:50:37] Total optim steps = 10000 [18:50:37] LR = 1e-05 [18:50:37] Precision = bf16 [18:50:37] Resolution = 1024x1024 [18:50:37] Grad checkpointing = True [18:50:37] Guidance scale = 1.0 (not used -- transformer always gets guidance=None) [18:50:37] SpeeD = True [18:50:37] Validate every = 1000 steps [18:50:37] ================================================================ [18:50:37] 50 | 0 | 0.761020 | 0.761020 | 1.00e-06 | 0:01:57 | 6:28:43 100 | 0 | 0.572676 | 0.666848 | 2.00e-06 | 0:03:46 | 6:13:26 150 | 0 | 0.674377 | 0.669358 | 3.00e-06 | 0:05:35 | 6:07:07 200 | 0 | 0.904937 | 0.728252 | 4.00e-06 | 0:07:24 | 6:03:04 250 | 0 | 0.762255 | 0.735053 | 5.00e-06 | 0:09:13 | 6:00:00 300 | 0 | 0.792788 | 0.744675 | 6.00e-06 | 0:11:03 | 5:57:24 350 | 0 | 0.511440 | 0.711356 | 7.00e-06 | 0:12:52 | 5:55:02 400 | 0 | 0.450266 | 0.678720 | 8.00e-06 | 0:14:42 | 5:52:51 450 | 0 | 0.703710 | 0.681496 | 9.00e-06 | 0:16:31 | 5:50:41 500 | 0 | 0.647240 | 0.678071 | 1.00e-05 | 0:18:20 | 5:48:32 550 | 0 | 0.902152 | 0.698442 | 1.00e-05 | 0:20:09 | 5:46:27 600 | 0 | 0.498093 | 0.681746 | 1.00e-05 | 0:21:59 | 5:44:25 650 | 0 | 0.775572 | 0.688963 | 9.99e-06 | 0:23:48 | 5:42:24 700 | 0 | 0.742702 | 0.692802 | 9.99e-06 | 0:25:37 | 5:40:25 750 | 0 | 0.900727 | 0.706664 | 9.98e-06 | 0:27:26 | 5:38:27 800 | 0 | 0.773486 | 0.710840 | 9.98e-06 | 0:29:15 | 5:36:32 850 | 0 | 0.430566 | 0.694353 | 9.97e-06 | 0:31:04 | 5:34:35 900 | 0 | 0.421865 | 0.679215 | 9.96e-06 | 0:32:54 | 5:32:39 950 | 0 | 0.523938 | 0.671043 | 9.94e-06 | 0:34:43 | 5:30:44 1000 | 0 | 0.673268 | 0.671154 | 9.93e-06 | 0:36:32 | 5:28:51 [19:27:02] Generating 16 validation images ... [19:27:44] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0001000.png 1050 | 0 | 0.720171 | 0.673488 | 9.92e-06 | 0:39:04 | 5:33:00 1100 | 0 | 0.504183 | 0.665792 | 9.90e-06 | 0:40:53 | 5:30:48 1150 | 0 | 0.660088 | 0.665544 | 9.88e-06 | 0:42:42 | 5:28:38 1200 | 0 | 0.841142 | 0.672861 | 9.87e-06 | 0:44:31 | 5:26:30 1250 | 0 | 0.681029 | 0.673188 | 9.85e-06 | 0:46:20 | 5:24:24 1300 | 0 | 0.546649 | 0.668321 | 9.83e-06 | 0:48:09 | 5:22:18 1350 | 0 | 0.536198 | 0.663427 | 9.80e-06 | 0:49:58 | 5:20:15 1400 | 0 | 0.735299 | 0.665994 | 9.78e-06 | 0:51:47 | 5:18:11 1450 | 0 | 0.744431 | 0.668699 | 9.76e-06 | 0:53:37 | 5:16:09 1500 | 0 | 0.758483 | 0.671692 | 9.73e-06 | 0:55:26 | 5:14:08 1550 | 0 | 0.683875 | 0.672085 | 9.70e-06 | 0:57:15 | 5:12:08 1600 | 0 | 0.724436 | 0.673721 | 9.67e-06 | 0:59:04 | 5:10:08 1650 | 0 | 0.342724 | 0.663690 | 9.64e-06 | 1:00:53 | 5:08:09 1700 | 0 | 0.770714 | 0.666838 | 9.61e-06 | 1:02:42 | 5:06:10 1750 | 0 | 0.631731 | 0.665835 | 9.58e-06 | 1:04:31 | 5:04:13 1800 | 0 | 0.610855 | 0.664308 | 9.55e-06 | 1:06:20 | 5:02:15 1850 | 0 | 0.695544 | 0.665152 | 9.51e-06 | 1:08:10 | 5:00:18 1900 | 0 | 0.959079 | 0.672887 | 9.47e-06 | 1:09:59 | 4:58:21 1950 | 0 | 0.796306 | 0.676052 | 9.44e-06 | 1:11:48 | 4:56:25 2000 | 0 | 0.355835 | 0.668046 | 9.40e-06 | 1:13:37 | 4:54:29 [20:04:47] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-2000 [20:04:47] Generating 16 validation images ... [20:05:28] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0002000.png 2050 | 0 | 0.536604 | 0.664840 | 9.36e-06 | 1:16:47 | 4:57:48 2100 | 0 | 0.961804 | 0.671911 | 9.32e-06 | 1:18:36 | 4:55:43 2150 | 0 | 0.603210 | 0.670313 | 9.27e-06 | 1:20:25 | 4:53:39 2200 | 0 | 0.634995 | 0.669511 | 9.23e-06 | 1:22:14 | 4:51:35 2250 | 0 | 0.600841 | 0.667985 | 9.19e-06 | 1:24:03 | 4:49:33 2300 | 0 | 0.502905 | 0.664396 | 9.14e-06 | 1:25:53 | 4:47:31 2350 | 0 | 0.463089 | 0.660113 | 9.09e-06 | 1:27:42 | 4:45:30 2400 | 0 | 0.825593 | 0.663560 | 9.05e-06 | 1:29:31 | 4:43:29 2450 | 0 | 0.495716 | 0.660135 | 9.00e-06 | 1:31:20 | 4:41:29 2500 | 0 | 0.514061 | 0.657213 | 8.95e-06 | 1:33:09 | 4:39:29 2550 | 0 | 0.708354 | 0.658216 | 8.89e-06 | 1:34:58 | 4:37:29 2600 | 0 | 0.457276 | 0.654352 | 8.84e-06 | 1:36:47 | 4:35:30 2650 | 0 | 0.448803 | 0.650474 | 8.79e-06 | 1:38:36 | 4:33:31 2700 | 0 | 0.113090 | 0.640522 | 8.73e-06 | 1:40:26 | 4:31:32 2750 | 0 | 0.592570 | 0.639650 | 8.68e-06 | 1:42:15 | 4:29:34 2800 | 0 | 0.511009 | 0.637353 | 8.62e-06 | 1:44:04 | 4:27:36 2850 | 0 | 0.565049 | 0.636085 | 8.56e-06 | 1:45:53 | 4:25:39 2900 | 0 | 0.518851 | 0.634063 | 8.51e-06 | 1:47:42 | 4:23:42 2950 | 0 | 0.716703 | 0.635464 | 8.45e-06 | 1:49:31 | 4:21:45 3000 | 0 | 0.664326 | 0.635945 | 8.39e-06 | 1:51:20 | 4:19:48 [20:41:51] Generating 16 validation images ... [20:42:33] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0003000.png 3050 | 0 | 0.523798 | 0.634106 | 8.33e-06 | 1:53:52 | 4:19:28 3100 | 0 | 0.606493 | 0.633661 | 8.26e-06 | 1:55:41 | 4:17:30 3150 | 0 | 0.777488 | 0.635944 | 8.20e-06 | 1:57:30 | 4:15:32 3200 | 0 | 0.667732 | 0.636441 | 8.14e-06 | 1:59:19 | 4:13:34 3250 | 0 | 0.893967 | 0.640403 | 8.07e-06 | 2:01:08 | 4:11:37 3300 | 0 | 0.499797 | 0.638272 | 8.01e-06 | 2:02:58 | 4:09:39 3350 | 0 | 0.649849 | 0.638445 | 7.94e-06 | 2:04:47 | 4:07:42 3400 | 0 | 0.732191 | 0.639824 | 7.87e-06 | 2:06:36 | 4:05:45 3450 | 0 | 0.282430 | 0.634644 | 7.80e-06 | 2:08:25 | 4:03:49 3500 | 0 | 0.934846 | 0.638933 | 7.73e-06 | 2:10:14 | 4:01:53 3550 | 0 | 0.472063 | 0.636582 | 7.67e-06 | 2:12:04 | 3:59:57 3600 | 0 | 0.515245 | 0.634897 | 7.59e-06 | 2:13:53 | 3:58:01 3650 | 0 | 0.659222 | 0.635230 | 7.52e-06 | 2:15:42 | 3:56:05 3700 | 0 | 0.276531 | 0.630383 | 7.45e-06 | 2:17:31 | 3:54:09 3750 | 0 | 0.590938 | 0.629857 | 7.38e-06 | 2:19:20 | 3:52:14 3800 | 0 | 0.411546 | 0.626985 | 7.31e-06 | 2:21:09 | 3:50:19 3850 | 0 | 0.879161 | 0.630260 | 7.23e-06 | 2:22:59 | 3:48:24 3900 | 0 | 0.433162 | 0.627733 | 7.16e-06 | 2:24:48 | 3:46:29 3950 | 0 | 0.341327 | 0.624107 | 7.08e-06 | 2:26:37 | 3:44:34 4000 | 0 | 0.729220 | 0.625421 | 7.01e-06 | 2:28:26 | 3:42:39 [21:19:37] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-4000 [21:19:37] Generating 16 validation images ... [21:20:19] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0004000.png 4050 | 0 | 0.255107 | 0.620850 | 6.93e-06 | 2:31:38 | 3:42:46 4100 | 0 | 0.650460 | 0.621211 | 6.86e-06 | 2:33:27 | 3:40:49 4150 | 0 | 0.360316 | 0.618067 | 6.78e-06 | 2:35:16 | 3:38:52 4200 | 0 | 0.504823 | 0.616719 | 6.70e-06 | 2:37:05 | 3:36:56 4250 | 0 | 0.870258 | 0.619702 | 6.62e-06 | 2:38:54 | 3:35:00 4300 | 0 | 0.647028 | 0.620020 | 6.55e-06 | 2:40:43 | 3:33:03 4350 | 0 | 0.765289 | 0.621690 | 6.47e-06 | 2:42:33 | 3:31:07 4400 | 0 | 0.580132 | 0.621217 | 6.39e-06 | 2:44:22 | 3:29:11 4450 | 0 | 0.827515 | 0.623535 | 6.31e-06 | 2:46:11 | 3:27:16 4500 | 0 | 0.851775 | 0.626071 | 6.23e-06 | 2:48:00 | 3:25:20 4550 | 0 | 0.726066 | 0.627170 | 6.15e-06 | 2:49:49 | 3:23:25 4600 | 0 | 0.531263 | 0.626128 | 6.07e-06 | 2:51:38 | 3:21:29 4650 | 0 | 0.657586 | 0.626466 | 5.99e-06 | 2:53:27 | 3:19:34 4700 | 0 | 0.727293 | 0.627538 | 5.90e-06 | 2:55:17 | 3:17:39 4750 | 0 | 0.328424 | 0.624390 | 5.82e-06 | 2:57:06 | 3:15:44 4800 | 0 | 0.726476 | 0.625453 | 5.74e-06 | 2:58:55 | 3:13:50 4850 | 0 | 0.471430 | 0.623865 | 5.66e-06 | 3:00:44 | 3:11:55 4900 | 0 | 0.827302 | 0.625941 | 5.58e-06 | 3:02:33 | 3:10:00 4950 | 0 | 0.525034 | 0.624922 | 5.50e-06 | 3:04:22 | 3:08:06 5000 | 0 | 0.605660 | 0.624729 | 5.41e-06 | 3:06:11 | 3:06:11 [21:56:42] Generating 16 validation images ... [21:57:24] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0005000.png 5050 | 0 | 0.380732 | 0.620927 | 5.33e-06 | 3:08:43 | 3:04:59 5100 | 0 | 0.440874 | 0.619609 | 5.25e-06 | 3:10:32 | 3:03:04 5150 | 0 | 0.857515 | 0.621440 | 5.17e-06 | 3:12:22 | 3:01:09 5200 | 0 | 0.754832 | 0.619939 | 5.08e-06 | 3:14:11 | 2:59:14 5250 | 0 | 0.899261 | 0.621309 | 5.00e-06 | 3:16:00 | 2:57:20 5300 | 0 | 0.534402 | 0.618725 | 4.92e-06 | 3:17:49 | 2:55:25 5350 | 0 | 0.775805 | 0.621369 | 4.83e-06 | 3:19:38 | 2:53:31 5400 | 0 | 0.717468 | 0.624041 | 4.75e-06 | 3:21:27 | 2:51:37 5450 | 0 | 0.277718 | 0.619781 | 4.67e-06 | 3:23:17 | 2:49:42 5500 | 0 | 0.438344 | 0.617692 | 4.59e-06 | 3:25:06 | 2:47:48 5550 | 0 | 0.532574 | 0.613996 | 4.50e-06 | 3:26:55 | 2:45:54 5600 | 0 | 0.854819 | 0.617563 | 4.42e-06 | 3:28:44 | 2:44:00 5650 | 0 | 0.333531 | 0.613143 | 4.34e-06 | 3:30:33 | 2:42:06 5700 | 0 | 0.933609 | 0.615052 | 4.26e-06 | 3:32:22 | 2:40:12 5750 | 0 | 0.451421 | 0.610559 | 4.18e-06 | 3:34:11 | 2:38:19 5800 | 0 | 0.647467 | 0.609299 | 4.10e-06 | 3:36:00 | 2:36:25 5850 | 0 | 0.429078 | 0.609284 | 4.01e-06 | 3:37:49 | 2:34:31 5900 | 0 | 0.888964 | 0.613955 | 3.93e-06 | 3:39:38 | 2:32:38 5950 | 0 | 0.504128 | 0.613757 | 3.85e-06 | 3:41:28 | 2:30:44 6000 | 0 | 0.790120 | 0.614925 | 3.77e-06 | 3:43:17 | 2:28:51 [22:34:27] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-6000 [22:34:27] Generating 16 validation images ... [22:35:09] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0006000.png 6050 | 0 | 0.369469 | 0.611418 | 3.69e-06 | 3:46:28 | 2:27:51 6100 | 0 | 0.429366 | 0.610670 | 3.61e-06 | 3:48:17 | 2:25:57 6150 | 0 | 1.025803 | 0.614327 | 3.53e-06 | 3:50:06 | 2:24:03 6200 | 0 | 0.749738 | 0.613413 | 3.45e-06 | 3:51:55 | 2:22:08 6250 | 0 | 0.724368 | 0.613847 | 3.38e-06 | 3:53:44 | 2:20:14 6300 | 0 | 0.584411 | 0.614224 | 3.30e-06 | 3:55:33 | 2:18:20 6350 | 0 | 0.774367 | 0.616606 | 3.22e-06 | 3:57:22 | 2:16:26 6400 | 0 | 0.412115 | 0.613374 | 3.14e-06 | 3:59:12 | 2:14:33 6450 | 0 | 0.678081 | 0.612711 | 3.07e-06 | 4:01:01 | 2:12:39 6500 | 0 | 0.564307 | 0.610769 | 2.99e-06 | 4:02:50 | 2:10:45 6550 | 0 | 0.677870 | 0.610709 | 2.92e-06 | 4:04:39 | 2:08:51 6600 | 0 | 0.375461 | 0.607219 | 2.84e-06 | 4:06:28 | 2:06:58 6650 | 0 | 0.487625 | 0.608668 | 2.77e-06 | 4:08:17 | 2:05:04 6700 | 0 | 0.684896 | 0.607810 | 2.69e-06 | 4:10:06 | 2:03:11 6750 | 0 | 0.645590 | 0.607948 | 2.62e-06 | 4:11:55 | 2:01:18 6800 | 0 | 0.361577 | 0.605456 | 2.55e-06 | 4:13:45 | 1:59:24 6850 | 0 | 0.506211 | 0.603562 | 2.48e-06 | 4:15:34 | 1:57:31 6900 | 0 | 0.590476 | 0.599876 | 2.41e-06 | 4:17:23 | 1:55:38 6950 | 0 | 0.683290 | 0.598746 | 2.33e-06 | 4:19:12 | 1:53:45 7000 | 0 | 0.590297 | 0.601091 | 2.27e-06 | 4:21:01 | 1:51:52 [23:11:31] Generating 16 validation images ... [23:12:13] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0007000.png 7050 | 0 | 0.519910 | 0.600924 | 2.20e-06 | 4:23:32 | 1:50:16 7100 | 0 | 0.737133 | 0.598677 | 2.13e-06 | 4:25:21 | 1:48:23 7150 | 0 | 0.779485 | 0.600440 | 2.06e-06 | 4:27:10 | 1:46:29 7200 | 0 | 1.018547 | 0.604275 | 1.99e-06 | 4:29:00 | 1:44:36 7250 | 0 | 0.734757 | 0.605615 | 1.93e-06 | 4:30:49 | 1:42:43 7300 | 0 | 0.822829 | 0.608814 | 1.86e-06 | 4:32:38 | 1:40:50 7350 | 0 | 0.866251 | 0.612845 | 1.80e-06 | 4:34:27 | 1:38:57 7400 | 0 | 0.544195 | 0.610031 | 1.74e-06 | 4:36:16 | 1:37:04 7450 | 0 | 0.506983 | 0.610144 | 1.67e-06 | 4:38:05 | 1:35:11 7500 | 0 | 0.648300 | 0.611486 | 1.61e-06 | 4:39:55 | 1:33:18 7550 | 0 | 0.422223 | 0.608625 | 1.55e-06 | 4:41:44 | 1:31:25 7600 | 0 | 0.830445 | 0.612357 | 1.49e-06 | 4:43:33 | 1:29:32 7650 | 0 | 0.466621 | 0.612535 | 1.44e-06 | 4:45:22 | 1:27:39 7700 | 0 | 0.391113 | 0.615315 | 1.38e-06 | 4:47:11 | 1:25:47 7750 | 0 | 0.701306 | 0.616403 | 1.32e-06 | 4:49:00 | 1:23:54 7800 | 0 | 0.433111 | 0.615624 | 1.27e-06 | 4:50:49 | 1:22:01 7850 | 0 | 0.618752 | 0.616161 | 1.21e-06 | 4:52:38 | 1:20:09 7900 | 0 | 0.819925 | 0.619171 | 1.16e-06 | 4:54:27 | 1:18:16 7950 | 0 | 0.720247 | 0.619207 | 1.11e-06 | 4:56:17 | 1:16:24 8000 | 0 | 0.642377 | 0.618987 | 1.05e-06 | 4:58:06 | 1:14:31 [23:49:15] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-8000 [23:49:20] Generating 16 validation images ... [23:50:01] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0008000.png 8050 | 0 | 0.304639 | 0.616796 | 1.00e-06 | 5:01:20 | 1:12:59 8100 | 0 | 0.898171 | 0.619713 | 9.55e-07 | 5:03:09 | 1:11:06 8150 | 0 | 0.798818 | 0.619926 | 9.07e-07 | 5:04:58 | 1:09:13 8200 | 0 | 0.393776 | 0.617186 | 8.60e-07 | 5:06:47 | 1:07:20 8250 | 0 | 0.714404 | 0.615391 | 8.14e-07 | 5:08:36 | 1:05:27 8300 | 0 | 0.828479 | 0.618677 | 7.70e-07 | 5:10:25 | 1:03:34 8350 | 0 | 0.881135 | 0.620990 | 7.26e-07 | 5:12:15 | 1:01:42 8400 | 0 | 0.608163 | 0.619750 | 6.84e-07 | 5:14:04 | 0:59:49 8450 | 0 | 0.606774 | 0.622993 | 6.43e-07 | 5:15:53 | 0:57:56 8500 | 0 | 0.909910 | 0.622744 | 6.03e-07 | 5:17:42 | 0:56:03 8550 | 0 | 0.653581 | 0.624559 | 5.64e-07 | 5:19:31 | 0:54:11 8600 | 0 | 0.403321 | 0.623440 | 5.26e-07 | 5:21:20 | 0:52:18 8650 | 0 | 0.544049 | 0.622288 | 4.90e-07 | 5:23:09 | 0:50:26 8700 | 0 | 0.791996 | 0.627443 | 4.55e-07 | 5:24:58 | 0:48:33 8750 | 0 | 0.483575 | 0.626369 | 4.21e-07 | 5:26:47 | 0:46:41 8800 | 0 | 0.680668 | 0.629061 | 3.89e-07 | 5:28:37 | 0:44:48 8850 | 0 | 0.738090 | 0.627650 | 3.57e-07 | 5:30:26 | 0:42:56 8900 | 0 | 0.605752 | 0.629376 | 3.27e-07 | 5:32:15 | 0:41:03 8950 | 0 | 0.628495 | 0.632247 | 2.98e-07 | 5:34:04 | 0:39:11 9000 | 0 | 0.547764 | 0.630433 | 2.71e-07 | 5:35:53 | 0:37:19 [00:26:23] Generating 16 validation images ... [00:27:05] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0009000.png 9050 | 0 | 0.570652 | 0.633588 | 2.45e-07 | 5:38:24 | 0:35:31 9100 | 0 | 0.246126 | 0.629545 | 2.20e-07 | 5:40:13 | 0:33:38 9150 | 0 | 0.650685 | 0.632449 | 1.96e-07 | 5:42:02 | 0:31:46 9200 | 0 | 0.865585 | 0.636056 | 1.74e-07 | 5:43:51 | 0:29:54 9250 | 0 | 0.369697 | 0.631051 | 1.53e-07 | 5:45:40 | 0:28:01 9300 | 0 | 0.821652 | 0.632797 | 1.33e-07 | 5:47:29 | 0:26:09 9350 | 0 | 0.956076 | 0.634705 | 1.15e-07 | 5:49:19 | 0:24:17 9400 | 0 | 0.688568 | 0.635789 | 9.81e-08 | 5:51:08 | 0:22:24 9450 | 0 | 1.007166 | 0.637586 | 8.25e-08 | 5:52:57 | 0:20:32 9500 | 0 | 0.779667 | 0.636865 | 6.82e-08 | 5:54:46 | 0:18:40 9550 | 0 | 0.882170 | 0.638426 | 5.53e-08 | 5:56:35 | 0:16:48 9600 | 0 | 0.410812 | 0.637221 | 4.37e-08 | 5:58:24 | 0:14:56 9650 | 0 | 0.881950 | 0.639465 | 3.35e-08 | 6:00:13 | 0:13:03 9700 | 0 | 0.530797 | 0.637500 | 2.46e-08 | 6:02:02 | 0:11:11 9750 | 0 | 0.617919 | 0.640395 | 1.71e-08 | 6:03:51 | 0:09:19 9800 | 0 | 0.851323 | 0.641643 | 1.09e-08 | 6:05:40 | 0:07:27 9850 | 0 | 0.312509 | 0.640054 | 6.15e-09 | 6:07:29 | 0:05:35 9900 | 0 | 0.785227 | 0.639633 | 2.73e-09 | 6:09:18 | 0:03:43 9950 | 0 | 0.369201 | 0.638075 | 6.83e-10 | 6:11:08 | 0:01:51 10000 | 0 | 0.410511 | 0.636123 | 0.00e+00 | 6:12:57 | 0:00:00 [01:04:06] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-10000 [01:04:12] Generating 16 validation images ... [01:04:53] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png [01:04:53] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.602060 --- [01:04:53] Saving final model ... [01:05:02] Transformer saved -> RESULTS/ProGamerGov/run_018/transformer [01:05:02] Generating final validation collage ... [01:05:02] Generating 16 validation images ... [01:05:43] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png [01:05:44] [01:05:44] ============================================================ [01:05:44] TRAINING SUMMARY [01:05:44] ============================================================ [01:05:44] Total steps : 200 [01:05:44] Final loss : 0.410511 [01:05:44] Avg last 100 : 0.636123 [01:05:44] Min loss : 0.113090 [01:05:44] Total time : 6:15:14 [01:05:44] Output : RESULTS/ProGamerGov/run_018 [01:05:44] ============================================================