| Training started: 2026-08-22 18:36:43 |
| ========================================================================================================================================================================== |
| Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA |
| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [18:36:43] Run directory: RESULTS/ProGamerGov/run_017 |
| [18:36:43] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 |
| [18:36:43] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ... |
| [18:36:43] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300 |
| [18:36:43] TAM: enabled=True, alpha=0.9, factor=0.5 |
| [18:36:43] SAD: enabled=True, temperature=0.5 |
| [18:36:47] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable |
| [18:36:47] guidance_embeds=False -> passing a real guidance tensor (scale=1.0) every forward call, training and validation alike. |
| [18:36:47] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ... |
| [18:36:53] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ... |
| [18:36:53] 90000 cached samples |
| [18:36:53] TAM initialised: 90000 samples tracked. |
| [18:36:54] |
| [18:36:54] ======================================================================== |
| [18:36:54] Model = black-forest-labs/FLUX.2-klein-4B |
| [18:36:54] Output dir = RESULTS/ProGamerGov/run_017 |
| [18:36:54] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 |
| [18:36:54] Num examples = 90000 |
| [18:36:54] Num epochs = 1 |
| [18:36:54] Batch/device = 1 |
| [18:36:54] Grad accum = 1 |
| [18:36:54] Effective BS = 1 |
| [18:36:54] Total optim steps = 10000 |
| [18:36:54] LR = 1e-05 |
| [18:36:54] Precision = bf16 |
| [18:36:54] Resolution = 1024x1024 |
| [18:36:54] Grad checkpointing = True |
| [18:36:54] Guidance scale = 1.0 |
| [18:36:54] Validate every = 1000 steps |
| [18:36:54] --- AGD Easy-to-Hard Curriculum --- |
| [18:36:54] AGD temperature = 0.1 |
| [18:36:54] Curriculum steps = 5000 |
| [18:36:54] Max timestep delta = 300 |
| [18:36:54] --- TAM: Temporal Advantage Memory --- |
| [18:36:54] TAM enabled = True |
| [18:36:54] TAM alpha (EMA decay) = 0.9 |
| [18:36:54] TAM factor (modulation)= 0.5 |
| [18:36:54] TAM log every = 500 steps |
| [18:36:54] --- SAD: Spectral Advantage Decomposition --- |
| [18:36:54] SAD enabled = True |
| [18:36:54] SAD temperature = 0.5 |
| [18:36:54] ======================================================================== |
| [18:36:54] |
| 50 | 0 | 1.093012 | 1.093012 | 1.099094 | 1.070203 | -0.028891 | 1.0000 | -0.0000 | 3.00 | 1.00e-06 | 0:02:24 | 8:00:27 |
| 100 | 0 | 0.565971 | 0.829492 | 0.559110 | 0.563517 | 0.004407 | 1.0000 | -0.0000 | 6.00 | 2.00e-06 | 0:04:37 | 7:38:02 |
| 150 | 0 | 0.813721 | 0.824235 | 0.836231 | 0.822731 | -0.013499 | 1.0000 | 0.0000 | 9.00 | 3.00e-06 | 0:06:50 | 7:29:10 |
| 200 | 0 | 0.873413 | 0.836529 | 0.831109 | 0.829279 | -0.001829 | 1.0000 | 0.0000 | 12.00 | 4.00e-06 | 0:09:03 | 7:23:36 |
| 250 | 0 | 0.585952 | 0.786414 | 0.588193 | 0.589679 | 0.001486 | 1.0000 | 0.0000 | 15.00 | 5.00e-06 | 0:11:16 | 7:19:24 |
| 300 | 0 | 0.705306 | 0.772896 | 0.662687 | 0.674223 | 0.011535 | 1.0000 | 0.0000 | 18.00 | 6.00e-06 | 0:13:28 | 7:15:54 |
| 350 | 0 | 0.631054 | 0.752633 | 0.621622 | 0.616228 | -0.005394 | 1.0000 | 0.0000 | 21.00 | 7.00e-06 | 0:15:41 | 7:12:43 |
| 400 | 0 | 0.621483 | 0.736239 | 0.623726 | 0.600727 | -0.022998 | 1.0000 | 0.0000 | 24.00 | 8.00e-06 | 0:17:54 | 7:09:49 |
| 450 | 0 | 0.601222 | 0.721237 | 0.573144 | 0.596230 | 0.023086 | 1.0000 | 0.0000 | 27.00 | 9.00e-06 | 0:20:07 | 7:07:04 |
| 500 | 0 | 0.644692 | 0.713583 | 0.594917 | 0.640505 | 0.045588 | 1.0000 | 0.0000 | 30.00 | 1.00e-05 | 0:22:20 | 7:04:25 |
| [18:59:03] [TAM stats @ step 500] mean=0.0000 std=0.0001 max=0.0073 min=-0.0067 visits=500 |
| 550 | 0 | 0.783323 | 0.719923 | 0.783139 | 0.769639 | -0.013500 | 1.0000 | 0.0000 | 33.00 | 1.00e-05 | 0:24:33 | 7:01:54 |
| 600 | 0 | 0.481696 | 0.700070 | 0.481064 | 0.480973 | -0.000091 | 1.0000 | -0.0000 | 36.00 | 1.00e-05 | 0:26:46 | 6:59:32 |
| 650 | 0 | 0.614576 | 0.693494 | 0.609689 | 0.601972 | -0.007716 | 1.0000 | -0.0000 | 39.00 | 1.00e-05 | 0:28:59 | 6:57:05 |
| 700 | 0 | 0.519465 | 0.681063 | 0.509784 | 0.535286 | 0.025502 | 1.0000 | -0.0000 | 42.00 | 1.00e-05 | 0:31:12 | 6:54:40 |
| 750 | 0 | 0.719628 | 0.683634 | 0.758895 | 0.716234 | -0.042661 | 1.0000 | -0.0000 | 45.00 | 1.00e-05 | 0:33:25 | 6:52:17 |
| 800 | 0 | 0.632926 | 0.680465 | 0.633306 | 0.611464 | -0.021842 | 1.0000 | -0.0000 | 48.00 | 1.00e-05 | 0:35:38 | 6:49:53 |
| 850 | 0 | 0.511057 | 0.670500 | 0.561386 | 0.509062 | -0.052324 | 1.0000 | -0.0000 | 51.00 | 1.00e-05 | 0:37:51 | 6:47:31 |
| 900 | 0 | 0.658482 | 0.669832 | 0.656009 | 0.681849 | 0.025840 | 1.0000 | -0.0000 | 54.00 | 1.00e-05 | 0:40:04 | 6:45:12 |
| 950 | 0 | 0.916357 | 0.682807 | 0.754853 | 0.888996 | 0.134143 | 1.0000 | -0.0000 | 57.00 | 1.00e-05 | 0:42:17 | 6:42:52 |
| 1000 | 0 | 0.916371 | 0.694485 | 1.009864 | 0.916512 | -0.093351 | 1.0000 | -0.0000 | 60.00 | 1.00e-05 | 0:44:30 | 6:40:33 |
| [19:21:13] [TAM stats @ step 1000] mean=-0.0000 std=0.0003 max=0.0264 min=-0.0135 visits=1000 |
| [19:21:13] Generating 16 validation images ... |
| [19:21:56] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0001000.png |
| 1050 | 0 | 0.557732 | 0.687973 | 0.575004 | 0.563549 | -0.011454 | 1.0000 | -0.0000 | 63.00 | 1.00e-05 | 0:47:25 | 6:44:18 |
| 1100 | 0 | 0.583447 | 0.683222 | 0.630042 | 0.599495 | -0.030547 | 1.0000 | -0.0000 | 66.00 | 1.00e-05 | 0:49:38 | 6:41:39 |
| 1150 | 0 | 0.585041 | 0.678953 | 0.578308 | 0.588446 | 0.010139 | 1.0000 | -0.0000 | 69.00 | 1.00e-05 | 0:51:51 | 6:39:02 |
| 1200 | 0 | 0.651161 | 0.677795 | 0.630293 | 0.643939 | 0.013645 | 1.0000 | -0.0000 | 72.00 | 1.00e-05 | 0:54:03 | 6:36:27 |
| 1250 | 0 | 0.512210 | 0.671172 | 0.537100 | 0.508777 | -0.028323 | 1.0000 | -0.0000 | 75.00 | 1.00e-05 | 0:56:16 | 6:33:54 |
| 1300 | 0 | 0.619304 | 0.669177 | 0.562522 | 0.620933 | 0.058410 | 1.0000 | -0.0000 | 78.00 | 1.00e-05 | 0:58:29 | 6:31:23 |
| 1350 | 0 | 0.611293 | 0.667033 | 0.579427 | 0.611698 | 0.032271 | 1.0000 | -0.0000 | 81.00 | 1.00e-05 | 1:00:41 | 6:28:53 |
| 1400 | 0 | 0.595230 | 0.664469 | 0.626282 | 0.585311 | -0.040971 | 1.0000 | -0.0000 | 84.00 | 1.00e-05 | 1:02:54 | 6:26:24 |
| 1450 | 0 | 0.582013 | 0.661625 | 0.654679 | 0.596940 | -0.057739 | 1.0000 | -0.0000 | 87.00 | 1.00e-05 | 1:05:06 | 6:23:57 |
| 1500 | 0 | 0.807040 | 0.666473 | 0.835332 | 0.796096 | -0.039236 | 1.0000 | -0.0000 | 90.00 | 1.00e-05 | 1:07:19 | 6:21:30 |
| [19:44:02] [TAM stats @ step 1500] mean=-0.0000 std=0.0006 max=0.0264 min=-0.0262 visits=1500 |
| 1550 | 0 | 0.571498 | 0.663409 | 0.593652 | 0.577053 | -0.016600 | 1.0000 | -0.0000 | 93.00 | 1.00e-05 | 1:09:32 | 6:19:05 |
| 1600 | 0 | 0.764344 | 0.666563 | 0.764798 | 0.761028 | -0.003770 | 1.0000 | -0.0000 | 96.00 | 1.00e-05 | 1:11:44 | 6:16:40 |
| 1650 | 0 | 0.606171 | 0.664733 | 0.646627 | 0.604350 | -0.042276 | 1.0000 | -0.0000 | 99.00 | 1.00e-05 | 1:13:57 | 6:14:15 |
| 1700 | 0 | 0.769243 | 0.667807 | 0.765482 | 0.752716 | -0.012766 | 1.0000 | -0.0000 | 102.00 | 1.00e-05 | 1:16:09 | 6:11:52 |
| 1750 | 0 | 0.601030 | 0.665899 | 0.699392 | 0.588098 | -0.111294 | 1.0000 | -0.0000 | 105.00 | 1.00e-05 | 1:18:22 | 6:09:29 |
| 1800 | 0 | 0.536006 | 0.662291 | 0.486625 | 0.531723 | 0.045098 | 1.0000 | -0.0000 | 108.00 | 1.00e-05 | 1:20:35 | 6:07:07 |
| 1850 | 0 | 0.602901 | 0.660686 | 0.577329 | 0.598524 | 0.021195 | 1.0000 | -0.0000 | 111.00 | 1.00e-05 | 1:22:47 | 6:04:45 |
| 1900 | 0 | 0.690113 | 0.661460 | 0.745305 | 0.683425 | -0.061880 | 1.0000 | -0.0000 | 114.00 | 1.00e-05 | 1:25:00 | 6:02:24 |
| 1950 | 0 | 0.653010 | 0.661243 | 0.660347 | 0.657218 | -0.003129 | 1.0000 | -0.0000 | 117.00 | 1.00e-05 | 1:27:13 | 6:00:05 |
| 2000 | 0 | 0.463277 | 0.656294 | 0.421116 | 0.464428 | 0.043312 | 1.0000 | -0.0000 | 120.00 | 1.00e-05 | 1:29:26 | 5:57:45 |
| [20:06:09] [TAM stats @ step 2000] mean=-0.0000 std=0.0008 max=0.0264 min=-0.0262 visits=2000 |
| [20:06:51] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-2000 |
| [20:06:51] Generating 16 validation images ... |
| [20:07:32] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0002000.png |
| 2050 | 0 | 0.776614 | 0.659229 | 0.539879 | 0.764834 | 0.224955 | 1.0000 | -0.0000 | 123.00 | 1.00e-05 | 1:33:02 | 6:00:48 |
| 2100 | 0 | 0.716715 | 0.660598 | 0.831303 | 0.710455 | -0.120848 | 1.0000 | -0.0000 | 126.00 | 1.00e-05 | 1:35:15 | 5:58:19 |
| 2150 | 0 | 0.618032 | 0.659608 | 0.599003 | 0.618814 | 0.019811 | 1.0000 | 0.0000 | 129.00 | 1.00e-05 | 1:37:27 | 5:55:50 |
| 2200 | 0 | 0.558970 | 0.657320 | 0.582863 | 0.562496 | -0.020367 | 1.0000 | 0.0000 | 132.00 | 1.00e-05 | 1:39:40 | 5:53:23 |
| 2250 | 0 | 0.670380 | 0.657611 | 0.932317 | 0.673979 | -0.258338 | 1.0000 | 0.0000 | 135.00 | 1.00e-05 | 1:41:53 | 5:50:56 |
| 2300 | 0 | 0.887330 | 0.662605 | 0.661274 | 0.866662 | 0.205388 | 1.0000 | 0.0000 | 138.00 | 1.00e-05 | 1:44:05 | 5:48:29 |
| 2350 | 0 | 0.815394 | 0.665855 | 0.647839 | 0.816209 | 0.168370 | 1.0000 | 0.0000 | 141.00 | 1.00e-05 | 1:46:18 | 5:46:03 |
| 2400 | 0 | 0.708262 | 0.666739 | 0.632405 | 0.711714 | 0.079309 | 1.0000 | 0.0000 | 144.00 | 1.00e-05 | 1:48:30 | 5:43:38 |
| 2450 | 0 | 0.424603 | 0.661797 | 0.408896 | 0.421475 | 0.012579 | 1.0000 | 0.0000 | 147.00 | 1.00e-05 | 1:50:43 | 5:41:13 |
| 2500 | 0 | 0.900450 | 0.666570 | 0.713652 | 0.904676 | 0.191024 | 1.0000 | 0.0000 | 150.00 | 1.00e-05 | 1:52:56 | 5:38:49 |
| [20:29:39] [TAM stats @ step 2500] mean=0.0000 std=0.0011 max=0.0277 min=-0.0336 visits=2500 |
| 2550 | 0 | 0.711970 | 0.667461 | 0.782604 | 0.705772 | -0.076832 | 1.0000 | 0.0000 | 153.00 | 1.00e-05 | 1:55:08 | 5:36:24 |
| 2600 | 0 | 0.521097 | 0.664646 | 0.545964 | 0.510252 | -0.035712 | 1.0000 | 0.0000 | 156.00 | 1.00e-05 | 1:57:21 | 5:34:01 |
| 2650 | 0 | 0.779616 | 0.666815 | 0.670023 | 0.759403 | 0.089381 | 1.0000 | 0.0000 | 159.00 | 1.00e-05 | 1:59:34 | 5:31:38 |
| 2700 | 0 | 0.580726 | 0.665221 | 0.303840 | 0.447680 | 0.143840 | 1.0000 | 0.0000 | 162.00 | 1.00e-05 | 2:01:46 | 5:29:15 |
| 2750 | 0 | 0.651274 | 0.664967 | 0.652560 | 0.657941 | 0.005381 | 1.0000 | 0.0000 | 165.00 | 1.00e-05 | 2:03:59 | 5:26:53 |
| 2800 | 0 | 0.541256 | 0.662758 | 0.588611 | 0.543793 | -0.044818 | 1.0000 | 0.0000 | 168.00 | 1.00e-05 | 2:06:12 | 5:24:31 |
| 2850 | 0 | 0.879913 | 0.666568 | 0.559131 | 0.867650 | 0.308519 | 1.0000 | 0.0000 | 171.00 | 1.00e-05 | 2:08:24 | 5:22:09 |
| 2900 | 0 | 0.710510 | 0.667325 | 0.584025 | 0.699269 | 0.115245 | 1.0000 | 0.0000 | 174.00 | 1.00e-05 | 2:10:37 | 5:19:48 |
| 2950 | 0 | 0.794565 | 0.669482 | 0.751873 | 0.777431 | 0.025559 | 1.0000 | 0.0000 | 177.00 | 1.00e-05 | 2:12:50 | 5:17:27 |
| 3000 | 0 | 1.017624 | 0.675284 | 0.681623 | 0.991012 | 0.309388 | 1.0000 | 0.0000 | 180.00 | 1.00e-05 | 2:15:03 | 5:15:07 |
| [20:51:46] [TAM stats @ step 3000] mean=0.0000 std=0.0014 max=0.0364 min=-0.0336 visits=3000 |
| [20:51:46] Generating 16 validation images ... |
| [20:52:28] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0003000.png |
| 3050 | 0 | 0.618580 | 0.674355 | 0.589870 | 0.635040 | 0.045170 | 1.0000 | 0.0000 | 183.00 | 1.00e-05 | 2:17:58 | 5:14:23 |
| 3100 | 0 | 0.948045 | 0.678769 | 0.712153 | 0.915685 | 0.203532 | 1.0000 | 0.0000 | 186.00 | 1.00e-05 | 2:20:10 | 5:12:00 |
| 3150 | 0 | 0.877237 | 0.681920 | 0.739390 | 0.897119 | 0.157729 | 1.0000 | 0.0000 | 189.00 | 1.00e-05 | 2:22:23 | 5:09:38 |
| 3200 | 0 | 0.589685 | 0.680478 | 0.665522 | 0.588698 | -0.076824 | 1.0000 | 0.0000 | 192.00 | 1.00e-05 | 2:24:36 | 5:07:16 |
| 3250 | 0 | 0.691465 | 0.680647 | 0.656080 | 0.665744 | 0.009665 | 1.0000 | 0.0000 | 195.00 | 1.00e-05 | 2:26:48 | 5:04:55 |
| 3300 | 0 | 0.642140 | 0.680064 | 0.481267 | 0.622471 | 0.141204 | 1.0000 | 0.0000 | 198.00 | 1.00e-05 | 2:29:01 | 5:02:34 |
| 3350 | 0 | 0.548147 | 0.678095 | 0.599679 | 0.569557 | -0.030122 | 1.0000 | 0.0000 | 201.00 | 1.00e-05 | 2:31:14 | 5:00:12 |
| 3400 | 0 | 0.747693 | 0.679119 | 0.576478 | 0.738439 | 0.161961 | 1.0000 | 0.0000 | 204.00 | 1.00e-05 | 2:33:26 | 4:57:52 |
| 3450 | 0 | 0.250801 | 0.672911 | 0.378847 | 0.256674 | -0.122172 | 1.0000 | 0.0000 | 207.00 | 1.00e-05 | 2:35:39 | 4:55:31 |
| 3500 | 0 | 0.962569 | 0.677049 | 0.754477 | 0.957884 | 0.203407 | 1.0000 | 0.0000 | 210.00 | 1.00e-05 | 2:37:52 | 4:53:11 |
| [21:14:35] [TAM stats @ step 3500] mean=0.0000 std=0.0017 max=0.0365 min=-0.0349 visits=3500 |
| 3550 | 0 | 0.441219 | 0.673727 | 0.634553 | 0.450121 | -0.184432 | 1.0000 | 0.0000 | 213.00 | 1.00e-05 | 2:40:05 | 4:50:51 |
| 3600 | 0 | 0.391287 | 0.669805 | 0.438241 | 0.395553 | -0.042687 | 1.0000 | 0.0000 | 216.00 | 1.00e-05 | 2:42:17 | 4:48:31 |
| 3650 | 0 | 0.827763 | 0.671968 | 0.663651 | 0.797013 | 0.133362 | 1.0000 | 0.0000 | 219.00 | 1.00e-05 | 2:44:30 | 4:46:12 |
| 3700 | 0 | 0.351422 | 0.667637 | 0.447120 | 0.352652 | -0.094468 | 1.0000 | 0.0000 | 222.00 | 1.00e-05 | 2:46:43 | 4:43:53 |
| 3750 | 0 | 0.613709 | 0.666918 | 0.855945 | 0.603378 | -0.252567 | 1.0000 | 0.0000 | 225.00 | 1.00e-05 | 2:48:56 | 4:41:33 |
| 3800 | 0 | 0.618711 | 0.666283 | 0.449575 | 0.635242 | 0.185667 | 1.0000 | 0.0000 | 228.00 | 1.00e-05 | 2:51:09 | 4:39:14 |
| 3850 | 0 | 0.580786 | 0.665173 | 0.656609 | 0.575424 | -0.081185 | 1.0000 | 0.0000 | 231.00 | 1.00e-05 | 2:53:22 | 4:36:56 |
| 3900 | 0 | 0.551184 | 0.663712 | 0.615247 | 0.518483 | -0.096764 | 1.0000 | 0.0000 | 234.00 | 1.00e-05 | 2:55:34 | 4:34:37 |
| 3950 | 0 | 0.648914 | 0.663524 | 0.398617 | 0.680253 | 0.281636 | 1.0000 | 0.0000 | 237.00 | 1.00e-05 | 2:57:47 | 4:32:19 |
| 4000 | 0 | 0.669692 | 0.663601 | 0.734156 | 0.649914 | -0.084241 | 1.0000 | 0.0000 | 240.00 | 1.00e-05 | 3:00:01 | 4:30:02 |
| [21:36:44] [TAM stats @ step 4000] mean=0.0000 std=0.0020 max=0.0365 min=-0.0349 visits=4000 |
| [21:37:27] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-4000 |
| [21:37:27] Generating 16 validation images ... |
| [21:38:07] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0004000.png |
| 4050 | 0 | 0.741884 | 0.664568 | 0.391942 | 0.749461 | 0.357519 | 1.0000 | 0.0000 | 243.00 | 1.00e-05 | 3:03:37 | 4:29:45 |
| 4100 | 0 | 0.545886 | 0.663121 | 0.539300 | 0.560628 | 0.021328 | 1.0000 | 0.0000 | 246.00 | 1.00e-05 | 3:05:49 | 4:27:24 |
| 4150 | 0 | 0.350939 | 0.659359 | 0.293738 | 0.315980 | 0.022242 | 1.0000 | 0.0000 | 249.00 | 1.00e-05 | 3:08:02 | 4:25:04 |
| 4200 | 0 | 0.902601 | 0.662255 | 0.807738 | 0.883710 | 0.075971 | 1.0000 | 0.0000 | 252.00 | 1.00e-05 | 3:10:15 | 4:22:44 |
| 4250 | 0 | 0.794943 | 0.663816 | 0.677288 | 0.776954 | 0.099666 | 1.0000 | 0.0000 | 255.00 | 1.00e-05 | 3:12:28 | 4:20:24 |
| 4300 | 0 | 0.634026 | 0.663470 | 0.587913 | 0.617067 | 0.029153 | 1.0000 | 0.0001 | 258.00 | 1.00e-05 | 3:14:41 | 4:18:04 |
| 4350 | 0 | 0.579848 | 0.662509 | 0.585734 | 0.546832 | -0.038902 | 1.0000 | 0.0001 | 261.00 | 1.00e-05 | 3:16:53 | 4:15:44 |
| 4400 | 0 | 0.798482 | 0.664054 | 0.715856 | 0.801856 | 0.086000 | 1.0000 | 0.0001 | 264.00 | 1.00e-05 | 3:19:06 | 4:13:24 |
| 4450 | 0 | 0.654936 | 0.663951 | 0.864402 | 0.643205 | -0.221197 | 1.0000 | 0.0001 | 267.00 | 1.00e-05 | 3:21:19 | 4:11:05 |
| 4500 | 0 | 0.527457 | 0.662435 | 0.558566 | 0.531509 | -0.027057 | 1.0000 | 0.0001 | 270.00 | 1.00e-05 | 3:23:31 | 4:08:45 |
| [22:00:15] [TAM stats @ step 4500] mean=0.0001 std=0.0023 max=0.0435 min=-0.0439 visits=4500 |
| 4550 | 0 | 0.668645 | 0.662503 | 0.603586 | 0.623866 | 0.020280 | 1.0000 | 0.0001 | 273.00 | 1.00e-05 | 3:25:44 | 4:06:26 |
| 4600 | 0 | 0.820884 | 0.664224 | 0.469486 | 0.810968 | 0.341482 | 1.0000 | 0.0001 | 276.00 | 1.00e-05 | 3:27:57 | 4:04:07 |
| 4650 | 0 | 0.802955 | 0.665716 | 0.519687 | 0.827255 | 0.307568 | 1.0000 | 0.0001 | 279.00 | 1.00e-05 | 3:30:09 | 4:01:48 |
| 4700 | 0 | 0.754753 | 0.666663 | 0.531507 | 0.783576 | 0.252069 | 1.0000 | 0.0001 | 282.00 | 1.00e-05 | 3:32:22 | 3:59:29 |
| 4750 | 0 | 0.731147 | 0.667342 | 0.445242 | 0.712434 | 0.267192 | 1.0000 | 0.0001 | 285.00 | 1.00e-05 | 3:34:35 | 3:57:10 |
| 4800 | 0 | 0.862576 | 0.669376 | 0.587769 | 0.890922 | 0.303153 | 1.0000 | 0.0001 | 288.00 | 1.00e-05 | 3:36:47 | 3:54:51 |
| 4850 | 0 | 0.653679 | 0.669214 | 0.433746 | 0.692447 | 0.258702 | 1.0000 | 0.0001 | 291.00 | 1.00e-05 | 3:39:00 | 3:52:33 |
| 4900 | 0 | 0.611506 | 0.668625 | 0.857428 | 0.613482 | -0.243946 | 1.0000 | 0.0001 | 294.00 | 1.00e-05 | 3:41:12 | 3:50:14 |
| 4950 | 0 | 0.419432 | 0.666108 | 0.500956 | 0.433759 | -0.067198 | 1.0000 | 0.0001 | 297.00 | 1.00e-05 | 3:43:25 | 3:47:56 |
| 5000 | 0 | 0.443638 | 0.663883 | 0.573990 | 0.455265 | -0.118725 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:45:38 | 3:45:38 |
| [22:22:21] [TAM stats @ step 5000] mean=0.0001 std=0.0027 max=0.0435 min=-0.0439 visits=5000 |
| [22:22:21] Generating 16 validation images ... |
| [22:23:02] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0005000.png |
| 5050 | 0 | 0.928396 | 0.662237 | 0.787726 | 0.963172 | 0.175446 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:48:32 | 3:44:00 |
| 5100 | 0 | 0.651728 | 0.663095 | 0.582620 | 0.631627 | 0.049007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:50:44 | 3:41:41 |
| 5150 | 0 | 0.795792 | 0.662915 | 0.736877 | 0.791653 | 0.054777 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:52:57 | 3:39:23 |
| 5200 | 0 | 0.689843 | 0.661080 | 0.795035 | 0.694739 | -0.100296 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:55:10 | 3:37:04 |
| 5250 | 0 | 0.639378 | 0.661614 | 0.616187 | 0.608882 | -0.007304 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:57:23 | 3:34:46 |
| 5300 | 0 | 0.421400 | 0.658775 | 0.412854 | 0.431711 | 0.018857 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:59:35 | 3:32:28 |
| 5350 | 0 | 0.618205 | 0.658646 | 0.584070 | 0.602101 | 0.018031 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:01:48 | 3:30:10 |
| 5400 | 0 | 0.754829 | 0.659980 | 0.675227 | 0.767017 | 0.091790 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:04:00 | 3:27:51 |
| 5450 | 0 | 0.677403 | 0.660742 | 0.403903 | 0.692762 | 0.288858 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:06:13 | 3:25:33 |
| 5500 | 0 | 0.510099 | 0.659396 | 0.512412 | 0.513960 | 0.001547 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:08:26 | 3:23:15 |
| [22:45:09] [TAM stats @ step 5500] mean=0.0001 std=0.0028 max=0.0435 min=-0.0439 visits=5500 |
| 5550 | 0 | 0.645903 | 0.658022 | 0.453173 | 0.620698 | 0.167525 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:10:38 | 3:20:58 |
| 5600 | 0 | 0.658185 | 0.659787 | 0.677368 | 0.684747 | 0.007379 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:12:51 | 3:18:40 |
| 5650 | 0 | 0.614591 | 0.659787 | 0.479413 | 0.597124 | 0.117711 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:15:04 | 3:16:22 |
| 5700 | 0 | 0.676478 | 0.661357 | 0.667730 | 0.674443 | 0.006713 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:17:16 | 3:14:05 |
| 5750 | 0 | 0.596642 | 0.660127 | 0.642285 | 0.575175 | -0.067110 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:19:29 | 3:11:47 |
| 5800 | 0 | 0.516308 | 0.658961 | 0.621929 | 0.531078 | -0.090851 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:21:42 | 3:09:30 |
| 5850 | 0 | 0.327797 | 0.657128 | 0.354220 | 0.340783 | -0.013437 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:23:54 | 3:07:13 |
| 5900 | 0 | 0.869087 | 0.659234 | 0.721429 | 0.852408 | 0.130979 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:26:07 | 3:04:55 |
| 5950 | 0 | 0.397190 | 0.654043 | 0.396812 | 0.397534 | 0.000722 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:28:19 | 3:02:38 |
| 6000 | 0 | 0.621907 | 0.651098 | 0.807958 | 0.603113 | -0.204845 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:30:32 | 3:00:21 |
| [23:07:15] [TAM stats @ step 6000] mean=0.0001 std=0.0029 max=0.0435 min=-0.0439 visits=6000 |
| [23:07:57] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-6000 |
| [23:08:02] Removed old checkpoint: checkpoint-2000 |
| [23:08:02] Generating 16 validation images ... |
| [23:08:43] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0006000.png |
| 6050 | 0 | 0.465887 | 0.650179 | 0.699569 | 0.464757 | -0.234812 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:34:13 | 2:59:02 |
| 6100 | 0 | 0.462485 | 0.648970 | 0.378775 | 0.468167 | 0.089392 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:36:26 | 2:56:44 |
| 6150 | 0 | 0.783355 | 0.650953 | 0.733716 | 0.801170 | 0.067454 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:38:39 | 2:54:26 |
| 6200 | 0 | 0.614791 | 0.650589 | 0.605982 | 0.609569 | 0.003587 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:40:52 | 2:52:08 |
| 6250 | 0 | 0.605221 | 0.651519 | 0.549831 | 0.601806 | 0.051975 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:43:05 | 2:49:51 |
| 6300 | 0 | 0.434721 | 0.649674 | 0.473119 | 0.446638 | -0.026481 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:45:18 | 2:47:33 |
| 6350 | 0 | 0.683359 | 0.650394 | 0.685110 | 0.699453 | 0.014343 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:47:31 | 2:45:16 |
| 6400 | 0 | 0.591378 | 0.650356 | 0.436858 | 0.609362 | 0.172504 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:49:43 | 2:42:58 |
| 6450 | 0 | 0.848977 | 0.653025 | 0.822718 | 0.877300 | 0.054582 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:51:56 | 2:40:40 |
| 6500 | 0 | 0.460106 | 0.649556 | 0.544788 | 0.465608 | -0.079180 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:54:09 | 2:38:23 |
| [23:30:52] [TAM stats @ step 6500] mean=0.0001 std=0.0031 max=0.0435 min=-0.0439 visits=6500 |
| 6550 | 0 | 0.788561 | 0.651727 | 0.647784 | 0.797953 | 0.150168 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:56:21 | 2:36:06 |
| 6600 | 0 | 0.370942 | 0.647793 | 0.370997 | 0.373455 | 0.002458 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:58:34 | 2:33:48 |
| 6650 | 0 | 0.617213 | 0.647903 | 0.761161 | 0.602092 | -0.159069 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:00:47 | 2:31:31 |
| 6700 | 0 | 0.545372 | 0.645664 | 0.519952 | 0.563217 | 0.043265 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:03:00 | 2:29:14 |
| 6750 | 0 | 0.863078 | 0.648285 | 0.599028 | 0.836580 | 0.237552 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:05:13 | 2:26:57 |
| 6800 | 0 | 0.536369 | 0.648288 | 0.369128 | 0.557708 | 0.188580 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:07:26 | 2:24:40 |
| 6850 | 0 | 0.474009 | 0.647000 | 0.472560 | 0.485750 | 0.013190 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:09:38 | 2:22:23 |
| 6900 | 0 | 0.490738 | 0.645006 | 0.482551 | 0.478277 | -0.004275 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:11:51 | 2:20:06 |
| 6950 | 0 | 0.670677 | 0.645182 | 0.771000 | 0.667991 | -0.103009 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:14:04 | 2:17:50 |
| 7000 | 0 | 0.456509 | 0.645115 | 0.581888 | 0.468101 | -0.113787 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:16:17 | 2:15:33 |
| [23:53:00] [TAM stats @ step 7000] mean=0.0001 std=0.0032 max=0.0435 min=-0.0439 visits=7000 |
| [23:53:00] Generating 16 validation images ... |
| [23:53:42] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0007000.png |
| 7050 | 0 | 0.772888 | 0.645077 | 0.693117 | 0.769091 | 0.075974 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:19:12 | 2:13:34 |
| 7100 | 0 | 0.710745 | 0.645018 | 0.599608 | 0.718651 | 0.119043 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:21:24 | 2:11:16 |
| 7150 | 0 | 0.647570 | 0.645313 | 0.614450 | 0.658108 | 0.043658 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:23:37 | 2:08:59 |
| 7200 | 0 | 0.671678 | 0.646440 | 0.683145 | 0.680588 | -0.002557 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:25:50 | 2:06:42 |
| 7250 | 0 | 0.540972 | 0.645146 | 0.639375 | 0.541579 | -0.097796 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:28:02 | 2:04:25 |
| 7300 | 0 | 0.842439 | 0.644697 | 1.103974 | 0.826966 | -0.277008 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:30:15 | 2:02:08 |
| 7350 | 0 | 0.697050 | 0.643514 | 0.553382 | 0.703798 | 0.150416 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:32:27 | 1:59:52 |
| 7400 | 0 | 0.672023 | 0.643151 | 0.594398 | 0.638035 | 0.043637 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:34:40 | 1:57:35 |
| 7450 | 0 | 0.449965 | 0.643405 | 0.439028 | 0.440387 | 0.001359 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:36:53 | 1:55:18 |
| 7500 | 0 | 0.918945 | 0.643590 | 0.812530 | 0.916537 | 0.104007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:39:05 | 1:53:01 |
| [00:15:48] [TAM stats @ step 7500] mean=0.0001 std=0.0033 max=0.0435 min=-0.0439 visits=7500 |
| 7550 | 0 | 0.423890 | 0.640709 | 0.458398 | 0.443408 | -0.014990 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:41:18 | 1:50:45 |
| 7600 | 0 | 0.864621 | 0.644144 | 0.823548 | 0.888836 | 0.065287 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:43:30 | 1:48:28 |
| 7650 | 0 | 0.726082 | 0.643609 | 0.622287 | 0.700980 | 0.078693 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:45:43 | 1:46:12 |
| 7700 | 0 | 0.821051 | 0.646012 | 0.486307 | 0.725099 | 0.238791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:47:56 | 1:43:55 |
| 7750 | 0 | 0.782671 | 0.647326 | 0.699635 | 0.734669 | 0.035034 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:50:08 | 1:41:39 |
| 7800 | 0 | 0.685644 | 0.648770 | 0.927974 | 0.671275 | -0.256699 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:52:21 | 1:39:22 |
| 7850 | 0 | 0.805611 | 0.648027 | 0.488341 | 0.814450 | 0.326109 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:54:33 | 1:37:06 |
| 7900 | 0 | 0.837916 | 0.649301 | 0.636682 | 0.849571 | 0.212889 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:56:46 | 1:34:50 |
| 7950 | 0 | 0.469528 | 0.646051 | 0.544504 | 0.475388 | -0.069116 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:58:58 | 1:32:34 |
| 8000 | 0 | 0.799098 | 0.643866 | 0.507164 | 0.776641 | 0.269477 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:01:11 | 1:30:17 |
| [00:37:54] [TAM stats @ step 8000] mean=0.0002 std=0.0034 max=0.0435 min=-0.0439 visits=8000 |
| [00:38:34] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-8000 |
| [00:38:39] Removed old checkpoint: checkpoint-4000 |
| [00:38:39] Generating 16 validation images ... |
| [00:39:20] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0008000.png |
| 8050 | 0 | 0.857482 | 0.646255 | 0.380697 | 0.867724 | 0.487027 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:04:49 | 1:28:22 |
| 8100 | 0 | 0.650284 | 0.643277 | 0.673389 | 0.652388 | -0.021001 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:07:02 | 1:26:05 |
| 8150 | 0 | 0.893211 | 0.643437 | 0.800426 | 0.857957 | 0.057531 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:09:14 | 1:23:49 |
| 8200 | 0 | 0.393257 | 0.641473 | 0.513774 | 0.388475 | -0.125298 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:11:27 | 1:21:32 |
| 8250 | 0 | 0.914652 | 0.643704 | 0.700041 | 0.926738 | 0.226697 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:13:39 | 1:19:15 |
| 8300 | 0 | 0.640067 | 0.643684 | 0.605542 | 0.626434 | 0.020892 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:15:52 | 1:16:59 |
| 8350 | 0 | 0.685000 | 0.645052 | 0.778789 | 0.684130 | -0.094659 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:18:04 | 1:14:42 |
| 8400 | 0 | 0.383451 | 0.641410 | 0.393643 | 0.375537 | -0.018106 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:20:17 | 1:12:26 |
| 8450 | 0 | 0.436934 | 0.643271 | 0.418458 | 0.450770 | 0.032312 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:22:30 | 1:10:09 |
| 8500 | 0 | 0.715136 | 0.640797 | 0.673536 | 0.706013 | 0.032477 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:24:42 | 1:07:53 |
| [01:01:25] [TAM stats @ step 8500] mean=0.0002 std=0.0035 max=0.0487 min=-0.0439 visits=8500 |
| 8550 | 0 | 0.529121 | 0.641676 | 0.486845 | 0.540424 | 0.053578 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:26:55 | 1:05:37 |
| 8600 | 0 | 0.545088 | 0.643214 | 0.366966 | 0.530644 | 0.163678 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:29:07 | 1:03:20 |
| 8650 | 0 | 0.607484 | 0.641011 | 0.592838 | 0.634401 | 0.041564 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:31:20 | 1:01:04 |
| 8700 | 0 | 0.596418 | 0.643461 | 0.676287 | 0.601886 | -0.074400 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:33:33 | 0:58:48 |
| 8750 | 0 | 0.395579 | 0.641280 | 0.395277 | 0.408869 | 0.013592 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:35:45 | 0:56:32 |
| 8800 | 0 | 0.695941 | 0.642052 | 0.805753 | 0.695997 | -0.109756 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:37:58 | 0:54:16 |
| 8850 | 0 | 0.845508 | 0.644699 | 0.568908 | 0.839195 | 0.270287 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:40:10 | 0:52:00 |
| 8900 | 0 | 0.514735 | 0.644335 | 0.500682 | 0.500185 | -0.000497 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:42:23 | 0:49:44 |
| 8950 | 0 | 0.705599 | 0.644902 | 0.462659 | 0.722450 | 0.259791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:44:35 | 0:47:27 |
| 9000 | 0 | 0.526286 | 0.643467 | 0.491606 | 0.514698 | 0.023092 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:46:48 | 0:45:12 |
| [01:23:31] [TAM stats @ step 9000] mean=0.0002 std=0.0036 max=0.0487 min=-0.0439 visits=9000 |
| [01:23:31] Generating 16 validation images ... |
| [01:24:13] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0009000.png |
| 9050 | 0 | 0.459718 | 0.640646 | 0.467812 | 0.448347 | -0.019465 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:49:42 | 0:43:00 |
| 9100 | 0 | 0.371220 | 0.638899 | 0.327323 | 0.384238 | 0.056915 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:51:55 | 0:40:44 |
| 9150 | 0 | 0.497171 | 0.640361 | 0.661251 | 0.504045 | -0.157205 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:54:07 | 0:38:28 |
| 9200 | 0 | 0.630535 | 0.637641 | 0.618094 | 0.608538 | -0.009556 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:56:20 | 0:36:12 |
| 9250 | 0 | 0.352610 | 0.633217 | 0.335685 | 0.353251 | 0.017566 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:58:33 | 0:33:56 |
| 9300 | 0 | 0.610250 | 0.632980 | 0.685354 | 0.594649 | -0.090704 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:00:45 | 0:31:40 |
| 9350 | 0 | 0.701046 | 0.634192 | 0.687062 | 0.682448 | -0.004614 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:02:58 | 0:29:24 |
| 9400 | 0 | 0.947024 | 0.635677 | 0.632645 | 0.947510 | 0.314864 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:05:10 | 0:27:08 |
| 9450 | 0 | 0.772062 | 0.636848 | 0.893534 | 0.759349 | -0.134184 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:07:23 | 0:24:52 |
| 9500 | 0 | 0.678703 | 0.638361 | 0.679484 | 0.688185 | 0.008701 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:09:35 | 0:22:36 |
| [01:46:18] [TAM stats @ step 9500] mean=0.0002 std=0.0037 max=0.0487 min=-0.0439 visits=9500 |
| 9550 | 0 | 0.788629 | 0.639561 | 0.594864 | 0.780507 | 0.185643 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:11:48 | 0:20:20 |
| 9600 | 0 | 0.573538 | 0.637087 | 0.551903 | 0.570381 | 0.018478 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:14:00 | 0:18:05 |
| 9650 | 0 | 0.885381 | 0.637911 | 0.813964 | 0.886203 | 0.072239 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:16:13 | 0:15:49 |
| 9700 | 0 | 0.723182 | 0.637596 | 0.634502 | 0.702528 | 0.068026 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:18:26 | 0:13:33 |
| 9750 | 0 | 0.798912 | 0.638273 | 0.706050 | 0.803823 | 0.097773 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:20:38 | 0:11:17 |
| 9800 | 0 | 0.634127 | 0.635989 | 0.641321 | 0.631771 | -0.009550 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:22:51 | 0:09:02 |
| 9850 | 0 | 0.897657 | 0.638429 | 0.726108 | 0.759340 | 0.033232 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:25:03 | 0:06:46 |
| 9900 | 0 | 0.662188 | 0.638936 | 0.859363 | 0.655081 | -0.204281 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:27:16 | 0:04:31 |
| 9950 | 0 | 0.418150 | 0.638923 | 0.337044 | 0.430689 | 0.093645 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:29:29 | 0:02:15 |
| 10000 | 0 | 0.516653 | 0.639653 | 0.623027 | 0.528765 | -0.094262 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:31:41 | 0:00:00 |
| [02:08:24] [TAM stats @ step 10000] mean=0.0002 std=0.0038 max=0.0487 min=-0.0439 visits=10000 |
| [02:09:05] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-10000 |
| [02:09:10] Removed old checkpoint: checkpoint-6000 |
| [02:09:10] Generating 16 validation images ... |
| [02:09:51] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png |
| [02:09:51] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.631166 --- |
| [02:09:51] Saving final model ... |
| [02:10:01] Transformer saved -> RESULTS/ProGamerGov/run_017/transformer |
| [02:10:01] TAM scores saved -> RESULTS/ProGamerGov/run_017/tam_final.pt |
| [02:10:01] Final TAM stats: {'mean_score': 0.000214742700336501, 'std_score': 0.0038001262582838535, 'max_score': 0.04870268702507019, 'min_score': -0.04385202005505562, 'total_visits': 10000} |
| [02:10:01] Generating final validation collage ... |
| [02:10:01] Generating 16 validation images ... |
| [02:10:42] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png |
| [02:10:42] |
| [02:10:42] ============================================================ |
| [02:10:42] TRAINING SUMMARY |
| [02:10:42] ============================================================ |
| [02:10:42] Total steps : 200 |
| [02:10:42] Final loss : 0.516653 |
| [02:10:42] Avg last 100 : 0.639653 |
| [02:10:42] Min loss : 0.250801 |
| [02:10:42] Total time : 7:33:59 |
| [02:10:42] Output : RESULTS/ProGamerGov/run_017 |
| [02:10:42] ============================================================ |
|
|
