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Training started: 2026-08-31 18:43:36
==========================================================================================================================================================================
Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------
[18:43:36] Run directory: RESULTS/ProGamerGov/run_003
[18:43:36] cuDNN SDPA disabled -- Flash/math backend for bf16 compatibility
[18:43:36] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
[18:43:36] TAM: enabled=True, alpha=0.9, factor=0.5
[18:43:36] SAD: enabled=True, temperature=0.5
[18:43:36] Loading pretrained SANA components ...
[18:43:43] Transformer params: 591,747,872 total, 591,747,872 trainable
[18:43:43] Building dataset ...
[18:43:43] TAM initialised: 90000 samples tracked.
[18:43:43]
[18:43:43] ========================================================================
[18:43:43] Output dir = RESULTS/ProGamerGov/run_003
[18:43:43] Num examples = 90000
[18:43:43] Num epochs = 1
[18:43:43] Batch/device = 8
[18:43:43] Effective BS = 8
[18:43:43] Total optim steps = 10000
[18:43:43] LR = 0.0001
[18:43:43] Precision = bf16
[18:43:43] --- AGD Easy-to-Hard Curriculum ---
[18:43:43] AGD temperature = 0.1
[18:43:43] Curriculum steps = 5000
[18:43:43] Max timestep delta = 300
[18:43:43] --- TAM: Temporal Advantage Memory ---
[18:43:43] TAM enabled = True
[18:43:43] TAM alpha (EMA decay) = 0.9
[18:43:43] TAM factor (modulation)= 0.5
[18:43:43] TAM log every = 500 steps
[18:43:43] --- SAD: Spectral Advantage Decomposition ---
[18:43:43] SAD enabled = True
[18:43:43] SAD temperature = 0.5
[18:43:43] ========================================================================
[18:43:43]
50 | 0 | 0.780603 | 0.780603 | 0.793961 | 0.793832 | -0.000129 | 1.0000 | -0.0000 | 3.00 | 1.00e-05 | 0:01:59 | 6:36:12
100 | 0 | 0.805268 | 0.792936 | 0.797782 | 0.801690 | 0.003908 | 1.0000 | -0.0000 | 6.00 | 2.00e-05 | 0:03:50 | 6:20:24
150 | 0 | 0.802126 | 0.795999 | 0.829736 | 0.815203 | -0.014533 | 1.0000 | -0.0000 | 9.00 | 3.00e-05 | 0:05:41 | 6:14:07
200 | 0 | 0.801221 | 0.797304 | 0.816376 | 0.810061 | -0.006315 | 1.0000 | -0.0000 | 12.00 | 4.00e-05 | 0:07:32 | 6:09:43
250 | 0 | 0.889708 | 0.815785 | 0.899652 | 0.891764 | -0.007888 | 1.0000 | -0.0000 | 15.00 | 5.00e-05 | 0:09:23 | 6:06:29
300 | 0 | 0.858320 | 0.822874 | 0.847000 | 0.848249 | 0.001249 | 1.0000 | -0.0000 | 18.00 | 6.00e-05 | 0:11:14 | 6:03:35
350 | 0 | 0.874687 | 0.830276 | 0.876626 | 0.871427 | -0.005199 | 1.0000 | -0.0000 | 21.00 | 7.00e-05 | 0:13:05 | 6:01:07
400 | 0 | 0.666680 | 0.809827 | 0.687288 | 0.680168 | -0.007120 | 1.0000 | -0.0000 | 24.00 | 8.00e-05 | 0:14:56 | 5:58:44
450 | 0 | 0.820232 | 0.810983 | 0.841361 | 0.820436 | -0.020926 | 1.0000 | -0.0000 | 27.00 | 9.00e-05 | 0:16:47 | 5:56:27
500 | 0 | 0.708625 | 0.800747 | 0.726597 | 0.721790 | -0.004806 | 1.0000 | -0.0000 | 30.00 | 1.00e-04 | 0:18:38 | 5:54:15
[19:02:14] [TAM stats @ step 500] mean=-0.0000 std=0.0004 max=0.0191 min=-0.0105 visits=4000
550 | 0 | 0.842785 | 0.804569 | 0.849655 | 0.848447 | -0.001208 | 1.0000 | -0.0000 | 33.00 | 1.00e-04 | 0:20:29 | 5:52:09
600 | 0 | 0.738104 | 0.799030 | 0.773180 | 0.758991 | -0.014189 | 1.0000 | -0.0000 | 36.00 | 1.00e-04 | 0:22:20 | 5:50:03
650 | 0 | 0.877071 | 0.805033 | 0.871392 | 0.864535 | -0.006856 | 1.0000 | -0.0000 | 39.00 | 1.00e-04 | 0:24:11 | 5:48:04
700 | 0 | 0.991916 | 0.818382 | 0.994570 | 0.940655 | -0.053914 | 1.0000 | -0.0000 | 42.00 | 1.00e-04 | 0:26:02 | 5:46:03
750 | 0 | 0.838442 | 0.819719 | 0.853078 | 0.833873 | -0.019205 | 1.0000 | -0.0000 | 45.00 | 1.00e-04 | 0:27:53 | 5:44:02
800 | 0 | 0.906915 | 0.825169 | 0.843300 | 0.862635 | 0.019335 | 1.0000 | -0.0000 | 48.00 | 1.00e-04 | 0:29:45 | 5:42:07
850 | 0 | 0.836445 | 0.825832 | 0.877451 | 0.853378 | -0.024073 | 1.0000 | -0.0000 | 51.00 | 1.00e-04 | 0:31:36 | 5:40:14
900 | 0 | 0.832764 | 0.826217 | 0.798806 | 0.804270 | 0.005464 | 1.0000 | -0.0001 | 54.00 | 1.00e-04 | 0:33:27 | 5:38:17
950 | 0 | 0.811875 | 0.825462 | 0.792313 | 0.792190 | -0.000123 | 1.0000 | -0.0001 | 57.00 | 1.00e-04 | 0:35:18 | 5:36:22
1000 | 0 | 0.885198 | 0.828449 | 0.916821 | 0.896843 | -0.019978 | 1.0000 | -0.0001 | 60.00 | 1.00e-04 | 0:37:09 | 5:34:27
[19:20:45] [TAM stats @ step 1000] mean=-0.0001 std=0.0018 max=0.1197 min=-0.1031 visits=8000
[19:20:45] Generating 16 validation images ...
[19:21:15] Validation at step 1000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0001000.png
1050 | 0 | 0.824807 | 0.828276 | 0.848148 | 0.821720 | -0.026427 | 1.0000 | -0.0001 | 63.00 | 1.00e-04 | 0:39:31 | 5:36:50
1100 | 0 | 0.812743 | 0.827570 | 0.826353 | 0.822230 | -0.004123 | 1.0000 | -0.0001 | 66.00 | 1.00e-04 | 0:41:22 | 5:34:43
1150 | 0 | 0.875843 | 0.829669 | 0.893734 | 0.853922 | -0.039811 | 1.0000 | -0.0001 | 69.00 | 1.00e-04 | 0:43:13 | 5:32:38
1200 | 0 | 0.894976 | 0.832390 | 0.844035 | 0.837690 | -0.006344 | 1.0000 | -0.0001 | 72.00 | 1.00e-04 | 0:45:04 | 5:30:33
1250 | 0 | 0.861852 | 0.833568 | 0.903404 | 0.870624 | -0.032780 | 1.0000 | -0.0001 | 75.00 | 1.00e-04 | 0:46:55 | 5:28:30
1300 | 0 | 0.953367 | 0.838176 | 0.956495 | 0.972308 | 0.015813 | 1.0000 | -0.0001 | 78.00 | 1.00e-04 | 0:48:46 | 5:26:27
1350 | 0 | 0.810501 | 0.837151 | 0.971234 | 0.891845 | -0.079389 | 1.0000 | -0.0001 | 81.00 | 1.00e-04 | 0:50:38 | 5:24:26
1400 | 0 | 0.749180 | 0.834009 | 0.811170 | 0.786095 | -0.025075 | 1.0000 | -0.0001 | 84.00 | 1.00e-04 | 0:52:29 | 5:22:25
1450 | 0 | 0.934476 | 0.837473 | 0.910371 | 0.928394 | 0.018023 | 1.0000 | -0.0001 | 87.00 | 1.00e-04 | 0:54:20 | 5:20:24
1500 | 0 | 0.888566 | 0.839176 | 0.910193 | 0.851599 | -0.058594 | 1.0000 | -0.0001 | 90.00 | 1.00e-04 | 0:56:11 | 5:18:24
[19:39:47] [TAM stats @ step 1500] mean=-0.0001 std=0.0029 max=0.1704 min=-0.1031 visits=12000
1550 | 0 | 0.808368 | 0.838183 | 0.868759 | 0.821797 | -0.046961 | 1.0000 | -0.0001 | 93.00 | 1.00e-04 | 0:58:02 | 5:16:25
1600 | 0 | 0.874462 | 0.839316 | 0.885015 | 0.861916 | -0.023099 | 1.0000 | -0.0002 | 96.00 | 1.00e-04 | 0:59:53 | 5:14:26
1650 | 0 | 0.997416 | 0.844107 | 0.931129 | 0.901440 | -0.029689 | 1.0000 | -0.0002 | 99.00 | 1.00e-04 | 1:01:44 | 5:12:28
1700 | 0 | 0.916505 | 0.846237 | 0.931140 | 0.898882 | -0.032258 | 1.0000 | -0.0002 | 102.00 | 1.00e-04 | 1:03:36 | 5:10:31
1750 | 0 | 0.971098 | 0.849804 | 0.958809 | 0.992409 | 0.033600 | 1.0000 | -0.0002 | 105.00 | 1.00e-04 | 1:05:26 | 5:08:32
1800 | 0 | 0.835471 | 0.849406 | 0.896360 | 0.854099 | -0.042260 | 1.0000 | -0.0002 | 108.00 | 1.00e-04 | 1:07:18 | 5:06:36
1850 | 0 | 0.901008 | 0.850801 | 0.869890 | 0.875027 | 0.005137 | 1.0000 | -0.0002 | 111.00 | 1.00e-04 | 1:09:09 | 5:04:40
1900 | 0 | 0.906539 | 0.852267 | 0.898779 | 0.877222 | -0.021557 | 1.0000 | -0.0002 | 114.00 | 1.00e-04 | 1:11:00 | 5:02:44
1950 | 0 | 0.880213 | 0.852984 | 0.943643 | 0.881496 | -0.062147 | 1.0000 | -0.0002 | 117.00 | 1.00e-04 | 1:12:51 | 5:00:48
2000 | 0 | 0.951271 | 0.855441 | 0.910639 | 0.947010 | 0.036370 | 1.0000 | -0.0002 | 120.00 | 1.00e-04 | 1:14:43 | 4:58:53
[19:58:19] [TAM stats @ step 2000] mean=-0.0002 std=0.0036 max=0.1704 min=-0.1031 visits=16000
[19:58:24] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-2000
[19:58:24] Generating 16 validation images ...
[19:58:55] Validation at step 2000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0002000.png
2050 | 0 | 0.839237 | 0.855046 | 0.885175 | 0.844089 | -0.041086 | 1.0000 | -0.0002 | 123.00 | 1.00e-04 | 1:17:10 | 4:59:18
2100 | 0 | 0.816857 | 0.854137 | 0.824983 | 0.790427 | -0.034556 | 1.0000 | -0.0002 | 126.00 | 1.00e-04 | 1:19:02 | 4:57:20
2150 | 0 | 0.741210 | 0.851510 | 0.801605 | 0.757893 | -0.043712 | 1.0000 | -0.0002 | 129.00 | 1.00e-04 | 1:20:53 | 4:55:21
2200 | 0 | 0.811125 | 0.850593 | 0.800765 | 0.786896 | -0.013869 | 1.0000 | -0.0002 | 132.00 | 1.00e-04 | 1:22:45 | 4:53:23
2250 | 0 | 0.802979 | 0.849535 | 0.824053 | 0.797099 | -0.026954 | 1.0000 | -0.0003 | 135.00 | 1.00e-04 | 1:24:36 | 4:51:26
2300 | 0 | 1.066697 | 0.854255 | 1.021119 | 1.061414 | 0.040295 | 1.0000 | -0.0003 | 138.00 | 1.00e-04 | 1:26:28 | 4:49:29
2350 | 0 | 0.803419 | 0.853174 | 0.871960 | 0.801476 | -0.070483 | 1.0000 | -0.0003 | 141.00 | 1.00e-04 | 1:28:19 | 4:47:32
2400 | 0 | 0.869875 | 0.853522 | 0.838763 | 0.854940 | 0.016177 | 1.0000 | -0.0003 | 144.00 | 1.00e-04 | 1:30:11 | 4:45:35
2450 | 0 | 0.945770 | 0.855404 | 0.937322 | 0.942150 | 0.004828 | 1.0000 | -0.0003 | 147.00 | 1.00e-04 | 1:32:02 | 4:43:38
2500 | 0 | 0.834787 | 0.854992 | 0.902687 | 0.825293 | -0.077394 | 1.0000 | -0.0003 | 150.00 | 1.00e-04 | 1:33:54 | 4:41:42
[20:17:30] [TAM stats @ step 2500] mean=-0.0003 std=0.0046 max=0.1968 min=-0.1031 visits=20000
2550 | 0 | 0.804580 | 0.854004 | 0.896992 | 0.791406 | -0.105586 | 1.0000 | -0.0003 | 153.00 | 1.00e-04 | 1:35:45 | 4:39:45
2600 | 0 | 0.970745 | 0.856249 | 0.943088 | 0.950049 | 0.006961 | 1.0000 | -0.0003 | 156.00 | 1.00e-04 | 1:37:36 | 4:37:47
2650 | 0 | 0.983481 | 0.858649 | 0.842164 | 0.891745 | 0.049581 | 1.0000 | -0.0003 | 159.00 | 1.00e-04 | 1:39:27 | 4:35:51
2700 | 0 | 1.039106 | 0.861991 | 0.975848 | 1.009355 | 0.033507 | 1.0000 | -0.0003 | 162.00 | 1.00e-04 | 1:41:18 | 4:33:55
2750 | 0 | 0.858517 | 0.861928 | 0.907682 | 0.837656 | -0.070026 | 1.0000 | -0.0003 | 165.00 | 1.00e-04 | 1:43:10 | 4:31:59
2800 | 0 | 1.270808 | 0.869229 | 0.741971 | 0.847086 | 0.105115 | 1.0000 | -0.0003 | 168.00 | 1.00e-04 | 1:45:01 | 4:30:03
2850 | 0 | 0.774759 | 0.867572 | 0.835842 | 0.814822 | -0.021021 | 1.0000 | -0.0003 | 171.00 | 1.00e-04 | 1:46:53 | 4:28:08
2900 | 0 | 0.821433 | 0.866776 | 0.766551 | 0.802542 | 0.035991 | 1.0000 | -0.0003 | 174.00 | 1.00e-04 | 1:48:44 | 4:26:13
2950 | 0 | 0.744398 | 0.864702 | 0.761294 | 0.734791 | -0.026503 | 1.0000 | -0.0003 | 177.00 | 1.00e-04 | 1:50:35 | 4:24:18
3000 | 0 | 0.950504 | 0.866132 | 0.948391 | 0.949835 | 0.001444 | 1.0000 | -0.0003 | 180.00 | 1.00e-04 | 1:52:26 | 4:22:22
[20:36:03] [TAM stats @ step 3000] mean=-0.0003 std=0.0054 max=0.1968 min=-0.1031 visits=24000
[20:36:03] Generating 16 validation images ...
[20:36:33] Validation at step 3000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0003000.png
3050 | 0 | 0.936463 | 0.867285 | 0.947292 | 0.947012 | -0.000280 | 1.0000 | -0.0003 | 183.00 | 1.00e-04 | 1:54:49 | 4:21:38
3100 | 0 | 0.826871 | 0.866633 | 0.858795 | 0.823496 | -0.035299 | 1.0000 | -0.0004 | 186.00 | 1.00e-04 | 1:56:40 | 4:19:41
3150 | 0 | 0.825106 | 0.865974 | 0.861333 | 0.818966 | -0.042367 | 1.0000 | -0.0004 | 189.00 | 1.00e-04 | 1:58:31 | 4:17:44
3200 | 0 | 0.639657 | 0.862438 | 0.692978 | 0.650118 | -0.042860 | 1.0000 | -0.0004 | 192.00 | 1.00e-04 | 2:00:22 | 4:15:48
3250 | 0 | 1.108613 | 0.866225 | 0.857502 | 0.991712 | 0.134210 | 1.0000 | -0.0004 | 195.00 | 1.00e-04 | 2:02:13 | 4:13:52
3300 | 0 | 0.905198 | 0.866816 | 0.950643 | 0.888536 | -0.062107 | 1.0000 | -0.0004 | 198.00 | 1.00e-04 | 2:04:05 | 4:11:56
3350 | 0 | 0.821465 | 0.866139 | 0.909556 | 0.822327 | -0.087229 | 1.0000 | -0.0003 | 201.00 | 1.00e-04 | 2:05:56 | 4:10:00
3400 | 0 | 1.041676 | 0.868720 | 0.983326 | 0.927008 | -0.056318 | 1.0000 | -0.0003 | 204.00 | 1.00e-04 | 2:07:47 | 4:08:04
3450 | 0 | 0.956915 | 0.869999 | 0.937155 | 0.909650 | -0.027505 | 1.0000 | -0.0003 | 207.00 | 1.00e-04 | 2:09:39 | 4:06:08
3500 | 0 | 1.093598 | 0.873193 | 0.933328 | 1.016685 | 0.083357 | 1.0000 | -0.0003 | 210.00 | 1.00e-04 | 2:11:30 | 4:04:13
[20:55:06] [TAM stats @ step 3500] mean=-0.0003 std=0.0064 max=0.1968 min=-0.1031 visits=28000
3550 | 0 | 1.190023 | 0.877655 | 1.007721 | 1.040164 | 0.032444 | 1.0000 | -0.0003 | 213.00 | 1.00e-04 | 2:13:21 | 4:02:18
3600 | 0 | 1.193620 | 0.882044 | 0.894132 | 1.022172 | 0.128040 | 1.0000 | -0.0003 | 216.00 | 1.00e-04 | 2:15:12 | 4:00:23
3650 | 0 | 1.216551 | 0.886626 | 1.002733 | 1.025582 | 0.022850 | 1.0000 | -0.0004 | 219.00 | 1.00e-04 | 2:17:04 | 3:58:28
3700 | 0 | 1.094980 | 0.889441 | 1.060347 | 1.091578 | 0.031231 | 1.0000 | -0.0004 | 222.00 | 1.00e-04 | 2:18:55 | 3:56:33
3750 | 0 | 0.984263 | 0.890706 | 0.928866 | 0.902128 | -0.026738 | 1.0000 | -0.0004 | 225.00 | 1.00e-04 | 2:20:46 | 3:54:37
3800 | 0 | 1.106157 | 0.893541 | 0.957250 | 1.006868 | 0.049618 | 1.0000 | -0.0004 | 228.00 | 1.00e-04 | 2:22:37 | 3:52:42
3850 | 0 | 1.047788 | 0.895544 | 1.041046 | 0.929036 | -0.112010 | 1.0000 | -0.0004 | 231.00 | 1.00e-04 | 2:24:29 | 3:50:48
3900 | 0 | 1.420806 | 0.902278 | 0.983852 | 1.155820 | 0.171968 | 1.0000 | -0.0004 | 234.00 | 1.00e-04 | 2:26:20 | 3:48:53
3950 | 0 | 0.779140 | 0.900719 | 0.846992 | 0.809383 | -0.037609 | 1.0000 | -0.0004 | 237.00 | 1.00e-04 | 2:28:11 | 3:46:58
4000 | 0 | 0.780292 | 0.899214 | 0.814446 | 0.757305 | -0.057142 | 1.0000 | -0.0004 | 240.00 | 1.00e-04 | 2:30:03 | 3:45:04
[21:13:39] [TAM stats @ step 4000] mean=-0.0004 std=0.0074 max=0.1968 min=-0.1031 visits=32000
[21:13:44] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-4000
[21:13:44] Generating 16 validation images ...
[21:14:16] Validation at step 4000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0004000.png
4050 | 0 | 0.778080 | 0.897718 | 0.827869 | 0.711723 | -0.116146 | 1.0000 | -0.0004 | 243.00 | 1.00e-04 | 2:32:31 | 3:44:05
4100 | 0 | 0.942524 | 0.898265 | 0.777486 | 0.855639 | 0.078154 | 1.0000 | -0.0004 | 246.00 | 1.00e-04 | 2:34:23 | 3:42:09
4150 | 0 | 1.125203 | 0.900999 | 0.909715 | 1.074257 | 0.164542 | 1.0000 | -0.0004 | 249.00 | 1.00e-04 | 2:36:14 | 3:40:14
4200 | 0 | 0.948598 | 0.901566 | 0.930690 | 0.909397 | -0.021293 | 1.0000 | -0.0004 | 252.00 | 1.00e-04 | 2:38:05 | 3:38:19
4250 | 0 | 1.047707 | 0.903285 | 0.945994 | 0.943045 | -0.002949 | 1.0000 | -0.0004 | 255.00 | 1.00e-04 | 2:39:57 | 3:36:24
4300 | 0 | 0.874735 | 0.902953 | 0.847068 | 0.818051 | -0.029017 | 1.0000 | -0.0004 | 258.00 | 1.00e-04 | 2:41:48 | 3:34:29
4350 | 0 | 1.006567 | 0.904144 | 0.805242 | 0.917289 | 0.112047 | 1.0000 | -0.0004 | 261.00 | 1.00e-04 | 2:43:39 | 3:32:34
4400 | 0 | 1.018686 | 0.905446 | 0.905097 | 0.936499 | 0.031402 | 1.0000 | -0.0004 | 264.00 | 1.00e-04 | 2:45:31 | 3:30:39
4450 | 0 | 0.775384 | 0.903984 | 0.879205 | 0.788367 | -0.090838 | 1.0000 | -0.0004 | 267.00 | 1.00e-04 | 2:47:22 | 3:28:45
4500 | 0 | 0.793278 | 0.902754 | 0.790194 | 0.727602 | -0.062592 | 1.0000 | -0.0004 | 270.00 | 1.00e-04 | 2:49:14 | 3:26:50
[21:32:50] [TAM stats @ step 4500] mean=-0.0004 std=0.0085 max=0.1968 min=-0.1031 visits=36000
4550 | 0 | 1.007931 | 0.903910 | 0.920487 | 0.871334 | -0.049153 | 1.0000 | -0.0004 | 273.00 | 1.00e-04 | 2:51:05 | 3:24:55
4600 | 0 | 0.749408 | 0.902231 | 0.935781 | 0.812167 | -0.123614 | 1.0000 | -0.0004 | 276.00 | 1.00e-04 | 2:52:57 | 3:23:01
4650 | 0 | 1.018000 | 0.903475 | 0.958840 | 0.941386 | -0.017454 | 1.0000 | -0.0004 | 279.00 | 1.00e-04 | 2:54:49 | 3:21:08
4700 | 0 | 1.003894 | 0.904544 | 0.944028 | 0.908328 | -0.035701 | 1.0000 | -0.0004 | 282.00 | 1.00e-04 | 2:56:40 | 3:19:13
4750 | 0 | 0.973433 | 0.905269 | 0.876812 | 0.914280 | 0.037468 | 1.0000 | -0.0004 | 285.00 | 1.00e-04 | 2:58:31 | 3:17:19
4800 | 0 | 1.017250 | 0.906435 | 1.013602 | 0.939125 | -0.074477 | 1.0000 | -0.0004 | 288.00 | 1.00e-04 | 3:00:23 | 3:15:25
4850 | 0 | 1.237301 | 0.909846 | 0.906822 | 0.987065 | 0.080243 | 1.0000 | -0.0004 | 291.00 | 1.00e-04 | 3:02:14 | 3:13:30
4900 | 0 | 1.038988 | 0.911164 | 0.955603 | 0.899116 | -0.056487 | 1.0000 | -0.0004 | 294.00 | 1.00e-04 | 3:04:05 | 3:11:36
4950 | 0 | 1.044939 | 0.912515 | 0.893306 | 0.871796 | -0.021509 | 1.0000 | -0.0003 | 297.00 | 1.00e-04 | 3:05:57 | 3:09:43
5000 | 0 | 0.914496 | 0.912535 | 0.946729 | 0.839978 | -0.106752 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:07:49 | 3:07:49
[21:51:25] [TAM stats @ step 5000] mean=-0.0003 std=0.0096 max=0.1968 min=-0.1031 visits=40000
[21:51:25] Generating 16 validation images ...
[21:51:58] Validation at step 5000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0005000.png
5050 | 0 | 0.811445 | 0.912844 | 0.906144 | 0.828810 | -0.077334 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:10:13 | 3:06:27
5100 | 0 | 0.855413 | 0.913345 | 0.836055 | 0.815159 | -0.020895 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:12:05 | 3:04:33
5150 | 0 | 0.806779 | 0.913392 | 0.889704 | 0.838566 | -0.051138 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:13:57 | 3:02:39
5200 | 0 | 1.093783 | 0.916317 | 0.989084 | 1.013987 | 0.024903 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:15:48 | 3:00:44
5250 | 0 | 0.859198 | 0.916012 | 0.961062 | 0.870805 | -0.090257 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:17:39 | 2:58:50
5300 | 0 | 0.926650 | 0.916695 | 0.973683 | 0.929993 | -0.043689 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:19:31 | 2:56:55
5350 | 0 | 0.965071 | 0.917599 | 0.978120 | 0.922068 | -0.056052 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:21:23 | 2:55:02
5400 | 0 | 0.792595 | 0.918858 | 0.811504 | 0.774309 | -0.037194 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:23:14 | 2:53:08
5450 | 0 | 1.072614 | 0.921382 | 0.920400 | 1.036521 | 0.116121 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:25:06 | 2:51:13
5500 | 0 | 0.931785 | 0.923614 | 0.889446 | 0.874222 | -0.015223 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:26:58 | 2:49:20
[22:10:34] [TAM stats @ step 5500] mean=-0.0004 std=0.0103 max=0.1968 min=-0.1031 visits=44000
5550 | 0 | 0.975502 | 0.924941 | 0.995303 | 0.988239 | -0.007064 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:28:49 | 2:47:26
5600 | 0 | 0.984539 | 0.927405 | 0.995513 | 0.999899 | 0.004386 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:30:41 | 2:45:32
5650 | 0 | 1.008708 | 0.928722 | 1.068679 | 0.936697 | -0.131983 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:32:32 | 2:43:38
5700 | 0 | 1.151470 | 0.930317 | 1.291084 | 1.128458 | -0.162625 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:34:24 | 2:41:44
5750 | 0 | 1.083249 | 0.932765 | 0.987930 | 1.029412 | 0.041482 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:36:16 | 2:39:51
5800 | 0 | 1.147439 | 0.935171 | 1.138344 | 1.060199 | -0.078145 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:38:08 | 2:37:57
5850 | 0 | 1.216718 | 0.938973 | 1.037527 | 1.020139 | -0.017388 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:40:00 | 2:36:04
5900 | 0 | 1.298005 | 0.943626 | 1.206296 | 1.171113 | -0.035184 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 3:41:52 | 2:34:10
5950 | 0 | 0.964368 | 0.945151 | 1.033968 | 0.941080 | -0.092888 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:43:44 | 2:32:17
6000 | 0 | 1.016777 | 0.946466 | 1.018486 | 0.960086 | -0.058400 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 3:45:35 | 2:30:23
[22:29:12] [TAM stats @ step 6000] mean=-0.0005 std=0.0115 max=0.1968 min=-0.1206 visits=48000
[22:29:17] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-6000
[22:29:18] Removed old checkpoint: checkpoint-2000
[22:29:18] Generating 16 validation images ...
[22:29:51] Validation at step 6000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0006000.png
6050 | 0 | 0.807382 | 0.946292 | 0.903143 | 0.833077 | -0.070066 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:48:07 | 2:28:56
6100 | 0 | 1.020530 | 0.948370 | 0.865521 | 0.931141 | 0.065619 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:49:58 | 2:27:02
6150 | 0 | 0.986412 | 0.949476 | 0.899913 | 0.921698 | 0.021785 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:51:50 | 2:25:08
6200 | 0 | 0.937524 | 0.949901 | 0.855587 | 0.893539 | 0.037952 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:53:42 | 2:23:14
6250 | 0 | 0.833408 | 0.949617 | 0.924422 | 0.853107 | -0.071316 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 3:55:34 | 2:21:20
6300 | 0 | 0.959547 | 0.949679 | 1.003670 | 0.919299 | -0.084371 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 3:57:26 | 2:19:26
6350 | 0 | 1.038947 | 0.951963 | 0.973531 | 0.918486 | -0.055045 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 3:59:17 | 2:17:32
6400 | 0 | 0.841989 | 0.952891 | 0.741048 | 0.872930 | 0.131882 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:01:09 | 2:15:39
6450 | 0 | 0.971316 | 0.953260 | 0.918746 | 0.935461 | 0.016715 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:03:01 | 2:13:45
6500 | 0 | 0.965527 | 0.954029 | 0.956697 | 0.880486 | -0.076211 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:04:52 | 2:11:51
[22:48:29] [TAM stats @ step 6500] mean=-0.0005 std=0.0122 max=0.1968 min=-0.1206 visits=52000
6550 | 0 | 1.002732 | 0.955973 | 0.841448 | 0.885113 | 0.043665 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:06:44 | 2:09:57
6600 | 0 | 0.857791 | 0.955806 | 0.893230 | 0.805391 | -0.087839 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:08:36 | 2:08:04
6650 | 0 | 0.868389 | 0.954516 | 0.891210 | 0.879865 | -0.011344 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:10:27 | 2:06:10
6700 | 0 | 0.867956 | 0.954030 | 0.886652 | 0.845752 | -0.040900 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:12:19 | 2:04:16
6750 | 0 | 0.848274 | 0.952802 | 0.888680 | 0.852954 | -0.035726 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:14:10 | 2:02:22
6800 | 0 | 0.875682 | 0.953204 | 0.922962 | 0.882791 | -0.040172 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:16:02 | 2:00:29
6850 | 0 | 1.055415 | 0.954748 | 0.968667 | 0.966525 | -0.002142 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:17:53 | 1:58:35
6900 | 0 | 0.973769 | 0.955421 | 0.894671 | 0.967565 | 0.072895 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:19:45 | 1:56:42
6950 | 0 | 0.871035 | 0.955329 | 0.881346 | 0.845613 | -0.035733 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:21:36 | 1:54:48
7000 | 0 | 0.892336 | 0.954739 | 0.872332 | 0.878067 | 0.005735 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:23:28 | 1:52:55
[23:07:04] [TAM stats @ step 7000] mean=-0.0005 std=0.0126 max=0.1968 min=-0.1206 visits=56000
[23:07:04] Generating 16 validation images ...
[23:07:36] Validation at step 7000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0007000.png
7050 | 0 | 0.900562 | 0.955353 | 0.913458 | 0.854497 | -0.058961 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:25:51 | 1:51:14
7100 | 0 | 0.815103 | 0.955335 | 0.851612 | 0.820088 | -0.031525 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:27:43 | 1:49:20
7150 | 0 | 1.008901 | 0.958012 | 0.881679 | 0.939111 | 0.057431 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:29:34 | 1:47:27
7200 | 0 | 0.855737 | 0.958458 | 0.851162 | 0.864840 | 0.013678 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:31:26 | 1:45:33
7250 | 0 | 0.957827 | 0.960007 | 0.770342 | 0.834592 | 0.064250 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:33:18 | 1:43:39
7300 | 0 | 1.011425 | 0.959454 | 0.854107 | 0.932338 | 0.078231 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:35:09 | 1:41:46
7350 | 0 | 0.908611 | 0.960506 | 0.891920 | 0.843220 | -0.048701 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:37:01 | 1:39:52
7400 | 0 | 0.902762 | 0.960835 | 0.970820 | 0.913189 | -0.057631 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:38:52 | 1:37:59
7450 | 0 | 1.075271 | 0.962130 | 0.954462 | 1.002612 | 0.048150 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:40:44 | 1:36:05
7500 | 0 | 0.823902 | 0.962021 | 0.824927 | 0.776377 | -0.048550 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:42:36 | 1:34:12
[23:26:12] [TAM stats @ step 7500] mean=-0.0006 std=0.0130 max=0.1968 min=-0.1206 visits=60000
7550 | 0 | 1.004235 | 0.964017 | 0.972054 | 0.865327 | -0.106727 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:44:28 | 1:32:18
7600 | 0 | 0.779981 | 0.962110 | 0.822067 | 0.800904 | -0.021163 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:46:19 | 1:30:25
7650 | 0 | 0.922564 | 0.961501 | 0.929786 | 0.890853 | -0.038933 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:48:11 | 1:28:31
7700 | 0 | 1.121396 | 0.962324 | 1.056383 | 0.905269 | -0.151114 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:50:03 | 1:26:38
7750 | 0 | 1.287975 | 0.966618 | 0.995333 | 1.022210 | 0.026877 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:51:55 | 1:24:45
7800 | 0 | 0.853477 | 0.962445 | 0.883679 | 0.881874 | -0.001804 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:53:47 | 1:22:51
7850 | 0 | 1.001083 | 0.964708 | 1.038000 | 0.865687 | -0.172313 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:55:39 | 1:20:58
7900 | 0 | 0.849159 | 0.964985 | 0.773631 | 0.794048 | 0.020417 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:57:31 | 1:19:05
7950 | 0 | 0.802146 | 0.965563 | 0.821177 | 0.786125 | -0.035052 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:59:23 | 1:17:12
8000 | 0 | 1.539210 | 0.971450 | 1.245369 | 1.081546 | -0.163824 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:01:15 | 1:15:18
[23:44:51] [TAM stats @ step 8000] mean=-0.0006 std=0.0140 max=0.1968 min=-0.1490 visits=64000
[23:44:56] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-8000
[23:44:57] Removed old checkpoint: checkpoint-4000
[23:44:57] Generating 16 validation images ...
[23:45:30] Validation at step 8000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0008000.png
8050 | 0 | 1.126370 | 0.973349 | 1.030820 | 0.998269 | -0.032551 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:03:45 | 1:13:34
8100 | 0 | 1.081887 | 0.975899 | 0.978096 | 0.957918 | -0.020177 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:05:37 | 1:11:41
8150 | 0 | 1.154176 | 0.979190 | 0.956219 | 0.958960 | 0.002742 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:07:28 | 1:09:47
8200 | 0 | 0.916583 | 0.981959 | 1.042934 | 0.975482 | -0.067452 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:09:20 | 1:07:54
8250 | 0 | 0.882070 | 0.979694 | 0.960208 | 0.811470 | -0.148738 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:11:12 | 1:06:00
8300 | 0 | 1.067842 | 0.981320 | 0.868020 | 1.014859 | 0.146839 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:13:04 | 1:04:07
8350 | 0 | 1.055529 | 0.983661 | 0.965184 | 0.999368 | 0.034184 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:14:56 | 1:02:14
8400 | 0 | 0.857899 | 0.981823 | 0.901195 | 0.873905 | -0.027289 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:16:47 | 1:00:20
8450 | 0 | 0.946021 | 0.981714 | 0.965157 | 0.943468 | -0.021689 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:18:39 | 0:58:27
8500 | 0 | 1.103307 | 0.981811 | 1.020066 | 0.999063 | -0.021004 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:20:31 | 0:56:33
[00:04:07] [TAM stats @ step 8500] mean=-0.0006 std=0.0149 max=0.1968 min=-0.1490 visits=68000
8550 | 0 | 1.035758 | 0.980268 | 1.008994 | 0.976777 | -0.032217 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:22:22 | 0:54:40
8600 | 0 | 0.929311 | 0.977625 | 0.880461 | 0.775931 | -0.104530 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:24:14 | 0:52:47
8650 | 0 | 0.849197 | 0.973952 | 0.866951 | 0.849288 | -0.017662 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:26:06 | 0:50:53
8700 | 0 | 0.933145 | 0.972333 | 0.958517 | 0.929140 | -0.029377 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:27:58 | 0:49:00
8750 | 0 | 0.733370 | 0.969825 | 0.847630 | 0.750778 | -0.096853 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:29:50 | 0:47:07
8800 | 0 | 1.117502 | 0.969938 | 0.900087 | 1.004071 | 0.103984 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:31:42 | 0:45:13
8850 | 0 | 0.855826 | 0.968018 | 0.875807 | 0.816427 | -0.059380 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:33:33 | 0:43:20
8900 | 0 | 0.866286 | 0.962473 | 0.872575 | 0.860857 | -0.011718 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:35:25 | 0:41:27
8950 | 0 | 0.876739 | 0.963449 | 0.854323 | 0.854331 | 0.000008 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:37:17 | 0:39:34
9000 | 0 | 0.881128 | 0.964458 | 0.864904 | 0.879911 | 0.015007 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:39:09 | 0:37:41
[00:22:45] [TAM stats @ step 9000] mean=-0.0007 std=0.0152 max=0.1968 min=-0.1490 visits=72000
[00:22:45] Generating 16 validation images ...
[00:23:16] Validation at step 9000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0009000.png
9050 | 0 | 0.913282 | 0.965810 | 0.887071 | 0.899609 | 0.012538 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:41:32 | 0:35:51
9100 | 0 | 1.082223 | 0.967207 | 0.891224 | 0.918037 | 0.026814 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:43:23 | 0:33:57
9150 | 0 | 0.885684 | 0.964811 | 0.890176 | 0.822707 | -0.067469 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:45:15 | 0:32:04
9200 | 0 | 0.840871 | 0.963734 | 0.859108 | 0.815152 | -0.043956 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:47:06 | 0:30:11
9250 | 0 | 0.815732 | 0.961414 | 0.840207 | 0.810329 | -0.029878 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:48:58 | 0:28:17
9300 | 0 | 0.855513 | 0.961222 | 0.907293 | 0.883114 | -0.024178 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:50:50 | 0:26:24
9350 | 0 | 0.937871 | 0.960535 | 0.826935 | 0.874323 | 0.047389 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:52:41 | 0:24:31
9400 | 0 | 0.992765 | 0.960276 | 0.781050 | 0.783529 | 0.002479 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:54:33 | 0:22:37
9450 | 0 | 0.893844 | 0.961461 | 0.854478 | 0.845630 | -0.008848 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:56:25 | 0:20:44
9500 | 0 | 0.841906 | 0.961947 | 0.885155 | 0.857993 | -0.027162 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:58:16 | 0:18:51
[00:41:52] [TAM stats @ step 9500] mean=-0.0007 std=0.0154 max=0.1968 min=-0.1490 visits=76000
9550 | 0 | 0.795998 | 0.959827 | 0.826493 | 0.815452 | -0.011041 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:00:08 | 0:16:58
9600 | 0 | 0.778736 | 0.960121 | 0.799025 | 0.787851 | -0.011174 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:02:00 | 0:15:05
9650 | 0 | 0.814714 | 0.958088 | 0.880694 | 0.827061 | -0.053633 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:03:52 | 0:13:11
9700 | 0 | 0.913902 | 0.957188 | 0.931545 | 0.894688 | -0.036857 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:05:44 | 0:11:18
9750 | 0 | 0.769624 | 0.955150 | 0.850842 | 0.798054 | -0.052788 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:07:35 | 0:09:25
9800 | 0 | 0.834428 | 0.953322 | 0.860733 | 0.830516 | -0.030217 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:09:27 | 0:07:32
9850 | 0 | 0.860884 | 0.949558 | 0.820573 | 0.823448 | 0.002876 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:11:19 | 0:05:39
9900 | 0 | 0.997892 | 0.949147 | 0.942547 | 0.889663 | -0.052884 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:13:11 | 0:03:46
9950 | 0 | 0.933580 | 0.948033 | 0.932073 | 0.887274 | -0.044799 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:15:02 | 0:01:53
10000 | 0 | 0.860796 | 0.947496 | 0.935976 | 0.915480 | -0.020495 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:16:54 | 0:00:00
[01:00:30] [TAM stats @ step 10000] mean=-0.0008 std=0.0157 max=0.1968 min=-0.1490 visits=80000
[01:00:35] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-10000
[01:00:36] Removed old checkpoint: checkpoint-6000
[01:00:36] Generating 16 validation images ...
[01:01:08] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0010000.png
[01:01:08] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.947742 ---
[01:01:08] Saving final model ...
[01:01:17] Pipeline saved -> RESULTS/ProGamerGov/run_003
[01:01:17] TAM scores saved -> RESULTS/ProGamerGov/run_003/tam_final.pt
[01:01:18] Final TAM stats: {'mean_score': -0.000775338092353195, 'std_score': 0.015670480206608772, 'max_score': 0.1967921108007431, 'min_score': -0.14903222024440765, 'total_visits': 80000}
[01:01:18] Generating final validation collage ...
[01:01:18] Generating 16 validation images ...
[01:01:49] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0010000.png
[01:01:49]
[01:01:49] ============================================================
[01:01:49] TRAINING SUMMARY
[01:01:49] ============================================================
[01:01:49] Total steps : 200
[01:01:49] Final loss : 0.860796
[01:01:49] Avg last 100 : 0.947496
[01:01:49] Min loss : 0.639657
[01:01:49] Total time : 6:18:13
[01:01:49] Output : RESULTS/ProGamerGov/run_003
[01:01:49] ============================================================