| Training started: 2026-08-03 03:25:55 |
| ========================================================================================================================================================================== |
| Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA |
| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [03:25:55] Run directory: RESULTS/multigen/run_012 |
| [03:25:55] PixArt-Sigma AGD+TAM+SAD v3 | temp=0.5 curriculum=5000 max_delta=300 |
| [03:25:55] TAM: enabled=True alpha=0.9 factor=0.5 |
| [03:25:55] SAD: enabled=True temp=0.5 |
| [03:25:55] Loading PixArt-Sigma components ... |
| [03:25:55] Transformer : PixArt-alpha/PixArt-Sigma-XL-2-512-MS |
| [03:25:55] Base (T5/VAE): PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers |
| [03:26:04] Transformer params: 610,856,096 total, 610,856,096 trainable |
| [03:26:04] Building dataset ... |
| [03:26:04] TAM initialised: 499995 samples tracked. |
| [03:26:04] |
| [03:26:04] ================================================================ |
| [03:26:04] Transformer = PixArt-alpha/PixArt-Sigma-XL-2-512-MS |
| [03:26:04] Base (T5/VAE) = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers |
| [03:26:04] Output dir = RESULTS/multigen/run_012 |
| [03:26:04] Num examples = 499995 |
| [03:26:04] Num epochs = 1 |
| [03:26:04] Batch/device = 8 |
| [03:26:04] Grad accum = 1 |
| [03:26:04] Effective BS = 8 |
| [03:26:04] Total optim steps = 10000 |
| [03:26:04] LR = 1e-05 |
| [03:26:04] Precision = bf16 |
| [03:26:04] Resolution = 512x512 |
| [03:26:04] Max seq length = 300 [Sigma: 300 vs Alpha: 120] |
| [03:26:04] --- AGD --- |
| [03:26:04] Temperature = 0.5 |
| [03:26:04] Curriculum steps = 5000 |
| [03:26:04] Max timestep delta = 300 |
| [03:26:04] --- TAM --- enabled=True |
| [03:26:04] TAM alpha = 0.9 |
| [03:26:04] TAM factor = 0.5 |
| [03:26:04] --- SAD --- enabled=True |
| [03:26:04] SAD temperature = 0.5 |
| [03:26:04] ================================================================ |
| [03:26:04] |
| 50 | 0 | 0.053482 | 0.053482 | 0.055634 | 0.057717 | 0.002083 | 1.0000 | -0.0000 | 3.00 | 1.00e-05 | 0:01:29 | 4:58:04 |
| 100 | 0 | 0.088945 | 0.071213 | 0.089361 | 0.086200 | -0.003162 | 1.0000 | -0.0000 | 6.00 | 1.00e-05 | 0:02:49 | 4:40:20 |
| 150 | 0 | 0.058902 | 0.067109 | 0.067310 | 0.061579 | -0.005731 | 1.0000 | -0.0000 | 9.00 | 1.00e-05 | 0:04:09 | 4:33:29 |
| 200 | 0 | 0.180644 | 0.095493 | 0.184271 | 0.176097 | -0.008173 | 1.0000 | -0.0000 | 12.00 | 1.00e-05 | 0:05:29 | 4:29:25 |
| 250 | 0 | 0.066069 | 0.089608 | 0.072043 | 0.067677 | -0.004366 | 1.0000 | -0.0000 | 15.00 | 1.00e-05 | 0:06:50 | 4:26:32 |
| 300 | 0 | 0.146408 | 0.099075 | 0.146261 | 0.132558 | -0.013703 | 1.0000 | -0.0000 | 18.00 | 1.00e-05 | 0:08:10 | 4:24:08 |
| 350 | 0 | 0.046405 | 0.091551 | 0.053930 | 0.046973 | -0.006957 | 1.0000 | -0.0000 | 21.00 | 1.00e-05 | 0:09:30 | 4:21:59 |
| 400 | 0 | 0.066214 | 0.088383 | 0.076659 | 0.068722 | -0.007937 | 1.0000 | -0.0000 | 24.00 | 1.00e-05 | 0:10:49 | 4:19:56 |
| 450 | 0 | 0.043503 | 0.083397 | 0.049236 | 0.043664 | -0.005571 | 1.0000 | -0.0000 | 27.00 | 1.00e-05 | 0:12:09 | 4:18:02 |
| 500 | 0 | 0.028722 | 0.077929 | 0.034343 | 0.030849 | -0.003494 | 1.0000 | -0.0000 | 30.00 | 1.00e-05 | 0:13:29 | 4:16:16 |
| [03:39:25] [TAM @ 500] mean=-0.0000 std=0.0006 max=0.0076 visits=4000 |
| 550 | 0 | 0.150769 | 0.084551 | 0.282898 | 0.149428 | -0.133470 | 1.0000 | -0.0000 | 33.00 | 1.00e-05 | 0:14:48 | 4:14:33 |
| 600 | 0 | 0.071723 | 0.083482 | 0.087118 | 0.070255 | -0.016863 | 1.0000 | -0.0000 | 36.00 | 1.00e-05 | 0:16:08 | 4:12:55 |
| 650 | 0 | 0.036626 | 0.079878 | 0.044899 | 0.036841 | -0.008058 | 1.0000 | -0.0000 | 39.00 | 1.00e-05 | 0:17:28 | 4:11:20 |
| 700 | 0 | 0.017751 | 0.075440 | 0.027124 | 0.019585 | -0.007539 | 1.0000 | -0.0000 | 42.00 | 1.00e-05 | 0:18:48 | 4:09:47 |
| 750 | 0 | 0.055918 | 0.074139 | 0.049721 | 0.055014 | 0.005293 | 1.0000 | -0.0000 | 45.00 | 1.00e-05 | 0:20:07 | 4:08:17 |
| 800 | 0 | 0.057115 | 0.073075 | 0.074908 | 0.056872 | -0.018037 | 1.0000 | -0.0000 | 48.00 | 1.00e-05 | 0:21:27 | 4:06:47 |
| 850 | 0 | 0.051348 | 0.071797 | 0.042550 | 0.051186 | 0.008635 | 1.0000 | -0.0000 | 51.00 | 1.00e-05 | 0:22:47 | 4:05:19 |
| 900 | 0 | 0.045753 | 0.070350 | 0.068348 | 0.048261 | -0.020087 | 1.0000 | -0.0000 | 54.00 | 1.00e-05 | 0:24:07 | 4:03:52 |
| 950 | 0 | 0.070638 | 0.070365 | 0.086578 | 0.071145 | -0.015433 | 1.0000 | -0.0000 | 57.00 | 1.00e-05 | 0:25:27 | 4:02:27 |
| 1000 | 0 | 0.056068 | 0.069650 | 0.081827 | 0.056464 | -0.025362 | 1.0000 | -0.0000 | 60.00 | 1.00e-05 | 0:26:47 | 4:01:03 |
| [03:52:42] [TAM @ 1000] mean=-0.0000 std=0.0010 max=0.0133 visits=8000 |
| [03:52:43] Generating 16 validation images ... |
| [03:53:03] Validation step 1000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0001000.png |
| 1050 | 0 | 0.070169 | 0.069675 | 0.090988 | 0.070205 | -0.020783 | 1.0000 | -0.0000 | 63.00 | 1.00e-05 | 0:28:28 | 4:02:39 |
| 1100 | 0 | 0.029279 | 0.067839 | 0.051164 | 0.031107 | -0.020057 | 1.0000 | -0.0000 | 66.00 | 1.00e-05 | 0:29:47 | 4:01:06 |
| 1150 | 0 | 0.059672 | 0.067484 | 0.108733 | 0.068458 | -0.040275 | 1.0000 | -0.0000 | 69.00 | 1.00e-05 | 0:31:07 | 3:59:33 |
| 1200 | 0 | 0.107573 | 0.069154 | 0.144250 | 0.110382 | -0.033868 | 1.0000 | -0.0000 | 72.00 | 1.00e-05 | 0:32:27 | 3:58:03 |
| 1250 | 0 | 0.078328 | 0.069521 | 0.121776 | 0.078265 | -0.043511 | 1.0000 | -0.0000 | 75.00 | 1.00e-05 | 0:33:47 | 3:56:34 |
| 1300 | 0 | 0.106729 | 0.070952 | 0.259201 | 0.128851 | -0.130349 | 1.0000 | -0.0000 | 78.00 | 1.00e-05 | 0:35:07 | 3:55:06 |
| 1350 | 0 | 0.071138 | 0.070959 | 0.222041 | 0.098055 | -0.123985 | 1.0000 | -0.0000 | 81.00 | 1.00e-05 | 0:36:27 | 3:53:37 |
| 1400 | 0 | 0.049657 | 0.070198 | 0.087603 | 0.051504 | -0.036099 | 1.0000 | -0.0001 | 84.00 | 1.00e-05 | 0:37:47 | 3:52:09 |
| 1450 | 0 | 0.007328 | 0.068030 | 0.018550 | 0.008630 | -0.009920 | 1.0000 | -0.0001 | 87.00 | 1.00e-05 | 0:39:07 | 3:50:42 |
| 1500 | 0 | 0.084482 | 0.068578 | 0.142406 | 0.083634 | -0.058772 | 1.0000 | -0.0001 | 90.00 | 1.00e-05 | 0:40:27 | 3:49:15 |
| [04:06:23] [TAM @ 1500] mean=-0.0001 std=0.0014 max=0.0133 visits=12000 |
| 1550 | 0 | 0.032977 | 0.067430 | 0.067622 | 0.034038 | -0.033585 | 1.0000 | -0.0001 | 93.00 | 1.00e-05 | 0:41:47 | 3:47:49 |
| 1600 | 0 | 0.005877 | 0.065506 | 0.013675 | 0.005618 | -0.008057 | 1.0000 | -0.0001 | 96.00 | 1.00e-05 | 0:43:07 | 3:46:23 |
| 1650 | 0 | 0.074723 | 0.065786 | 0.122258 | 0.077183 | -0.045075 | 1.0000 | -0.0001 | 99.00 | 1.00e-05 | 0:44:27 | 3:44:58 |
| 1700 | 0 | 0.035900 | 0.064907 | 0.075988 | 0.037944 | -0.038044 | 1.0000 | -0.0001 | 102.00 | 1.00e-05 | 0:45:47 | 3:43:34 |
| 1750 | 0 | 0.142306 | 0.067118 | 0.214391 | 0.145060 | -0.069331 | 1.0000 | -0.0001 | 105.00 | 1.00e-05 | 0:47:07 | 3:42:10 |
| 1800 | 0 | 0.116805 | 0.068498 | 0.252985 | 0.129068 | -0.123916 | 1.0000 | -0.0001 | 108.00 | 1.00e-05 | 0:48:27 | 3:40:46 |
| 1850 | 0 | 0.087056 | 0.069000 | 0.145084 | 0.086157 | -0.058927 | 1.0000 | -0.0001 | 111.00 | 1.00e-05 | 0:49:47 | 3:39:22 |
| 1900 | 0 | 0.037415 | 0.068169 | 0.198752 | 0.066375 | -0.132377 | 1.0000 | -0.0001 | 114.00 | 1.00e-05 | 0:51:07 | 3:37:58 |
| 1950 | 0 | 0.122705 | 0.069567 | 0.159829 | 0.125806 | -0.034023 | 1.0000 | -0.0001 | 117.00 | 1.00e-05 | 0:52:27 | 3:36:34 |
| 2000 | 0 | 0.080126 | 0.069831 | 0.123526 | 0.082782 | -0.040744 | 1.0000 | -0.0001 | 120.00 | 1.00e-05 | 0:53:47 | 3:35:10 |
| [04:19:43] [TAM @ 2000] mean=-0.0001 std=0.0017 max=0.0133 visits=16000 |
| [04:19:49] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-2000 |
| [04:19:49] Generating 16 validation images ... |
| [04:20:10] Validation step 2000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0002000.png |
| 2050 | 0 | 0.052928 | 0.069419 | 0.088778 | 0.055650 | -0.033128 | 1.0000 | -0.0001 | 123.00 | 1.00e-05 | 0:55:34 | 3:35:30 |
| 2100 | 0 | 0.078842 | 0.069643 | 0.244216 | 0.099926 | -0.144289 | 1.0000 | -0.0001 | 126.00 | 1.00e-05 | 0:56:54 | 3:34:04 |
| 2150 | 0 | 0.060856 | 0.069439 | 0.102597 | 0.061910 | -0.040687 | 1.0000 | -0.0001 | 129.00 | 1.00e-05 | 0:58:14 | 3:32:37 |
| 2200 | 0 | 0.032425 | 0.068598 | 0.083511 | 0.034734 | -0.048777 | 1.0000 | -0.0001 | 132.00 | 1.00e-05 | 0:59:34 | 3:31:12 |
| 2250 | 0 | 0.041951 | 0.068006 | 0.090812 | 0.043496 | -0.047316 | 1.0000 | -0.0001 | 135.00 | 1.00e-05 | 1:00:54 | 3:29:46 |
| 2300 | 0 | 0.072615 | 0.068106 | 0.260989 | 0.095479 | -0.165510 | 1.0000 | -0.0001 | 138.00 | 1.00e-05 | 1:02:14 | 3:28:20 |
| 2350 | 0 | 0.069249 | 0.068130 | 0.124318 | 0.068305 | -0.056013 | 1.0000 | -0.0001 | 141.00 | 1.00e-05 | 1:03:33 | 3:26:55 |
| 2400 | 0 | 0.021386 | 0.067156 | 0.045893 | 0.023923 | -0.021970 | 1.0000 | -0.0001 | 144.00 | 1.00e-05 | 1:04:53 | 3:25:30 |
| 2450 | 0 | 0.026096 | 0.066318 | 0.060121 | 0.028959 | -0.031162 | 1.0000 | -0.0001 | 147.00 | 1.00e-05 | 1:06:14 | 3:24:06 |
| 2500 | 0 | 0.005759 | 0.065107 | 0.024237 | 0.006678 | -0.017559 | 1.0000 | -0.0001 | 150.00 | 1.00e-05 | 1:07:34 | 3:22:42 |
| [04:33:30] [TAM @ 2500] mean=-0.0001 std=0.0020 max=0.0133 visits=20000 |
| 2550 | 0 | 0.024140 | 0.064304 | 0.073021 | 0.027678 | -0.045342 | 1.0000 | -0.0001 | 153.00 | 1.00e-05 | 1:08:54 | 3:21:18 |
| 2600 | 0 | 0.069690 | 0.064407 | 0.152006 | 0.069222 | -0.082784 | 1.0000 | -0.0001 | 156.00 | 1.00e-05 | 1:10:14 | 3:19:55 |
| 2650 | 0 | 0.074300 | 0.064594 | 0.178506 | 0.078048 | -0.100458 | 1.0000 | -0.0002 | 159.00 | 1.00e-05 | 1:11:34 | 3:18:31 |
| 2700 | 0 | 0.010722 | 0.063596 | 0.044533 | 0.011778 | -0.032754 | 1.0000 | -0.0002 | 162.00 | 1.00e-05 | 1:12:54 | 3:17:08 |
| 2750 | 0 | 0.007412 | 0.062575 | 0.030967 | 0.008390 | -0.022577 | 1.0000 | -0.0002 | 165.00 | 1.00e-05 | 1:14:14 | 3:15:44 |
| 2800 | 0 | 0.008058 | 0.061601 | 0.036738 | 0.008599 | -0.028139 | 1.0000 | -0.0002 | 168.00 | 1.00e-05 | 1:15:34 | 3:14:21 |
| 2850 | 0 | 0.046448 | 0.061336 | 0.124734 | 0.044718 | -0.080016 | 1.0000 | -0.0002 | 171.00 | 1.00e-05 | 1:16:54 | 3:12:57 |
| 2900 | 0 | 0.025071 | 0.060710 | 0.097390 | 0.024866 | -0.072524 | 1.0000 | -0.0002 | 174.00 | 1.00e-05 | 1:18:15 | 3:11:34 |
| 2950 | 0 | 0.070045 | 0.060868 | 0.123091 | 0.070897 | -0.052194 | 1.0000 | -0.0002 | 177.00 | 1.00e-05 | 1:19:35 | 3:10:11 |
| 3000 | 0 | 0.020490 | 0.060196 | 0.080136 | 0.022885 | -0.057250 | 1.0000 | -0.0002 | 180.00 | 1.00e-05 | 1:20:54 | 3:08:47 |
| [04:46:50] [TAM @ 3000] mean=-0.0002 std=0.0023 max=0.0133 visits=24000 |
| [04:46:50] Generating 16 validation images ... |
| [04:47:11] Validation step 3000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0003000.png |
| 3050 | 0 | 0.052721 | 0.060073 | 0.145000 | 0.061958 | -0.083041 | 1.0000 | -0.0002 | 183.00 | 1.00e-05 | 1:22:35 | 3:08:12 |
| 3100 | 0 | 0.016347 | 0.059368 | 0.065611 | 0.018281 | -0.047329 | 1.0000 | -0.0002 | 186.00 | 1.00e-05 | 1:23:55 | 3:06:48 |
| 3150 | 0 | 0.048517 | 0.059195 | 0.172929 | 0.051912 | -0.121017 | 1.0000 | -0.0002 | 189.00 | 1.00e-05 | 1:25:15 | 3:05:23 |
| 3200 | 0 | 0.011544 | 0.058451 | 0.056985 | 0.012973 | -0.044012 | 1.0000 | -0.0002 | 192.00 | 1.00e-05 | 1:26:35 | 3:03:59 |
| 3250 | 0 | 0.022736 | 0.057901 | 0.068336 | 0.025344 | -0.042992 | 1.0000 | -0.0002 | 195.00 | 1.00e-05 | 1:27:55 | 3:02:35 |
| 3300 | 0 | 0.028404 | 0.057455 | 0.114562 | 0.030056 | -0.084506 | 1.0000 | -0.0002 | 198.00 | 1.00e-05 | 1:29:14 | 3:01:12 |
| 3350 | 0 | 0.036235 | 0.057138 | 0.085764 | 0.038916 | -0.046848 | 1.0000 | -0.0002 | 201.00 | 1.00e-05 | 1:30:34 | 2:59:48 |
| 3400 | 0 | 0.055055 | 0.057107 | 0.160373 | 0.062823 | -0.097550 | 1.0000 | -0.0002 | 204.00 | 1.00e-05 | 1:31:54 | 2:58:25 |
| 3450 | 0 | 0.029431 | 0.056706 | 0.110658 | 0.032893 | -0.077765 | 1.0000 | -0.0002 | 207.00 | 1.00e-05 | 1:33:14 | 2:57:01 |
| 3500 | 0 | 0.074289 | 0.056957 | 0.253048 | 0.077251 | -0.175797 | 1.0000 | -0.0002 | 210.00 | 1.00e-05 | 1:34:34 | 2:55:38 |
| [05:00:30] [TAM @ 3500] mean=-0.0002 std=0.0026 max=0.0133 visits=28000 |
| 3550 | 0 | 0.031265 | 0.056595 | 0.064414 | 0.031669 | -0.032745 | 1.0000 | -0.0003 | 213.00 | 1.00e-05 | 1:35:54 | 2:54:15 |
| 3600 | 0 | 0.050214 | 0.056507 | 0.153702 | 0.053906 | -0.099796 | 1.0000 | -0.0003 | 216.00 | 1.00e-05 | 1:37:14 | 2:52:51 |
| 3650 | 0 | 0.059880 | 0.056553 | 0.246221 | 0.074689 | -0.171532 | 1.0000 | -0.0003 | 219.00 | 1.00e-05 | 1:38:33 | 2:51:28 |
| 3700 | 0 | 0.032005 | 0.056221 | 0.102159 | 0.036352 | -0.065807 | 1.0000 | -0.0003 | 222.00 | 1.00e-05 | 1:39:53 | 2:50:05 |
| 3750 | 0 | 0.004839 | 0.055536 | 0.037604 | 0.005293 | -0.032311 | 1.0000 | -0.0003 | 225.00 | 1.00e-05 | 1:41:13 | 2:48:42 |
| 3800 | 0 | 0.041814 | 0.055356 | 0.111180 | 0.044637 | -0.066543 | 1.0000 | -0.0003 | 228.00 | 1.00e-05 | 1:42:33 | 2:47:19 |
| 3850 | 0 | 0.046803 | 0.055245 | 0.106690 | 0.050262 | -0.056429 | 1.0000 | -0.0003 | 231.00 | 1.00e-05 | 1:43:53 | 2:45:56 |
| 3900 | 0 | 0.000807 | 0.054547 | 0.011224 | 0.000936 | -0.010288 | 1.0000 | -0.0003 | 234.00 | 1.00e-05 | 1:45:12 | 2:44:33 |
| 3950 | 0 | 0.044369 | 0.054418 | 0.255327 | 0.057881 | -0.197445 | 1.0000 | -0.0003 | 237.00 | 1.00e-05 | 1:46:32 | 2:43:11 |
| 4000 | 0 | 0.022579 | 0.054020 | 0.117267 | 0.025927 | -0.091340 | 1.0000 | -0.0003 | 240.00 | 1.00e-05 | 1:47:52 | 2:41:48 |
| [05:13:48] [TAM @ 4000] mean=-0.0003 std=0.0029 max=0.0133 visits=32000 |
| [05:13:53] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-4000 |
| [05:13:54] Generating 16 validation images ... |
| [05:14:14] Validation step 4000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0004000.png |
| 4050 | 0 | 0.010289 | 0.053480 | 0.073330 | 0.011244 | -0.062087 | 1.0000 | -0.0003 | 243.00 | 1.00e-05 | 1:49:38 | 2:41:04 |
| 4100 | 0 | 0.030121 | 0.053195 | 0.119648 | 0.033910 | -0.085738 | 1.0000 | -0.0003 | 246.00 | 1.00e-05 | 1:50:58 | 2:39:41 |
| 4150 | 0 | 0.031921 | 0.052939 | 0.108474 | 0.036832 | -0.071642 | 1.0000 | -0.0003 | 249.00 | 1.00e-05 | 1:52:17 | 2:38:18 |
| 4200 | 0 | 0.004759 | 0.052365 | 0.040283 | 0.005367 | -0.034916 | 1.0000 | -0.0003 | 252.00 | 1.00e-05 | 1:53:37 | 2:36:55 |
| 4250 | 0 | 0.012493 | 0.051896 | 0.096364 | 0.013791 | -0.082573 | 1.0000 | -0.0003 | 255.00 | 1.00e-05 | 1:54:58 | 2:35:32 |
| 4300 | 0 | 0.035609 | 0.051707 | 0.170135 | 0.038306 | -0.131830 | 1.0000 | -0.0004 | 258.00 | 1.00e-05 | 1:56:18 | 2:34:09 |
| 4350 | 0 | 0.023882 | 0.051387 | 0.134447 | 0.025733 | -0.108714 | 1.0000 | -0.0004 | 261.00 | 1.00e-05 | 1:57:37 | 2:32:47 |
| 4400 | 0 | 0.040135 | 0.051259 | 0.136939 | 0.044117 | -0.092822 | 1.0000 | -0.0004 | 264.00 | 1.00e-05 | 1:58:57 | 2:31:24 |
| 4450 | 0 | 0.010896 | 0.050806 | 0.088698 | 0.011885 | -0.076813 | 1.0000 | -0.0004 | 267.00 | 1.00e-05 | 2:00:17 | 2:30:01 |
| 4500 | 0 | 0.009653 | 0.050348 | 0.066366 | 0.011696 | -0.054670 | 1.0000 | -0.0004 | 270.00 | 1.00e-05 | 2:01:37 | 2:28:39 |
| [05:27:33] [TAM @ 4500] mean=-0.0004 std=0.0032 max=0.0133 visits=36000 |
| 4550 | 0 | 0.013758 | 0.049946 | 0.228751 | 0.032094 | -0.196657 | 1.0000 | -0.0004 | 273.00 | 1.00e-05 | 2:02:57 | 2:27:17 |
| 4600 | 0 | 0.017214 | 0.049590 | 0.069419 | 0.019660 | -0.049760 | 1.0000 | -0.0004 | 276.00 | 1.00e-05 | 2:04:17 | 2:25:54 |
| 4650 | 0 | 0.012814 | 0.049195 | 0.223224 | 0.027560 | -0.195664 | 1.0000 | -0.0004 | 279.00 | 1.00e-05 | 2:05:37 | 2:24:32 |
| 4700 | 0 | 0.017066 | 0.048853 | 0.246256 | 0.033246 | -0.213011 | 1.0000 | -0.0004 | 282.00 | 1.00e-05 | 2:06:57 | 2:23:09 |
| 4750 | 0 | 0.010430 | 0.048449 | 0.094487 | 0.012990 | -0.081497 | 1.0000 | -0.0004 | 285.00 | 1.00e-05 | 2:08:17 | 2:21:47 |
| 4800 | 0 | 0.009190 | 0.048040 | 0.089887 | 0.011069 | -0.078818 | 1.0000 | -0.0004 | 288.00 | 1.00e-05 | 2:09:37 | 2:20:25 |
| 4850 | 0 | 0.012011 | 0.047668 | 0.078023 | 0.013864 | -0.064159 | 1.0000 | -0.0004 | 291.00 | 1.00e-05 | 2:10:57 | 2:19:03 |
| 4900 | 0 | 0.031398 | 0.047502 | 0.174618 | 0.034122 | -0.140496 | 1.0000 | -0.0004 | 294.00 | 1.00e-05 | 2:12:17 | 2:17:41 |
| 4950 | 0 | 0.021607 | 0.047241 | 0.126908 | 0.026302 | -0.100606 | 1.0000 | -0.0004 | 297.00 | 1.00e-05 | 2:13:37 | 2:16:19 |
| 5000 | 0 | 0.015924 | 0.046928 | 0.116360 | 0.019248 | -0.097112 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:14:56 | 2:14:56 |
| [05:40:52] [TAM @ 5000] mean=-0.0005 std=0.0035 max=0.0133 visits=40000 |
| [05:40:53] Generating 16 validation images ... |
| [05:41:13] Validation step 5000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0005000.png |
| 5050 | 0 | 0.061297 | 0.047006 | 0.066719 | 0.063899 | -0.002819 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:16:37 | 2:13:55 |
| 5100 | 0 | 0.147818 | 0.047594 | 0.154210 | 0.151670 | -0.002540 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:17:57 | 2:12:33 |
| 5150 | 0 | 0.005519 | 0.047061 | 0.060346 | 0.006772 | -0.053573 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:19:17 | 2:11:10 |
| 5200 | 0 | 0.014757 | 0.045402 | 0.111070 | 0.015855 | -0.095216 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:20:37 | 2:09:48 |
| 5250 | 0 | 0.038415 | 0.045125 | 0.121645 | 0.038361 | -0.083284 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:21:57 | 2:08:26 |
| 5300 | 0 | 0.010301 | 0.043764 | 0.062193 | 0.012229 | -0.049963 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:23:17 | 2:07:04 |
| 5350 | 0 | 0.063071 | 0.043931 | 0.067022 | 0.060843 | -0.006179 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:24:37 | 2:05:42 |
| 5400 | 0 | 0.014299 | 0.043412 | 0.133917 | 0.016594 | -0.117324 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:25:57 | 2:04:20 |
| 5450 | 0 | 0.092785 | 0.043904 | 0.217178 | 0.096713 | -0.120465 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:27:18 | 2:02:58 |
| 5500 | 0 | 0.082582 | 0.044443 | 0.130986 | 0.082030 | -0.048956 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:28:38 | 2:01:36 |
| [05:54:33] [TAM @ 5500] mean=-0.0005 std=0.0037 max=0.0133 visits=44000 |
| 5550 | 0 | 0.063699 | 0.043572 | 0.077014 | 0.059098 | -0.017915 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:29:58 | 2:00:14 |
| 5600 | 0 | 0.028074 | 0.043136 | 0.036690 | 0.030080 | -0.006609 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:31:18 | 1:58:52 |
| 5650 | 0 | 0.096027 | 0.043730 | 0.147081 | 0.105321 | -0.041761 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:32:38 | 1:57:31 |
| 5700 | 0 | 0.020640 | 0.043759 | 0.096867 | 0.025384 | -0.071482 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:33:58 | 1:56:09 |
| 5750 | 0 | 0.042140 | 0.043621 | 0.063726 | 0.044460 | -0.019267 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:35:18 | 1:54:47 |
| 5800 | 0 | 0.245820 | 0.045508 | 0.242291 | 0.237470 | -0.004820 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:36:38 | 1:53:25 |
| 5850 | 0 | 0.033929 | 0.045334 | 0.084137 | 0.036213 | -0.047924 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:37:58 | 1:52:03 |
| 5900 | 0 | 0.067578 | 0.045552 | 0.096234 | 0.069533 | -0.026701 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:39:18 | 1:50:42 |
| 5950 | 0 | 0.004213 | 0.044888 | 0.031433 | 0.004432 | -0.027001 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:40:38 | 1:49:20 |
| 6000 | 0 | 0.037222 | 0.044699 | 0.109285 | 0.045201 | -0.064085 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:41:58 | 1:47:59 |
| [06:07:54] [TAM @ 6000] mean=-0.0005 std=0.0039 max=0.0133 visits=48000 |
| [06:08:00] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-6000 |
| [06:08:00] Generating 16 validation images ... |
| [06:08:20] Validation step 6000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0006000.png |
| 6050 | 0 | 0.040223 | 0.044400 | 0.113174 | 0.044369 | -0.068805 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:43:45 | 1:46:54 |
| 6100 | 0 | 0.042209 | 0.044529 | 0.150014 | 0.045849 | -0.104165 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:45:06 | 1:45:33 |
| 6150 | 0 | 0.025259 | 0.044185 | 0.107934 | 0.026580 | -0.081354 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:46:26 | 1:44:11 |
| 6200 | 0 | 0.069516 | 0.043805 | 0.096360 | 0.069090 | -0.027270 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:47:46 | 1:42:49 |
| 6250 | 0 | 0.080243 | 0.043824 | 0.161429 | 0.077825 | -0.083604 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:49:06 | 1:41:27 |
| 6300 | 0 | 0.014922 | 0.042906 | 0.091075 | 0.017549 | -0.073526 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:50:26 | 1:40:05 |
| 6350 | 0 | 0.053439 | 0.042729 | 0.263631 | 0.072722 | -0.190909 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:51:46 | 1:38:44 |
| 6400 | 0 | 0.068385 | 0.042916 | 0.142414 | 0.079161 | -0.063253 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:53:06 | 1:37:22 |
| 6450 | 0 | 0.114342 | 0.043986 | 0.134695 | 0.115322 | -0.019373 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:54:25 | 1:36:00 |
| 6500 | 0 | 0.086352 | 0.044005 | 0.134683 | 0.088015 | -0.046668 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:55:46 | 1:34:38 |
| [06:21:42] [TAM @ 6500] mean=-0.0006 std=0.0040 max=0.0140 visits=52000 |
| 6550 | 0 | 0.072486 | 0.044400 | 0.073956 | 0.074122 | 0.000166 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:57:06 | 1:33:17 |
| 6600 | 0 | 0.039527 | 0.044736 | 0.133281 | 0.041755 | -0.091526 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:58:26 | 1:31:55 |
| 6650 | 0 | 0.025320 | 0.044242 | 0.145132 | 0.028731 | -0.116401 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:59:45 | 1:30:33 |
| 6700 | 0 | 0.040866 | 0.044292 | 0.111043 | 0.045628 | -0.065416 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:01:05 | 1:29:11 |
| 6750 | 0 | 0.093542 | 0.043804 | 0.110493 | 0.096038 | -0.014455 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:02:25 | 1:27:49 |
| 6800 | 0 | 0.106145 | 0.043698 | 0.140382 | 0.106253 | -0.034129 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:03:44 | 1:26:28 |
| 6850 | 0 | 0.048184 | 0.043309 | 0.175265 | 0.051331 | -0.123934 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:05:04 | 1:25:06 |
| 6900 | 0 | 0.008747 | 0.043022 | 0.039811 | 0.010162 | -0.029648 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:06:23 | 1:23:44 |
| 6950 | 0 | 0.011059 | 0.041906 | 0.069714 | 0.012355 | -0.057359 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:07:43 | 1:22:22 |
| 7000 | 0 | 0.061017 | 0.041715 | 0.109948 | 0.064109 | -0.045840 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:09:02 | 1:21:01 |
| [06:34:58] [TAM @ 7000] mean=-0.0006 std=0.0041 max=0.0140 visits=56000 |
| [06:34:58] Generating 16 validation images ... |
| [06:35:19] Validation step 7000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0007000.png |
| 7050 | 0 | 0.034575 | 0.041531 | 0.226306 | 0.055171 | -0.171134 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:10:43 | 1:19:48 |
| 7100 | 0 | 0.006807 | 0.040811 | 0.045595 | 0.008151 | -0.037444 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:12:03 | 1:18:26 |
| 7150 | 0 | 0.012550 | 0.040328 | 0.098362 | 0.015425 | -0.082937 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:13:23 | 1:17:05 |
| 7200 | 0 | 0.011102 | 0.040115 | 0.099025 | 0.012787 | -0.086238 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:14:43 | 1:15:43 |
| 7250 | 0 | 0.059109 | 0.040286 | 0.119719 | 0.061974 | -0.057745 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:16:03 | 1:14:22 |
| 7300 | 0 | 0.129849 | 0.040859 | 0.147838 | 0.128384 | -0.019454 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:17:22 | 1:13:00 |
| 7350 | 0 | 0.010388 | 0.040270 | 0.086305 | 0.012677 | -0.073629 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:18:42 | 1:11:38 |
| 7400 | 0 | 0.176888 | 0.041825 | 0.201466 | 0.166349 | -0.035117 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:20:01 | 1:10:16 |
| 7450 | 0 | 0.065251 | 0.042217 | 0.239374 | 0.081727 | -0.157647 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:21:21 | 1:08:55 |
| 7500 | 0 | 0.193869 | 0.044098 | 0.203042 | 0.194414 | -0.008628 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:22:41 | 1:07:33 |
| [06:48:37] [TAM @ 7500] mean=-0.0007 std=0.0043 max=0.0140 visits=60000 |
| 7550 | 0 | 0.140825 | 0.045264 | 0.175152 | 0.136243 | -0.038909 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:24:01 | 1:06:12 |
| 7600 | 0 | 0.013985 | 0.044707 | 0.078596 | 0.015612 | -0.062984 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:25:20 | 1:04:50 |
| 7650 | 0 | 0.076083 | 0.044725 | 0.096578 | 0.075706 | -0.020872 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:26:40 | 1:03:29 |
| 7700 | 0 | 0.129743 | 0.045915 | 0.212987 | 0.129739 | -0.083249 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:28:00 | 1:02:07 |
| 7750 | 0 | 0.020441 | 0.046046 | 0.144276 | 0.023780 | -0.120495 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:29:20 | 1:00:46 |
| 7800 | 0 | 0.084315 | 0.046808 | 0.111727 | 0.088124 | -0.023603 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:30:40 | 0:59:25 |
| 7850 | 0 | 0.047669 | 0.046820 | 0.124612 | 0.052802 | -0.071810 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:32:00 | 0:58:03 |
| 7900 | 0 | 0.130125 | 0.047871 | 0.121368 | 0.117372 | -0.003996 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:33:19 | 0:56:42 |
| 7950 | 0 | 0.032119 | 0.047492 | 0.053248 | 0.032572 | -0.020675 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:34:39 | 0:55:21 |
| 8000 | 0 | 0.026698 | 0.047554 | 0.102671 | 0.030985 | -0.071686 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:35:58 | 0:53:59 |
| [07:01:54] [TAM @ 8000] mean=-0.0007 std=0.0044 max=0.0140 visits=64000 |
| [07:02:00] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-8000 |
| [07:02:01] Generating 16 validation images ... |
| [07:02:22] Validation step 8000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0008000.png |
| 8050 | 0 | 0.055810 | 0.047585 | 0.288130 | 0.076215 | -0.211915 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:37:46 | 0:52:45 |
| 8100 | 0 | 0.030067 | 0.047722 | 0.075757 | 0.031917 | -0.043840 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:39:05 | 0:51:23 |
| 8150 | 0 | 0.167016 | 0.048907 | 0.259471 | 0.166922 | -0.092548 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:40:25 | 0:50:02 |
| 8200 | 0 | 0.051019 | 0.049302 | 0.060507 | 0.052105 | -0.008402 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:41:44 | 0:48:40 |
| 8250 | 0 | 0.025468 | 0.049329 | 0.072597 | 0.028480 | -0.044117 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:43:04 | 0:47:19 |
| 8300 | 0 | 0.075054 | 0.049796 | 0.221162 | 0.081598 | -0.139563 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:44:23 | 0:45:57 |
| 8350 | 0 | 0.041077 | 0.049844 | 0.114175 | 0.045638 | -0.068537 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:45:43 | 0:44:36 |
| 8400 | 0 | 0.020079 | 0.049494 | 0.137457 | 0.022598 | -0.114859 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:47:02 | 0:43:14 |
| 8450 | 0 | 0.038656 | 0.049586 | 0.072358 | 0.038643 | -0.033714 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:48:22 | 0:41:53 |
| 8500 | 0 | 0.070558 | 0.049549 | 0.092058 | 0.073111 | -0.018947 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:49:41 | 0:40:32 |
| [07:15:37] [TAM @ 8500] mean=-0.0008 std=0.0045 max=0.0140 visits=68000 |
| 8550 | 0 | 0.019988 | 0.049436 | 0.167503 | 0.042374 | -0.125129 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:51:01 | 0:39:10 |
| 8600 | 0 | 0.084358 | 0.049778 | 0.101108 | 0.079231 | -0.021877 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:52:20 | 0:37:49 |
| 8650 | 0 | 0.018369 | 0.049363 | 0.067086 | 0.020771 | -0.046315 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:53:39 | 0:36:28 |
| 8700 | 0 | 0.023147 | 0.049274 | 0.029387 | 0.024722 | -0.004665 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:54:59 | 0:35:06 |
| 8750 | 0 | 0.022542 | 0.049451 | 0.120252 | 0.026420 | -0.093832 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:56:18 | 0:33:45 |
| 8800 | 0 | 0.050678 | 0.049540 | 0.204798 | 0.054150 | -0.150648 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:57:38 | 0:32:24 |
| 8850 | 0 | 0.116854 | 0.050240 | 0.136813 | 0.114778 | -0.022035 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 3:58:57 | 0:31:03 |
| 8900 | 0 | 0.118065 | 0.051413 | 0.135752 | 0.121912 | -0.013840 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:00:16 | 0:29:41 |
| 8950 | 0 | 0.048042 | 0.051450 | 0.085719 | 0.050057 | -0.035663 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:01:36 | 0:28:20 |
| 9000 | 0 | 0.048784 | 0.051712 | 0.076357 | 0.048707 | -0.027650 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:02:55 | 0:26:59 |
| [07:28:51] [TAM @ 9000] mean=-0.0008 std=0.0046 max=0.0140 visits=72000 |
| [07:28:51] Generating 16 validation images ... |
| [07:29:12] Validation step 9000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0009000.png |
| 9050 | 0 | 0.019792 | 0.051807 | 0.183068 | 0.042873 | -0.140195 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:04:36 | 0:25:40 |
| 9100 | 0 | 0.088550 | 0.052391 | 0.186768 | 0.091086 | -0.095682 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:05:56 | 0:24:19 |
| 9150 | 0 | 0.007828 | 0.052150 | 0.035155 | 0.008068 | -0.027087 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:07:15 | 0:22:58 |
| 9200 | 0 | 0.011758 | 0.052220 | 0.096689 | 0.013972 | -0.082717 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:08:35 | 0:21:37 |
| 9250 | 0 | 0.020909 | 0.052304 | 0.048010 | 0.022088 | -0.025922 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:09:55 | 0:20:15 |
| 9300 | 0 | 0.100321 | 0.052951 | 0.140199 | 0.094429 | -0.045770 | 1.0000 | -0.0008 | 300.00 | 1.00e-05 | 4:11:14 | 0:18:54 |
| 9350 | 0 | 0.118349 | 0.053896 | 0.140610 | 0.113023 | -0.027586 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:12:34 | 0:17:33 |
| 9400 | 0 | 0.027705 | 0.053772 | 0.146386 | 0.032950 | -0.113436 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:13:53 | 0:16:12 |
| 9450 | 0 | 0.017435 | 0.053837 | 0.126698 | 0.017761 | -0.108938 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:15:13 | 0:14:51 |
| 9500 | 0 | 0.047047 | 0.054211 | 0.088489 | 0.047675 | -0.040814 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:16:32 | 0:13:30 |
| [07:42:28] [TAM @ 9500] mean=-0.0009 std=0.0048 max=0.0143 visits=76000 |
| 9550 | 0 | 0.003328 | 0.054107 | 0.054392 | 0.003904 | -0.050489 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:17:52 | 0:12:09 |
| 9600 | 0 | 0.021675 | 0.054151 | 0.041317 | 0.022712 | -0.018605 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:19:11 | 0:10:47 |
| 9650 | 0 | 0.021496 | 0.054238 | 0.102197 | 0.023395 | -0.078802 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:20:31 | 0:09:26 |
| 9700 | 0 | 0.050476 | 0.054572 | 0.176524 | 0.055934 | -0.120591 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:21:50 | 0:08:05 |
| 9750 | 0 | 0.119642 | 0.055664 | 0.145121 | 0.121536 | -0.023585 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:23:10 | 0:06:44 |
| 9800 | 0 | 0.009939 | 0.055672 | 0.191302 | 0.023823 | -0.167479 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:24:29 | 0:05:23 |
| 9850 | 0 | 0.096311 | 0.056515 | 0.103723 | 0.099262 | -0.004460 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:25:48 | 0:04:02 |
| 9900 | 0 | 0.044542 | 0.056646 | 0.066885 | 0.048524 | -0.018361 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:27:08 | 0:02:41 |
| 9950 | 0 | 0.038875 | 0.056819 | 0.142630 | 0.043367 | -0.099262 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:28:28 | 0:01:20 |
| 10000 | 0 | 0.054052 | 0.057200 | 0.142627 | 0.058341 | -0.084286 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:29:47 | 0:00:00 |
| [07:55:43] [TAM @ 10000] mean=-0.0009 std=0.0049 max=0.0143 visits=80000 |
| [07:55:49] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-10000 |
| [07:55:51] Generating 16 validation images ... |
| [07:56:11] Validation step 10000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0010000.png |
| [07:56:11] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.054435 --- |
| [07:56:11] Saving final model ... |
| [07:56:28] Pipeline saved -> RESULTS/multigen/run_012 |
| [07:56:28] Generating final validation collage ... |
| [07:56:28] Generating 16 validation images ... |
| [07:56:48] Validation step 10000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0010000.png |
| [07:56:48] |
| [07:56:48] ============================================================ |
| [07:56:48] TRAINING SUMMARY |
| [07:56:48] ============================================================ |
| [07:56:48] Total steps : 200 |
| [07:56:48] Final loss : 0.054052 |
| [07:56:48] Avg last 100 : 0.057200 |
| [07:56:48] Min loss : 0.000807 |
| [07:56:48] Total time : 4:30:52 |
| [07:56:48] Output : RESULTS/multigen/run_012 |
| [07:56:48] ============================================================ |
|
|
