| Training started: 2026-06-10 05:45:16 |
| ========================================================================================== |
| Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA |
| ------------------------------------------------------------------------------------------ |
| [05:45:16] Run directory: RESULTS/multigen/run_003 |
| [05:45:16] Loading PixArt-Alpha components ... |
| [05:45:26] Transformer params: 610,856,096 total, 610,856,096 trainable |
| [05:45:26] Building dataset ... |
| [05:45:27] |
| [05:45:27] ================================================================ |
| [05:45:27] Model = PixArt-alpha/PixArt-XL-2-512x512 |
| [05:45:27] Output dir = RESULTS/multigen/run_003 |
| [05:45:27] Num examples = 499995 |
| [05:45:27] Num epochs = 1 |
| [05:45:27] Batch/device = 4 |
| [05:45:27] Grad accum = 1 |
| [05:45:27] Effective BS = 4 |
| [05:45:27] Total optim steps = 30000 |
| [05:45:27] LR = 1e-05 |
| [05:45:27] Precision = bf16 |
| [05:45:27] Resolution = 512x512 |
| [05:45:27] Max seq length = 120 |
| [05:45:27] ================================================================ |
| [05:45:27] |
| 50 | 0 | 0.081189 | 0.081189 | 1.00e-06 | 0:00:38 | 6:21:37 |
| 100 | 0 | 0.207390 | 0.144289 | 2.00e-06 | 0:01:04 | 5:21:37 |
| 150 | 0 | 0.068319 | 0.118966 | 3.00e-06 | 0:01:31 | 5:01:57 |
| 200 | 0 | 0.123017 | 0.119979 | 4.00e-06 | 0:01:57 | 4:52:11 |
| 250 | 0 | 0.000672 | 0.096117 | 5.00e-06 | 0:02:24 | 4:46:23 |
| 300 | 0 | 0.008645 | 0.081538 | 6.00e-06 | 0:02:51 | 4:42:27 |
| 350 | 0 | 0.028159 | 0.073913 | 7.00e-06 | 0:03:18 | 4:39:34 |
| 400 | 0 | 0.131015 | 0.081051 | 8.00e-06 | 0:03:44 | 4:37:19 |
| 450 | 0 | 0.167193 | 0.090622 | 9.00e-06 | 0:04:11 | 4:35:30 |
| 500 | 0 | 0.210206 | 0.102580 | 1.00e-05 | 0:04:38 | 4:33:59 |
| 550 | 0 | 0.332682 | 0.123499 | 1.00e-05 | 0:05:05 | 4:32:41 |
| 600 | 0 | 0.115824 | 0.122859 | 1.00e-05 | 0:05:32 | 4:31:30 |
| 650 | 0 | 0.094121 | 0.120649 | 1.00e-05 | 0:05:59 | 4:30:26 |
| 700 | 0 | 0.076370 | 0.117486 | 1.00e-05 | 0:06:26 | 4:29:27 |
| 750 | 0 | 0.021672 | 0.111098 | 1.00e-05 | 0:06:53 | 4:28:33 |
| 800 | 0 | 0.043918 | 0.106899 | 1.00e-05 | 0:07:20 | 4:27:42 |
| 850 | 0 | 0.107296 | 0.106923 | 1.00e-05 | 0:07:47 | 4:26:56 |
| 900 | 0 | 0.071402 | 0.104949 | 1.00e-05 | 0:08:14 | 4:26:13 |
| 950 | 0 | 0.037158 | 0.101381 | 9.99e-06 | 0:08:41 | 4:25:31 |
| 1000 | 0 | 0.237164 | 0.108171 | 9.99e-06 | 0:09:07 | 4:24:49 |
| [05:54:24] Generating 16 validation images ... |
| [05:54:43] Validation step 1000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0001000.png |
| 1050 | 0 | 0.372931 | 0.120778 | 9.99e-06 | 0:09:54 | 4:33:10 |
| 1100 | 0 | 0.175996 | 0.123288 | 9.99e-06 | 0:10:21 | 4:32:08 |
| 1150 | 0 | 0.114640 | 0.122912 | 9.99e-06 | 0:10:48 | 4:31:09 |
| 1200 | 0 | 0.061871 | 0.120369 | 9.99e-06 | 0:11:15 | 4:30:12 |
| 1250 | 0 | 0.060486 | 0.117973 | 9.98e-06 | 0:11:42 | 4:29:17 |
| 1300 | 0 | 0.478147 | 0.131826 | 9.98e-06 | 0:12:09 | 4:28:23 |
| 1350 | 0 | 0.098138 | 0.130579 | 9.98e-06 | 0:12:36 | 4:27:31 |
| 1400 | 0 | 0.017813 | 0.126551 | 9.98e-06 | 0:13:03 | 4:26:38 |
| 1450 | 0 | 0.017208 | 0.122781 | 9.97e-06 | 0:13:30 | 4:25:50 |
| 1500 | 0 | 0.122933 | 0.122786 | 9.97e-06 | 0:13:57 | 4:25:03 |
| 1550 | 0 | 0.285289 | 0.128028 | 9.97e-06 | 0:14:23 | 4:24:17 |
| 1600 | 0 | 0.132685 | 0.128173 | 9.97e-06 | 0:14:50 | 4:23:33 |
| 1650 | 0 | 0.027221 | 0.125114 | 9.96e-06 | 0:15:17 | 4:22:50 |
| 1700 | 0 | 0.089696 | 0.124073 | 9.96e-06 | 0:15:44 | 4:22:08 |
| 1750 | 0 | 0.009439 | 0.120797 | 9.96e-06 | 0:16:11 | 4:21:25 |
| 1800 | 0 | 0.127555 | 0.120985 | 9.95e-06 | 0:16:38 | 4:20:45 |
| 1850 | 0 | 0.099376 | 0.120401 | 9.95e-06 | 0:17:05 | 4:20:07 |
| 1900 | 0 | 0.070141 | 0.119078 | 9.94e-06 | 0:17:32 | 4:19:29 |
| 1950 | 0 | 0.041593 | 0.117092 | 9.94e-06 | 0:17:59 | 4:18:51 |
| 2000 | 0 | 0.008860 | 0.114386 | 9.94e-06 | 0:18:26 | 4:18:15 |
| [06:03:51] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-2000 |
| [06:03:51] Generating 16 validation images ... |
| [06:04:10] Validation step 2000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0002000.png |
| 2050 | 0 | 0.499013 | 0.123767 | 9.93e-06 | 0:19:21 | 4:23:59 |
| 2100 | 0 | 0.064047 | 0.122345 | 9.93e-06 | 0:19:48 | 4:23:11 |
| 2150 | 0 | 0.092092 | 0.121641 | 9.92e-06 | 0:20:15 | 4:22:24 |
| 2200 | 0 | 0.222722 | 0.123939 | 9.92e-06 | 0:20:42 | 4:21:38 |
| 2250 | 0 | 0.076004 | 0.122874 | 9.91e-06 | 0:21:09 | 4:20:51 |
| 2300 | 0 | 0.076156 | 0.121858 | 9.91e-06 | 0:21:35 | 4:20:06 |
| 2350 | 0 | 0.414824 | 0.128091 | 9.90e-06 | 0:22:02 | 4:19:21 |
| 2400 | 0 | 0.088849 | 0.127274 | 9.90e-06 | 0:22:29 | 4:18:37 |
| 2450 | 0 | 0.145011 | 0.127636 | 9.89e-06 | 0:22:56 | 4:17:54 |
| 2500 | 0 | 0.029521 | 0.125673 | 9.89e-06 | 0:23:22 | 4:17:11 |
| 2550 | 0 | 0.052253 | 0.124234 | 9.88e-06 | 0:23:49 | 4:16:28 |
| 2600 | 0 | 0.135830 | 0.124457 | 9.88e-06 | 0:24:16 | 4:15:47 |
| 2650 | 0 | 0.196332 | 0.125813 | 9.87e-06 | 0:24:43 | 4:15:07 |
| 2700 | 0 | 0.116192 | 0.125635 | 9.86e-06 | 0:25:10 | 4:14:28 |
| 2750 | 0 | 0.132761 | 0.125764 | 9.86e-06 | 0:25:37 | 4:13:50 |
| 2800 | 0 | 0.059700 | 0.124585 | 9.85e-06 | 0:26:03 | 4:13:12 |
| 2850 | 0 | 0.200544 | 0.125917 | 9.84e-06 | 0:26:30 | 4:12:34 |
| 2900 | 0 | 0.058164 | 0.124749 | 9.84e-06 | 0:26:57 | 4:11:57 |
| 2950 | 0 | 0.099108 | 0.124314 | 9.83e-06 | 0:27:24 | 4:11:20 |
| 3000 | 0 | 0.270757 | 0.126755 | 9.82e-06 | 0:27:51 | 4:10:44 |
| [06:13:08] Generating 16 validation images ... |
| [06:13:26] Validation step 3000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0003000.png |
| 3050 | 0 | 0.151126 | 0.127155 | 9.82e-06 | 0:28:37 | 4:12:58 |
| 3100 | 0 | 0.063855 | 0.126134 | 9.81e-06 | 0:29:04 | 4:12:19 |
| 3150 | 0 | 0.080299 | 0.125406 | 9.80e-06 | 0:29:31 | 4:11:40 |
| 3200 | 0 | 0.078502 | 0.124673 | 9.79e-06 | 0:29:58 | 4:11:02 |
| 3250 | 0 | 0.129558 | 0.124748 | 9.79e-06 | 0:30:25 | 4:10:24 |
| 3300 | 0 | 0.017394 | 0.123122 | 9.78e-06 | 0:30:52 | 4:09:47 |
| 3350 | 0 | 0.299716 | 0.125758 | 9.77e-06 | 0:31:19 | 4:09:10 |
| 3400 | 0 | 0.214146 | 0.127057 | 9.76e-06 | 0:31:46 | 4:08:33 |
| 3450 | 0 | 0.125256 | 0.127031 | 9.76e-06 | 0:32:13 | 4:07:56 |
| 3500 | 0 | 0.038999 | 0.125774 | 9.75e-06 | 0:32:40 | 4:07:20 |
| 3550 | 0 | 0.206753 | 0.126914 | 9.74e-06 | 0:33:06 | 4:06:44 |
| 3600 | 0 | 0.214962 | 0.128137 | 9.73e-06 | 0:33:33 | 4:06:08 |
| 3650 | 0 | 0.348729 | 0.131159 | 9.72e-06 | 0:34:00 | 4:05:33 |
| 3700 | 0 | 0.042096 | 0.129955 | 9.71e-06 | 0:34:27 | 4:04:58 |
| 3750 | 0 | 0.091800 | 0.129447 | 9.70e-06 | 0:34:54 | 4:04:22 |
| 3800 | 0 | 0.129715 | 0.129450 | 9.69e-06 | 0:35:21 | 4:03:48 |
| 3850 | 0 | 0.007794 | 0.127870 | 9.69e-06 | 0:35:48 | 4:03:13 |
| 3900 | 0 | 0.042601 | 0.126777 | 9.68e-06 | 0:36:15 | 4:02:38 |
| 3950 | 0 | 0.207696 | 0.127801 | 9.67e-06 | 0:36:42 | 4:02:03 |
| 4000 | 0 | 0.065859 | 0.127027 | 9.66e-06 | 0:37:09 | 4:01:29 |
| [06:22:34] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-4000 |
| [06:22:35] Generating 16 validation images ... |
| [06:22:54] Validation step 4000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0004000.png |
| 4050 | 0 | 0.152305 | 0.127339 | 9.65e-06 | 0:38:05 | 4:04:03 |
| 4100 | 0 | 0.108620 | 0.127111 | 9.64e-06 | 0:38:32 | 4:03:27 |
| 4150 | 0 | 0.162540 | 0.127538 | 9.63e-06 | 0:38:59 | 4:02:50 |
| 4200 | 0 | 0.096511 | 0.127168 | 9.62e-06 | 0:39:26 | 4:02:14 |
| 4250 | 0 | 0.041276 | 0.126158 | 9.61e-06 | 0:39:52 | 4:01:38 |
| 4300 | 0 | 0.176133 | 0.126739 | 9.60e-06 | 0:40:19 | 4:01:02 |
| 4350 | 0 | 0.020391 | 0.125517 | 9.59e-06 | 0:40:46 | 4:00:27 |
| 4400 | 0 | 0.273929 | 0.127203 | 9.57e-06 | 0:41:13 | 3:59:52 |
| 4450 | 0 | 0.181422 | 0.127812 | 9.56e-06 | 0:41:40 | 3:59:17 |
| 4500 | 0 | 0.419469 | 0.131053 | 9.55e-06 | 0:42:07 | 3:58:42 |
| 4550 | 0 | 0.447556 | 0.134531 | 9.54e-06 | 0:42:34 | 3:58:08 |
| 4600 | 0 | 0.383857 | 0.137241 | 9.53e-06 | 0:43:01 | 3:57:33 |
| 4650 | 0 | 0.060009 | 0.136411 | 9.52e-06 | 0:43:28 | 3:56:59 |
| 4700 | 0 | 0.269075 | 0.137822 | 9.51e-06 | 0:43:55 | 3:56:24 |
| 4750 | 0 | 0.207812 | 0.138559 | 9.50e-06 | 0:44:22 | 3:55:50 |
| 4800 | 0 | 0.376870 | 0.141041 | 9.48e-06 | 0:44:48 | 3:55:16 |
| 4850 | 0 | 0.129062 | 0.140918 | 9.47e-06 | 0:45:15 | 3:54:43 |
| 4900 | 0 | 0.044136 | 0.139930 | 9.46e-06 | 0:45:42 | 3:54:09 |
| 4950 | 0 | 0.412778 | 0.142686 | 9.45e-06 | 0:46:09 | 3:53:36 |
| 5000 | 0 | 0.043717 | 0.141696 | 9.44e-06 | 0:46:36 | 3:53:02 |
| [06:31:52] Generating 16 validation images ... |
| [06:32:12] Validation step 5000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0005000.png |
| 5050 | 0 | 0.017346 | 0.141058 | 9.42e-06 | 0:47:23 | 3:54:07 |
| 5100 | 0 | 0.465982 | 0.143644 | 9.41e-06 | 0:47:50 | 3:53:33 |
| 5150 | 0 | 0.156910 | 0.144530 | 9.40e-06 | 0:48:17 | 3:52:59 |
| 5200 | 0 | 0.171632 | 0.145016 | 9.39e-06 | 0:48:43 | 3:52:25 |
| 5250 | 0 | 0.006181 | 0.145071 | 9.37e-06 | 0:49:10 | 3:51:51 |
| 5300 | 0 | 0.125691 | 0.146241 | 9.36e-06 | 0:49:37 | 3:51:17 |
| 5350 | 0 | 0.118666 | 0.147147 | 9.35e-06 | 0:50:04 | 3:50:44 |
| 5400 | 0 | 0.284129 | 0.148678 | 9.33e-06 | 0:50:31 | 3:50:11 |
| 5450 | 0 | 0.023593 | 0.147242 | 9.32e-06 | 0:50:58 | 3:49:37 |
| 5500 | 0 | 0.240792 | 0.147547 | 9.31e-06 | 0:51:25 | 3:49:04 |
| 5550 | 0 | 0.211219 | 0.146333 | 9.29e-06 | 0:51:52 | 3:48:31 |
| 5600 | 0 | 0.023425 | 0.145409 | 9.28e-06 | 0:52:19 | 3:47:58 |
| 5650 | 0 | 0.176844 | 0.146236 | 9.27e-06 | 0:52:46 | 3:47:25 |
| 5700 | 0 | 0.001642 | 0.145489 | 9.25e-06 | 0:53:13 | 3:46:52 |
| 5750 | 0 | 0.112668 | 0.146399 | 9.24e-06 | 0:53:39 | 3:46:19 |
| 5800 | 0 | 0.123278 | 0.147192 | 9.22e-06 | 0:54:06 | 3:45:46 |
| 5850 | 0 | 0.001143 | 0.146131 | 9.21e-06 | 0:54:33 | 3:45:14 |
| 5900 | 0 | 0.100125 | 0.146418 | 9.20e-06 | 0:55:00 | 3:44:42 |
| 5950 | 0 | 0.110988 | 0.147156 | 9.18e-06 | 0:55:27 | 3:44:10 |
| 6000 | 0 | 0.231264 | 0.147097 | 9.17e-06 | 0:55:54 | 3:43:38 |
| [06:41:19] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-6000 |
| [06:41:20] Generating 16 validation images ... |
| [06:41:39] Validation step 6000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0006000.png |
| 6050 | 0 | 0.652842 | 0.149897 | 9.15e-06 | 0:56:50 | 3:45:00 |
| 6100 | 0 | 0.082978 | 0.148966 | 9.14e-06 | 0:57:17 | 3:44:27 |
| 6150 | 0 | 0.256896 | 0.150389 | 9.12e-06 | 0:57:44 | 3:43:54 |
| 6200 | 0 | 0.137176 | 0.151142 | 9.11e-06 | 0:58:11 | 3:43:21 |
| 6250 | 0 | 0.210095 | 0.152638 | 9.09e-06 | 0:58:37 | 3:42:47 |
| 6300 | 0 | 0.035397 | 0.148211 | 9.08e-06 | 0:59:04 | 3:42:14 |
| 6350 | 0 | 0.004044 | 0.147270 | 9.06e-06 | 0:59:31 | 3:41:41 |
| 6400 | 0 | 0.003486 | 0.147126 | 9.05e-06 | 0:59:58 | 3:41:09 |
| 6450 | 0 | 0.006378 | 0.147018 | 9.03e-06 | 1:00:25 | 3:40:36 |
| 6500 | 0 | 0.090564 | 0.146694 | 9.01e-06 | 1:00:52 | 3:40:04 |
| 6550 | 0 | 0.054676 | 0.144388 | 9.00e-06 | 1:01:19 | 3:39:31 |
| 6600 | 0 | 0.256773 | 0.145629 | 8.98e-06 | 1:01:45 | 3:38:59 |
| 6650 | 0 | 0.088423 | 0.146241 | 8.97e-06 | 1:02:12 | 3:38:26 |
| 6700 | 0 | 0.202203 | 0.147366 | 8.95e-06 | 1:02:39 | 3:37:54 |
| 6750 | 0 | 0.037386 | 0.147646 | 8.93e-06 | 1:03:06 | 3:37:22 |
| 6800 | 0 | 0.175029 | 0.148120 | 8.92e-06 | 1:03:33 | 3:36:49 |
| 6850 | 0 | 0.103244 | 0.148159 | 8.90e-06 | 1:04:00 | 3:36:17 |
| 6900 | 0 | 0.204497 | 0.149503 | 8.88e-06 | 1:04:26 | 3:35:45 |
| 6950 | 0 | 0.162162 | 0.150708 | 8.87e-06 | 1:04:53 | 3:35:13 |
| 7000 | 0 | 0.071762 | 0.151337 | 8.85e-06 | 1:05:20 | 3:34:42 |
| [06:50:37] Generating 16 validation images ... |
| [06:50:56] Validation step 7000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0007000.png |
| 7050 | 0 | 0.240944 | 0.148757 | 8.83e-06 | 1:06:07 | 3:35:15 |
| 7100 | 0 | 0.078896 | 0.148905 | 8.81e-06 | 1:06:34 | 3:34:42 |
| 7150 | 0 | 0.156979 | 0.149554 | 8.80e-06 | 1:07:01 | 3:34:10 |
| 7200 | 0 | 0.369041 | 0.151017 | 8.78e-06 | 1:07:27 | 3:33:38 |
| 7250 | 0 | 0.150647 | 0.151764 | 8.76e-06 | 1:07:54 | 3:33:06 |
| 7300 | 0 | 0.063145 | 0.151633 | 8.75e-06 | 1:08:21 | 3:32:34 |
| 7350 | 0 | 0.130809 | 0.148793 | 8.73e-06 | 1:08:48 | 3:32:02 |
| 7400 | 0 | 0.189785 | 0.149803 | 8.71e-06 | 1:09:15 | 3:31:31 |
| 7450 | 0 | 0.080025 | 0.149153 | 8.69e-06 | 1:09:42 | 3:30:59 |
| 7500 | 0 | 0.184936 | 0.150707 | 8.67e-06 | 1:10:09 | 3:30:27 |
| 7550 | 0 | 0.044597 | 0.150630 | 8.66e-06 | 1:10:36 | 3:29:56 |
| 7600 | 0 | 0.093994 | 0.150212 | 8.64e-06 | 1:11:02 | 3:29:24 |
| 7650 | 0 | 0.297506 | 0.151224 | 8.62e-06 | 1:11:29 | 3:28:53 |
| 7700 | 0 | 0.117520 | 0.151237 | 8.60e-06 | 1:11:56 | 3:28:21 |
| 7750 | 0 | 0.056533 | 0.150475 | 8.58e-06 | 1:12:23 | 3:27:50 |
| 7800 | 0 | 0.258752 | 0.152465 | 8.56e-06 | 1:12:50 | 3:27:19 |
| 7850 | 0 | 0.179103 | 0.152251 | 8.54e-06 | 1:13:17 | 3:26:48 |
| 7900 | 0 | 0.053758 | 0.152207 | 8.53e-06 | 1:13:44 | 3:26:16 |
| 7950 | 0 | 0.019688 | 0.151413 | 8.51e-06 | 1:14:11 | 3:25:45 |
| 8000 | 0 | 0.222164 | 0.150927 | 8.49e-06 | 1:14:38 | 3:25:14 |
| [07:00:02] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-8000 |
| [07:00:04] Generating 16 validation images ... |
| [07:00:23] Validation step 8000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0008000.png |
| 8050 | 0 | 0.190714 | 0.151323 | 8.47e-06 | 1:15:34 | 3:26:04 |
| 8100 | 0 | 0.006623 | 0.150750 | 8.45e-06 | 1:16:01 | 3:25:32 |
| 8150 | 0 | 0.268110 | 0.152628 | 8.43e-06 | 1:16:28 | 3:25:00 |
| 8200 | 0 | 0.185355 | 0.153697 | 8.41e-06 | 1:16:55 | 3:24:29 |
| 8250 | 0 | 0.061562 | 0.153017 | 8.39e-06 | 1:17:21 | 3:23:57 |
| 8300 | 0 | 0.236095 | 0.155204 | 8.37e-06 | 1:17:48 | 3:23:25 |
| 8350 | 0 | 0.050291 | 0.152710 | 8.35e-06 | 1:18:15 | 3:22:54 |
| 8400 | 0 | 0.218177 | 0.152750 | 8.33e-06 | 1:18:42 | 3:22:22 |
| 8450 | 0 | 0.075542 | 0.152253 | 8.31e-06 | 1:19:09 | 3:21:51 |
| 8500 | 0 | 0.052156 | 0.152384 | 8.29e-06 | 1:19:35 | 3:21:19 |
| 8550 | 0 | 0.118681 | 0.151504 | 8.27e-06 | 1:20:02 | 3:20:48 |
| 8600 | 0 | 0.344470 | 0.152799 | 8.25e-06 | 1:20:29 | 3:20:17 |
| 8650 | 0 | 0.062022 | 0.149932 | 8.23e-06 | 1:20:56 | 3:19:46 |
| 8700 | 0 | 0.108918 | 0.150600 | 8.21e-06 | 1:21:22 | 3:19:14 |
| 8750 | 0 | 0.009685 | 0.149779 | 8.19e-06 | 1:21:49 | 3:18:43 |
| 8800 | 0 | 0.031286 | 0.148795 | 8.17e-06 | 1:22:16 | 3:18:12 |
| 8850 | 0 | 0.151371 | 0.150230 | 8.15e-06 | 1:22:43 | 3:17:41 |
| 8900 | 0 | 0.024350 | 0.150048 | 8.13e-06 | 1:23:10 | 3:17:10 |
| 8950 | 0 | 0.002769 | 0.147999 | 8.11e-06 | 1:23:36 | 3:16:39 |
| 9000 | 0 | 0.030870 | 0.147649 | 8.09e-06 | 1:24:03 | 3:16:08 |
| [07:09:20] Generating 16 validation images ... |
| [07:09:38] Validation step 9000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0009000.png |
| 9050 | 0 | 0.094726 | 0.147073 | 8.07e-06 | 1:24:49 | 3:16:22 |
| 9100 | 0 | 0.076792 | 0.146755 | 8.05e-06 | 1:25:16 | 3:15:51 |
| 9150 | 0 | 0.099973 | 0.146129 | 8.02e-06 | 1:25:43 | 3:15:19 |
| 9200 | 0 | 0.334736 | 0.148511 | 8.00e-06 | 1:26:10 | 3:14:48 |
| 9250 | 0 | 0.199063 | 0.150089 | 7.98e-06 | 1:26:36 | 3:14:17 |
| 9300 | 0 | 0.281254 | 0.151140 | 7.96e-06 | 1:27:03 | 3:13:46 |
| 9350 | 0 | 0.133753 | 0.152274 | 7.94e-06 | 1:27:30 | 3:13:15 |
| 9400 | 0 | 0.145418 | 0.150989 | 7.92e-06 | 1:27:56 | 3:12:44 |
| 9450 | 0 | 0.005979 | 0.149234 | 7.90e-06 | 1:28:23 | 3:12:13 |
| 9500 | 0 | 0.033517 | 0.145375 | 7.87e-06 | 1:28:50 | 3:11:42 |
| 9550 | 0 | 0.021523 | 0.141114 | 7.85e-06 | 1:29:17 | 3:11:11 |
| 9600 | 0 | 0.154001 | 0.138816 | 7.83e-06 | 1:29:44 | 3:10:41 |
| 9650 | 0 | 0.011998 | 0.138336 | 7.81e-06 | 1:30:10 | 3:10:10 |
| 9700 | 0 | 0.083669 | 0.136482 | 7.79e-06 | 1:30:37 | 3:09:40 |
| 9750 | 0 | 0.137453 | 0.135778 | 7.76e-06 | 1:31:04 | 3:09:09 |
| 9800 | 0 | 0.205108 | 0.134061 | 7.74e-06 | 1:31:31 | 3:08:38 |
| 9850 | 0 | 0.014844 | 0.132918 | 7.72e-06 | 1:31:57 | 3:08:07 |
| 9900 | 0 | 0.045476 | 0.132932 | 7.70e-06 | 1:32:24 | 3:07:37 |
| 9950 | 0 | 0.005541 | 0.128859 | 7.67e-06 | 1:32:51 | 3:07:07 |
| 10000 | 0 | 0.160264 | 0.130025 | 7.65e-06 | 1:33:18 | 3:06:36 |
| [07:18:40] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-10000 |
| [07:18:42] Generating 16 validation images ... |
| [07:19:00] Validation step 10000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0010000.png |
| 10050 | 0 | 0.317439 | 0.133026 | 7.63e-06 | 1:34:11 | 3:06:58 |
| 10100 | 0 | 0.176570 | 0.130132 | 7.61e-06 | 1:34:37 | 3:06:27 |
| 10150 | 0 | 0.100525 | 0.129568 | 7.58e-06 | 1:35:04 | 3:05:56 |
| 10200 | 0 | 0.352829 | 0.131380 | 7.56e-06 | 1:35:31 | 3:05:25 |
| 10250 | 0 | 0.162641 | 0.132944 | 7.54e-06 | 1:35:58 | 3:04:55 |
| 10300 | 0 | 0.163099 | 0.133318 | 7.52e-06 | 1:36:25 | 3:04:24 |
| 10350 | 0 | 0.011411 | 0.132246 | 7.49e-06 | 1:36:51 | 3:03:54 |
| 10400 | 0 | 0.138188 | 0.130787 | 7.47e-06 | 1:37:18 | 3:03:23 |
| 10450 | 0 | 0.407331 | 0.134624 | 7.45e-06 | 1:37:45 | 3:02:53 |
| 10500 | 0 | 0.018174 | 0.132398 | 7.42e-06 | 1:38:12 | 3:02:23 |
| 10550 | 0 | 0.116449 | 0.131450 | 7.40e-06 | 1:38:39 | 3:01:53 |
| 10600 | 0 | 0.079556 | 0.132011 | 7.38e-06 | 1:39:06 | 3:01:23 |
| 10650 | 0 | 0.029636 | 0.130539 | 7.35e-06 | 1:39:33 | 3:00:53 |
| 10700 | 0 | 0.048900 | 0.131012 | 7.33e-06 | 1:40:00 | 3:00:23 |
| 10750 | 0 | 0.135559 | 0.131241 | 7.31e-06 | 1:40:27 | 2:59:53 |
| 10800 | 0 | 0.025810 | 0.130266 | 7.28e-06 | 1:40:54 | 2:59:23 |
| 10850 | 0 | 0.313208 | 0.133387 | 7.26e-06 | 1:41:21 | 2:58:53 |
| 10900 | 0 | 0.021289 | 0.132598 | 7.23e-06 | 1:41:48 | 2:58:23 |
| 10950 | 0 | 0.060787 | 0.132096 | 7.21e-06 | 1:42:15 | 2:57:53 |
| 11000 | 0 | 0.049957 | 0.130283 | 7.19e-06 | 1:42:42 | 2:57:23 |
| [07:27:58] Generating 16 validation images ... |
| [07:28:17] Validation step 11000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0011000.png |
| 11050 | 0 | 0.139942 | 0.125154 | 7.16e-06 | 1:43:29 | 2:57:28 |
| 11100 | 0 | 0.247820 | 0.126803 | 7.14e-06 | 1:43:55 | 2:56:57 |
| 11150 | 0 | 0.028411 | 0.124518 | 7.11e-06 | 1:44:22 | 2:56:27 |
| 11200 | 0 | 0.191324 | 0.125059 | 7.09e-06 | 1:44:49 | 2:55:57 |
| 11250 | 0 | 0.056300 | 0.123521 | 7.07e-06 | 1:45:16 | 2:55:28 |
| 11300 | 0 | 0.090998 | 0.124077 | 7.04e-06 | 1:45:43 | 2:54:58 |
| 11350 | 0 | 0.172579 | 0.125763 | 7.02e-06 | 1:46:10 | 2:54:27 |
| 11400 | 0 | 0.024622 | 0.125974 | 6.99e-06 | 1:46:37 | 2:53:57 |
| 11450 | 0 | 0.215138 | 0.128062 | 6.97e-06 | 1:47:04 | 2:53:27 |
| 11500 | 0 | 0.027827 | 0.127434 | 6.94e-06 | 1:47:31 | 2:52:58 |
| 11550 | 0 | 0.037771 | 0.127265 | 6.92e-06 | 1:47:58 | 2:52:28 |
| 11600 | 0 | 0.041453 | 0.125112 | 6.89e-06 | 1:48:25 | 2:51:58 |
| 11650 | 0 | 0.235401 | 0.126582 | 6.87e-06 | 1:48:52 | 2:51:28 |
| 11700 | 0 | 0.149143 | 0.126051 | 6.85e-06 | 1:49:18 | 2:50:58 |
| 11750 | 0 | 0.013241 | 0.125810 | 6.82e-06 | 1:49:45 | 2:50:29 |
| 11800 | 0 | 0.022840 | 0.124288 | 6.80e-06 | 1:50:12 | 2:49:59 |
| 11850 | 0 | 0.094998 | 0.124205 | 6.77e-06 | 1:50:39 | 2:49:29 |
| 11900 | 0 | 0.276611 | 0.124927 | 6.75e-06 | 1:51:06 | 2:49:00 |
| 11950 | 0 | 0.085607 | 0.124161 | 6.72e-06 | 1:51:33 | 2:48:30 |
| 12000 | 0 | 0.409932 | 0.127543 | 6.70e-06 | 1:52:00 | 2:48:00 |
| [07:37:25] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-12000 |
| [07:37:27] Generating 16 validation images ... |
| [07:37:46] Validation step 12000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0012000.png |
| 12050 | 0 | 0.031618 | 0.125449 | 6.67e-06 | 1:52:57 | 2:48:16 |
| 12100 | 0 | 0.078929 | 0.125450 | 6.65e-06 | 1:53:24 | 2:47:46 |
| 12150 | 0 | 0.146722 | 0.125347 | 6.62e-06 | 1:53:51 | 2:47:16 |
| 12200 | 0 | 0.233381 | 0.123991 | 6.60e-06 | 1:54:18 | 2:46:46 |
| 12250 | 0 | 0.173554 | 0.124220 | 6.57e-06 | 1:54:45 | 2:46:16 |
| 12300 | 0 | 0.126116 | 0.124849 | 6.55e-06 | 1:55:12 | 2:45:46 |
| 12350 | 0 | 0.180177 | 0.125343 | 6.52e-06 | 1:55:39 | 2:45:17 |
| 12400 | 0 | 0.331268 | 0.126758 | 6.49e-06 | 1:56:06 | 2:44:47 |
| 12450 | 0 | 0.214073 | 0.128098 | 6.47e-06 | 1:56:33 | 2:44:17 |
| 12500 | 0 | 0.139770 | 0.127647 | 6.44e-06 | 1:56:59 | 2:43:47 |
| 12550 | 0 | 0.056971 | 0.127770 | 6.42e-06 | 1:57:26 | 2:43:18 |
| 12600 | 0 | 0.014995 | 0.126980 | 6.39e-06 | 1:57:53 | 2:42:48 |
| 12650 | 0 | 0.001039 | 0.124016 | 6.37e-06 | 1:58:20 | 2:42:19 |
| 12700 | 0 | 0.140170 | 0.124242 | 6.34e-06 | 1:58:47 | 2:41:49 |
| 12750 | 0 | 0.151430 | 0.125191 | 6.32e-06 | 1:59:14 | 2:41:19 |
| 12800 | 0 | 0.049142 | 0.123095 | 6.29e-06 | 1:59:41 | 2:40:50 |
| 12850 | 0 | 0.061946 | 0.121924 | 6.26e-06 | 2:00:08 | 2:40:20 |
| 12900 | 0 | 0.011882 | 0.121505 | 6.24e-06 | 2:00:35 | 2:39:51 |
| 12950 | 0 | 0.052710 | 0.121835 | 6.21e-06 | 2:01:02 | 2:39:21 |
| 13000 | 0 | 0.002863 | 0.119642 | 6.19e-06 | 2:01:29 | 2:38:51 |
| [07:46:45] Generating 16 validation images ... |
| [07:47:04] Validation step 13000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0013000.png |
| 13050 | 0 | 0.083933 | 0.118574 | 6.16e-06 | 2:02:14 | 2:38:46 |
| 13100 | 0 | 0.092713 | 0.119435 | 6.13e-06 | 2:02:41 | 2:38:17 |
| 13150 | 0 | 0.255830 | 0.119312 | 6.11e-06 | 2:03:08 | 2:37:47 |
| 13200 | 0 | 0.081413 | 0.118273 | 6.08e-06 | 2:03:35 | 2:37:18 |
| 13250 | 0 | 0.019456 | 0.117852 | 6.06e-06 | 2:04:02 | 2:36:48 |
| 13300 | 0 | 0.081495 | 0.116306 | 6.03e-06 | 2:04:29 | 2:36:19 |
| 13350 | 0 | 0.234182 | 0.118145 | 6.00e-06 | 2:04:56 | 2:35:49 |
| 13400 | 0 | 0.227142 | 0.118234 | 5.98e-06 | 2:05:23 | 2:35:20 |
| 13450 | 0 | 0.152157 | 0.119001 | 5.95e-06 | 2:05:50 | 2:34:50 |
| 13500 | 0 | 0.102255 | 0.119502 | 5.93e-06 | 2:06:17 | 2:34:21 |
| 13550 | 0 | 0.106431 | 0.119379 | 5.90e-06 | 2:06:44 | 2:33:51 |
| 13600 | 0 | 0.197481 | 0.117909 | 5.87e-06 | 2:07:11 | 2:33:22 |
| 13650 | 0 | 0.094069 | 0.118230 | 5.85e-06 | 2:07:37 | 2:32:52 |
| 13700 | 0 | 0.063088 | 0.117771 | 5.82e-06 | 2:08:04 | 2:32:23 |
| 13750 | 0 | 0.094678 | 0.118621 | 5.80e-06 | 2:08:31 | 2:31:53 |
| 13800 | 0 | 0.100137 | 0.119310 | 5.77e-06 | 2:08:58 | 2:31:24 |
| 13850 | 0 | 0.085485 | 0.118651 | 5.74e-06 | 2:09:25 | 2:30:55 |
| 13900 | 0 | 0.181917 | 0.120227 | 5.72e-06 | 2:09:52 | 2:30:25 |
| 13950 | 0 | 0.150913 | 0.121708 | 5.69e-06 | 2:10:19 | 2:29:56 |
| 14000 | 0 | 0.231954 | 0.123719 | 5.66e-06 | 2:10:46 | 2:29:27 |
| [07:56:11] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-14000 |
| [07:56:13] Generating 16 validation images ... |
| [07:56:32] Validation step 14000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0014000.png |
| 14050 | 0 | 0.232318 | 0.125095 | 5.64e-06 | 2:11:43 | 2:29:32 |
| 14100 | 0 | 0.100743 | 0.125334 | 5.61e-06 | 2:12:10 | 2:29:02 |
| 14150 | 0 | 0.101974 | 0.125354 | 5.58e-06 | 2:12:37 | 2:28:33 |
| 14200 | 0 | 0.248653 | 0.124493 | 5.56e-06 | 2:13:04 | 2:28:03 |
| 14250 | 0 | 0.095929 | 0.123462 | 5.53e-06 | 2:13:31 | 2:27:34 |
| 14300 | 0 | 0.186880 | 0.122518 | 5.50e-06 | 2:13:57 | 2:27:04 |
| 14350 | 0 | 0.460827 | 0.125789 | 5.48e-06 | 2:14:24 | 2:26:35 |
| 14400 | 0 | 0.185254 | 0.126188 | 5.45e-06 | 2:14:51 | 2:26:06 |
| 14450 | 0 | 0.027551 | 0.126403 | 5.43e-06 | 2:15:18 | 2:25:36 |
| 14500 | 0 | 0.141145 | 0.127480 | 5.40e-06 | 2:15:45 | 2:25:07 |
| 14550 | 0 | 0.086968 | 0.128134 | 5.37e-06 | 2:16:12 | 2:24:38 |
| 14600 | 0 | 0.228967 | 0.128884 | 5.35e-06 | 2:16:39 | 2:24:08 |
| 14650 | 0 | 0.189140 | 0.130655 | 5.32e-06 | 2:17:06 | 2:23:39 |
| 14700 | 0 | 0.357629 | 0.133395 | 5.29e-06 | 2:17:33 | 2:23:10 |
| 14750 | 0 | 0.263649 | 0.134657 | 5.27e-06 | 2:18:00 | 2:22:41 |
| 14800 | 0 | 0.098683 | 0.133592 | 5.24e-06 | 2:18:27 | 2:22:11 |
| 14850 | 0 | 0.016781 | 0.133612 | 5.21e-06 | 2:18:54 | 2:21:42 |
| 14900 | 0 | 0.177391 | 0.134931 | 5.19e-06 | 2:19:21 | 2:21:13 |
| 14950 | 0 | 0.039119 | 0.135267 | 5.16e-06 | 2:19:48 | 2:20:44 |
| 15000 | 0 | 0.140697 | 0.135071 | 5.13e-06 | 2:20:15 | 2:20:15 |
| [08:05:31] Generating 16 validation images ... |
| [08:05:51] Validation step 15000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0015000.png |
| 15050 | 0 | 0.284985 | 0.134746 | 5.11e-06 | 2:21:02 | 2:20:05 |
| 15100 | 0 | 0.039359 | 0.133374 | 5.08e-06 | 2:21:28 | 2:19:36 |
| 15150 | 0 | 0.037464 | 0.132744 | 5.05e-06 | 2:21:55 | 2:19:07 |
| 15200 | 0 | 0.138636 | 0.130602 | 5.03e-06 | 2:22:22 | 2:18:38 |
| 15250 | 0 | 0.002540 | 0.129001 | 5.00e-06 | 2:22:49 | 2:18:08 |
| 15300 | 0 | 0.134791 | 0.128718 | 4.97e-06 | 2:23:16 | 2:17:39 |
| 15350 | 0 | 0.047501 | 0.129079 | 4.95e-06 | 2:23:43 | 2:17:10 |
| 15400 | 0 | 0.065861 | 0.128355 | 4.92e-06 | 2:24:10 | 2:16:41 |
| 15450 | 0 | 0.082899 | 0.125111 | 4.89e-06 | 2:24:37 | 2:16:11 |
| 15500 | 0 | 0.051122 | 0.125440 | 4.87e-06 | 2:25:04 | 2:15:42 |
| 15550 | 0 | 0.298107 | 0.127257 | 4.84e-06 | 2:25:31 | 2:15:13 |
| 15600 | 0 | 0.149126 | 0.127953 | 4.81e-06 | 2:25:57 | 2:14:44 |
| 15650 | 0 | 0.171161 | 0.129368 | 4.79e-06 | 2:26:24 | 2:14:15 |
| 15700 | 0 | 0.161740 | 0.130496 | 4.76e-06 | 2:26:51 | 2:13:46 |
| 15750 | 0 | 0.033582 | 0.129477 | 4.73e-06 | 2:27:19 | 2:13:17 |
| 15800 | 0 | 0.200010 | 0.131219 | 4.71e-06 | 2:27:46 | 2:12:48 |
| 15850 | 0 | 0.052476 | 0.128611 | 4.68e-06 | 2:28:13 | 2:12:19 |
| 15900 | 0 | 0.167538 | 0.130074 | 4.65e-06 | 2:28:40 | 2:11:50 |
| 15950 | 0 | 0.079840 | 0.130264 | 4.63e-06 | 2:29:07 | 2:11:21 |
| 16000 | 0 | 0.132192 | 0.131087 | 4.60e-06 | 2:29:34 | 2:10:52 |
| [08:14:58] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-16000 |
| [08:15:00] Generating 16 validation images ... |
| [08:15:20] Validation step 16000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0016000.png |
| 16050 | 0 | 0.255695 | 0.132244 | 4.57e-06 | 2:30:30 | 2:10:49 |
| 16100 | 0 | 0.103555 | 0.130802 | 4.55e-06 | 2:30:57 | 2:10:20 |
| 16150 | 0 | 0.100076 | 0.131518 | 4.52e-06 | 2:31:24 | 2:09:50 |
| 16200 | 0 | 0.188019 | 0.131485 | 4.50e-06 | 2:31:51 | 2:09:21 |
| 16250 | 0 | 0.308906 | 0.134011 | 4.47e-06 | 2:32:18 | 2:08:52 |
| 16300 | 0 | 0.158980 | 0.134691 | 4.44e-06 | 2:32:44 | 2:08:23 |
| 16350 | 0 | 0.094576 | 0.133911 | 4.42e-06 | 2:33:11 | 2:07:53 |
| 16400 | 0 | 0.013384 | 0.133799 | 4.39e-06 | 2:33:38 | 2:07:24 |
| 16450 | 0 | 0.113332 | 0.132781 | 4.36e-06 | 2:34:05 | 2:06:55 |
| 16500 | 0 | 0.123739 | 0.133740 | 4.34e-06 | 2:34:32 | 2:06:26 |
| 16550 | 0 | 0.024222 | 0.133604 | 4.31e-06 | 2:34:59 | 2:05:57 |
| 16600 | 0 | 0.286509 | 0.136055 | 4.28e-06 | 2:35:25 | 2:05:28 |
| 16650 | 0 | 0.120068 | 0.134901 | 4.26e-06 | 2:35:52 | 2:04:59 |
| 16700 | 0 | 0.021337 | 0.133623 | 4.23e-06 | 2:36:19 | 2:04:30 |
| 16750 | 0 | 0.618790 | 0.139679 | 4.20e-06 | 2:36:46 | 2:04:00 |
| 16800 | 0 | 0.003574 | 0.139486 | 4.18e-06 | 2:37:13 | 2:03:31 |
| 16850 | 0 | 0.015620 | 0.138692 | 4.15e-06 | 2:37:40 | 2:03:02 |
| 16900 | 0 | 0.141123 | 0.137338 | 4.13e-06 | 2:38:06 | 2:02:33 |
| 16950 | 0 | 0.035044 | 0.136832 | 4.10e-06 | 2:38:33 | 2:02:04 |
| 17000 | 0 | 0.190856 | 0.134641 | 4.07e-06 | 2:39:00 | 2:01:35 |
| [08:24:17] Generating 16 validation images ... |
| [08:24:36] Validation step 17000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0017000.png |
| 17050 | 0 | 0.183840 | 0.136163 | 4.05e-06 | 2:39:47 | 2:01:21 |
| 17100 | 0 | 0.033666 | 0.135711 | 4.02e-06 | 2:40:14 | 2:00:52 |
| 17150 | 0 | 0.091186 | 0.135155 | 4.00e-06 | 2:40:41 | 2:00:23 |
| 17200 | 0 | 0.072802 | 0.133550 | 3.97e-06 | 2:41:07 | 1:59:54 |
| 17250 | 0 | 0.056006 | 0.132374 | 3.94e-06 | 2:41:34 | 1:59:25 |
| 17300 | 0 | 0.354394 | 0.134657 | 3.92e-06 | 2:42:01 | 1:58:56 |
| 17350 | 0 | 0.123184 | 0.134087 | 3.89e-06 | 2:42:28 | 1:58:27 |
| 17400 | 0 | 0.431815 | 0.135092 | 3.87e-06 | 2:42:55 | 1:57:58 |
| 17450 | 0 | 0.220944 | 0.135161 | 3.84e-06 | 2:43:21 | 1:57:29 |
| 17500 | 0 | 0.031998 | 0.134083 | 3.81e-06 | 2:43:48 | 1:57:00 |
| 17550 | 0 | 0.185680 | 0.135370 | 3.79e-06 | 2:44:15 | 1:56:31 |
| 17600 | 0 | 0.078738 | 0.136008 | 3.76e-06 | 2:44:42 | 1:56:02 |
| 17650 | 0 | 0.028414 | 0.136282 | 3.74e-06 | 2:45:09 | 1:55:33 |
| 17700 | 0 | 0.079569 | 0.135676 | 3.71e-06 | 2:45:36 | 1:55:04 |
| 17750 | 0 | 0.170297 | 0.135864 | 3.68e-06 | 2:46:02 | 1:54:35 |
| 17800 | 0 | 0.181034 | 0.137183 | 3.66e-06 | 2:46:29 | 1:54:06 |
| 17850 | 0 | 0.042633 | 0.136990 | 3.63e-06 | 2:46:56 | 1:53:38 |
| 17900 | 0 | 0.014550 | 0.137017 | 3.61e-06 | 2:47:23 | 1:53:09 |
| 17950 | 0 | 0.001305 | 0.136503 | 3.58e-06 | 2:47:50 | 1:52:40 |
| 18000 | 0 | 0.000815 | 0.136482 | 3.56e-06 | 2:48:17 | 1:52:11 |
| [08:33:42] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-18000 |
| [08:33:44] Generating 16 validation images ... |
| [08:34:03] Validation step 18000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0018000.png |
| 18050 | 0 | 0.021239 | 0.135855 | 3.53e-06 | 2:49:14 | 1:52:02 |
| 18100 | 0 | 0.082039 | 0.135749 | 3.51e-06 | 2:49:41 | 1:51:33 |
| 18150 | 0 | 0.133174 | 0.134522 | 3.48e-06 | 2:50:08 | 1:51:04 |
| 18200 | 0 | 0.009335 | 0.133801 | 3.45e-06 | 2:50:35 | 1:50:35 |
| 18250 | 0 | 0.323748 | 0.136844 | 3.43e-06 | 2:51:01 | 1:50:07 |
| 18300 | 0 | 0.388276 | 0.139912 | 3.40e-06 | 2:51:28 | 1:49:38 |
| 18350 | 0 | 0.000783 | 0.137578 | 3.38e-06 | 2:51:55 | 1:49:09 |
| 18400 | 0 | 0.254747 | 0.137854 | 3.35e-06 | 2:52:22 | 1:48:40 |
| 18450 | 0 | 0.054410 | 0.136877 | 3.33e-06 | 2:52:49 | 1:48:11 |
| 18500 | 0 | 0.056200 | 0.136416 | 3.30e-06 | 2:53:16 | 1:47:42 |
| 18550 | 0 | 0.094076 | 0.136292 | 3.28e-06 | 2:53:43 | 1:47:13 |
| 18600 | 0 | 0.125837 | 0.135576 | 3.25e-06 | 2:54:10 | 1:46:45 |
| 18650 | 0 | 0.074814 | 0.135383 | 3.23e-06 | 2:54:37 | 1:46:16 |
| 18700 | 0 | 0.224477 | 0.136997 | 3.20e-06 | 2:55:04 | 1:45:47 |
| 18750 | 0 | 0.155118 | 0.137602 | 3.18e-06 | 2:55:31 | 1:45:18 |
| 18800 | 0 | 0.074129 | 0.137342 | 3.15e-06 | 2:55:58 | 1:44:49 |
| 18850 | 0 | 0.174934 | 0.138236 | 3.13e-06 | 2:56:24 | 1:44:21 |
| 18900 | 0 | 0.099750 | 0.137414 | 3.11e-06 | 2:56:51 | 1:43:52 |
| 18950 | 0 | 0.224778 | 0.138153 | 3.08e-06 | 2:57:18 | 1:43:23 |
| 19000 | 0 | 0.161408 | 0.137448 | 3.06e-06 | 2:57:45 | 1:42:54 |
| [08:43:02] Generating 16 validation images ... |
| [08:43:21] Validation step 19000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0019000.png |
| 19050 | 0 | 0.090371 | 0.136028 | 3.03e-06 | 2:58:32 | 1:42:37 |
| 19100 | 0 | 0.161668 | 0.136637 | 3.01e-06 | 2:58:59 | 1:42:08 |
| 19150 | 0 | 0.007254 | 0.135690 | 2.98e-06 | 2:59:26 | 1:41:40 |
| 19200 | 0 | 0.119044 | 0.134394 | 2.96e-06 | 2:59:53 | 1:41:11 |
| 19250 | 0 | 0.056755 | 0.134002 | 2.93e-06 | 3:00:20 | 1:40:42 |
| 19300 | 0 | 0.002618 | 0.132160 | 2.91e-06 | 3:00:47 | 1:40:13 |
| 19350 | 0 | 0.114405 | 0.128696 | 2.89e-06 | 3:01:14 | 1:39:45 |
| 19400 | 0 | 0.037950 | 0.127223 | 2.86e-06 | 3:01:41 | 1:39:16 |
| 19450 | 0 | 0.101666 | 0.127964 | 2.84e-06 | 3:02:07 | 1:38:47 |
| 19500 | 0 | 0.065094 | 0.127203 | 2.81e-06 | 3:02:34 | 1:38:18 |
| 19550 | 0 | 0.161139 | 0.127945 | 2.79e-06 | 3:03:01 | 1:37:50 |
| 19600 | 0 | 0.201940 | 0.127675 | 2.77e-06 | 3:03:28 | 1:37:21 |
| 19650 | 0 | 0.272825 | 0.128511 | 2.74e-06 | 3:03:55 | 1:36:52 |
| 19700 | 0 | 0.117554 | 0.126111 | 2.72e-06 | 3:04:22 | 1:36:23 |
| 19750 | 0 | 0.086915 | 0.124343 | 2.69e-06 | 3:04:49 | 1:35:55 |
| 19800 | 0 | 0.197799 | 0.125335 | 2.67e-06 | 3:05:16 | 1:35:26 |
| 19850 | 0 | 0.064151 | 0.125808 | 2.65e-06 | 3:05:43 | 1:34:57 |
| 19900 | 0 | 0.172854 | 0.125763 | 2.62e-06 | 3:06:10 | 1:34:29 |
| 19950 | 0 | 0.056247 | 0.125934 | 2.60e-06 | 3:06:37 | 1:34:00 |
| 20000 | 0 | 0.079899 | 0.125326 | 2.58e-06 | 3:07:04 | 1:33:32 |
| [08:52:29] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-20000 |
| [08:52:31] Generating 16 validation images ... |
| [08:52:50] Validation step 20000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0020000.png |
| 20050 | 0 | 0.195890 | 0.124435 | 2.55e-06 | 3:08:01 | 1:33:18 |
| 20100 | 0 | 0.063864 | 0.124680 | 2.53e-06 | 3:08:28 | 1:32:49 |
| 20150 | 0 | 0.173610 | 0.126042 | 2.51e-06 | 3:08:55 | 1:32:20 |
| 20200 | 0 | 0.034771 | 0.125003 | 2.48e-06 | 3:09:22 | 1:31:52 |
| 20250 | 0 | 0.278358 | 0.127761 | 2.46e-06 | 3:09:48 | 1:31:23 |
| 20300 | 0 | 0.066573 | 0.127079 | 2.44e-06 | 3:10:15 | 1:30:54 |
| 20350 | 0 | 0.167971 | 0.128284 | 2.42e-06 | 3:10:42 | 1:30:26 |
| 20400 | 0 | 0.175978 | 0.129385 | 2.39e-06 | 3:11:09 | 1:29:57 |
| 20450 | 0 | 0.283675 | 0.131393 | 2.37e-06 | 3:11:36 | 1:29:28 |
| 20500 | 0 | 0.041167 | 0.131293 | 2.35e-06 | 3:12:03 | 1:29:00 |
| 20550 | 0 | 0.134995 | 0.129662 | 2.33e-06 | 3:12:30 | 1:28:31 |
| 20600 | 0 | 0.224737 | 0.130418 | 2.30e-06 | 3:12:57 | 1:28:02 |
| 20650 | 0 | 0.069663 | 0.129403 | 2.28e-06 | 3:13:24 | 1:27:34 |
| 20700 | 0 | 0.134887 | 0.129135 | 2.26e-06 | 3:13:51 | 1:27:05 |
| 20750 | 0 | 0.168370 | 0.130483 | 2.24e-06 | 3:14:18 | 1:26:37 |
| 20800 | 0 | 0.094446 | 0.129427 | 2.21e-06 | 3:14:45 | 1:26:08 |
| 20850 | 0 | 0.231182 | 0.131214 | 2.19e-06 | 3:15:12 | 1:25:39 |
| 20900 | 0 | 0.011589 | 0.129654 | 2.17e-06 | 3:15:39 | 1:25:11 |
| 20950 | 0 | 0.015651 | 0.129013 | 2.15e-06 | 3:16:06 | 1:24:42 |
| 21000 | 0 | 0.064927 | 0.128340 | 2.13e-06 | 3:16:33 | 1:24:14 |
| [09:01:49] Generating 16 validation images ... |
| [09:02:08] Validation step 21000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0021000.png |
| 21050 | 0 | 0.063562 | 0.126419 | 2.10e-06 | 3:17:20 | 1:23:54 |
| 21100 | 0 | 0.091169 | 0.126295 | 2.08e-06 | 3:17:46 | 1:23:25 |
| 21150 | 0 | 0.111345 | 0.126407 | 2.06e-06 | 3:18:13 | 1:22:56 |
| 21200 | 0 | 0.015331 | 0.124681 | 2.04e-06 | 3:18:40 | 1:22:28 |
| 21250 | 0 | 0.182578 | 0.123417 | 2.02e-06 | 3:19:07 | 1:21:59 |
| 21300 | 0 | 0.028898 | 0.122116 | 2.00e-06 | 3:19:34 | 1:21:31 |
| 21350 | 0 | 0.237254 | 0.123543 | 1.98e-06 | 3:20:01 | 1:21:02 |
| 21400 | 0 | 0.124050 | 0.124650 | 1.95e-06 | 3:20:28 | 1:20:33 |
| 21450 | 0 | 0.066920 | 0.124186 | 1.93e-06 | 3:20:55 | 1:20:05 |
| 21500 | 0 | 0.117470 | 0.124123 | 1.91e-06 | 3:21:22 | 1:19:36 |
| 21550 | 0 | 0.060040 | 0.124481 | 1.89e-06 | 3:21:49 | 1:19:08 |
| 21600 | 0 | 0.121489 | 0.122831 | 1.87e-06 | 3:22:16 | 1:18:39 |
| 21650 | 0 | 0.156171 | 0.123192 | 1.85e-06 | 3:22:43 | 1:18:11 |
| 21700 | 0 | 0.076779 | 0.123747 | 1.83e-06 | 3:23:10 | 1:17:42 |
| 21750 | 0 | 0.187947 | 0.119438 | 1.81e-06 | 3:23:37 | 1:17:14 |
| 21800 | 0 | 0.041833 | 0.119821 | 1.79e-06 | 3:24:04 | 1:16:45 |
| 21850 | 0 | 0.144236 | 0.121107 | 1.77e-06 | 3:24:31 | 1:16:17 |
| 21900 | 0 | 0.099956 | 0.120695 | 1.75e-06 | 3:24:58 | 1:15:48 |
| 21950 | 0 | 0.063203 | 0.120977 | 1.73e-06 | 3:25:25 | 1:15:20 |
| 22000 | 0 | 0.051321 | 0.119581 | 1.71e-06 | 3:25:52 | 1:14:51 |
| [09:11:18] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-22000 |
| [09:11:20] Generating 16 validation images ... |
| [09:11:38] Validation step 22000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0022000.png |
| 22050 | 0 | 0.307752 | 0.120821 | 1.69e-06 | 3:26:49 | 1:14:34 |
| 22100 | 0 | 0.237324 | 0.122857 | 1.67e-06 | 3:27:16 | 1:14:05 |
| 22150 | 0 | 0.204847 | 0.123994 | 1.65e-06 | 3:27:43 | 1:13:37 |
| 22200 | 0 | 0.040572 | 0.123671 | 1.63e-06 | 3:28:10 | 1:13:08 |
| 22250 | 0 | 0.206831 | 0.125180 | 1.61e-06 | 3:28:36 | 1:12:39 |
| 22300 | 0 | 0.082763 | 0.122463 | 1.59e-06 | 3:29:03 | 1:12:11 |
| 22350 | 0 | 0.105903 | 0.122291 | 1.57e-06 | 3:29:30 | 1:11:42 |
| 22400 | 0 | 0.013926 | 0.118112 | 1.55e-06 | 3:29:57 | 1:11:14 |
| 22450 | 0 | 0.047175 | 0.116374 | 1.53e-06 | 3:30:24 | 1:10:45 |
| 22500 | 0 | 0.228349 | 0.118338 | 1.51e-06 | 3:30:51 | 1:10:17 |
| 22550 | 0 | 0.160546 | 0.118086 | 1.49e-06 | 3:31:17 | 1:09:48 |
| 22600 | 0 | 0.049168 | 0.117790 | 1.47e-06 | 3:31:44 | 1:09:19 |
| 22650 | 0 | 0.187123 | 0.119378 | 1.46e-06 | 3:32:11 | 1:08:51 |
| 22700 | 0 | 0.166416 | 0.120246 | 1.44e-06 | 3:32:38 | 1:08:22 |
| 22750 | 0 | 0.063699 | 0.119180 | 1.42e-06 | 3:33:05 | 1:07:54 |
| 22800 | 0 | 0.236560 | 0.119735 | 1.40e-06 | 3:33:32 | 1:07:25 |
| 22850 | 0 | 0.019362 | 0.119503 | 1.38e-06 | 3:33:59 | 1:06:57 |
| 22900 | 0 | 0.047523 | 0.119832 | 1.36e-06 | 3:34:26 | 1:06:29 |
| 22950 | 0 | 0.050743 | 0.120327 | 1.34e-06 | 3:34:52 | 1:06:00 |
| 23000 | 0 | 0.258484 | 0.122903 | 1.33e-06 | 3:35:19 | 1:05:32 |
| [09:20:36] Generating 16 validation images ... |
| [09:20:55] Validation step 23000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0023000.png |
| 23050 | 0 | 0.093868 | 0.123630 | 1.31e-06 | 3:36:06 | 1:05:09 |
| 23100 | 0 | 0.159752 | 0.124407 | 1.29e-06 | 3:36:33 | 1:04:41 |
| 23150 | 0 | 0.144248 | 0.124518 | 1.27e-06 | 3:37:00 | 1:04:12 |
| 23200 | 0 | 0.054657 | 0.124971 | 1.25e-06 | 3:37:27 | 1:03:44 |
| 23250 | 0 | 0.017154 | 0.121905 | 1.24e-06 | 3:37:54 | 1:03:15 |
| 23300 | 0 | 0.080309 | 0.118825 | 1.22e-06 | 3:38:21 | 1:02:47 |
| 23350 | 0 | 0.110110 | 0.119918 | 1.20e-06 | 3:38:48 | 1:02:18 |
| 23400 | 0 | 0.254977 | 0.119921 | 1.19e-06 | 3:39:15 | 1:01:50 |
| 23450 | 0 | 0.255411 | 0.121931 | 1.17e-06 | 3:39:42 | 1:01:22 |
| 23500 | 0 | 0.126681 | 0.122636 | 1.15e-06 | 3:40:09 | 1:00:53 |
| 23550 | 0 | 0.119563 | 0.122890 | 1.13e-06 | 3:40:36 | 1:00:25 |
| 23600 | 0 | 0.054401 | 0.122176 | 1.12e-06 | 3:41:03 | 0:59:56 |
| 23650 | 0 | 0.105093 | 0.122479 | 1.10e-06 | 3:41:29 | 0:59:28 |
| 23700 | 0 | 0.073802 | 0.120972 | 1.08e-06 | 3:41:56 | 0:58:59 |
| 23750 | 0 | 0.013515 | 0.119556 | 1.07e-06 | 3:42:23 | 0:58:31 |
| 23800 | 0 | 0.192146 | 0.120736 | 1.05e-06 | 3:42:50 | 0:58:03 |
| 23850 | 0 | 0.040873 | 0.119396 | 1.03e-06 | 3:43:17 | 0:57:34 |
| 23900 | 0 | 0.062087 | 0.119019 | 1.02e-06 | 3:43:44 | 0:57:06 |
| 23950 | 0 | 0.328441 | 0.120056 | 1.00e-06 | 3:44:11 | 0:56:37 |
| 24000 | 0 | 0.150615 | 0.119948 | 9.86e-07 | 3:44:38 | 0:56:09 |
| [09:30:01] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-24000 |
| [09:30:02] Generating 16 validation images ... |
| [09:30:21] Validation step 24000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0024000.png |
| 24050 | 0 | 0.119765 | 0.120242 | 9.71e-07 | 3:45:32 | 0:55:47 |
| 24100 | 0 | 0.347479 | 0.122100 | 9.55e-07 | 3:45:58 | 0:55:19 |
| 24150 | 0 | 0.234819 | 0.124375 | 9.39e-07 | 3:46:25 | 0:54:50 |
| 24200 | 0 | 0.089974 | 0.124085 | 9.24e-07 | 3:46:52 | 0:54:22 |
| 24250 | 0 | 0.287029 | 0.126387 | 9.08e-07 | 3:47:19 | 0:53:54 |
| 24300 | 0 | 0.051789 | 0.126879 | 8.93e-07 | 3:47:46 | 0:53:25 |
| 24350 | 0 | 0.126448 | 0.127000 | 8.78e-07 | 3:48:12 | 0:52:57 |
| 24400 | 0 | 0.232641 | 0.128947 | 8.63e-07 | 3:48:39 | 0:52:28 |
| 24450 | 0 | 0.066195 | 0.128592 | 8.48e-07 | 3:49:06 | 0:52:00 |
| 24500 | 0 | 0.331853 | 0.131259 | 8.33e-07 | 3:49:33 | 0:51:32 |
| 24550 | 0 | 0.141210 | 0.131060 | 8.19e-07 | 3:50:00 | 0:51:03 |
| 24600 | 0 | 0.344270 | 0.132483 | 8.04e-07 | 3:50:27 | 0:50:35 |
| 24650 | 0 | 0.003103 | 0.129786 | 7.90e-07 | 3:50:54 | 0:50:06 |
| 24700 | 0 | 0.025313 | 0.128864 | 7.76e-07 | 3:51:21 | 0:49:38 |
| 24750 | 0 | 0.114693 | 0.129142 | 7.61e-07 | 3:51:48 | 0:49:10 |
| 24800 | 0 | 0.114435 | 0.128308 | 7.47e-07 | 3:52:15 | 0:48:41 |
| 24850 | 0 | 0.015794 | 0.127824 | 7.33e-07 | 3:52:42 | 0:48:13 |
| 24900 | 0 | 0.055221 | 0.126648 | 7.20e-07 | 3:53:08 | 0:47:45 |
| 24950 | 0 | 0.063666 | 0.126722 | 7.06e-07 | 3:53:35 | 0:47:16 |
| 25000 | 0 | 0.080988 | 0.126733 | 6.92e-07 | 3:54:02 | 0:46:48 |
| [09:39:19] Generating 16 validation images ... |
| [09:39:38] Validation step 25000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0025000.png |
| 25050 | 0 | 0.167631 | 0.126451 | 6.79e-07 | 3:54:49 | 0:46:24 |
| 25100 | 0 | 0.269198 | 0.128504 | 6.65e-07 | 3:55:16 | 0:45:55 |
| 25150 | 0 | 0.021310 | 0.126981 | 6.52e-07 | 3:55:43 | 0:45:27 |
| 25200 | 0 | 0.079124 | 0.127424 | 6.39e-07 | 3:56:10 | 0:44:59 |
| 25250 | 0 | 0.042002 | 0.125061 | 6.26e-07 | 3:56:37 | 0:44:30 |
| 25300 | 0 | 0.063859 | 0.125034 | 6.13e-07 | 3:57:04 | 0:44:02 |
| 25350 | 0 | 0.255285 | 0.125907 | 6.01e-07 | 3:57:31 | 0:43:34 |
| 25400 | 0 | 0.212526 | 0.126272 | 5.88e-07 | 3:57:58 | 0:43:05 |
| 25450 | 0 | 0.202639 | 0.125462 | 5.76e-07 | 3:58:24 | 0:42:37 |
| 25500 | 0 | 0.057429 | 0.125625 | 5.63e-07 | 3:58:51 | 0:42:09 |
| 25550 | 0 | 0.051195 | 0.124787 | 5.51e-07 | 3:59:18 | 0:41:40 |
| 25600 | 0 | 0.025862 | 0.122798 | 5.39e-07 | 3:59:45 | 0:41:12 |
| 25650 | 0 | 0.215966 | 0.124261 | 5.27e-07 | 4:00:12 | 0:40:44 |
| 25700 | 0 | 0.086540 | 0.123777 | 5.15e-07 | 4:00:39 | 0:40:15 |
| 25750 | 0 | 0.080055 | 0.122894 | 5.03e-07 | 4:01:06 | 0:39:47 |
| 25800 | 0 | 0.076989 | 0.122720 | 4.92e-07 | 4:01:33 | 0:39:19 |
| 25850 | 0 | 0.323473 | 0.123643 | 4.80e-07 | 4:02:00 | 0:38:51 |
| 25900 | 0 | 0.324073 | 0.126767 | 4.69e-07 | 4:02:27 | 0:38:22 |
| 25950 | 0 | 0.116037 | 0.127771 | 4.58e-07 | 4:02:54 | 0:37:54 |
| 26000 | 0 | 0.006391 | 0.127186 | 4.47e-07 | 4:03:21 | 0:37:26 |
| [09:48:46] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-26000 |
| [09:48:48] Generating 16 validation images ... |
| [09:49:06] Validation step 26000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0026000.png |
| 26050 | 0 | 0.272388 | 0.129274 | 4.36e-07 | 4:04:17 | 0:37:02 |
| 26100 | 0 | 0.040242 | 0.128765 | 4.25e-07 | 4:04:44 | 0:36:34 |
| 26150 | 0 | 0.264980 | 0.130301 | 4.14e-07 | 4:05:11 | 0:36:05 |
| 26200 | 0 | 0.199962 | 0.132148 | 4.04e-07 | 4:05:38 | 0:35:37 |
| 26250 | 0 | 0.016560 | 0.130487 | 3.93e-07 | 4:06:05 | 0:35:09 |
| 26300 | 0 | 0.164916 | 0.131848 | 3.83e-07 | 4:06:32 | 0:34:41 |
| 26350 | 0 | 0.155062 | 0.131026 | 3.73e-07 | 4:06:59 | 0:34:12 |
| 26400 | 0 | 0.307565 | 0.132861 | 3.63e-07 | 4:07:25 | 0:33:44 |
| 26450 | 0 | 0.061716 | 0.132809 | 3.53e-07 | 4:07:52 | 0:33:16 |
| 26500 | 0 | 0.010967 | 0.131744 | 3.43e-07 | 4:08:19 | 0:32:47 |
| 26550 | 0 | 0.160896 | 0.132752 | 3.34e-07 | 4:08:46 | 0:32:19 |
| 26600 | 0 | 0.069210 | 0.132230 | 3.24e-07 | 4:09:13 | 0:31:51 |
| 26650 | 0 | 0.153995 | 0.132208 | 3.15e-07 | 4:09:40 | 0:31:23 |
| 26700 | 0 | 0.103685 | 0.132477 | 3.06e-07 | 4:10:07 | 0:30:54 |
| 26750 | 0 | 0.035745 | 0.130955 | 2.96e-07 | 4:10:34 | 0:30:26 |
| 26800 | 0 | 0.015234 | 0.130689 | 2.88e-07 | 4:11:01 | 0:29:58 |
| 26850 | 0 | 0.238259 | 0.131629 | 2.79e-07 | 4:11:28 | 0:29:30 |
| 26900 | 0 | 0.105157 | 0.131681 | 2.70e-07 | 4:11:55 | 0:29:01 |
| 26950 | 0 | 0.022412 | 0.131273 | 2.61e-07 | 4:12:22 | 0:28:33 |
| 27000 | 0 | 0.133400 | 0.132094 | 2.53e-07 | 4:12:49 | 0:28:05 |
| [09:58:05] Generating 16 validation images ... |
| [09:58:25] Validation step 27000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0027000.png |
| 27050 | 0 | 0.008256 | 0.129099 | 2.45e-07 | 4:13:36 | 0:27:39 |
| 27100 | 0 | 0.339100 | 0.130117 | 2.37e-07 | 4:14:03 | 0:27:11 |
| 27150 | 0 | 0.082383 | 0.128892 | 2.29e-07 | 4:14:30 | 0:26:42 |
| 27200 | 0 | 0.013779 | 0.128624 | 2.21e-07 | 4:14:57 | 0:26:14 |
| 27250 | 0 | 0.088898 | 0.127445 | 2.13e-07 | 4:15:23 | 0:25:46 |
| 27300 | 0 | 0.226825 | 0.128885 | 2.05e-07 | 4:15:50 | 0:25:18 |
| 27350 | 0 | 0.112963 | 0.128956 | 1.98e-07 | 4:16:17 | 0:24:49 |
| 27400 | 0 | 0.087185 | 0.129689 | 1.90e-07 | 4:16:44 | 0:24:21 |
| 27450 | 0 | 0.054073 | 0.129758 | 1.83e-07 | 4:17:11 | 0:23:53 |
| 27500 | 0 | 0.003781 | 0.127512 | 1.76e-07 | 4:17:38 | 0:23:25 |
| 27550 | 0 | 0.062454 | 0.126531 | 1.69e-07 | 4:18:05 | 0:22:57 |
| 27600 | 0 | 0.044179 | 0.126481 | 1.62e-07 | 4:18:32 | 0:22:28 |
| 27650 | 0 | 0.068833 | 0.125298 | 1.56e-07 | 4:18:59 | 0:22:00 |
| 27700 | 0 | 0.291861 | 0.126553 | 1.49e-07 | 4:19:26 | 0:21:32 |
| 27750 | 0 | 0.078505 | 0.126701 | 1.43e-07 | 4:19:53 | 0:21:04 |
| 27800 | 0 | 0.049896 | 0.124834 | 1.37e-07 | 4:20:20 | 0:20:36 |
| 27850 | 0 | 0.017825 | 0.124819 | 1.30e-07 | 4:20:47 | 0:20:07 |
| 27900 | 0 | 0.019237 | 0.124536 | 1.25e-07 | 4:21:14 | 0:19:39 |
| 27950 | 0 | 0.302604 | 0.127054 | 1.19e-07 | 4:21:41 | 0:19:11 |
| 28000 | 0 | 0.015886 | 0.124629 | 1.13e-07 | 4:22:08 | 0:18:43 |
| [10:07:33] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-28000 |
| [10:07:35] Generating 16 validation images ... |
| [10:07:54] Validation step 28000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0028000.png |
| 28050 | 0 | 0.100573 | 0.124696 | 1.07e-07 | 4:23:05 | 0:18:17 |
| 28100 | 0 | 0.054754 | 0.123646 | 1.02e-07 | 4:23:32 | 0:17:49 |
| 28150 | 0 | 0.198105 | 0.124184 | 9.67e-08 | 4:23:59 | 0:17:20 |
| 28200 | 0 | 0.195558 | 0.125593 | 9.16e-08 | 4:24:26 | 0:16:52 |
| 28250 | 0 | 0.070526 | 0.126127 | 8.66e-08 | 4:24:53 | 0:16:24 |
| 28300 | 0 | 0.065823 | 0.125982 | 8.17e-08 | 4:25:20 | 0:15:56 |
| 28350 | 0 | 0.000189 | 0.124883 | 7.70e-08 | 4:25:46 | 0:15:28 |
| 28400 | 0 | 0.164806 | 0.123981 | 7.24e-08 | 4:26:13 | 0:14:59 |
| 28450 | 0 | 0.055148 | 0.121978 | 6.80e-08 | 4:26:40 | 0:14:31 |
| 28500 | 0 | 0.036984 | 0.121081 | 6.37e-08 | 4:27:07 | 0:14:03 |
| 28550 | 0 | 0.082929 | 0.120715 | 5.95e-08 | 4:27:34 | 0:13:35 |
| 28600 | 0 | 0.044674 | 0.120618 | 5.55e-08 | 4:28:02 | 0:13:07 |
| 28650 | 0 | 0.027402 | 0.119841 | 5.16e-08 | 4:28:29 | 0:12:39 |
| 28700 | 0 | 0.409110 | 0.123194 | 4.78e-08 | 4:28:56 | 0:12:10 |
| 28750 | 0 | 0.098962 | 0.124049 | 4.42e-08 | 4:29:23 | 0:11:42 |
| 28800 | 0 | 0.152523 | 0.123652 | 4.08e-08 | 4:29:50 | 0:11:14 |
| 28850 | 0 | 0.248825 | 0.125732 | 3.74e-08 | 4:30:17 | 0:10:46 |
| 28900 | 0 | 0.018620 | 0.125297 | 3.43e-08 | 4:30:44 | 0:10:18 |
| 28950 | 0 | 0.074489 | 0.122758 | 3.12e-08 | 4:31:11 | 0:09:50 |
| 29000 | 0 | 0.342522 | 0.124677 | 2.83e-08 | 4:31:38 | 0:09:22 |
| [10:16:55] Generating 16 validation images ... |
| [10:17:13] Validation step 29000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0029000.png |
| 29050 | 0 | 0.304266 | 0.126522 | 2.56e-08 | 4:32:24 | 0:08:54 |
| 29100 | 0 | 0.095273 | 0.124000 | 2.29e-08 | 4:32:51 | 0:08:26 |
| 29150 | 0 | 0.164378 | 0.123295 | 2.05e-08 | 4:33:18 | 0:07:58 |
| 29200 | 0 | 0.085007 | 0.123246 | 1.81e-08 | 4:33:45 | 0:07:30 |
| 29250 | 0 | 0.604963 | 0.126425 | 1.59e-08 | 4:34:12 | 0:07:01 |
| 29300 | 0 | 0.098532 | 0.126892 | 1.39e-08 | 4:34:39 | 0:06:33 |
| 29350 | 0 | 0.157820 | 0.127206 | 1.20e-08 | 4:35:06 | 0:06:05 |
| 29400 | 0 | 0.012120 | 0.125001 | 1.02e-08 | 4:35:33 | 0:05:37 |
| 29450 | 0 | 0.054048 | 0.124879 | 8.57e-09 | 4:36:00 | 0:05:09 |
| 29500 | 0 | 0.091672 | 0.122478 | 7.09e-09 | 4:36:27 | 0:04:41 |
| 29550 | 0 | 0.212201 | 0.123187 | 5.74e-09 | 4:36:54 | 0:04:13 |
| 29600 | 0 | 0.000728 | 0.119752 | 4.54e-09 | 4:37:21 | 0:03:44 |
| 29650 | 0 | 0.034643 | 0.120067 | 3.47e-09 | 4:37:48 | 0:03:16 |
| 29700 | 0 | 0.021371 | 0.120028 | 2.55e-09 | 4:38:14 | 0:02:48 |
| 29750 | 0 | 0.141564 | 0.120297 | 1.77e-09 | 4:38:41 | 0:02:20 |
| 29800 | 0 | 0.070903 | 0.119861 | 1.13e-09 | 4:39:08 | 0:01:52 |
| 29850 | 0 | 0.331352 | 0.123017 | 6.38e-10 | 4:39:35 | 0:01:24 |
| 29900 | 0 | 0.111470 | 0.123579 | 2.84e-10 | 4:40:02 | 0:00:56 |
| 29950 | 0 | 0.244903 | 0.125392 | 7.09e-11 | 4:40:29 | 0:00:28 |
| 30000 | 0 | 0.190423 | 0.126486 | 0.00e+00 | 4:40:56 | 0:00:00 |
| [10:26:21] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-30000 |
| [10:26:23] Generating 16 validation images ... |
| [10:26:42] Validation step 30000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0030000.png |
| [10:26:42] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.127683 --- |
| [10:26:42] Saving final model ... |
| [10:27:06] Pipeline saved -> RESULTS/multigen/run_003 |
| [10:27:06] Generating final validation collage ... |
| [10:27:06] Generating 16 validation images ... |
| [10:27:25] Validation step 30000: 16 images -> RESULTS/multigen/run_003/validation/collage_step_0030000.png |
| [10:27:26] |
| [10:27:26] ============================================================ |
| [10:27:26] TRAINING SUMMARY |
| [10:27:26] ============================================================ |
| [10:27:26] Total steps : 600 |
| [10:27:26] Final loss : 0.190423 |
| [10:27:26] Avg last 100 : 0.126486 |
| [10:27:26] Min loss : 0.000189 |
| [10:27:26] Total time : 4:42:09 |
| [10:27:26] Output : RESULTS/multigen/run_003 |
| [10:27:26] ============================================================ |
|
|
