| Training started: 2026-06-18 05:26:44 |
| ========================================================================================== |
| Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA |
| ------------------------------------------------------------------------------------------ |
| [05:26:44] Run directory : RESULTS/multigen/run_013 |
| [05:26:44] XAttn VAE : ./HF_VERSION_WEIGHTS/kl_vae |
| [05:26:44] Loading PixArt-Alpha backbone components ... |
| [05:26:53] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae |
| [05:26:53] VAE loaded — scaling_factor = 0.18215 |
| [05:26:53] text_dim = 4096 xattn_num_heads = 8 |
| [05:26:57] Transformer : 610,856,096 total, 610,856,096 trainable |
| [05:26:57] Building dataset ... |
| [05:26:57] |
| [05:26:57] ================================================================ |
| [05:26:57] Backbone = PixArt-alpha/PixArt-XL-2-512x512 |
| [05:26:57] XAttn VAE = ./HF_VERSION_WEIGHTS/kl_vae |
| [05:26:57] Output dir = RESULTS/multigen/run_013 |
| [05:26:57] Num examples = 499995 |
| [05:26:57] Num epochs = 1 |
| [05:26:57] Batch/device = 4 |
| [05:26:57] Grad accum = 1 |
| [05:26:57] Effective BS = 4 |
| [05:26:57] Total optim steps = 30000 |
| [05:26:57] LR = 1e-05 |
| [05:26:57] Precision = bf16 |
| [05:26:57] Resolution = 512x512 |
| [05:26:57] Max seq length = 120 |
| [05:26:57] ================================================================ |
| [05:26:57] |
| 50 | 0 | 0.079138 | 0.079138 | 1.00e-06 | 0:00:41 | 6:57:24 |
| 100 | 0 | 0.207000 | 0.143069 | 2.00e-06 | 0:01:09 | 5:48:23 |
| 150 | 0 | 0.066547 | 0.117562 | 3.00e-06 | 0:01:38 | 5:25:50 |
| 200 | 0 | 0.120306 | 0.118248 | 4.00e-06 | 0:02:06 | 5:14:48 |
| 250 | 0 | 0.000675 | 0.094733 | 5.00e-06 | 0:02:35 | 5:08:06 |
| 300 | 0 | 0.008600 | 0.080378 | 6.00e-06 | 0:03:04 | 5:03:36 |
| 350 | 0 | 0.027645 | 0.072844 | 7.00e-06 | 0:03:32 | 5:00:17 |
| 400 | 0 | 0.128635 | 0.079818 | 8.00e-06 | 0:04:01 | 4:57:44 |
| 450 | 0 | 0.166873 | 0.089491 | 9.00e-06 | 0:04:30 | 4:55:34 |
| 500 | 0 | 0.208152 | 0.101357 | 1.00e-05 | 0:04:58 | 4:53:39 |
| 550 | 0 | 0.330670 | 0.122204 | 1.00e-05 | 0:05:27 | 4:51:57 |
| 600 | 0 | 0.114005 | 0.121520 | 1.00e-05 | 0:05:55 | 4:50:25 |
| 650 | 0 | 0.092162 | 0.119262 | 1.00e-05 | 0:06:24 | 4:49:03 |
| 700 | 0 | 0.075182 | 0.116114 | 1.00e-05 | 0:06:52 | 4:47:47 |
| 750 | 0 | 0.021332 | 0.109795 | 1.00e-05 | 0:07:20 | 4:46:38 |
| 800 | 0 | 0.043526 | 0.105653 | 1.00e-05 | 0:07:49 | 4:45:36 |
| 850 | 0 | 0.107071 | 0.105736 | 1.00e-05 | 0:08:17 | 4:44:35 |
| 900 | 0 | 0.070888 | 0.103800 | 1.00e-05 | 0:08:46 | 4:43:38 |
| 950 | 0 | 0.036523 | 0.100259 | 9.99e-06 | 0:09:14 | 4:42:46 |
| 1000 | 0 | 0.234354 | 0.106964 | 9.99e-06 | 0:09:43 | 4:41:58 |
| [05:36:28] Generating 16 validation images ... |
| [05:36:49] Validation step 1000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0001000.png |
| 1050 | 0 | 0.370988 | 0.119537 | 9.99e-06 | 0:10:33 | 4:50:54 |
| 1100 | 0 | 0.174206 | 0.122022 | 9.99e-06 | 0:11:01 | 4:49:42 |
| 1150 | 0 | 0.112276 | 0.121598 | 9.99e-06 | 0:11:30 | 4:48:34 |
| 1200 | 0 | 0.061095 | 0.119077 | 9.99e-06 | 0:11:58 | 4:47:29 |
| 1250 | 0 | 0.060018 | 0.116715 | 9.98e-06 | 0:12:27 | 4:46:26 |
| 1300 | 0 | 0.474512 | 0.130476 | 9.98e-06 | 0:12:55 | 4:45:26 |
| 1350 | 0 | 0.096654 | 0.129223 | 9.98e-06 | 0:13:24 | 4:44:27 |
| 1400 | 0 | 0.017705 | 0.125241 | 9.98e-06 | 0:13:52 | 4:43:30 |
| 1450 | 0 | 0.017105 | 0.121512 | 9.97e-06 | 0:14:21 | 4:42:35 |
| 1500 | 0 | 0.120615 | 0.121482 | 9.97e-06 | 0:14:49 | 4:41:41 |
| 1550 | 0 | 0.282983 | 0.126692 | 9.97e-06 | 0:15:18 | 4:40:50 |
| 1600 | 0 | 0.129237 | 0.126771 | 9.97e-06 | 0:15:46 | 4:40:01 |
| 1650 | 0 | 0.026742 | 0.123740 | 9.96e-06 | 0:16:15 | 4:39:13 |
| 1700 | 0 | 0.087527 | 0.122675 | 9.96e-06 | 0:16:43 | 4:38:25 |
| 1750 | 0 | 0.009401 | 0.119439 | 9.96e-06 | 0:17:11 | 4:37:38 |
| 1800 | 0 | 0.125591 | 0.119609 | 9.95e-06 | 0:17:40 | 4:36:54 |
| 1850 | 0 | 0.097936 | 0.119024 | 9.95e-06 | 0:18:08 | 4:36:09 |
| 1900 | 0 | 0.069264 | 0.117714 | 9.94e-06 | 0:18:37 | 4:35:25 |
| 1950 | 0 | 0.041131 | 0.115751 | 9.94e-06 | 0:19:05 | 4:34:42 |
| 2000 | 0 | 0.008533 | 0.113070 | 9.94e-06 | 0:19:34 | 4:33:59 |
| [05:46:26] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-2000 |
| [05:46:26] Generating 16 validation images ... |
| [05:46:46] Validation step 2000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0002000.png |
| 2050 | 0 | 0.495616 | 0.122400 | 9.93e-06 | 0:20:30 | 4:39:41 |
| 2100 | 0 | 0.063206 | 0.120991 | 9.93e-06 | 0:20:59 | 4:38:49 |
| 2150 | 0 | 0.091471 | 0.120305 | 9.92e-06 | 0:21:27 | 4:37:59 |
| 2200 | 0 | 0.220900 | 0.122591 | 9.92e-06 | 0:21:56 | 4:37:11 |
| 2250 | 0 | 0.075226 | 0.121538 | 9.91e-06 | 0:22:24 | 4:36:23 |
| 2300 | 0 | 0.075444 | 0.120536 | 9.91e-06 | 0:22:53 | 4:35:36 |
| 2350 | 0 | 0.413787 | 0.126776 | 9.90e-06 | 0:23:21 | 4:34:50 |
| 2400 | 0 | 0.087899 | 0.125966 | 9.90e-06 | 0:23:50 | 4:34:07 |
| 2450 | 0 | 0.143987 | 0.126333 | 9.89e-06 | 0:24:18 | 4:33:24 |
| 2500 | 0 | 0.029231 | 0.124391 | 9.89e-06 | 0:24:47 | 4:32:41 |
| 2550 | 0 | 0.051763 | 0.122967 | 9.88e-06 | 0:25:16 | 4:31:59 |
| 2600 | 0 | 0.133854 | 0.123177 | 9.88e-06 | 0:25:44 | 4:31:18 |
| 2650 | 0 | 0.195588 | 0.124543 | 9.87e-06 | 0:26:13 | 4:30:36 |
| 2700 | 0 | 0.113924 | 0.124346 | 9.86e-06 | 0:26:41 | 4:29:56 |
| 2750 | 0 | 0.131887 | 0.124483 | 9.86e-06 | 0:27:10 | 4:29:15 |
| 2800 | 0 | 0.058185 | 0.123300 | 9.85e-06 | 0:27:38 | 4:28:35 |
| 2850 | 0 | 0.199680 | 0.124640 | 9.84e-06 | 0:28:07 | 4:27:56 |
| 2900 | 0 | 0.057271 | 0.123478 | 9.84e-06 | 0:28:36 | 4:27:16 |
| 2950 | 0 | 0.097855 | 0.123044 | 9.83e-06 | 0:29:04 | 4:26:37 |
| 3000 | 0 | 0.268073 | 0.125461 | 9.82e-06 | 0:29:33 | 4:25:59 |
| [05:56:18] Generating 16 validation images ... |
| [05:56:38] Validation step 3000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0003000.png |
| 3050 | 0 | 0.149320 | 0.125852 | 9.82e-06 | 0:30:22 | 4:28:25 |
| 3100 | 0 | 0.062963 | 0.124838 | 9.81e-06 | 0:30:51 | 4:27:44 |
| 3150 | 0 | 0.079695 | 0.124121 | 9.80e-06 | 0:31:19 | 4:27:03 |
| 3200 | 0 | 0.076554 | 0.123378 | 9.79e-06 | 0:31:48 | 4:26:22 |
| 3250 | 0 | 0.128203 | 0.123452 | 9.79e-06 | 0:32:16 | 4:25:42 |
| 3300 | 0 | 0.017268 | 0.121843 | 9.78e-06 | 0:32:45 | 4:25:02 |
| 3350 | 0 | 0.299041 | 0.124488 | 9.77e-06 | 0:33:14 | 4:24:23 |
| 3400 | 0 | 0.213990 | 0.125804 | 9.76e-06 | 0:33:42 | 4:23:44 |
| 3450 | 0 | 0.123193 | 0.125766 | 9.76e-06 | 0:34:11 | 4:23:05 |
| 3500 | 0 | 0.038245 | 0.124516 | 9.75e-06 | 0:34:39 | 4:22:27 |
| 3550 | 0 | 0.206230 | 0.125667 | 9.74e-06 | 0:35:08 | 4:21:48 |
| 3600 | 0 | 0.214256 | 0.126897 | 9.73e-06 | 0:35:36 | 4:21:11 |
| 3650 | 0 | 0.347114 | 0.129914 | 9.72e-06 | 0:36:05 | 4:20:33 |
| 3700 | 0 | 0.041888 | 0.128724 | 9.71e-06 | 0:36:33 | 4:19:54 |
| 3750 | 0 | 0.090773 | 0.128218 | 9.70e-06 | 0:37:02 | 4:19:16 |
| 3800 | 0 | 0.127606 | 0.128210 | 9.69e-06 | 0:37:30 | 4:18:39 |
| 3850 | 0 | 0.007765 | 0.126646 | 9.69e-06 | 0:37:59 | 4:18:02 |
| 3900 | 0 | 0.042248 | 0.125564 | 9.68e-06 | 0:38:27 | 4:17:25 |
| 3950 | 0 | 0.205904 | 0.126581 | 9.67e-06 | 0:38:56 | 4:16:49 |
| 4000 | 0 | 0.065207 | 0.125814 | 9.66e-06 | 0:39:24 | 4:16:12 |
| [06:06:17] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-4000 |
| [06:06:17] Generating 16 validation images ... |
| [06:06:37] Validation step 4000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0004000.png |
| 4050 | 0 | 0.150976 | 0.126125 | 9.65e-06 | 0:40:21 | 4:18:38 |
| 4100 | 0 | 0.107717 | 0.125900 | 9.64e-06 | 0:40:50 | 4:17:59 |
| 4150 | 0 | 0.161684 | 0.126331 | 9.63e-06 | 0:41:18 | 4:17:21 |
| 4200 | 0 | 0.095816 | 0.125968 | 9.62e-06 | 0:41:47 | 4:16:43 |
| 4250 | 0 | 0.040364 | 0.124961 | 9.61e-06 | 0:42:16 | 4:16:05 |
| 4300 | 0 | 0.174915 | 0.125542 | 9.60e-06 | 0:42:44 | 4:15:28 |
| 4350 | 0 | 0.020239 | 0.124331 | 9.59e-06 | 0:43:13 | 4:14:51 |
| 4400 | 0 | 0.271460 | 0.126003 | 9.57e-06 | 0:43:41 | 4:14:14 |
| 4450 | 0 | 0.179673 | 0.126606 | 9.56e-06 | 0:44:10 | 4:13:38 |
| 4500 | 0 | 0.417317 | 0.129836 | 9.55e-06 | 0:44:39 | 4:13:01 |
| 4550 | 0 | 0.447131 | 0.133323 | 9.54e-06 | 0:45:07 | 4:12:25 |
| 4600 | 0 | 0.382744 | 0.136034 | 9.53e-06 | 0:45:36 | 4:11:49 |
| 4650 | 0 | 0.059332 | 0.135209 | 9.52e-06 | 0:46:04 | 4:11:13 |
| 4700 | 0 | 0.266054 | 0.136601 | 9.51e-06 | 0:46:33 | 4:10:37 |
| 4750 | 0 | 0.206438 | 0.137337 | 9.50e-06 | 0:47:02 | 4:10:01 |
| 4800 | 0 | 0.375972 | 0.139822 | 9.48e-06 | 0:47:30 | 4:09:26 |
| 4850 | 0 | 0.127872 | 0.139699 | 9.47e-06 | 0:47:59 | 4:08:50 |
| 4900 | 0 | 0.043464 | 0.138717 | 9.46e-06 | 0:48:27 | 4:08:15 |
| 4950 | 0 | 0.412594 | 0.141484 | 9.45e-06 | 0:48:56 | 4:07:40 |
| 5000 | 0 | 0.042822 | 0.140497 | 9.44e-06 | 0:49:24 | 4:07:04 |
| [06:16:10] Generating 16 validation images ... |
| [06:16:31] Validation step 5000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0005000.png |
| 5050 | 0 | 0.016706 | 0.139873 | 9.42e-06 | 0:50:15 | 4:08:16 |
| 5100 | 0 | 0.463904 | 0.142442 | 9.41e-06 | 0:50:43 | 4:07:40 |
| 5150 | 0 | 0.155236 | 0.143329 | 9.40e-06 | 0:51:12 | 4:07:03 |
| 5200 | 0 | 0.171513 | 0.143841 | 9.39e-06 | 0:51:40 | 4:06:27 |
| 5250 | 0 | 0.006135 | 0.143895 | 9.37e-06 | 0:52:09 | 4:05:51 |
| 5300 | 0 | 0.123075 | 0.145040 | 9.36e-06 | 0:52:37 | 4:05:15 |
| 5350 | 0 | 0.117809 | 0.145942 | 9.35e-06 | 0:53:06 | 4:04:40 |
| 5400 | 0 | 0.282341 | 0.147479 | 9.33e-06 | 0:53:34 | 4:04:04 |
| 5450 | 0 | 0.023502 | 0.146045 | 9.32e-06 | 0:54:03 | 4:03:29 |
| 5500 | 0 | 0.240278 | 0.146366 | 9.31e-06 | 0:54:31 | 4:02:54 |
| 5550 | 0 | 0.210531 | 0.145165 | 9.29e-06 | 0:55:00 | 4:02:19 |
| 5600 | 0 | 0.023147 | 0.144256 | 9.28e-06 | 0:55:28 | 4:01:44 |
| 5650 | 0 | 0.175431 | 0.145089 | 9.27e-06 | 0:55:57 | 4:01:09 |
| 5700 | 0 | 0.001647 | 0.144354 | 9.25e-06 | 0:56:25 | 4:00:34 |
| 5750 | 0 | 0.111119 | 0.145252 | 9.24e-06 | 0:56:54 | 4:00:00 |
| 5800 | 0 | 0.120607 | 0.146022 | 9.22e-06 | 0:57:23 | 3:59:25 |
| 5850 | 0 | 0.001149 | 0.144963 | 9.21e-06 | 0:57:51 | 3:58:51 |
| 5900 | 0 | 0.099969 | 0.145254 | 9.20e-06 | 0:58:20 | 3:58:17 |
| 5950 | 0 | 0.110289 | 0.145992 | 9.18e-06 | 0:58:48 | 3:57:42 |
| 6000 | 0 | 0.228338 | 0.145931 | 9.17e-06 | 0:59:17 | 3:57:08 |
| [06:26:10] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-6000 |
| [06:26:11] Generating 16 validation images ... |
| [06:26:31] Validation step 6000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0006000.png |
| 6050 | 0 | 0.651988 | 0.148741 | 9.15e-06 | 1:00:16 | 3:58:34 |
| 6100 | 0 | 0.081854 | 0.147818 | 9.14e-06 | 1:00:44 | 3:57:59 |
| 6150 | 0 | 0.253310 | 0.149228 | 9.12e-06 | 1:01:13 | 3:57:24 |
| 6200 | 0 | 0.135636 | 0.149974 | 9.11e-06 | 1:01:41 | 3:56:49 |
| 6250 | 0 | 0.209970 | 0.151473 | 9.09e-06 | 1:02:10 | 3:56:14 |
| 6300 | 0 | 0.035032 | 0.147078 | 9.08e-06 | 1:02:38 | 3:55:39 |
| 6350 | 0 | 0.004023 | 0.146152 | 9.06e-06 | 1:03:07 | 3:55:05 |
| 6400 | 0 | 0.003500 | 0.146010 | 9.05e-06 | 1:03:35 | 3:54:30 |
| 6450 | 0 | 0.006335 | 0.145902 | 9.03e-06 | 1:04:04 | 3:53:56 |
| 6500 | 0 | 0.088815 | 0.145584 | 9.01e-06 | 1:04:32 | 3:53:22 |
| 6550 | 0 | 0.053736 | 0.143292 | 9.00e-06 | 1:05:01 | 3:52:47 |
| 6600 | 0 | 0.255197 | 0.144551 | 8.98e-06 | 1:05:30 | 3:52:13 |
| 6650 | 0 | 0.087060 | 0.145155 | 8.97e-06 | 1:05:58 | 3:51:39 |
| 6700 | 0 | 0.201128 | 0.146291 | 8.95e-06 | 1:06:27 | 3:51:06 |
| 6750 | 0 | 0.036563 | 0.146562 | 8.93e-06 | 1:06:55 | 3:50:32 |
| 6800 | 0 | 0.172149 | 0.147028 | 8.92e-06 | 1:07:24 | 3:49:58 |
| 6850 | 0 | 0.101003 | 0.147058 | 8.90e-06 | 1:07:52 | 3:49:24 |
| 6900 | 0 | 0.201305 | 0.148379 | 8.88e-06 | 1:08:21 | 3:48:51 |
| 6950 | 0 | 0.160764 | 0.149575 | 8.87e-06 | 1:08:50 | 3:48:17 |
| 7000 | 0 | 0.070864 | 0.150198 | 8.85e-06 | 1:09:18 | 3:47:44 |
| [06:36:03] Generating 16 validation images ... |
| [06:36:24] Validation step 7000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0007000.png |
| 7050 | 0 | 0.239859 | 0.147641 | 8.83e-06 | 1:10:08 | 3:48:18 |
| 7100 | 0 | 0.077700 | 0.147786 | 8.81e-06 | 1:10:36 | 3:47:44 |
| 7150 | 0 | 0.156263 | 0.148434 | 8.80e-06 | 1:11:05 | 3:47:10 |
| 7200 | 0 | 0.366940 | 0.149894 | 8.78e-06 | 1:11:33 | 3:46:36 |
| 7250 | 0 | 0.149454 | 0.150636 | 8.76e-06 | 1:12:02 | 3:46:02 |
| 7300 | 0 | 0.062755 | 0.150510 | 8.75e-06 | 1:12:30 | 3:45:28 |
| 7350 | 0 | 0.130140 | 0.147673 | 8.73e-06 | 1:12:59 | 3:44:55 |
| 7400 | 0 | 0.189449 | 0.148689 | 8.71e-06 | 1:13:27 | 3:44:21 |
| 7450 | 0 | 0.078879 | 0.148038 | 8.69e-06 | 1:13:56 | 3:43:47 |
| 7500 | 0 | 0.181641 | 0.149562 | 8.67e-06 | 1:14:24 | 3:43:14 |
| 7550 | 0 | 0.044039 | 0.149484 | 8.66e-06 | 1:14:53 | 3:42:41 |
| 7600 | 0 | 0.091977 | 0.149066 | 8.64e-06 | 1:15:22 | 3:42:08 |
| 7650 | 0 | 0.297250 | 0.150082 | 8.62e-06 | 1:15:50 | 3:41:34 |
| 7700 | 0 | 0.115996 | 0.150103 | 8.60e-06 | 1:16:19 | 3:41:01 |
| 7750 | 0 | 0.055437 | 0.149338 | 8.58e-06 | 1:16:47 | 3:40:28 |
| 7800 | 0 | 0.257311 | 0.151330 | 8.56e-06 | 1:17:16 | 3:39:55 |
| 7850 | 0 | 0.178593 | 0.151119 | 8.54e-06 | 1:17:44 | 3:39:23 |
| 7900 | 0 | 0.053026 | 0.151076 | 8.53e-06 | 1:18:13 | 3:38:50 |
| 7950 | 0 | 0.019224 | 0.150290 | 8.51e-06 | 1:18:42 | 3:38:17 |
| 8000 | 0 | 0.221420 | 0.149824 | 8.49e-06 | 1:19:10 | 3:37:44 |
| [06:46:05] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-8000 |
| [06:46:06] Generating 16 validation images ... |
| [06:46:27] Validation step 8000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0008000.png |
| 8050 | 0 | 0.187309 | 0.150203 | 8.47e-06 | 1:20:11 | 3:38:40 |
| 8100 | 0 | 0.006544 | 0.149639 | 8.45e-06 | 1:20:40 | 3:38:06 |
| 8150 | 0 | 0.267213 | 0.151514 | 8.43e-06 | 1:21:08 | 3:37:33 |
| 8200 | 0 | 0.183930 | 0.152588 | 8.41e-06 | 1:21:37 | 3:36:59 |
| 8250 | 0 | 0.060403 | 0.151910 | 8.39e-06 | 1:22:05 | 3:36:26 |
| 8300 | 0 | 0.235295 | 0.154090 | 8.37e-06 | 1:22:34 | 3:35:53 |
| 8350 | 0 | 0.049459 | 0.151595 | 8.35e-06 | 1:23:03 | 3:35:20 |
| 8400 | 0 | 0.217720 | 0.151632 | 8.33e-06 | 1:23:31 | 3:34:47 |
| 8450 | 0 | 0.074608 | 0.151146 | 8.31e-06 | 1:24:00 | 3:34:14 |
| 8500 | 0 | 0.051446 | 0.151278 | 8.29e-06 | 1:24:29 | 3:33:41 |
| 8550 | 0 | 0.116343 | 0.150379 | 8.27e-06 | 1:24:57 | 3:33:08 |
| 8600 | 0 | 0.342787 | 0.151665 | 8.25e-06 | 1:25:26 | 3:32:36 |
| 8650 | 0 | 0.060421 | 0.148798 | 8.23e-06 | 1:25:54 | 3:32:03 |
| 8700 | 0 | 0.108439 | 0.149463 | 8.21e-06 | 1:26:23 | 3:31:30 |
| 8750 | 0 | 0.009637 | 0.148652 | 8.19e-06 | 1:26:52 | 3:30:57 |
| 8800 | 0 | 0.030593 | 0.147682 | 8.17e-06 | 1:27:20 | 3:30:25 |
| 8850 | 0 | 0.147622 | 0.149080 | 8.15e-06 | 1:27:49 | 3:29:52 |
| 8900 | 0 | 0.023890 | 0.148897 | 8.13e-06 | 1:28:17 | 3:29:19 |
| 8950 | 0 | 0.002773 | 0.146865 | 8.11e-06 | 1:28:46 | 3:28:47 |
| 9000 | 0 | 0.030271 | 0.146516 | 8.09e-06 | 1:29:14 | 3:28:14 |
| [06:55:59] Generating 16 validation images ... |
| [06:56:20] Validation step 9000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0009000.png |
| 9050 | 0 | 0.092669 | 0.145933 | 8.07e-06 | 1:30:04 | 3:28:30 |
| 9100 | 0 | 0.075839 | 0.145614 | 8.05e-06 | 1:30:32 | 3:27:57 |
| 9150 | 0 | 0.098569 | 0.144983 | 8.02e-06 | 1:31:01 | 3:27:24 |
| 9200 | 0 | 0.333874 | 0.147364 | 8.00e-06 | 1:31:29 | 3:26:51 |
| 9250 | 0 | 0.196270 | 0.148923 | 7.98e-06 | 1:31:58 | 3:26:19 |
| 9300 | 0 | 0.279119 | 0.149965 | 7.96e-06 | 1:32:26 | 3:25:46 |
| 9350 | 0 | 0.132293 | 0.151085 | 7.94e-06 | 1:32:55 | 3:25:13 |
| 9400 | 0 | 0.144097 | 0.149812 | 7.92e-06 | 1:33:23 | 3:24:40 |
| 9450 | 0 | 0.005960 | 0.148074 | 7.90e-06 | 1:33:52 | 3:24:08 |
| 9500 | 0 | 0.032997 | 0.144231 | 7.87e-06 | 1:34:20 | 3:23:35 |
| 9550 | 0 | 0.021329 | 0.139973 | 7.85e-06 | 1:34:49 | 3:23:03 |
| 9600 | 0 | 0.153061 | 0.137676 | 7.83e-06 | 1:35:18 | 3:22:30 |
| 9650 | 0 | 0.011772 | 0.137201 | 7.81e-06 | 1:35:46 | 3:21:58 |
| 9700 | 0 | 0.083027 | 0.135370 | 7.79e-06 | 1:36:15 | 3:21:26 |
| 9750 | 0 | 0.137095 | 0.134677 | 7.76e-06 | 1:36:43 | 3:20:53 |
| 9800 | 0 | 0.203997 | 0.132957 | 7.74e-06 | 1:37:12 | 3:20:21 |
| 9850 | 0 | 0.014550 | 0.131824 | 7.72e-06 | 1:37:40 | 3:19:49 |
| 9900 | 0 | 0.044982 | 0.131839 | 7.70e-06 | 1:38:09 | 3:19:16 |
| 9950 | 0 | 0.005500 | 0.127768 | 7.67e-06 | 1:38:37 | 3:18:44 |
| 10000 | 0 | 0.157863 | 0.128919 | 7.65e-06 | 1:39:06 | 3:18:12 |
| [07:05:57] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-10000 |
| [07:05:59] Generating 16 validation images ... |
| [07:06:19] Validation step 10000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0010000.png |
| 10050 | 0 | 0.314849 | 0.131900 | 7.63e-06 | 1:40:03 | 3:18:36 |
| 10100 | 0 | 0.174648 | 0.129008 | 7.61e-06 | 1:40:31 | 3:18:04 |
| 10150 | 0 | 0.099255 | 0.128448 | 7.58e-06 | 1:41:00 | 3:17:31 |
| 10200 | 0 | 0.351811 | 0.130251 | 7.56e-06 | 1:41:28 | 3:16:59 |
| 10250 | 0 | 0.160054 | 0.131790 | 7.54e-06 | 1:41:57 | 3:16:27 |
| 10300 | 0 | 0.161077 | 0.132170 | 7.52e-06 | 1:42:25 | 3:15:54 |
| 10350 | 0 | 0.011192 | 0.131104 | 7.49e-06 | 1:42:54 | 3:15:22 |
| 10400 | 0 | 0.137371 | 0.129654 | 7.47e-06 | 1:43:23 | 3:14:50 |
| 10450 | 0 | 0.400966 | 0.133429 | 7.45e-06 | 1:43:51 | 3:14:18 |
| 10500 | 0 | 0.018049 | 0.131206 | 7.42e-06 | 1:44:20 | 3:13:46 |
| 10550 | 0 | 0.114408 | 0.130245 | 7.40e-06 | 1:44:48 | 3:13:14 |
| 10600 | 0 | 0.078186 | 0.130796 | 7.38e-06 | 1:45:17 | 3:12:42 |
| 10650 | 0 | 0.028889 | 0.129330 | 7.35e-06 | 1:45:46 | 3:12:10 |
| 10700 | 0 | 0.048159 | 0.129795 | 7.33e-06 | 1:46:14 | 3:11:38 |
| 10750 | 0 | 0.132442 | 0.130009 | 7.31e-06 | 1:46:43 | 3:11:06 |
| 10800 | 0 | 0.025709 | 0.129060 | 7.28e-06 | 1:47:12 | 3:10:34 |
| 10850 | 0 | 0.312718 | 0.132175 | 7.26e-06 | 1:47:40 | 3:10:03 |
| 10900 | 0 | 0.020906 | 0.131385 | 7.23e-06 | 1:48:09 | 3:09:31 |
| 10950 | 0 | 0.060218 | 0.130884 | 7.21e-06 | 1:48:38 | 3:08:59 |
| 11000 | 0 | 0.048838 | 0.129089 | 7.19e-06 | 1:49:06 | 3:08:27 |
| [07:15:51] Generating 16 validation images ... |
| [07:16:12] Validation step 11000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0011000.png |
| 11050 | 0 | 0.137997 | 0.123949 | 7.16e-06 | 1:49:56 | 3:08:33 |
| 11100 | 0 | 0.246225 | 0.125593 | 7.14e-06 | 1:50:25 | 3:08:01 |
| 11150 | 0 | 0.028067 | 0.123340 | 7.11e-06 | 1:50:54 | 3:07:29 |
| 11200 | 0 | 0.188996 | 0.123874 | 7.09e-06 | 1:51:22 | 3:06:57 |
| 11250 | 0 | 0.055539 | 0.122330 | 7.07e-06 | 1:51:51 | 3:06:25 |
| 11300 | 0 | 0.089255 | 0.122872 | 7.04e-06 | 1:52:19 | 3:05:53 |
| 11350 | 0 | 0.170274 | 0.124534 | 7.02e-06 | 1:52:48 | 3:05:21 |
| 11400 | 0 | 0.024504 | 0.124744 | 6.99e-06 | 1:53:16 | 3:04:49 |
| 11450 | 0 | 0.214592 | 0.126827 | 6.97e-06 | 1:53:45 | 3:04:17 |
| 11500 | 0 | 0.027519 | 0.126214 | 6.94e-06 | 1:54:13 | 3:03:45 |
| 11550 | 0 | 0.037173 | 0.126048 | 6.92e-06 | 1:54:42 | 3:03:14 |
| 11600 | 0 | 0.041171 | 0.123908 | 6.89e-06 | 1:55:11 | 3:02:42 |
| 11650 | 0 | 0.230411 | 0.125342 | 6.87e-06 | 1:55:39 | 3:02:10 |
| 11700 | 0 | 0.147445 | 0.124805 | 6.85e-06 | 1:56:07 | 3:01:38 |
| 11750 | 0 | 0.013179 | 0.124571 | 6.82e-06 | 1:56:36 | 3:01:06 |
| 11800 | 0 | 0.022062 | 0.123070 | 6.80e-06 | 1:57:05 | 3:00:35 |
| 11850 | 0 | 0.094712 | 0.123007 | 6.77e-06 | 1:57:33 | 3:00:03 |
| 11900 | 0 | 0.275940 | 0.123754 | 6.75e-06 | 1:58:02 | 2:59:31 |
| 11950 | 0 | 0.082732 | 0.122973 | 6.72e-06 | 1:58:30 | 2:59:00 |
| 12000 | 0 | 0.407381 | 0.126338 | 6.70e-06 | 1:58:59 | 2:58:28 |
| [07:25:51] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-12000 |
| [07:25:53] Generating 16 validation images ... |
| [07:26:14] Validation step 12000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0012000.png |
| 12050 | 0 | 0.031215 | 0.124252 | 6.67e-06 | 1:59:58 | 2:58:43 |
| 12100 | 0 | 0.077705 | 0.124252 | 6.65e-06 | 2:00:27 | 2:58:11 |
| 12150 | 0 | 0.144945 | 0.124139 | 6.62e-06 | 2:00:55 | 2:57:39 |
| 12200 | 0 | 0.230232 | 0.122772 | 6.60e-06 | 2:01:24 | 2:57:07 |
| 12250 | 0 | 0.171767 | 0.122995 | 6.57e-06 | 2:01:52 | 2:56:35 |
| 12300 | 0 | 0.124163 | 0.123609 | 6.55e-06 | 2:02:21 | 2:56:04 |
| 12350 | 0 | 0.177149 | 0.124079 | 6.52e-06 | 2:02:49 | 2:55:32 |
| 12400 | 0 | 0.329252 | 0.125477 | 6.49e-06 | 2:03:18 | 2:55:00 |
| 12450 | 0 | 0.213015 | 0.126818 | 6.47e-06 | 2:03:47 | 2:54:29 |
| 12500 | 0 | 0.138582 | 0.126388 | 6.44e-06 | 2:04:15 | 2:53:57 |
| 12550 | 0 | 0.056520 | 0.126513 | 6.42e-06 | 2:04:44 | 2:53:26 |
| 12600 | 0 | 0.014960 | 0.125742 | 6.39e-06 | 2:05:12 | 2:52:54 |
| 12650 | 0 | 0.001046 | 0.122780 | 6.37e-06 | 2:05:41 | 2:52:23 |
| 12700 | 0 | 0.138796 | 0.123008 | 6.34e-06 | 2:06:10 | 2:51:52 |
| 12750 | 0 | 0.151042 | 0.123964 | 6.32e-06 | 2:06:38 | 2:51:20 |
| 12800 | 0 | 0.048754 | 0.121879 | 6.29e-06 | 2:07:07 | 2:50:49 |
| 12850 | 0 | 0.061522 | 0.120708 | 6.26e-06 | 2:07:36 | 2:50:17 |
| 12900 | 0 | 0.011782 | 0.120296 | 6.24e-06 | 2:08:04 | 2:49:46 |
| 12950 | 0 | 0.051835 | 0.120622 | 6.21e-06 | 2:08:33 | 2:49:15 |
| 13000 | 0 | 0.002867 | 0.118436 | 6.19e-06 | 2:09:01 | 2:48:43 |
| [07:35:46] Generating 16 validation images ... |
| [07:36:07] Validation step 13000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0013000.png |
| 13050 | 0 | 0.083655 | 0.117400 | 6.16e-06 | 2:09:51 | 2:48:39 |
| 13100 | 0 | 0.091958 | 0.118254 | 6.13e-06 | 2:10:19 | 2:48:08 |
| 13150 | 0 | 0.254173 | 0.118124 | 6.11e-06 | 2:10:48 | 2:47:36 |
| 13200 | 0 | 0.080466 | 0.117089 | 6.08e-06 | 2:11:16 | 2:47:05 |
| 13250 | 0 | 0.019120 | 0.116676 | 6.06e-06 | 2:11:45 | 2:46:33 |
| 13300 | 0 | 0.079490 | 0.115118 | 6.03e-06 | 2:12:13 | 2:46:01 |
| 13350 | 0 | 0.230425 | 0.116928 | 6.00e-06 | 2:12:42 | 2:45:30 |
| 13400 | 0 | 0.224479 | 0.116995 | 5.98e-06 | 2:13:10 | 2:44:59 |
| 13450 | 0 | 0.148550 | 0.117735 | 5.95e-06 | 2:13:39 | 2:44:27 |
| 13500 | 0 | 0.100389 | 0.118224 | 5.93e-06 | 2:14:08 | 2:43:56 |
| 13550 | 0 | 0.104981 | 0.118111 | 5.90e-06 | 2:14:36 | 2:43:25 |
| 13600 | 0 | 0.193894 | 0.116622 | 5.87e-06 | 2:15:05 | 2:42:54 |
| 13650 | 0 | 0.091806 | 0.116935 | 5.85e-06 | 2:15:33 | 2:42:22 |
| 13700 | 0 | 0.062197 | 0.116473 | 5.82e-06 | 2:16:02 | 2:41:51 |
| 13750 | 0 | 0.092597 | 0.117303 | 5.80e-06 | 2:16:31 | 2:41:20 |
| 13800 | 0 | 0.097119 | 0.117968 | 5.77e-06 | 2:16:59 | 2:40:49 |
| 13850 | 0 | 0.084528 | 0.117337 | 5.74e-06 | 2:17:28 | 2:40:18 |
| 13900 | 0 | 0.180211 | 0.118900 | 5.72e-06 | 2:17:56 | 2:39:46 |
| 13950 | 0 | 0.148949 | 0.120362 | 5.69e-06 | 2:18:25 | 2:39:15 |
| 14000 | 0 | 0.230186 | 0.122361 | 5.66e-06 | 2:18:54 | 2:38:44 |
| [07:45:47] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-14000 |
| [07:45:48] Generating 16 validation images ... |
| [07:46:09] Validation step 14000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0014000.png |
| 14050 | 0 | 0.231089 | 0.123745 | 5.64e-06 | 2:19:53 | 2:38:48 |
| 14100 | 0 | 0.099713 | 0.123984 | 5.61e-06 | 2:20:21 | 2:38:16 |
| 14150 | 0 | 0.101235 | 0.124011 | 5.58e-06 | 2:20:50 | 2:37:45 |
| 14200 | 0 | 0.246872 | 0.123141 | 5.56e-06 | 2:21:18 | 2:37:13 |
| 14250 | 0 | 0.094230 | 0.122120 | 5.53e-06 | 2:21:47 | 2:36:42 |
| 14300 | 0 | 0.185564 | 0.121185 | 5.50e-06 | 2:22:15 | 2:36:11 |
| 14350 | 0 | 0.458464 | 0.124446 | 5.48e-06 | 2:22:44 | 2:35:40 |
| 14400 | 0 | 0.185887 | 0.124864 | 5.45e-06 | 2:23:13 | 2:35:09 |
| 14450 | 0 | 0.027497 | 0.125080 | 5.43e-06 | 2:23:41 | 2:34:38 |
| 14500 | 0 | 0.138814 | 0.126138 | 5.40e-06 | 2:24:10 | 2:34:07 |
| 14550 | 0 | 0.085198 | 0.126777 | 5.37e-06 | 2:24:39 | 2:33:35 |
| 14600 | 0 | 0.227905 | 0.127525 | 5.35e-06 | 2:25:07 | 2:33:04 |
| 14650 | 0 | 0.186818 | 0.129275 | 5.32e-06 | 2:25:36 | 2:32:33 |
| 14700 | 0 | 0.356426 | 0.132009 | 5.29e-06 | 2:26:04 | 2:32:02 |
| 14750 | 0 | 0.262549 | 0.133264 | 5.27e-06 | 2:26:33 | 2:31:31 |
| 14800 | 0 | 0.097500 | 0.132199 | 5.24e-06 | 2:27:02 | 2:31:00 |
| 14850 | 0 | 0.016404 | 0.132218 | 5.21e-06 | 2:27:30 | 2:30:29 |
| 14900 | 0 | 0.173328 | 0.133501 | 5.19e-06 | 2:27:59 | 2:29:58 |
| 14950 | 0 | 0.038496 | 0.133831 | 5.16e-06 | 2:28:27 | 2:29:27 |
| 15000 | 0 | 0.140490 | 0.133657 | 5.13e-06 | 2:28:56 | 2:28:56 |
| [07:55:41] Generating 16 validation images ... |
| [07:56:02] Validation step 15000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0015000.png |
| 15050 | 0 | 0.281558 | 0.133324 | 5.11e-06 | 2:29:46 | 2:28:46 |
| 15100 | 0 | 0.039070 | 0.131969 | 5.08e-06 | 2:30:15 | 2:28:15 |
| 15150 | 0 | 0.036862 | 0.131345 | 5.05e-06 | 2:30:43 | 2:27:44 |
| 15200 | 0 | 0.138731 | 0.129214 | 5.03e-06 | 2:31:12 | 2:27:13 |
| 15250 | 0 | 0.002556 | 0.127639 | 5.00e-06 | 2:31:40 | 2:26:42 |
| 15300 | 0 | 0.132577 | 0.127354 | 4.97e-06 | 2:32:09 | 2:26:11 |
| 15350 | 0 | 0.046262 | 0.127704 | 4.95e-06 | 2:32:37 | 2:25:40 |
| 15400 | 0 | 0.065278 | 0.126984 | 4.92e-06 | 2:33:06 | 2:25:09 |
| 15450 | 0 | 0.080723 | 0.123781 | 4.89e-06 | 2:33:34 | 2:24:38 |
| 15500 | 0 | 0.050261 | 0.124103 | 4.87e-06 | 2:34:03 | 2:24:07 |
| 15550 | 0 | 0.295340 | 0.125913 | 4.84e-06 | 2:34:32 | 2:23:36 |
| 15600 | 0 | 0.148035 | 0.126611 | 4.81e-06 | 2:35:00 | 2:23:05 |
| 15650 | 0 | 0.170195 | 0.128024 | 4.79e-06 | 2:35:29 | 2:22:34 |
| 15700 | 0 | 0.160242 | 0.129145 | 4.76e-06 | 2:35:57 | 2:22:03 |
| 15750 | 0 | 0.032077 | 0.128141 | 4.73e-06 | 2:36:26 | 2:21:32 |
| 15800 | 0 | 0.197854 | 0.129863 | 4.71e-06 | 2:36:55 | 2:21:01 |
| 15850 | 0 | 0.052273 | 0.127258 | 4.68e-06 | 2:37:23 | 2:20:30 |
| 15900 | 0 | 0.166357 | 0.128713 | 4.65e-06 | 2:37:52 | 2:19:59 |
| 15950 | 0 | 0.079132 | 0.128902 | 4.63e-06 | 2:38:20 | 2:19:29 |
| 16000 | 0 | 0.130810 | 0.129722 | 4.60e-06 | 2:38:49 | 2:18:58 |
| [08:05:43] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-16000 |
| [08:05:45] Generating 16 validation images ... |
| [08:06:06] Validation step 16000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0016000.png |
| 16050 | 0 | 0.253651 | 0.130878 | 4.57e-06 | 2:39:50 | 2:18:55 |
| 16100 | 0 | 0.102986 | 0.129446 | 4.55e-06 | 2:40:18 | 2:18:24 |
| 16150 | 0 | 0.098564 | 0.130151 | 4.52e-06 | 2:40:47 | 2:17:53 |
| 16200 | 0 | 0.184894 | 0.130110 | 4.50e-06 | 2:41:15 | 2:17:22 |
| 16250 | 0 | 0.306268 | 0.132617 | 4.47e-06 | 2:41:44 | 2:16:51 |
| 16300 | 0 | 0.158583 | 0.133310 | 4.44e-06 | 2:42:12 | 2:16:20 |
| 16350 | 0 | 0.092711 | 0.132535 | 4.42e-06 | 2:42:41 | 2:15:49 |
| 16400 | 0 | 0.013211 | 0.132422 | 4.39e-06 | 2:43:09 | 2:15:18 |
| 16450 | 0 | 0.111754 | 0.131393 | 4.36e-06 | 2:43:38 | 2:14:47 |
| 16500 | 0 | 0.122486 | 0.132343 | 4.34e-06 | 2:44:07 | 2:14:16 |
| 16550 | 0 | 0.023967 | 0.132211 | 4.31e-06 | 2:44:35 | 2:13:45 |
| 16600 | 0 | 0.286013 | 0.134659 | 4.28e-06 | 2:45:04 | 2:13:15 |
| 16650 | 0 | 0.118414 | 0.133539 | 4.26e-06 | 2:45:33 | 2:12:44 |
| 16700 | 0 | 0.021225 | 0.132277 | 4.23e-06 | 2:46:01 | 2:12:13 |
| 16750 | 0 | 0.617788 | 0.138323 | 4.20e-06 | 2:46:30 | 2:11:42 |
| 16800 | 0 | 0.003565 | 0.138138 | 4.18e-06 | 2:46:58 | 2:11:11 |
| 16850 | 0 | 0.015510 | 0.137346 | 4.15e-06 | 2:47:27 | 2:10:40 |
| 16900 | 0 | 0.140552 | 0.135993 | 4.13e-06 | 2:47:55 | 2:10:10 |
| 16950 | 0 | 0.034522 | 0.135510 | 4.10e-06 | 2:48:24 | 2:09:39 |
| 17000 | 0 | 0.189596 | 0.133333 | 4.07e-06 | 2:48:52 | 2:09:08 |
| [08:15:37] Generating 16 validation images ... |
| [08:15:58] Validation step 17000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0017000.png |
| 17050 | 0 | 0.181765 | 0.134838 | 4.05e-06 | 2:49:42 | 2:08:53 |
| 17100 | 0 | 0.032913 | 0.134390 | 4.02e-06 | 2:50:10 | 2:08:22 |
| 17150 | 0 | 0.089928 | 0.133840 | 4.00e-06 | 2:50:39 | 2:07:51 |
| 17200 | 0 | 0.071386 | 0.132252 | 3.97e-06 | 2:51:07 | 2:07:21 |
| 17250 | 0 | 0.055357 | 0.131087 | 3.94e-06 | 2:51:36 | 2:06:50 |
| 17300 | 0 | 0.351019 | 0.133356 | 3.92e-06 | 2:52:04 | 2:06:19 |
| 17350 | 0 | 0.122342 | 0.132808 | 3.89e-06 | 2:52:33 | 2:05:48 |
| 17400 | 0 | 0.431451 | 0.133830 | 3.87e-06 | 2:53:01 | 2:05:17 |
| 17450 | 0 | 0.219444 | 0.133894 | 3.84e-06 | 2:53:30 | 2:04:47 |
| 17500 | 0 | 0.031781 | 0.132826 | 3.81e-06 | 2:53:59 | 2:04:16 |
| 17550 | 0 | 0.182262 | 0.134084 | 3.79e-06 | 2:54:27 | 2:03:45 |
| 17600 | 0 | 0.077977 | 0.134714 | 3.76e-06 | 2:54:56 | 2:03:15 |
| 17650 | 0 | 0.028062 | 0.134984 | 3.74e-06 | 2:55:24 | 2:02:44 |
| 17700 | 0 | 0.078841 | 0.134384 | 3.71e-06 | 2:55:53 | 2:02:13 |
| 17750 | 0 | 0.168574 | 0.134560 | 3.68e-06 | 2:56:22 | 2:01:43 |
| 17800 | 0 | 0.179590 | 0.135868 | 3.66e-06 | 2:56:50 | 2:01:12 |
| 17850 | 0 | 0.042361 | 0.135676 | 3.63e-06 | 2:57:19 | 2:00:41 |
| 17900 | 0 | 0.014500 | 0.135704 | 3.61e-06 | 2:57:47 | 2:00:11 |
| 17950 | 0 | 0.001299 | 0.135198 | 3.58e-06 | 2:58:16 | 1:59:40 |
| 18000 | 0 | 0.000814 | 0.135178 | 3.56e-06 | 2:58:45 | 1:59:10 |
| [08:25:38] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-18000 |
| [08:25:39] Generating 16 validation images ... |
| [08:25:59] Validation step 18000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0018000.png |
| 18050 | 0 | 0.021117 | 0.134552 | 3.53e-06 | 2:59:43 | 1:58:59 |
| 18100 | 0 | 0.081308 | 0.134446 | 3.51e-06 | 3:00:12 | 1:58:28 |
| 18150 | 0 | 0.132377 | 0.133228 | 3.48e-06 | 3:00:40 | 1:57:57 |
| 18200 | 0 | 0.009357 | 0.132517 | 3.45e-06 | 3:01:09 | 1:57:27 |
| 18250 | 0 | 0.321936 | 0.135545 | 3.43e-06 | 3:01:37 | 1:56:56 |
| 18300 | 0 | 0.386055 | 0.138611 | 3.40e-06 | 3:02:06 | 1:56:25 |
| 18350 | 0 | 0.000786 | 0.136314 | 3.38e-06 | 3:02:35 | 1:55:55 |
| 18400 | 0 | 0.252689 | 0.136596 | 3.35e-06 | 3:03:03 | 1:55:24 |
| 18450 | 0 | 0.053783 | 0.135649 | 3.33e-06 | 3:03:32 | 1:54:53 |
| 18500 | 0 | 0.055225 | 0.135197 | 3.30e-06 | 3:04:00 | 1:54:23 |
| 18550 | 0 | 0.093059 | 0.135078 | 3.28e-06 | 3:04:29 | 1:53:52 |
| 18600 | 0 | 0.124337 | 0.134382 | 3.25e-06 | 3:04:58 | 1:53:22 |
| 18650 | 0 | 0.073714 | 0.134201 | 3.23e-06 | 3:05:26 | 1:52:51 |
| 18700 | 0 | 0.222200 | 0.135801 | 3.20e-06 | 3:05:55 | 1:52:20 |
| 18750 | 0 | 0.153468 | 0.136410 | 3.18e-06 | 3:06:24 | 1:51:50 |
| 18800 | 0 | 0.073229 | 0.136171 | 3.15e-06 | 3:06:52 | 1:51:19 |
| 18850 | 0 | 0.173924 | 0.137065 | 3.13e-06 | 3:07:21 | 1:50:49 |
| 18900 | 0 | 0.098463 | 0.136248 | 3.11e-06 | 3:07:49 | 1:50:18 |
| 18950 | 0 | 0.223083 | 0.136989 | 3.08e-06 | 3:08:18 | 1:49:48 |
| 19000 | 0 | 0.160807 | 0.136295 | 3.06e-06 | 3:08:46 | 1:49:17 |
| [08:35:31] Generating 16 validation images ... |
| [08:35:52] Validation step 19000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0019000.png |
| 19050 | 0 | 0.088739 | 0.134872 | 3.03e-06 | 3:09:36 | 1:48:59 |
| 19100 | 0 | 0.160609 | 0.135481 | 3.01e-06 | 3:10:05 | 1:48:28 |
| 19150 | 0 | 0.007168 | 0.134540 | 2.98e-06 | 3:10:34 | 1:47:58 |
| 19200 | 0 | 0.118394 | 0.133255 | 2.96e-06 | 3:11:02 | 1:47:27 |
| 19250 | 0 | 0.055618 | 0.132869 | 2.93e-06 | 3:11:31 | 1:46:57 |
| 19300 | 0 | 0.002614 | 0.131040 | 2.91e-06 | 3:11:59 | 1:46:26 |
| 19350 | 0 | 0.113884 | 0.127594 | 2.89e-06 | 3:12:28 | 1:45:56 |
| 19400 | 0 | 0.037353 | 0.126108 | 2.86e-06 | 3:12:56 | 1:45:25 |
| 19450 | 0 | 0.100393 | 0.126837 | 2.84e-06 | 3:13:25 | 1:44:54 |
| 19500 | 0 | 0.064306 | 0.126092 | 2.81e-06 | 3:13:53 | 1:44:24 |
| 19550 | 0 | 0.159077 | 0.126831 | 2.79e-06 | 3:14:22 | 1:43:53 |
| 19600 | 0 | 0.200605 | 0.126558 | 2.77e-06 | 3:14:51 | 1:43:23 |
| 19650 | 0 | 0.270593 | 0.127396 | 2.74e-06 | 3:15:19 | 1:42:52 |
| 19700 | 0 | 0.116574 | 0.124997 | 2.72e-06 | 3:15:48 | 1:42:22 |
| 19750 | 0 | 0.085899 | 0.123231 | 2.69e-06 | 3:16:16 | 1:41:51 |
| 19800 | 0 | 0.197094 | 0.124227 | 2.67e-06 | 3:16:45 | 1:41:21 |
| 19850 | 0 | 0.063735 | 0.124700 | 2.65e-06 | 3:17:13 | 1:40:51 |
| 19900 | 0 | 0.170404 | 0.124671 | 2.62e-06 | 3:17:42 | 1:40:20 |
| 19950 | 0 | 0.055491 | 0.124841 | 2.60e-06 | 3:18:11 | 1:39:50 |
| 20000 | 0 | 0.079158 | 0.124227 | 2.58e-06 | 3:18:39 | 1:39:19 |
| [08:45:30] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-20000 |
| [08:45:32] Generating 16 validation images ... |
| [08:45:52] Validation step 20000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0020000.png |
| 20050 | 0 | 0.194143 | 0.123353 | 2.55e-06 | 3:19:36 | 1:39:03 |
| 20100 | 0 | 0.062476 | 0.123587 | 2.53e-06 | 3:20:04 | 1:38:32 |
| 20150 | 0 | 0.171592 | 0.124935 | 2.51e-06 | 3:20:33 | 1:38:02 |
| 20200 | 0 | 0.034271 | 0.123890 | 2.48e-06 | 3:21:01 | 1:37:31 |
| 20250 | 0 | 0.275492 | 0.126619 | 2.46e-06 | 3:21:30 | 1:37:01 |
| 20300 | 0 | 0.066330 | 0.125957 | 2.44e-06 | 3:21:58 | 1:36:30 |
| 20350 | 0 | 0.165888 | 0.127153 | 2.42e-06 | 3:22:27 | 1:36:00 |
| 20400 | 0 | 0.173745 | 0.128238 | 2.39e-06 | 3:22:56 | 1:35:29 |
| 20450 | 0 | 0.279081 | 0.130221 | 2.37e-06 | 3:23:24 | 1:34:59 |
| 20500 | 0 | 0.040766 | 0.130127 | 2.35e-06 | 3:23:53 | 1:34:29 |
| 20550 | 0 | 0.134004 | 0.128513 | 2.33e-06 | 3:24:21 | 1:33:58 |
| 20600 | 0 | 0.224051 | 0.129273 | 2.30e-06 | 3:24:50 | 1:33:28 |
| 20650 | 0 | 0.068022 | 0.128252 | 2.28e-06 | 3:25:19 | 1:32:57 |
| 20700 | 0 | 0.134328 | 0.127992 | 2.26e-06 | 3:25:47 | 1:32:27 |
| 20750 | 0 | 0.165622 | 0.129328 | 2.24e-06 | 3:26:16 | 1:31:57 |
| 20800 | 0 | 0.093726 | 0.128287 | 2.21e-06 | 3:26:45 | 1:31:26 |
| 20850 | 0 | 0.229894 | 0.130063 | 2.19e-06 | 3:27:13 | 1:30:56 |
| 20900 | 0 | 0.011367 | 0.128513 | 2.17e-06 | 3:27:42 | 1:30:26 |
| 20950 | 0 | 0.015432 | 0.127876 | 2.15e-06 | 3:28:11 | 1:29:55 |
| 21000 | 0 | 0.064424 | 0.127212 | 2.13e-06 | 3:28:39 | 1:29:25 |
| [08:55:24] Generating 16 validation images ... |
| [08:55:45] Validation step 21000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0021000.png |
| 21050 | 0 | 0.062842 | 0.125304 | 2.10e-06 | 3:29:29 | 1:29:04 |
| 21100 | 0 | 0.089541 | 0.125170 | 2.08e-06 | 3:29:57 | 1:28:33 |
| 21150 | 0 | 0.109850 | 0.125282 | 2.06e-06 | 3:30:26 | 1:28:03 |
| 21200 | 0 | 0.015098 | 0.123584 | 2.04e-06 | 3:30:54 | 1:27:32 |
| 21250 | 0 | 0.179983 | 0.122322 | 2.02e-06 | 3:31:23 | 1:27:02 |
| 21300 | 0 | 0.028282 | 0.121019 | 2.00e-06 | 3:31:52 | 1:26:32 |
| 21350 | 0 | 0.235768 | 0.122449 | 1.98e-06 | 3:32:20 | 1:26:01 |
| 21400 | 0 | 0.121311 | 0.123530 | 1.95e-06 | 3:32:49 | 1:25:31 |
| 21450 | 0 | 0.065848 | 0.123071 | 1.93e-06 | 3:33:17 | 1:25:01 |
| 21500 | 0 | 0.116046 | 0.123007 | 1.91e-06 | 3:33:46 | 1:24:30 |
| 21550 | 0 | 0.059759 | 0.123365 | 1.89e-06 | 3:34:15 | 1:24:00 |
| 21600 | 0 | 0.119453 | 0.121699 | 1.87e-06 | 3:34:43 | 1:23:30 |
| 21650 | 0 | 0.155456 | 0.122069 | 1.85e-06 | 3:35:12 | 1:23:00 |
| 21700 | 0 | 0.075597 | 0.122613 | 1.83e-06 | 3:35:41 | 1:22:29 |
| 21750 | 0 | 0.183406 | 0.118269 | 1.81e-06 | 3:36:09 | 1:21:59 |
| 21800 | 0 | 0.041402 | 0.118648 | 1.79e-06 | 3:36:38 | 1:21:29 |
| 21850 | 0 | 0.142773 | 0.119920 | 1.77e-06 | 3:37:06 | 1:20:59 |
| 21900 | 0 | 0.098332 | 0.119498 | 1.75e-06 | 3:37:35 | 1:20:28 |
| 21950 | 0 | 0.062183 | 0.119775 | 1.73e-06 | 3:38:04 | 1:19:58 |
| 22000 | 0 | 0.049581 | 0.118375 | 1.71e-06 | 3:38:32 | 1:19:28 |
| [09:05:26] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-22000 |
| [09:05:27] Generating 16 validation images ... |
| [09:05:48] Validation step 22000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0022000.png |
| 22050 | 0 | 0.305905 | 0.119616 | 1.69e-06 | 3:39:32 | 1:19:09 |
| 22100 | 0 | 0.236153 | 0.121648 | 1.67e-06 | 3:40:00 | 1:18:38 |
| 22150 | 0 | 0.203962 | 0.122789 | 1.65e-06 | 3:40:29 | 1:18:08 |
| 22200 | 0 | 0.039754 | 0.122472 | 1.63e-06 | 3:40:57 | 1:17:38 |
| 22250 | 0 | 0.206533 | 0.123984 | 1.61e-06 | 3:41:26 | 1:17:07 |
| 22300 | 0 | 0.081644 | 0.121290 | 1.59e-06 | 3:41:54 | 1:16:37 |
| 22350 | 0 | 0.105373 | 0.121121 | 1.57e-06 | 3:42:23 | 1:16:07 |
| 22400 | 0 | 0.013849 | 0.116945 | 1.55e-06 | 3:42:52 | 1:15:37 |
| 22450 | 0 | 0.046946 | 0.115220 | 1.53e-06 | 3:43:20 | 1:15:06 |
| 22500 | 0 | 0.227048 | 0.117172 | 1.51e-06 | 3:43:49 | 1:14:36 |
| 22550 | 0 | 0.158889 | 0.116939 | 1.49e-06 | 3:44:18 | 1:14:06 |
| 22600 | 0 | 0.048431 | 0.116643 | 1.47e-06 | 3:44:46 | 1:13:36 |
| 22650 | 0 | 0.185479 | 0.118217 | 1.46e-06 | 3:45:15 | 1:13:05 |
| 22700 | 0 | 0.163225 | 0.119061 | 1.44e-06 | 3:45:44 | 1:12:35 |
| 22750 | 0 | 0.062549 | 0.118001 | 1.42e-06 | 3:46:12 | 1:12:05 |
| 22800 | 0 | 0.233809 | 0.118543 | 1.40e-06 | 3:46:41 | 1:11:35 |
| 22850 | 0 | 0.018988 | 0.118309 | 1.38e-06 | 3:47:10 | 1:11:04 |
| 22900 | 0 | 0.047157 | 0.118636 | 1.36e-06 | 3:47:38 | 1:10:34 |
| 22950 | 0 | 0.050293 | 0.119126 | 1.34e-06 | 3:48:07 | 1:10:04 |
| 23000 | 0 | 0.256504 | 0.121683 | 1.33e-06 | 3:48:35 | 1:09:34 |
| [09:15:20] Generating 16 validation images ... |
| [09:15:42] Validation step 23000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0023000.png |
| 23050 | 0 | 0.093572 | 0.122407 | 1.31e-06 | 3:49:26 | 1:09:10 |
| 23100 | 0 | 0.157584 | 0.123170 | 1.29e-06 | 3:49:54 | 1:08:40 |
| 23150 | 0 | 0.140201 | 0.123248 | 1.27e-06 | 3:50:23 | 1:08:10 |
| 23200 | 0 | 0.054030 | 0.123695 | 1.25e-06 | 3:50:51 | 1:07:39 |
| 23250 | 0 | 0.016839 | 0.120644 | 1.24e-06 | 3:51:20 | 1:07:09 |
| 23300 | 0 | 0.078767 | 0.117571 | 1.22e-06 | 3:51:48 | 1:06:39 |
| 23350 | 0 | 0.109042 | 0.118654 | 1.20e-06 | 3:52:17 | 1:06:09 |
| 23400 | 0 | 0.252858 | 0.118656 | 1.19e-06 | 3:52:46 | 1:05:39 |
| 23450 | 0 | 0.255407 | 0.120672 | 1.17e-06 | 3:53:14 | 1:05:08 |
| 23500 | 0 | 0.125626 | 0.121376 | 1.15e-06 | 3:53:43 | 1:04:38 |
| 23550 | 0 | 0.118236 | 0.121628 | 1.13e-06 | 3:54:11 | 1:04:08 |
| 23600 | 0 | 0.053649 | 0.120921 | 1.12e-06 | 3:54:40 | 1:03:38 |
| 23650 | 0 | 0.104909 | 0.121233 | 1.10e-06 | 3:55:09 | 1:03:08 |
| 23700 | 0 | 0.072726 | 0.119738 | 1.08e-06 | 3:55:37 | 1:02:38 |
| 23750 | 0 | 0.013409 | 0.118337 | 1.07e-06 | 3:56:06 | 1:02:07 |
| 23800 | 0 | 0.189644 | 0.119501 | 1.05e-06 | 3:56:34 | 1:01:37 |
| 23850 | 0 | 0.040333 | 0.118165 | 1.03e-06 | 3:57:03 | 1:01:07 |
| 23900 | 0 | 0.060383 | 0.117785 | 1.02e-06 | 3:57:32 | 1:00:37 |
| 23950 | 0 | 0.326507 | 0.118819 | 1.00e-06 | 3:58:00 | 1:00:07 |
| 24000 | 0 | 0.147254 | 0.118683 | 9.86e-07 | 3:58:29 | 0:59:37 |
| [09:25:20] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-24000 |
| [09:25:21] Generating 16 validation images ... |
| [09:25:42] Validation step 24000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0024000.png |
| 24050 | 0 | 0.117694 | 0.118973 | 9.71e-07 | 3:59:26 | 0:59:14 |
| 24100 | 0 | 0.344259 | 0.120809 | 9.55e-07 | 3:59:54 | 0:58:44 |
| 24150 | 0 | 0.232011 | 0.123058 | 9.39e-07 | 4:00:23 | 0:58:13 |
| 24200 | 0 | 0.088875 | 0.122763 | 9.24e-07 | 4:00:51 | 0:57:43 |
| 24250 | 0 | 0.286225 | 0.125069 | 9.08e-07 | 4:01:20 | 0:57:13 |
| 24300 | 0 | 0.050376 | 0.125546 | 8.93e-07 | 4:01:49 | 0:56:43 |
| 24350 | 0 | 0.124803 | 0.125656 | 8.78e-07 | 4:02:17 | 0:56:13 |
| 24400 | 0 | 0.232635 | 0.127608 | 8.63e-07 | 4:02:46 | 0:55:43 |
| 24450 | 0 | 0.065843 | 0.127263 | 8.48e-07 | 4:03:15 | 0:55:12 |
| 24500 | 0 | 0.331177 | 0.129932 | 8.33e-07 | 4:03:43 | 0:54:42 |
| 24550 | 0 | 0.139477 | 0.129736 | 8.19e-07 | 4:04:12 | 0:54:12 |
| 24600 | 0 | 0.343583 | 0.131165 | 8.04e-07 | 4:04:40 | 0:53:42 |
| 24650 | 0 | 0.003112 | 0.128491 | 7.90e-07 | 4:05:09 | 0:53:12 |
| 24700 | 0 | 0.025126 | 0.127576 | 7.76e-07 | 4:05:38 | 0:52:42 |
| 24750 | 0 | 0.112615 | 0.127843 | 7.61e-07 | 4:06:06 | 0:52:12 |
| 24800 | 0 | 0.111936 | 0.126992 | 7.47e-07 | 4:06:35 | 0:51:42 |
| 24850 | 0 | 0.015664 | 0.126511 | 7.33e-07 | 4:07:04 | 0:51:12 |
| 24900 | 0 | 0.054740 | 0.125354 | 7.20e-07 | 4:07:32 | 0:50:42 |
| 24950 | 0 | 0.062976 | 0.125429 | 7.06e-07 | 4:08:01 | 0:50:12 |
| 25000 | 0 | 0.079893 | 0.125437 | 6.92e-07 | 4:08:29 | 0:49:41 |
| [09:35:14] Generating 16 validation images ... |
| [09:35:35] Validation step 25000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0025000.png |
| 25050 | 0 | 0.166044 | 0.125156 | 6.79e-07 | 4:09:19 | 0:49:16 |
| 25100 | 0 | 0.268704 | 0.127218 | 6.65e-07 | 4:09:47 | 0:48:45 |
| 25150 | 0 | 0.021005 | 0.125712 | 6.52e-07 | 4:10:16 | 0:48:15 |
| 25200 | 0 | 0.078185 | 0.126151 | 6.39e-07 | 4:10:45 | 0:47:45 |
| 25250 | 0 | 0.040947 | 0.123806 | 6.26e-07 | 4:11:13 | 0:47:15 |
| 25300 | 0 | 0.062844 | 0.123771 | 6.13e-07 | 4:11:42 | 0:46:45 |
| 25350 | 0 | 0.253256 | 0.124644 | 6.01e-07 | 4:12:10 | 0:46:15 |
| 25400 | 0 | 0.212285 | 0.125030 | 5.88e-07 | 4:12:39 | 0:45:45 |
| 25450 | 0 | 0.199483 | 0.124234 | 5.76e-07 | 4:13:08 | 0:45:15 |
| 25500 | 0 | 0.056636 | 0.124393 | 5.63e-07 | 4:13:36 | 0:44:45 |
| 25550 | 0 | 0.050606 | 0.123559 | 5.51e-07 | 4:14:05 | 0:44:15 |
| 25600 | 0 | 0.025419 | 0.121572 | 5.39e-07 | 4:14:34 | 0:43:45 |
| 25650 | 0 | 0.215306 | 0.123045 | 5.27e-07 | 4:15:02 | 0:43:15 |
| 25700 | 0 | 0.085196 | 0.122554 | 5.15e-07 | 4:15:31 | 0:42:45 |
| 25750 | 0 | 0.079033 | 0.121688 | 5.03e-07 | 4:15:59 | 0:42:15 |
| 25800 | 0 | 0.074422 | 0.121495 | 4.92e-07 | 4:16:28 | 0:41:45 |
| 25850 | 0 | 0.322170 | 0.122418 | 4.80e-07 | 4:16:57 | 0:41:15 |
| 25900 | 0 | 0.322664 | 0.125531 | 4.69e-07 | 4:17:25 | 0:40:45 |
| 25950 | 0 | 0.114783 | 0.126524 | 4.58e-07 | 4:17:54 | 0:40:15 |
| 26000 | 0 | 0.006337 | 0.125943 | 4.47e-07 | 4:18:22 | 0:39:45 |
| [09:45:13] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-26000 |
| [09:45:14] Generating 16 validation images ... |
| [09:45:35] Validation step 26000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0026000.png |
| 26050 | 0 | 0.272022 | 0.128035 | 4.36e-07 | 4:19:19 | 0:39:19 |
| 26100 | 0 | 0.039651 | 0.127536 | 4.25e-07 | 4:19:47 | 0:38:49 |
| 26150 | 0 | 0.261716 | 0.129055 | 4.14e-07 | 4:20:15 | 0:38:19 |
| 26200 | 0 | 0.197140 | 0.130875 | 4.04e-07 | 4:20:44 | 0:37:49 |
| 26250 | 0 | 0.016354 | 0.129239 | 3.93e-07 | 4:21:12 | 0:37:18 |
| 26300 | 0 | 0.163363 | 0.130590 | 3.83e-07 | 4:21:41 | 0:36:48 |
| 26350 | 0 | 0.153091 | 0.129763 | 3.73e-07 | 4:22:09 | 0:36:18 |
| 26400 | 0 | 0.303942 | 0.131589 | 3.63e-07 | 4:22:38 | 0:35:48 |
| 26450 | 0 | 0.061054 | 0.131541 | 3.53e-07 | 4:23:06 | 0:35:18 |
| 26500 | 0 | 0.010875 | 0.130490 | 3.43e-07 | 4:23:35 | 0:34:48 |
| 26550 | 0 | 0.159408 | 0.131486 | 3.34e-07 | 4:24:03 | 0:34:18 |
| 26600 | 0 | 0.068097 | 0.130973 | 3.24e-07 | 4:24:32 | 0:33:48 |
| 26650 | 0 | 0.153643 | 0.130954 | 3.15e-07 | 4:25:00 | 0:33:18 |
| 26700 | 0 | 0.102262 | 0.131221 | 3.06e-07 | 4:25:28 | 0:32:48 |
| 26750 | 0 | 0.035544 | 0.129742 | 2.96e-07 | 4:25:57 | 0:32:18 |
| 26800 | 0 | 0.015132 | 0.129480 | 2.88e-07 | 4:26:25 | 0:31:48 |
| 26850 | 0 | 0.235685 | 0.130409 | 2.79e-07 | 4:26:54 | 0:31:18 |
| 26900 | 0 | 0.104883 | 0.130474 | 2.70e-07 | 4:27:22 | 0:30:48 |
| 26950 | 0 | 0.022100 | 0.130074 | 2.61e-07 | 4:27:51 | 0:30:18 |
| 27000 | 0 | 0.131526 | 0.130893 | 2.53e-07 | 4:28:19 | 0:29:48 |
| [09:55:04] Generating 16 validation images ... |
| [09:55:25] Validation step 27000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0027000.png |
| 27050 | 0 | 0.008163 | 0.127916 | 2.45e-07 | 4:29:09 | 0:29:21 |
| 27100 | 0 | 0.337156 | 0.128926 | 2.37e-07 | 4:29:38 | 0:28:51 |
| 27150 | 0 | 0.081441 | 0.127700 | 2.29e-07 | 4:30:06 | 0:28:21 |
| 27200 | 0 | 0.013786 | 0.127441 | 2.21e-07 | 4:30:35 | 0:27:51 |
| 27250 | 0 | 0.087506 | 0.126250 | 2.13e-07 | 4:31:03 | 0:27:21 |
| 27300 | 0 | 0.224060 | 0.127675 | 2.05e-07 | 4:31:32 | 0:26:51 |
| 27350 | 0 | 0.109952 | 0.127720 | 1.98e-07 | 4:32:00 | 0:26:21 |
| 27400 | 0 | 0.085574 | 0.128438 | 1.90e-07 | 4:32:29 | 0:25:51 |
| 27450 | 0 | 0.053287 | 0.128501 | 1.83e-07 | 4:32:57 | 0:25:21 |
| 27500 | 0 | 0.003805 | 0.126269 | 1.76e-07 | 4:33:26 | 0:24:51 |
| 27550 | 0 | 0.061737 | 0.125297 | 1.69e-07 | 4:33:54 | 0:24:21 |
| 27600 | 0 | 0.043879 | 0.125252 | 1.62e-07 | 4:34:23 | 0:23:51 |
| 27650 | 0 | 0.068114 | 0.124078 | 1.56e-07 | 4:34:51 | 0:23:21 |
| 27700 | 0 | 0.289394 | 0.125340 | 1.49e-07 | 4:35:20 | 0:22:51 |
| 27750 | 0 | 0.077378 | 0.125488 | 1.43e-07 | 4:35:48 | 0:22:21 |
| 27800 | 0 | 0.049204 | 0.123642 | 1.37e-07 | 4:36:17 | 0:21:51 |
| 27850 | 0 | 0.017778 | 0.123630 | 1.30e-07 | 4:36:45 | 0:21:21 |
| 27900 | 0 | 0.018934 | 0.123348 | 1.25e-07 | 4:37:14 | 0:20:52 |
| 27950 | 0 | 0.300870 | 0.125853 | 1.19e-07 | 4:37:42 | 0:20:22 |
| 28000 | 0 | 0.015747 | 0.123446 | 1.13e-07 | 4:38:11 | 0:19:52 |
| [10:05:02] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-28000 |
| [10:05:03] Generating 16 validation images ... |
| [10:05:23] Validation step 28000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0028000.png |
| 28050 | 0 | 0.099323 | 0.123503 | 1.07e-07 | 4:39:07 | 0:19:24 |
| 28100 | 0 | 0.053645 | 0.122464 | 1.02e-07 | 4:39:36 | 0:18:54 |
| 28150 | 0 | 0.195896 | 0.123021 | 9.67e-08 | 4:40:04 | 0:18:24 |
| 28200 | 0 | 0.193200 | 0.124412 | 9.16e-08 | 4:40:33 | 0:17:54 |
| 28250 | 0 | 0.069875 | 0.124943 | 8.66e-08 | 4:41:01 | 0:17:24 |
| 28300 | 0 | 0.065180 | 0.124807 | 8.17e-08 | 4:41:30 | 0:16:54 |
| 28350 | 0 | 0.000191 | 0.123718 | 7.70e-08 | 4:41:58 | 0:16:24 |
| 28400 | 0 | 0.163844 | 0.122828 | 7.24e-08 | 4:42:27 | 0:15:54 |
| 28450 | 0 | 0.054390 | 0.120818 | 6.80e-08 | 4:42:55 | 0:15:24 |
| 28500 | 0 | 0.036394 | 0.119926 | 6.37e-08 | 4:43:24 | 0:14:54 |
| 28550 | 0 | 0.080773 | 0.119551 | 5.95e-08 | 4:43:52 | 0:14:25 |
| 28600 | 0 | 0.044492 | 0.119460 | 5.55e-08 | 4:44:21 | 0:13:55 |
| 28650 | 0 | 0.026888 | 0.118679 | 5.16e-08 | 4:44:49 | 0:13:25 |
| 28700 | 0 | 0.407584 | 0.122028 | 4.78e-08 | 4:45:18 | 0:12:55 |
| 28750 | 0 | 0.097540 | 0.122869 | 4.42e-08 | 4:45:46 | 0:12:25 |
| 28800 | 0 | 0.150303 | 0.122476 | 4.08e-08 | 4:46:15 | 0:11:55 |
| 28850 | 0 | 0.246311 | 0.124536 | 3.74e-08 | 4:46:44 | 0:11:25 |
| 28900 | 0 | 0.018411 | 0.124116 | 3.43e-08 | 4:47:12 | 0:10:55 |
| 28950 | 0 | 0.073753 | 0.121588 | 3.12e-08 | 4:47:41 | 0:10:26 |
| 29000 | 0 | 0.340730 | 0.123523 | 2.83e-08 | 4:48:09 | 0:09:56 |
| [10:14:54] Generating 16 validation images ... |
| [10:15:15] Validation step 29000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0029000.png |
| 29050 | 0 | 0.303401 | 0.125380 | 2.56e-08 | 4:48:59 | 0:09:27 |
| 29100 | 0 | 0.093270 | 0.122870 | 2.29e-08 | 4:49:28 | 0:08:57 |
| 29150 | 0 | 0.161128 | 0.122162 | 2.05e-08 | 4:49:56 | 0:08:27 |
| 29200 | 0 | 0.083413 | 0.122107 | 1.81e-08 | 4:50:25 | 0:07:57 |
| 29250 | 0 | 0.602059 | 0.125265 | 1.59e-08 | 4:50:53 | 0:07:27 |
| 29300 | 0 | 0.096295 | 0.125724 | 1.39e-08 | 4:51:22 | 0:06:57 |
| 29350 | 0 | 0.155493 | 0.126031 | 1.20e-08 | 4:51:50 | 0:06:27 |
| 29400 | 0 | 0.012050 | 0.123826 | 1.02e-08 | 4:52:19 | 0:05:57 |
| 29450 | 0 | 0.053587 | 0.123703 | 8.57e-09 | 4:52:47 | 0:05:28 |
| 29500 | 0 | 0.090135 | 0.121293 | 7.09e-09 | 4:53:16 | 0:04:58 |
| 29550 | 0 | 0.212278 | 0.122021 | 5.74e-09 | 4:53:44 | 0:04:28 |
| 29600 | 0 | 0.000730 | 0.118592 | 4.54e-09 | 4:54:13 | 0:03:58 |
| 29650 | 0 | 0.034177 | 0.118903 | 3.47e-09 | 4:54:41 | 0:03:28 |
| 29700 | 0 | 0.020989 | 0.118861 | 2.55e-09 | 4:55:10 | 0:02:58 |
| 29750 | 0 | 0.139254 | 0.119128 | 1.77e-09 | 4:55:38 | 0:02:29 |
| 29800 | 0 | 0.069594 | 0.118704 | 1.13e-09 | 4:56:07 | 0:01:59 |
| 29850 | 0 | 0.330476 | 0.121852 | 6.38e-10 | 4:56:35 | 0:01:29 |
| 29900 | 0 | 0.109068 | 0.122396 | 2.84e-10 | 4:57:04 | 0:00:59 |
| 29950 | 0 | 0.241975 | 0.124186 | 7.09e-11 | 4:57:32 | 0:00:29 |
| 30000 | 0 | 0.188408 | 0.125271 | 0.00e+00 | 4:58:01 | 0:00:00 |
| [10:24:51] Saved checkpoint -> RESULTS/multigen/run_013/checkpoint-30000 |
| [10:24:53] Generating 16 validation images ... |
| [10:25:13] Validation step 30000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0030000.png |
| [10:25:13] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.126457 --- |
| [10:25:13] Saving final model ... |
| [10:25:15] Transformer saved -> RESULTS/multigen/run_013/transformer |
| [10:25:32] Pipeline saved -> RESULTS/multigen/run_013 |
| [10:25:32] Generating final validation collage ... |
| [10:25:32] Generating 16 validation images ... |
| [10:25:52] Validation step 30000: 16 images -> RESULTS/multigen/run_013/validation/collage_step_0030000.png |
| [10:25:53] |
| [10:25:53] ============================================================ |
| [10:25:53] TRAINING SUMMARY |
| [10:25:53] ============================================================ |
| [10:25:53] Total steps : 600 |
| [10:25:53] Final loss : 0.188408 |
| [10:25:53] Avg last 100 : 0.125271 |
| [10:25:53] Min loss : 0.000191 |
| [10:25:53] Total time : 4:59:08 |
| [10:25:53] Output : RESULTS/multigen/run_013 |
| [10:25:53] ============================================================ |
|
|
