Training started: 2026-06-11 11:58:34 ========================================================================================== Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA ------------------------------------------------------------------------------------------ [11:58:34] Run directory: RESULTS/multigen/run_008 [11:58:34] Loading PixArt-Sigma components ... [11:58:47] Transformer params: 610,856,096 total, 610,856,096 trainable [11:58:47] Building dataset ... [11:58:47] [11:58:47] ================================================================ [11:58:47] Model = PixArt-alpha/PixArt-Sigma-XL-2-512-MS [11:58:47] Output dir = RESULTS/multigen/run_008 [11:58:47] Num examples = 499995 [11:58:47] Num epochs = 1 [11:58:47] Batch/device = 4 [11:58:47] Grad accum = 1 [11:58:47] Effective BS = 4 [11:58:47] Total optim steps = 30000 [11:58:47] LR = 1e-05 [11:58:47] Precision = bf16 [11:58:47] Resolution = 512x512 [11:58:47] Max seq length = 300 [11:58:47] ================================================================ [11:58:47] 50 | 0 | 0.093517 | 0.093517 | 1.00e-06 | 0:00:43 | 7:09:45 100 | 0 | 0.108583 | 0.101050 | 2.00e-06 | 0:01:12 | 6:00:54 150 | 0 | 0.078580 | 0.093560 | 3.00e-06 | 0:01:41 | 5:38:14 200 | 0 | 0.137409 | 0.104522 | 4.00e-06 | 0:02:11 | 5:26:35 250 | 0 | 0.000727 | 0.083763 | 5.00e-06 | 0:02:41 | 5:19:23 300 | 0 | 0.009184 | 0.071333 | 6.00e-06 | 0:03:10 | 5:14:26 350 | 0 | 0.034279 | 0.066040 | 7.00e-06 | 0:03:40 | 5:10:49 400 | 0 | 0.153897 | 0.077022 | 8.00e-06 | 0:04:09 | 5:07:57 450 | 0 | 0.091317 | 0.078610 | 9.00e-06 | 0:04:39 | 5:05:42 500 | 0 | 0.167975 | 0.087547 | 1.00e-05 | 0:05:08 | 5:03:50 550 | 0 | 0.345943 | 0.111037 | 1.00e-05 | 0:05:38 | 5:02:13 600 | 0 | 0.121852 | 0.111939 | 1.00e-05 | 0:06:08 | 5:00:48 650 | 0 | 0.099790 | 0.111004 | 1.00e-05 | 0:06:37 | 4:59:29 700 | 0 | 0.083560 | 0.109044 | 1.00e-05 | 0:07:07 | 4:58:20 750 | 0 | 0.022655 | 0.103285 | 1.00e-05 | 0:07:37 | 4:57:14 800 | 0 | 0.050346 | 0.099976 | 1.00e-05 | 0:08:06 | 4:56:09 850 | 0 | 0.087388 | 0.099236 | 1.00e-05 | 0:08:36 | 4:55:09 900 | 0 | 0.081231 | 0.098235 | 1.00e-05 | 0:09:06 | 4:54:16 950 | 0 | 0.041589 | 0.095254 | 9.99e-06 | 0:09:35 | 4:53:26 1000 | 0 | 0.137336 | 0.097358 | 9.99e-06 | 0:10:05 | 4:52:38 [12:08:40] Generating 16 validation images ... [12:09:01] Validation step 1000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0001000.png 1050 | 0 | 0.231398 | 0.103741 | 9.99e-06 | 0:10:56 | 5:01:48 1100 | 0 | 0.191733 | 0.107741 | 9.99e-06 | 0:11:26 | 5:00:34 1150 | 0 | 0.139170 | 0.109107 | 9.99e-06 | 0:11:56 | 4:59:24 1200 | 0 | 0.066087 | 0.107315 | 9.99e-06 | 0:12:25 | 4:58:18 1250 | 0 | 0.065969 | 0.105661 | 9.98e-06 | 0:12:55 | 4:57:14 1300 | 0 | 0.285513 | 0.112578 | 9.98e-06 | 0:13:25 | 4:56:13 1350 | 0 | 0.104169 | 0.112267 | 9.98e-06 | 0:13:54 | 4:55:14 1400 | 0 | 0.015889 | 0.108825 | 9.98e-06 | 0:14:24 | 4:54:17 1450 | 0 | 0.020805 | 0.105789 | 9.97e-06 | 0:14:54 | 4:53:22 1500 | 0 | 0.141974 | 0.106996 | 9.97e-06 | 0:15:23 | 4:52:29 1550 | 0 | 0.179030 | 0.109319 | 9.97e-06 | 0:15:53 | 4:51:38 1600 | 0 | 0.145809 | 0.110460 | 9.97e-06 | 0:16:23 | 4:50:48 1650 | 0 | 0.033320 | 0.108122 | 9.96e-06 | 0:16:52 | 4:49:59 1700 | 0 | 0.082214 | 0.107360 | 9.96e-06 | 0:17:22 | 4:49:12 1750 | 0 | 0.010602 | 0.104596 | 9.96e-06 | 0:17:52 | 4:48:25 1800 | 0 | 0.142768 | 0.105656 | 9.95e-06 | 0:18:21 | 4:47:39 1850 | 0 | 0.117845 | 0.105985 | 9.95e-06 | 0:18:51 | 4:46:55 1900 | 0 | 0.078588 | 0.105264 | 9.94e-06 | 0:19:21 | 4:46:11 1950 | 0 | 0.044823 | 0.103715 | 9.94e-06 | 0:19:50 | 4:45:28 2000 | 0 | 0.010003 | 0.101372 | 9.94e-06 | 0:20:20 | 4:44:45 [12:19:03] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-2000 [12:19:04] Generating 16 validation images ... [12:19:25] Validation step 2000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0002000.png 2050 | 0 | 0.497871 | 0.111043 | 9.93e-06 | 0:21:20 | 4:51:02 2100 | 0 | 0.079258 | 0.110286 | 9.93e-06 | 0:21:50 | 4:50:09 2150 | 0 | 0.098663 | 0.110015 | 9.92e-06 | 0:22:20 | 4:49:18 2200 | 0 | 0.138466 | 0.110662 | 9.92e-06 | 0:22:49 | 4:48:28 2250 | 0 | 0.081193 | 0.110007 | 9.91e-06 | 0:23:19 | 4:47:40 2300 | 0 | 0.087541 | 0.109519 | 9.91e-06 | 0:23:49 | 4:46:52 2350 | 0 | 0.357852 | 0.114802 | 9.90e-06 | 0:24:18 | 4:46:06 2400 | 0 | 0.095738 | 0.114405 | 9.90e-06 | 0:24:48 | 4:45:20 2450 | 0 | 0.145433 | 0.115039 | 9.89e-06 | 0:25:18 | 4:44:35 2500 | 0 | 0.032426 | 0.113386 | 9.89e-06 | 0:25:48 | 4:43:50 2550 | 0 | 0.063603 | 0.112410 | 9.88e-06 | 0:26:17 | 4:43:06 2600 | 0 | 0.130756 | 0.112763 | 9.88e-06 | 0:26:47 | 4:42:23 2650 | 0 | 0.096758 | 0.112461 | 9.87e-06 | 0:27:17 | 4:41:40 2700 | 0 | 0.119684 | 0.112595 | 9.86e-06 | 0:27:47 | 4:40:57 2750 | 0 | 0.094939 | 0.112274 | 9.86e-06 | 0:28:16 | 4:40:15 2800 | 0 | 0.070257 | 0.111523 | 9.85e-06 | 0:28:46 | 4:39:33 2850 | 0 | 0.195072 | 0.112989 | 9.84e-06 | 0:29:16 | 4:38:52 2900 | 0 | 0.065969 | 0.112178 | 9.84e-06 | 0:29:46 | 4:38:11 2950 | 0 | 0.118051 | 0.112278 | 9.83e-06 | 0:30:15 | 4:37:31 3000 | 0 | 0.174961 | 0.113323 | 9.82e-06 | 0:30:45 | 4:36:51 [12:29:20] Generating 16 validation images ... [12:29:41] Validation step 3000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0003000.png 3050 | 0 | 0.157630 | 0.114049 | 9.82e-06 | 0:31:36 | 4:39:21 3100 | 0 | 0.071727 | 0.113366 | 9.81e-06 | 0:32:06 | 4:38:38 3150 | 0 | 0.081584 | 0.112862 | 9.80e-06 | 0:32:36 | 4:37:56 3200 | 0 | 0.087375 | 0.112464 | 9.79e-06 | 0:33:06 | 4:37:13 3250 | 0 | 0.114649 | 0.112497 | 9.79e-06 | 0:33:35 | 4:36:32 3300 | 0 | 0.020462 | 0.111103 | 9.78e-06 | 0:34:05 | 4:35:51 3350 | 0 | 0.301086 | 0.113938 | 9.77e-06 | 0:34:35 | 4:35:10 3400 | 0 | 0.125608 | 0.114110 | 9.76e-06 | 0:35:05 | 4:34:30 3450 | 0 | 0.130333 | 0.114345 | 9.76e-06 | 0:35:34 | 4:33:49 3500 | 0 | 0.047613 | 0.113392 | 9.75e-06 | 0:36:04 | 4:33:09 3550 | 0 | 0.110877 | 0.113356 | 9.74e-06 | 0:36:34 | 4:32:30 3600 | 0 | 0.134761 | 0.113654 | 9.73e-06 | 0:37:04 | 4:31:50 3650 | 0 | 0.190549 | 0.114707 | 9.72e-06 | 0:37:33 | 4:31:11 3700 | 0 | 0.049363 | 0.113824 | 9.71e-06 | 0:38:03 | 4:30:32 3750 | 0 | 0.107935 | 0.113746 | 9.70e-06 | 0:38:33 | 4:29:54 3800 | 0 | 0.095681 | 0.113508 | 9.69e-06 | 0:39:03 | 4:29:15 3850 | 0 | 0.008016 | 0.112138 | 9.69e-06 | 0:39:32 | 4:28:37 3900 | 0 | 0.047105 | 0.111304 | 9.68e-06 | 0:40:02 | 4:28:00 3950 | 0 | 0.126354 | 0.111495 | 9.67e-06 | 0:40:32 | 4:27:22 4000 | 0 | 0.072028 | 0.111001 | 9.66e-06 | 0:41:02 | 4:26:45 [12:39:46] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-4000 [12:39:46] Generating 16 validation images ... [12:40:07] Validation step 4000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0004000.png 4050 | 0 | 0.116091 | 0.111064 | 9.65e-06 | 0:42:02 | 4:29:25 4100 | 0 | 0.111791 | 0.111073 | 9.64e-06 | 0:42:32 | 4:28:44 4150 | 0 | 0.129552 | 0.111296 | 9.63e-06 | 0:43:02 | 4:28:04 4200 | 0 | 0.105836 | 0.111231 | 9.62e-06 | 0:43:31 | 4:27:23 4250 | 0 | 0.047022 | 0.110475 | 9.61e-06 | 0:44:01 | 4:26:44 4300 | 0 | 0.137827 | 0.110793 | 9.60e-06 | 0:44:31 | 4:26:05 4350 | 0 | 0.022701 | 0.109781 | 9.59e-06 | 0:45:00 | 4:25:26 4400 | 0 | 0.189758 | 0.110690 | 9.57e-06 | 0:45:30 | 4:24:46 4450 | 0 | 0.161420 | 0.111260 | 9.56e-06 | 0:46:00 | 4:24:08 4500 | 0 | 0.278710 | 0.113120 | 9.55e-06 | 0:46:29 | 4:23:29 4550 | 0 | 0.360945 | 0.115843 | 9.54e-06 | 0:46:59 | 4:22:50 4600 | 0 | 0.268622 | 0.117504 | 9.53e-06 | 0:47:29 | 4:22:11 4650 | 0 | 0.066004 | 0.116950 | 9.52e-06 | 0:47:58 | 4:21:33 4700 | 0 | 0.217717 | 0.118022 | 9.51e-06 | 0:48:28 | 4:20:55 4750 | 0 | 0.119172 | 0.118034 | 9.50e-06 | 0:48:57 | 4:20:17 4800 | 0 | 0.351916 | 0.120471 | 9.48e-06 | 0:49:27 | 4:19:39 4850 | 0 | 0.155542 | 0.120832 | 9.47e-06 | 0:49:57 | 4:19:02 4900 | 0 | 0.055137 | 0.120162 | 9.46e-06 | 0:50:26 | 4:18:24 4950 | 0 | 0.342397 | 0.122407 | 9.45e-06 | 0:50:56 | 4:17:47 5000 | 0 | 0.046149 | 0.121644 | 9.44e-06 | 0:51:26 | 4:17:10 [12:50:01] Generating 16 validation images ... [12:50:22] Validation step 5000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0005000.png 5050 | 0 | 0.020966 | 0.120919 | 9.42e-06 | 0:52:17 | 4:18:19 5100 | 0 | 0.382939 | 0.123662 | 9.41e-06 | 0:52:46 | 4:17:41 5150 | 0 | 0.072683 | 0.123603 | 9.40e-06 | 0:53:16 | 4:17:03 5200 | 0 | 0.112816 | 0.123357 | 9.39e-06 | 0:53:45 | 4:16:25 5250 | 0 | 0.005190 | 0.123402 | 9.37e-06 | 0:54:15 | 4:15:47 5300 | 0 | 0.139381 | 0.124704 | 9.36e-06 | 0:54:45 | 4:15:09 5350 | 0 | 0.115344 | 0.125515 | 9.35e-06 | 0:55:14 | 4:14:32 5400 | 0 | 0.253553 | 0.126511 | 9.33e-06 | 0:55:44 | 4:13:55 5450 | 0 | 0.024932 | 0.125847 | 9.32e-06 | 0:56:13 | 4:13:18 5500 | 0 | 0.149402 | 0.125661 | 9.31e-06 | 0:56:43 | 4:12:41 5550 | 0 | 0.128171 | 0.123484 | 9.29e-06 | 0:57:13 | 4:12:04 5600 | 0 | 0.029753 | 0.122563 | 9.28e-06 | 0:57:42 | 4:11:28 5650 | 0 | 0.091563 | 0.122481 | 9.27e-06 | 0:58:12 | 4:10:51 5700 | 0 | 0.001693 | 0.121662 | 9.25e-06 | 0:58:42 | 4:10:15 5750 | 0 | 0.123011 | 0.122665 | 9.24e-06 | 0:59:11 | 4:09:39 5800 | 0 | 0.131320 | 0.123475 | 9.22e-06 | 0:59:41 | 4:09:03 5850 | 0 | 0.001147 | 0.122613 | 9.21e-06 | 1:00:11 | 4:08:28 5900 | 0 | 0.102086 | 0.122821 | 9.20e-06 | 1:00:41 | 4:07:52 5950 | 0 | 0.121253 | 0.123618 | 9.18e-06 | 1:01:10 | 4:07:16 6000 | 0 | 0.224808 | 0.124493 | 9.17e-06 | 1:01:40 | 4:06:40 [13:00:23] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-6000 [13:00:23] Generating 16 validation images ... [13:00:44] Validation step 6000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0006000.png 6050 | 0 | 0.482053 | 0.126999 | 9.15e-06 | 1:02:39 | 4:08:02 6100 | 0 | 0.086437 | 0.125946 | 9.14e-06 | 1:03:09 | 4:07:25 6150 | 0 | 0.196611 | 0.126521 | 9.12e-06 | 1:03:38 | 4:06:49 6200 | 0 | 0.156162 | 0.127421 | 9.11e-06 | 1:04:08 | 4:06:13 6250 | 0 | 0.106226 | 0.127824 | 9.09e-06 | 1:04:38 | 4:05:37 6300 | 0 | 0.039886 | 0.125368 | 9.08e-06 | 1:05:07 | 4:05:00 6350 | 0 | 0.005008 | 0.124376 | 9.06e-06 | 1:05:37 | 4:04:25 6400 | 0 | 0.003877 | 0.124256 | 9.05e-06 | 1:06:07 | 4:03:50 6450 | 0 | 0.006048 | 0.124108 | 9.03e-06 | 1:06:37 | 4:03:14 6500 | 0 | 0.107082 | 0.123759 | 9.01e-06 | 1:07:07 | 4:02:39 6550 | 0 | 0.065875 | 0.122628 | 9.00e-06 | 1:07:36 | 4:02:03 6600 | 0 | 0.181283 | 0.122983 | 8.98e-06 | 1:08:06 | 4:01:28 6650 | 0 | 0.092579 | 0.123575 | 8.97e-06 | 1:08:36 | 4:00:53 6700 | 0 | 0.132663 | 0.124080 | 8.95e-06 | 1:09:06 | 4:00:18 6750 | 0 | 0.046403 | 0.124438 | 8.93e-06 | 1:09:35 | 3:59:43 6800 | 0 | 0.211016 | 0.125120 | 8.92e-06 | 1:10:05 | 3:59:08 6850 | 0 | 0.124183 | 0.125184 | 8.90e-06 | 1:10:35 | 3:58:33 6900 | 0 | 0.164505 | 0.126043 | 8.88e-06 | 1:11:05 | 3:57:59 6950 | 0 | 0.153821 | 0.127133 | 8.87e-06 | 1:11:34 | 3:57:24 7000 | 0 | 0.072421 | 0.127757 | 8.85e-06 | 1:12:04 | 3:56:49 [13:10:39] Generating 16 validation images ... [13:11:01] Validation step 7000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0007000.png 7050 | 0 | 0.186180 | 0.124640 | 8.83e-06 | 1:12:56 | 3:57:26 7100 | 0 | 0.091066 | 0.124758 | 8.81e-06 | 1:13:26 | 3:56:51 7150 | 0 | 0.079866 | 0.124570 | 8.80e-06 | 1:13:55 | 3:56:15 7200 | 0 | 0.295194 | 0.126137 | 8.78e-06 | 1:14:25 | 3:55:40 7250 | 0 | 0.089737 | 0.126223 | 8.76e-06 | 1:14:55 | 3:55:05 7300 | 0 | 0.066537 | 0.126013 | 8.75e-06 | 1:15:24 | 3:54:30 7350 | 0 | 0.122561 | 0.123660 | 8.73e-06 | 1:15:54 | 3:53:55 7400 | 0 | 0.180570 | 0.124508 | 8.71e-06 | 1:16:24 | 3:53:21 7450 | 0 | 0.094139 | 0.123995 | 8.69e-06 | 1:16:54 | 3:52:46 7500 | 0 | 0.133302 | 0.125004 | 8.67e-06 | 1:17:24 | 3:52:12 7550 | 0 | 0.052769 | 0.124896 | 8.66e-06 | 1:17:53 | 3:51:37 7600 | 0 | 0.118737 | 0.124775 | 8.64e-06 | 1:18:23 | 3:51:03 7650 | 0 | 0.302792 | 0.126836 | 8.62e-06 | 1:18:53 | 3:50:28 7700 | 0 | 0.085436 | 0.126493 | 8.60e-06 | 1:19:23 | 3:49:54 7750 | 0 | 0.062071 | 0.126165 | 8.58e-06 | 1:19:52 | 3:49:19 7800 | 0 | 0.209191 | 0.127554 | 8.56e-06 | 1:20:22 | 3:48:45 7850 | 0 | 0.158987 | 0.127193 | 8.54e-06 | 1:20:51 | 3:48:10 7900 | 0 | 0.066691 | 0.127200 | 8.53e-06 | 1:21:21 | 3:47:35 7950 | 0 | 0.024565 | 0.126265 | 8.51e-06 | 1:21:51 | 3:47:01 8000 | 0 | 0.120987 | 0.125726 | 8.49e-06 | 1:22:20 | 3:46:26 [13:21:01] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-8000 [13:21:02] Generating 16 validation images ... [13:21:23] Validation step 8000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0008000.png 8050 | 0 | 0.211044 | 0.126260 | 8.47e-06 | 1:23:18 | 3:47:08 8100 | 0 | 0.007506 | 0.125618 | 8.45e-06 | 1:23:47 | 3:46:33 8150 | 0 | 0.201817 | 0.126820 | 8.43e-06 | 1:24:17 | 3:45:58 8200 | 0 | 0.156410 | 0.127510 | 8.41e-06 | 1:24:46 | 3:45:23 8250 | 0 | 0.073790 | 0.127102 | 8.39e-06 | 1:25:16 | 3:44:48 8300 | 0 | 0.159722 | 0.128494 | 8.37e-06 | 1:25:45 | 3:44:13 8350 | 0 | 0.064706 | 0.126131 | 8.35e-06 | 1:26:15 | 3:43:39 8400 | 0 | 0.127640 | 0.126151 | 8.33e-06 | 1:26:45 | 3:43:04 8450 | 0 | 0.085376 | 0.125701 | 8.31e-06 | 1:27:14 | 3:42:29 8500 | 0 | 0.056743 | 0.125793 | 8.29e-06 | 1:27:44 | 3:41:55 8550 | 0 | 0.052996 | 0.125214 | 8.27e-06 | 1:28:13 | 3:41:20 8600 | 0 | 0.363924 | 0.127505 | 8.25e-06 | 1:28:43 | 3:40:46 8650 | 0 | 0.068314 | 0.126283 | 8.23e-06 | 1:29:13 | 3:40:12 8700 | 0 | 0.105123 | 0.126841 | 8.21e-06 | 1:29:42 | 3:39:38 8750 | 0 | 0.009384 | 0.125855 | 8.19e-06 | 1:30:12 | 3:39:04 8800 | 0 | 0.033204 | 0.125230 | 8.17e-06 | 1:30:41 | 3:38:29 8850 | 0 | 0.167018 | 0.126820 | 8.15e-06 | 1:31:11 | 3:37:55 8900 | 0 | 0.030684 | 0.126656 | 8.13e-06 | 1:31:41 | 3:37:21 8950 | 0 | 0.002630 | 0.125419 | 8.11e-06 | 1:32:10 | 3:36:47 9000 | 0 | 0.035326 | 0.125052 | 8.09e-06 | 1:32:40 | 3:36:13 [13:31:15] Generating 16 validation images ... [13:31:36] Validation step 9000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0009000.png 9050 | 0 | 0.103247 | 0.124924 | 8.07e-06 | 1:33:31 | 3:36:29 9100 | 0 | 0.087623 | 0.124682 | 8.05e-06 | 1:34:00 | 3:35:55 9150 | 0 | 0.125248 | 0.124639 | 8.02e-06 | 1:34:30 | 3:35:21 9200 | 0 | 0.164275 | 0.125223 | 8.00e-06 | 1:35:00 | 3:34:47 9250 | 0 | 0.205300 | 0.126806 | 7.98e-06 | 1:35:29 | 3:34:13 9300 | 0 | 0.196365 | 0.127391 | 7.96e-06 | 1:35:59 | 3:33:39 9350 | 0 | 0.112115 | 0.128285 | 7.94e-06 | 1:36:29 | 3:33:05 9400 | 0 | 0.112116 | 0.127509 | 7.92e-06 | 1:36:58 | 3:32:31 9450 | 0 | 0.005237 | 0.125947 | 7.90e-06 | 1:37:28 | 3:31:58 9500 | 0 | 0.036346 | 0.123524 | 7.87e-06 | 1:37:58 | 3:31:24 9550 | 0 | 0.020637 | 0.120121 | 7.85e-06 | 1:38:27 | 3:30:50 9600 | 0 | 0.155644 | 0.118991 | 7.83e-06 | 1:38:57 | 3:30:17 9650 | 0 | 0.013018 | 0.118461 | 7.81e-06 | 1:39:27 | 3:29:43 9700 | 0 | 0.088406 | 0.117168 | 7.79e-06 | 1:39:56 | 3:29:10 9750 | 0 | 0.092266 | 0.116899 | 7.76e-06 | 1:40:26 | 3:28:36 9800 | 0 | 0.144161 | 0.114821 | 7.74e-06 | 1:40:56 | 3:28:03 9850 | 0 | 0.017273 | 0.113438 | 7.72e-06 | 1:41:26 | 3:27:30 9900 | 0 | 0.058637 | 0.113473 | 7.70e-06 | 1:41:55 | 3:26:57 9950 | 0 | 0.006435 | 0.110114 | 7.67e-06 | 1:42:25 | 3:26:24 10000 | 0 | 0.165338 | 0.111306 | 7.65e-06 | 1:42:55 | 3:25:50 [13:41:38] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-10000 [13:41:40] Generating 16 validation images ... [13:42:01] Validation step 10000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0010000.png 10050 | 0 | 0.331612 | 0.114412 | 7.63e-06 | 1:43:56 | 3:26:19 10100 | 0 | 0.148198 | 0.112065 | 7.61e-06 | 1:44:25 | 3:25:45 10150 | 0 | 0.109701 | 0.112435 | 7.58e-06 | 1:44:55 | 3:25:11 10200 | 0 | 0.256486 | 0.113872 | 7.56e-06 | 1:45:25 | 3:24:38 10250 | 0 | 0.135150 | 0.115171 | 7.54e-06 | 1:45:54 | 3:24:04 10300 | 0 | 0.158107 | 0.115359 | 7.52e-06 | 1:46:24 | 3:23:31 10350 | 0 | 0.012539 | 0.114330 | 7.49e-06 | 1:46:54 | 3:22:57 10400 | 0 | 0.150553 | 0.113300 | 7.47e-06 | 1:47:24 | 3:22:24 10450 | 0 | 0.292014 | 0.115971 | 7.45e-06 | 1:47:53 | 3:21:51 10500 | 0 | 0.019784 | 0.114675 | 7.42e-06 | 1:48:23 | 3:21:17 10550 | 0 | 0.138738 | 0.114781 | 7.40e-06 | 1:48:53 | 3:20:44 10600 | 0 | 0.093811 | 0.115421 | 7.38e-06 | 1:49:22 | 3:20:11 10650 | 0 | 0.034341 | 0.114849 | 7.35e-06 | 1:49:52 | 3:19:37 10700 | 0 | 0.059870 | 0.115431 | 7.33e-06 | 1:50:22 | 3:19:04 10750 | 0 | 0.087763 | 0.115078 | 7.31e-06 | 1:50:51 | 3:18:31 10800 | 0 | 0.027101 | 0.114036 | 7.28e-06 | 1:51:21 | 3:17:58 10850 | 0 | 0.328561 | 0.117310 | 7.26e-06 | 1:51:51 | 3:17:25 10900 | 0 | 0.023552 | 0.116525 | 7.23e-06 | 1:52:20 | 3:16:52 10950 | 0 | 0.064017 | 0.115953 | 7.21e-06 | 1:52:50 | 3:16:19 11000 | 0 | 0.056616 | 0.114271 | 7.19e-06 | 1:53:20 | 3:15:46 [13:51:55] Generating 16 validation images ... [13:52:17] Validation step 11000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0011000.png 11050 | 0 | 0.138172 | 0.110832 | 7.16e-06 | 1:54:12 | 3:15:51 11100 | 0 | 0.173373 | 0.111701 | 7.14e-06 | 1:54:41 | 3:15:17 11150 | 0 | 0.029907 | 0.110034 | 7.11e-06 | 1:55:11 | 3:14:44 11200 | 0 | 0.148027 | 0.109953 | 7.09e-06 | 1:55:41 | 3:14:11 11250 | 0 | 0.060243 | 0.109493 | 7.07e-06 | 1:56:10 | 3:13:38 11300 | 0 | 0.098317 | 0.110077 | 7.04e-06 | 1:56:40 | 3:13:05 11350 | 0 | 0.196091 | 0.111988 | 7.02e-06 | 1:57:10 | 3:12:32 11400 | 0 | 0.030820 | 0.112258 | 6.99e-06 | 1:57:40 | 3:11:59 11450 | 0 | 0.131174 | 0.113509 | 6.97e-06 | 1:58:09 | 3:11:26 11500 | 0 | 0.032622 | 0.112764 | 6.94e-06 | 1:58:39 | 3:10:53 11550 | 0 | 0.043652 | 0.112542 | 6.92e-06 | 1:59:09 | 3:10:20 11600 | 0 | 0.048107 | 0.111210 | 6.89e-06 | 1:59:38 | 3:09:47 11650 | 0 | 0.138604 | 0.111671 | 6.87e-06 | 2:00:08 | 3:09:14 11700 | 0 | 0.148575 | 0.111830 | 6.85e-06 | 2:00:38 | 3:08:41 11750 | 0 | 0.015457 | 0.111520 | 6.82e-06 | 2:01:08 | 3:08:08 11800 | 0 | 0.027690 | 0.109687 | 6.80e-06 | 2:01:37 | 3:07:35 11850 | 0 | 0.094812 | 0.109393 | 6.77e-06 | 2:02:07 | 3:07:03 11900 | 0 | 0.187452 | 0.109623 | 6.75e-06 | 2:02:37 | 3:06:30 11950 | 0 | 0.106313 | 0.109148 | 6.72e-06 | 2:03:07 | 3:05:57 12000 | 0 | 0.384732 | 0.112271 | 6.70e-06 | 2:03:36 | 3:05:25 [14:02:20] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-12000 [14:02:22] Generating 16 validation images ... [14:02:43] Validation step 12000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0012000.png 12050 | 0 | 0.035756 | 0.110767 | 6.67e-06 | 2:04:37 | 3:05:39 12100 | 0 | 0.090320 | 0.110759 | 6.65e-06 | 2:05:07 | 3:05:06 12150 | 0 | 0.137746 | 0.111338 | 6.62e-06 | 2:05:37 | 3:04:33 12200 | 0 | 0.156979 | 0.109956 | 6.60e-06 | 2:06:06 | 3:04:00 12250 | 0 | 0.115076 | 0.110209 | 6.57e-06 | 2:06:36 | 3:03:27 12300 | 0 | 0.107023 | 0.110614 | 6.55e-06 | 2:07:06 | 3:02:54 12350 | 0 | 0.116273 | 0.110551 | 6.52e-06 | 2:07:36 | 3:02:21 12400 | 0 | 0.252346 | 0.111269 | 6.49e-06 | 2:08:05 | 3:01:48 12450 | 0 | 0.128193 | 0.111609 | 6.47e-06 | 2:08:35 | 3:01:16 12500 | 0 | 0.139178 | 0.111668 | 6.44e-06 | 2:09:05 | 3:00:43 12550 | 0 | 0.056713 | 0.111708 | 6.42e-06 | 2:09:34 | 3:00:10 12600 | 0 | 0.016923 | 0.110689 | 6.39e-06 | 2:10:04 | 2:59:37 12650 | 0 | 0.001020 | 0.107672 | 6.37e-06 | 2:10:34 | 2:59:05 12700 | 0 | 0.150122 | 0.108319 | 6.34e-06 | 2:11:04 | 2:58:32 12750 | 0 | 0.117526 | 0.108873 | 6.32e-06 | 2:11:33 | 2:57:59 12800 | 0 | 0.058551 | 0.107367 | 6.29e-06 | 2:12:03 | 2:57:27 12850 | 0 | 0.069009 | 0.106467 | 6.26e-06 | 2:12:33 | 2:56:54 12900 | 0 | 0.012776 | 0.105928 | 6.24e-06 | 2:13:03 | 2:56:22 12950 | 0 | 0.064357 | 0.106326 | 6.21e-06 | 2:13:32 | 2:55:49 13000 | 0 | 0.002729 | 0.105143 | 6.19e-06 | 2:14:02 | 2:55:17 [14:12:37] Generating 16 validation images ... [14:12:58] Validation step 13000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0013000.png 13050 | 0 | 0.092226 | 0.103955 | 6.16e-06 | 2:14:53 | 2:55:12 13100 | 0 | 0.098640 | 0.104866 | 6.13e-06 | 2:15:23 | 2:54:39 13150 | 0 | 0.154104 | 0.104389 | 6.11e-06 | 2:15:52 | 2:54:06 13200 | 0 | 0.087845 | 0.103704 | 6.08e-06 | 2:16:22 | 2:53:34 13250 | 0 | 0.020772 | 0.103173 | 6.06e-06 | 2:16:52 | 2:53:01 13300 | 0 | 0.079909 | 0.102375 | 6.03e-06 | 2:17:21 | 2:52:28 13350 | 0 | 0.216825 | 0.103896 | 6.00e-06 | 2:17:51 | 2:51:56 13400 | 0 | 0.168527 | 0.104305 | 5.98e-06 | 2:18:21 | 2:51:23 13450 | 0 | 0.139120 | 0.104843 | 5.95e-06 | 2:18:51 | 2:50:51 13500 | 0 | 0.116618 | 0.105441 | 5.93e-06 | 2:19:20 | 2:50:18 13550 | 0 | 0.100783 | 0.105919 | 5.90e-06 | 2:19:50 | 2:49:46 13600 | 0 | 0.220501 | 0.104485 | 5.87e-06 | 2:20:20 | 2:49:13 13650 | 0 | 0.120675 | 0.105009 | 5.85e-06 | 2:20:49 | 2:48:41 13700 | 0 | 0.072458 | 0.104682 | 5.82e-06 | 2:21:19 | 2:48:08 13750 | 0 | 0.106785 | 0.105656 | 5.80e-06 | 2:21:49 | 2:47:36 13800 | 0 | 0.098646 | 0.106310 | 5.77e-06 | 2:22:18 | 2:47:04 13850 | 0 | 0.086135 | 0.105502 | 5.74e-06 | 2:22:48 | 2:46:31 13900 | 0 | 0.186395 | 0.107059 | 5.72e-06 | 2:23:18 | 2:45:59 13950 | 0 | 0.151552 | 0.108548 | 5.69e-06 | 2:23:48 | 2:45:26 14000 | 0 | 0.181378 | 0.110009 | 5.66e-06 | 2:24:17 | 2:44:54 [14:23:01] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-14000 [14:23:03] Generating 16 validation images ... [14:23:24] Validation step 14000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0014000.png 14050 | 0 | 0.159230 | 0.110568 | 5.64e-06 | 2:25:18 | 2:44:58 14100 | 0 | 0.109635 | 0.110788 | 5.61e-06 | 2:25:48 | 2:44:25 14150 | 0 | 0.112747 | 0.110663 | 5.58e-06 | 2:26:18 | 2:43:52 14200 | 0 | 0.167692 | 0.110698 | 5.56e-06 | 2:26:47 | 2:43:19 14250 | 0 | 0.089621 | 0.109541 | 5.53e-06 | 2:27:17 | 2:42:47 14300 | 0 | 0.181629 | 0.109393 | 5.50e-06 | 2:27:46 | 2:42:14 14350 | 0 | 0.298064 | 0.111253 | 5.48e-06 | 2:28:16 | 2:41:42 14400 | 0 | 0.113309 | 0.111265 | 5.45e-06 | 2:28:45 | 2:41:09 14450 | 0 | 0.034714 | 0.111560 | 5.43e-06 | 2:29:15 | 2:40:37 14500 | 0 | 0.119371 | 0.112390 | 5.40e-06 | 2:29:45 | 2:40:04 14550 | 0 | 0.092746 | 0.113111 | 5.37e-06 | 2:30:14 | 2:39:32 14600 | 0 | 0.197957 | 0.113534 | 5.35e-06 | 2:30:44 | 2:39:00 14650 | 0 | 0.172575 | 0.115130 | 5.32e-06 | 2:31:14 | 2:38:27 14700 | 0 | 0.379078 | 0.118036 | 5.29e-06 | 2:31:43 | 2:37:55 14750 | 0 | 0.174979 | 0.118864 | 5.27e-06 | 2:32:13 | 2:37:22 14800 | 0 | 0.107321 | 0.118495 | 5.24e-06 | 2:32:42 | 2:36:50 14850 | 0 | 0.020318 | 0.118526 | 5.21e-06 | 2:33:12 | 2:36:18 14900 | 0 | 0.114277 | 0.119082 | 5.19e-06 | 2:33:41 | 2:35:45 14950 | 0 | 0.039549 | 0.119413 | 5.16e-06 | 2:34:11 | 2:35:13 15000 | 0 | 0.126536 | 0.119025 | 5.13e-06 | 2:34:41 | 2:34:41 [14:33:16] Generating 16 validation images ... [14:33:37] Validation step 15000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0015000.png 15050 | 0 | 0.213036 | 0.117839 | 5.11e-06 | 2:35:32 | 2:34:30 15100 | 0 | 0.039741 | 0.116755 | 5.08e-06 | 2:36:01 | 2:33:57 15150 | 0 | 0.041258 | 0.116070 | 5.05e-06 | 2:36:31 | 2:33:25 15200 | 0 | 0.100063 | 0.114506 | 5.03e-06 | 2:37:00 | 2:32:52 15250 | 0 | 0.002628 | 0.113181 | 5.00e-06 | 2:37:30 | 2:32:20 15300 | 0 | 0.114800 | 0.112748 | 4.97e-06 | 2:38:00 | 2:31:48 15350 | 0 | 0.056127 | 0.113184 | 4.95e-06 | 2:38:29 | 2:31:15 15400 | 0 | 0.067793 | 0.112356 | 4.92e-06 | 2:38:59 | 2:30:43 15450 | 0 | 0.085985 | 0.110296 | 4.89e-06 | 2:39:28 | 2:30:11 15500 | 0 | 0.063089 | 0.110729 | 4.87e-06 | 2:39:58 | 2:29:39 15550 | 0 | 0.202953 | 0.111371 | 4.84e-06 | 2:40:28 | 2:29:07 15600 | 0 | 0.096432 | 0.111397 | 4.81e-06 | 2:40:57 | 2:28:34 15650 | 0 | 0.172658 | 0.112780 | 4.79e-06 | 2:41:27 | 2:28:02 15700 | 0 | 0.091246 | 0.113094 | 4.76e-06 | 2:41:57 | 2:27:30 15750 | 0 | 0.045299 | 0.112670 | 4.73e-06 | 2:42:26 | 2:26:58 15800 | 0 | 0.214067 | 0.114539 | 4.71e-06 | 2:42:56 | 2:26:26 15850 | 0 | 0.059762 | 0.111851 | 4.68e-06 | 2:43:26 | 2:25:54 15900 | 0 | 0.110117 | 0.112717 | 4.65e-06 | 2:43:55 | 2:25:22 15950 | 0 | 0.085434 | 0.112931 | 4.63e-06 | 2:44:25 | 2:24:50 16000 | 0 | 0.138843 | 0.113753 | 4.60e-06 | 2:44:54 | 2:24:18 [14:43:37] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-16000 [14:43:38] Generating 16 validation images ... [14:43:59] Validation step 16000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0016000.png 16050 | 0 | 0.174913 | 0.114121 | 4.57e-06 | 2:45:54 | 2:24:11 16100 | 0 | 0.081055 | 0.113198 | 4.55e-06 | 2:46:23 | 2:23:39 16150 | 0 | 0.109194 | 0.113990 | 4.52e-06 | 2:46:53 | 2:23:07 16200 | 0 | 0.197700 | 0.114487 | 4.50e-06 | 2:47:22 | 2:22:35 16250 | 0 | 0.219612 | 0.116081 | 4.47e-06 | 2:47:52 | 2:22:02 16300 | 0 | 0.094517 | 0.116043 | 4.44e-06 | 2:48:22 | 2:21:30 16350 | 0 | 0.087967 | 0.114962 | 4.42e-06 | 2:48:51 | 2:20:58 16400 | 0 | 0.013363 | 0.114787 | 4.39e-06 | 2:49:21 | 2:20:26 16450 | 0 | 0.132356 | 0.114799 | 4.36e-06 | 2:49:50 | 2:19:54 16500 | 0 | 0.140690 | 0.115879 | 4.34e-06 | 2:50:20 | 2:19:22 16550 | 0 | 0.021944 | 0.115662 | 4.31e-06 | 2:50:50 | 2:18:50 16600 | 0 | 0.284501 | 0.118026 | 4.28e-06 | 2:51:19 | 2:18:18 16650 | 0 | 0.129129 | 0.117932 | 4.26e-06 | 2:51:49 | 2:17:46 16700 | 0 | 0.028053 | 0.116726 | 4.23e-06 | 2:52:19 | 2:17:14 16750 | 0 | 0.442833 | 0.121000 | 4.20e-06 | 2:52:48 | 2:16:42 16800 | 0 | 0.003265 | 0.120756 | 4.18e-06 | 2:53:18 | 2:16:10 16850 | 0 | 0.017496 | 0.119983 | 4.15e-06 | 2:53:48 | 2:15:38 16900 | 0 | 0.111400 | 0.119222 | 4.13e-06 | 2:54:17 | 2:15:06 16950 | 0 | 0.035462 | 0.118514 | 4.10e-06 | 2:54:47 | 2:14:34 17000 | 0 | 0.170434 | 0.116371 | 4.07e-06 | 2:55:17 | 2:14:02 [14:53:52] Generating 16 validation images ... [14:54:13] Validation step 17000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0017000.png 17050 | 0 | 0.118558 | 0.117199 | 4.05e-06 | 2:56:08 | 2:13:47 17100 | 0 | 0.041497 | 0.116711 | 4.02e-06 | 2:56:38 | 2:13:15 17150 | 0 | 0.103553 | 0.116369 | 4.00e-06 | 2:57:07 | 2:12:43 17200 | 0 | 0.090990 | 0.115709 | 3.97e-06 | 2:57:37 | 2:12:11 17250 | 0 | 0.065986 | 0.115218 | 3.94e-06 | 2:58:07 | 2:11:39 17300 | 0 | 0.300790 | 0.117155 | 3.92e-06 | 2:58:37 | 2:11:07 17350 | 0 | 0.071679 | 0.116710 | 3.89e-06 | 2:59:06 | 2:10:35 17400 | 0 | 0.329289 | 0.117479 | 3.87e-06 | 2:59:36 | 2:10:03 17450 | 0 | 0.239720 | 0.118594 | 3.84e-06 | 3:00:06 | 2:09:31 17500 | 0 | 0.036352 | 0.117566 | 3.81e-06 | 3:00:35 | 2:08:59 17550 | 0 | 0.210242 | 0.119101 | 3.79e-06 | 3:01:05 | 2:08:28 17600 | 0 | 0.088413 | 0.119816 | 3.76e-06 | 3:01:35 | 2:07:56 17650 | 0 | 0.030252 | 0.120108 | 3.74e-06 | 3:02:05 | 2:07:24 17700 | 0 | 0.092523 | 0.119532 | 3.71e-06 | 3:02:34 | 2:06:52 17750 | 0 | 0.110030 | 0.119458 | 3.68e-06 | 3:03:04 | 2:06:20 17800 | 0 | 0.152473 | 0.120397 | 3.66e-06 | 3:03:34 | 2:05:49 17850 | 0 | 0.046671 | 0.120173 | 3.63e-06 | 3:04:03 | 2:05:17 17900 | 0 | 0.015537 | 0.120201 | 3.61e-06 | 3:04:33 | 2:04:45 17950 | 0 | 0.001465 | 0.119572 | 3.58e-06 | 3:05:03 | 2:04:13 18000 | 0 | 0.000765 | 0.119552 | 3.56e-06 | 3:05:32 | 2:03:41 [15:04:15] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-18000 [15:04:17] Generating 16 validation images ... [15:04:38] Validation step 18000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0018000.png 18050 | 0 | 0.022152 | 0.118852 | 3.53e-06 | 3:06:32 | 2:03:30 18100 | 0 | 0.092155 | 0.118787 | 3.51e-06 | 3:07:02 | 2:02:58 18150 | 0 | 0.111404 | 0.118360 | 3.48e-06 | 3:07:32 | 2:02:26 18200 | 0 | 0.009838 | 0.117580 | 3.45e-06 | 3:08:01 | 2:01:54 18250 | 0 | 0.188966 | 0.119262 | 3.43e-06 | 3:08:31 | 2:01:22 18300 | 0 | 0.393413 | 0.122397 | 3.40e-06 | 3:09:01 | 2:00:51 18350 | 0 | 0.000734 | 0.120236 | 3.38e-06 | 3:09:31 | 2:00:19 18400 | 0 | 0.156914 | 0.120120 | 3.35e-06 | 3:10:00 | 1:59:47 18450 | 0 | 0.057226 | 0.119301 | 3.33e-06 | 3:10:30 | 1:59:15 18500 | 0 | 0.069028 | 0.118825 | 3.30e-06 | 3:11:00 | 1:58:43 18550 | 0 | 0.088669 | 0.118704 | 3.28e-06 | 3:11:30 | 1:58:12 18600 | 0 | 0.134405 | 0.117843 | 3.25e-06 | 3:11:59 | 1:57:40 18650 | 0 | 0.090623 | 0.117542 | 3.23e-06 | 3:12:29 | 1:57:08 18700 | 0 | 0.239655 | 0.119214 | 3.20e-06 | 3:12:59 | 1:56:37 18750 | 0 | 0.105466 | 0.119201 | 3.18e-06 | 3:13:28 | 1:56:05 18800 | 0 | 0.078469 | 0.118999 | 3.15e-06 | 3:13:58 | 1:55:33 18850 | 0 | 0.179736 | 0.119935 | 3.13e-06 | 3:14:28 | 1:55:01 18900 | 0 | 0.122263 | 0.119294 | 3.11e-06 | 3:14:57 | 1:54:30 18950 | 0 | 0.159448 | 0.119373 | 3.08e-06 | 3:15:27 | 1:53:58 19000 | 0 | 0.097197 | 0.118531 | 3.06e-06 | 3:15:57 | 1:53:26 [15:14:32] Generating 16 validation images ... [15:14:53] Validation step 19000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0019000.png 19050 | 0 | 0.105719 | 0.117996 | 3.03e-06 | 3:16:48 | 1:53:07 19100 | 0 | 0.115345 | 0.118053 | 3.01e-06 | 3:17:18 | 1:52:35 19150 | 0 | 0.007021 | 0.116996 | 2.98e-06 | 3:17:47 | 1:52:04 19200 | 0 | 0.096431 | 0.116283 | 2.96e-06 | 3:18:17 | 1:51:32 19250 | 0 | 0.067346 | 0.116060 | 2.93e-06 | 3:18:47 | 1:51:00 19300 | 0 | 0.002940 | 0.114274 | 2.91e-06 | 3:19:16 | 1:50:28 19350 | 0 | 0.085457 | 0.112147 | 2.89e-06 | 3:19:46 | 1:49:57 19400 | 0 | 0.043796 | 0.111452 | 2.86e-06 | 3:20:16 | 1:49:25 19450 | 0 | 0.114038 | 0.112246 | 2.84e-06 | 3:20:45 | 1:48:53 19500 | 0 | 0.079054 | 0.111842 | 2.81e-06 | 3:21:15 | 1:48:22 19550 | 0 | 0.153227 | 0.112447 | 2.79e-06 | 3:21:45 | 1:47:50 19600 | 0 | 0.183240 | 0.112300 | 2.77e-06 | 3:22:14 | 1:47:18 19650 | 0 | 0.182030 | 0.112395 | 2.74e-06 | 3:22:44 | 1:46:47 19700 | 0 | 0.122587 | 0.109830 | 2.72e-06 | 3:23:14 | 1:46:15 19750 | 0 | 0.099114 | 0.109071 | 2.69e-06 | 3:23:43 | 1:45:44 19800 | 0 | 0.116589 | 0.109164 | 2.67e-06 | 3:24:13 | 1:45:12 19850 | 0 | 0.062827 | 0.109589 | 2.65e-06 | 3:24:43 | 1:44:40 19900 | 0 | 0.107825 | 0.109524 | 2.62e-06 | 3:25:13 | 1:44:09 19950 | 0 | 0.067578 | 0.109805 | 2.60e-06 | 3:25:42 | 1:43:37 20000 | 0 | 0.080736 | 0.109347 | 2.58e-06 | 3:26:12 | 1:43:06 [15:24:56] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-20000 [15:24:58] Generating 16 validation images ... [15:25:19] Validation step 20000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0020000.png 20050 | 0 | 0.140393 | 0.108620 | 2.55e-06 | 3:27:14 | 1:42:50 20100 | 0 | 0.071900 | 0.108942 | 2.53e-06 | 3:27:43 | 1:42:18 20150 | 0 | 0.127280 | 0.109802 | 2.51e-06 | 3:28:13 | 1:41:47 20200 | 0 | 0.040193 | 0.109203 | 2.48e-06 | 3:28:43 | 1:41:15 20250 | 0 | 0.197842 | 0.111155 | 2.46e-06 | 3:29:12 | 1:40:44 20300 | 0 | 0.069401 | 0.110701 | 2.44e-06 | 3:29:42 | 1:40:12 20350 | 0 | 0.199586 | 0.112136 | 2.42e-06 | 3:30:12 | 1:39:40 20400 | 0 | 0.191189 | 0.113370 | 2.39e-06 | 3:30:42 | 1:39:09 20450 | 0 | 0.277363 | 0.115284 | 2.37e-06 | 3:31:11 | 1:38:37 20500 | 0 | 0.050336 | 0.115156 | 2.35e-06 | 3:31:41 | 1:38:06 20550 | 0 | 0.092040 | 0.114047 | 2.33e-06 | 3:32:11 | 1:37:34 20600 | 0 | 0.136211 | 0.114445 | 2.30e-06 | 3:32:41 | 1:37:02 20650 | 0 | 0.076113 | 0.113479 | 2.28e-06 | 3:33:10 | 1:36:31 20700 | 0 | 0.124382 | 0.113811 | 2.26e-06 | 3:33:40 | 1:35:59 20750 | 0 | 0.168805 | 0.115046 | 2.24e-06 | 3:34:10 | 1:35:28 20800 | 0 | 0.102822 | 0.113933 | 2.21e-06 | 3:34:39 | 1:34:56 20850 | 0 | 0.138870 | 0.114725 | 2.19e-06 | 3:35:09 | 1:34:25 20900 | 0 | 0.012629 | 0.113750 | 2.17e-06 | 3:35:39 | 1:33:53 20950 | 0 | 0.016101 | 0.113056 | 2.15e-06 | 3:36:08 | 1:33:22 21000 | 0 | 0.072854 | 0.112396 | 2.13e-06 | 3:36:38 | 1:32:50 [15:35:13] Generating 16 validation images ... [15:35:35] Validation step 21000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0021000.png 21050 | 0 | 0.067103 | 0.111318 | 2.10e-06 | 3:37:30 | 1:32:28 21100 | 0 | 0.093574 | 0.111443 | 2.08e-06 | 3:38:00 | 1:31:57 21150 | 0 | 0.128588 | 0.111637 | 2.06e-06 | 3:38:29 | 1:31:25 21200 | 0 | 0.018185 | 0.109842 | 2.04e-06 | 3:38:59 | 1:30:54 21250 | 0 | 0.094059 | 0.108587 | 2.02e-06 | 3:39:29 | 1:30:22 21300 | 0 | 0.030817 | 0.107950 | 2.00e-06 | 3:39:58 | 1:29:51 21350 | 0 | 0.204265 | 0.109113 | 1.98e-06 | 3:40:28 | 1:29:19 21400 | 0 | 0.155400 | 0.110533 | 1.95e-06 | 3:40:58 | 1:28:48 21450 | 0 | 0.079351 | 0.110003 | 1.93e-06 | 3:41:27 | 1:28:16 21500 | 0 | 0.114840 | 0.109745 | 1.91e-06 | 3:41:57 | 1:27:45 21550 | 0 | 0.062622 | 0.110151 | 1.89e-06 | 3:42:27 | 1:27:13 21600 | 0 | 0.093787 | 0.108244 | 1.87e-06 | 3:42:56 | 1:26:42 21650 | 0 | 0.121441 | 0.108167 | 1.85e-06 | 3:43:26 | 1:26:10 21700 | 0 | 0.085094 | 0.108738 | 1.83e-06 | 3:43:56 | 1:25:39 21750 | 0 | 0.177683 | 0.106086 | 1.81e-06 | 3:44:26 | 1:25:07 21800 | 0 | 0.049249 | 0.106546 | 1.79e-06 | 3:44:55 | 1:24:36 21850 | 0 | 0.084069 | 0.107212 | 1.77e-06 | 3:45:25 | 1:24:04 21900 | 0 | 0.103124 | 0.107129 | 1.75e-06 | 3:45:55 | 1:23:33 21950 | 0 | 0.074629 | 0.107521 | 1.73e-06 | 3:46:24 | 1:23:02 22000 | 0 | 0.067500 | 0.106491 | 1.71e-06 | 3:46:54 | 1:22:30 [15:45:38] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-22000 [15:45:40] Generating 16 validation images ... [15:46:01] Validation step 22000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0022000.png 22050 | 0 | 0.220685 | 0.107513 | 1.69e-06 | 3:47:56 | 1:22:11 22100 | 0 | 0.152160 | 0.108619 | 1.67e-06 | 3:48:26 | 1:21:39 22150 | 0 | 0.127074 | 0.108854 | 1.65e-06 | 3:48:55 | 1:21:08 22200 | 0 | 0.051277 | 0.108457 | 1.63e-06 | 3:49:25 | 1:20:36 22250 | 0 | 0.130804 | 0.109106 | 1.61e-06 | 3:49:55 | 1:20:05 22300 | 0 | 0.093839 | 0.107036 | 1.59e-06 | 3:50:24 | 1:19:33 22350 | 0 | 0.100139 | 0.107321 | 1.57e-06 | 3:50:54 | 1:19:02 22400 | 0 | 0.014203 | 0.104170 | 1.55e-06 | 3:51:24 | 1:18:30 22450 | 0 | 0.052840 | 0.102301 | 1.53e-06 | 3:51:54 | 1:17:59 22500 | 0 | 0.147270 | 0.103410 | 1.51e-06 | 3:52:23 | 1:17:27 22550 | 0 | 0.168891 | 0.102997 | 1.49e-06 | 3:52:53 | 1:16:56 22600 | 0 | 0.052579 | 0.102638 | 1.47e-06 | 3:53:23 | 1:16:25 22650 | 0 | 0.171746 | 0.104053 | 1.46e-06 | 3:53:52 | 1:15:53 22700 | 0 | 0.144470 | 0.104573 | 1.44e-06 | 3:54:22 | 1:15:22 22750 | 0 | 0.075759 | 0.104230 | 1.42e-06 | 3:54:52 | 1:14:50 22800 | 0 | 0.249773 | 0.105203 | 1.40e-06 | 3:55:22 | 1:14:19 22850 | 0 | 0.020528 | 0.104942 | 1.38e-06 | 3:55:51 | 1:13:48 22900 | 0 | 0.051886 | 0.105305 | 1.36e-06 | 3:56:21 | 1:13:16 22950 | 0 | 0.061230 | 0.105903 | 1.34e-06 | 3:56:51 | 1:12:45 23000 | 0 | 0.190555 | 0.107801 | 1.33e-06 | 3:57:20 | 1:12:14 [15:55:55] Generating 16 validation images ... [15:56:17] Validation step 23000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0023000.png 23050 | 0 | 0.091672 | 0.108496 | 1.31e-06 | 3:58:12 | 1:11:49 23100 | 0 | 0.182073 | 0.109395 | 1.29e-06 | 3:58:42 | 1:11:18 23150 | 0 | 0.063854 | 0.108919 | 1.27e-06 | 3:59:12 | 1:10:46 23200 | 0 | 0.070166 | 0.109523 | 1.25e-06 | 3:59:41 | 1:10:15 23250 | 0 | 0.017278 | 0.107806 | 1.24e-06 | 4:00:11 | 1:09:43 23300 | 0 | 0.095013 | 0.104822 | 1.22e-06 | 4:00:41 | 1:09:12 23350 | 0 | 0.116163 | 0.105976 | 1.20e-06 | 4:01:10 | 1:08:41 23400 | 0 | 0.251215 | 0.106919 | 1.19e-06 | 4:01:40 | 1:08:09 23450 | 0 | 0.256807 | 0.108915 | 1.17e-06 | 4:02:10 | 1:07:38 23500 | 0 | 0.130565 | 0.109530 | 1.15e-06 | 4:02:39 | 1:07:07 23550 | 0 | 0.141507 | 0.110059 | 1.13e-06 | 4:03:09 | 1:06:35 23600 | 0 | 0.064329 | 0.109358 | 1.12e-06 | 4:03:39 | 1:06:04 23650 | 0 | 0.075467 | 0.109206 | 1.10e-06 | 4:04:09 | 1:05:33 23700 | 0 | 0.084778 | 0.107658 | 1.08e-06 | 4:04:38 | 1:05:01 23750 | 0 | 0.013445 | 0.106737 | 1.07e-06 | 4:05:08 | 1:04:30 23800 | 0 | 0.177594 | 0.107729 | 1.05e-06 | 4:05:38 | 1:03:59 23850 | 0 | 0.043579 | 0.106367 | 1.03e-06 | 4:06:08 | 1:03:28 23900 | 0 | 0.080652 | 0.105951 | 1.02e-06 | 4:06:37 | 1:02:56 23950 | 0 | 0.266300 | 0.107020 | 1.00e-06 | 4:07:07 | 1:02:25 24000 | 0 | 0.168907 | 0.107737 | 9.86e-07 | 4:07:37 | 1:01:54 [16:06:21] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-24000 [16:06:23] Generating 16 validation images ... [16:06:44] Validation step 24000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0024000.png 24050 | 0 | 0.123685 | 0.107916 | 9.71e-07 | 4:08:39 | 1:01:31 24100 | 0 | 0.228467 | 0.109047 | 9.55e-07 | 4:09:09 | 1:00:59 24150 | 0 | 0.206130 | 0.111039 | 9.39e-07 | 4:09:38 | 1:00:28 24200 | 0 | 0.102644 | 0.111101 | 9.24e-07 | 4:10:08 | 0:59:57 24250 | 0 | 0.195062 | 0.112378 | 9.08e-07 | 4:10:38 | 0:59:25 24300 | 0 | 0.071380 | 0.113062 | 8.93e-07 | 4:11:08 | 0:58:54 24350 | 0 | 0.110624 | 0.113314 | 8.78e-07 | 4:11:37 | 0:58:23 24400 | 0 | 0.131669 | 0.114193 | 8.63e-07 | 4:12:07 | 0:57:51 24450 | 0 | 0.074752 | 0.113800 | 8.48e-07 | 4:12:37 | 0:57:20 24500 | 0 | 0.250513 | 0.115514 | 8.33e-07 | 4:13:06 | 0:56:49 24550 | 0 | 0.075562 | 0.114738 | 8.19e-07 | 4:13:36 | 0:56:18 24600 | 0 | 0.344788 | 0.116353 | 8.04e-07 | 4:14:06 | 0:55:46 24650 | 0 | 0.003775 | 0.114571 | 7.90e-07 | 4:14:35 | 0:55:15 24700 | 0 | 0.027010 | 0.113615 | 7.76e-07 | 4:15:05 | 0:54:44 24750 | 0 | 0.091665 | 0.113540 | 7.61e-07 | 4:15:35 | 0:54:12 24800 | 0 | 0.120080 | 0.113575 | 7.47e-07 | 4:16:05 | 0:53:41 24850 | 0 | 0.016752 | 0.113115 | 7.33e-07 | 4:16:34 | 0:53:10 24900 | 0 | 0.057635 | 0.112613 | 7.20e-07 | 4:17:04 | 0:52:39 24950 | 0 | 0.074675 | 0.112684 | 7.06e-07 | 4:17:34 | 0:52:08 25000 | 0 | 0.090367 | 0.112780 | 6.92e-07 | 4:18:04 | 0:51:36 [16:16:39] Generating 16 validation images ... [16:17:00] Validation step 25000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0025000.png 25050 | 0 | 0.114856 | 0.112525 | 6.79e-07 | 4:18:55 | 0:51:09 25100 | 0 | 0.272246 | 0.114528 | 6.65e-07 | 4:19:25 | 0:50:38 25150 | 0 | 0.024751 | 0.113503 | 6.52e-07 | 4:19:55 | 0:50:07 25200 | 0 | 0.093954 | 0.114040 | 6.39e-07 | 4:20:24 | 0:49:36 25250 | 0 | 0.052265 | 0.112585 | 6.26e-07 | 4:20:54 | 0:49:04 25300 | 0 | 0.076976 | 0.112660 | 6.13e-07 | 4:21:24 | 0:48:33 25350 | 0 | 0.169659 | 0.112361 | 6.01e-07 | 4:21:54 | 0:48:02 25400 | 0 | 0.110474 | 0.111554 | 5.88e-07 | 4:22:23 | 0:47:31 25450 | 0 | 0.215418 | 0.110934 | 5.76e-07 | 4:22:53 | 0:47:00 25500 | 0 | 0.060577 | 0.111037 | 5.63e-07 | 4:23:23 | 0:46:28 25550 | 0 | 0.053595 | 0.110652 | 5.51e-07 | 4:23:52 | 0:45:57 25600 | 0 | 0.026574 | 0.109556 | 5.39e-07 | 4:24:22 | 0:45:26 25650 | 0 | 0.136094 | 0.110156 | 5.27e-07 | 4:24:52 | 0:44:55 25700 | 0 | 0.090614 | 0.109818 | 5.15e-07 | 4:25:22 | 0:44:23 25750 | 0 | 0.086619 | 0.108996 | 5.03e-07 | 4:25:51 | 0:43:52 25800 | 0 | 0.085729 | 0.108825 | 4.92e-07 | 4:26:21 | 0:43:21 25850 | 0 | 0.226577 | 0.109702 | 4.80e-07 | 4:26:51 | 0:42:50 25900 | 0 | 0.337490 | 0.112951 | 4.69e-07 | 4:27:20 | 0:42:19 25950 | 0 | 0.090870 | 0.113699 | 4.58e-07 | 4:27:50 | 0:41:48 26000 | 0 | 0.007392 | 0.113044 | 4.47e-07 | 4:28:20 | 0:41:16 [16:27:01] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-26000 [16:27:02] Generating 16 validation images ... [16:27:24] Validation step 26000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0026000.png 26050 | 0 | 0.275590 | 0.115129 | 4.36e-07 | 4:29:19 | 0:40:50 26100 | 0 | 0.046825 | 0.114662 | 4.25e-07 | 4:29:48 | 0:40:19 26150 | 0 | 0.232876 | 0.115704 | 4.14e-07 | 4:30:18 | 0:39:47 26200 | 0 | 0.228555 | 0.117808 | 4.04e-07 | 4:30:48 | 0:39:16 26250 | 0 | 0.019011 | 0.117058 | 3.93e-07 | 4:31:17 | 0:38:45 26300 | 0 | 0.173787 | 0.118487 | 3.83e-07 | 4:31:47 | 0:38:14 26350 | 0 | 0.133587 | 0.117781 | 3.73e-07 | 4:32:17 | 0:37:43 26400 | 0 | 0.228847 | 0.118515 | 3.63e-07 | 4:32:47 | 0:37:11 26450 | 0 | 0.072820 | 0.118450 | 3.53e-07 | 4:33:16 | 0:36:40 26500 | 0 | 0.009753 | 0.117399 | 3.43e-07 | 4:33:46 | 0:36:09 26550 | 0 | 0.140668 | 0.118179 | 3.34e-07 | 4:34:16 | 0:35:38 26600 | 0 | 0.076821 | 0.118010 | 3.24e-07 | 4:34:45 | 0:35:07 26650 | 0 | 0.105755 | 0.117853 | 3.15e-07 | 4:35:15 | 0:34:36 26700 | 0 | 0.114143 | 0.118143 | 3.06e-07 | 4:35:45 | 0:34:04 26750 | 0 | 0.040686 | 0.116773 | 2.96e-07 | 4:36:14 | 0:33:33 26800 | 0 | 0.017561 | 0.116456 | 2.88e-07 | 4:36:44 | 0:33:02 26850 | 0 | 0.238032 | 0.117996 | 2.79e-07 | 4:37:14 | 0:32:31 26900 | 0 | 0.097477 | 0.117940 | 2.70e-07 | 4:37:44 | 0:32:00 26950 | 0 | 0.020879 | 0.117402 | 2.61e-07 | 4:38:13 | 0:31:29 27000 | 0 | 0.123884 | 0.117966 | 2.53e-07 | 4:38:43 | 0:30:58 [16:37:18] Generating 16 validation images ... [16:37:39] Validation step 27000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0027000.png 27050 | 0 | 0.008019 | 0.115839 | 2.45e-07 | 4:39:34 | 0:30:29 27100 | 0 | 0.255043 | 0.116868 | 2.37e-07 | 4:40:04 | 0:29:58 27150 | 0 | 0.094754 | 0.116545 | 2.29e-07 | 4:40:33 | 0:29:27 27200 | 0 | 0.015419 | 0.116186 | 2.21e-07 | 4:41:03 | 0:28:55 27250 | 0 | 0.100977 | 0.115888 | 2.13e-07 | 4:41:33 | 0:28:24 27300 | 0 | 0.195311 | 0.116903 | 2.05e-07 | 4:42:02 | 0:27:53 27350 | 0 | 0.134693 | 0.117248 | 1.98e-07 | 4:42:32 | 0:27:22 27400 | 0 | 0.095229 | 0.118059 | 1.90e-07 | 4:43:02 | 0:26:51 27450 | 0 | 0.069720 | 0.118227 | 1.83e-07 | 4:43:31 | 0:26:20 27500 | 0 | 0.004740 | 0.116802 | 1.76e-07 | 4:44:01 | 0:25:49 27550 | 0 | 0.064862 | 0.115762 | 1.69e-07 | 4:44:31 | 0:25:18 27600 | 0 | 0.049526 | 0.115731 | 1.62e-07 | 4:45:01 | 0:24:47 27650 | 0 | 0.078850 | 0.114802 | 1.56e-07 | 4:45:30 | 0:24:15 27700 | 0 | 0.245438 | 0.115812 | 1.49e-07 | 4:46:00 | 0:23:44 27750 | 0 | 0.092958 | 0.115984 | 1.43e-07 | 4:46:30 | 0:23:13 27800 | 0 | 0.056428 | 0.114051 | 1.37e-07 | 4:46:59 | 0:22:42 27850 | 0 | 0.019707 | 0.114042 | 1.30e-07 | 4:47:29 | 0:22:11 27900 | 0 | 0.018004 | 0.113704 | 1.25e-07 | 4:47:59 | 0:21:40 27950 | 0 | 0.239833 | 0.115490 | 1.19e-07 | 4:48:28 | 0:21:09 28000 | 0 | 0.018493 | 0.113769 | 1.13e-07 | 4:48:58 | 0:20:38 [16:47:42] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-28000 [16:47:44] Generating 16 validation images ... [16:48:06] Validation step 28000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0028000.png 28050 | 0 | 0.110887 | 0.113961 | 1.07e-07 | 4:50:01 | 0:20:09 28100 | 0 | 0.055062 | 0.112691 | 1.02e-07 | 4:50:30 | 0:19:38 28150 | 0 | 0.183358 | 0.113886 | 9.67e-08 | 4:51:00 | 0:19:07 28200 | 0 | 0.112896 | 0.114313 | 9.16e-08 | 4:51:30 | 0:18:36 28250 | 0 | 0.074631 | 0.114887 | 8.66e-08 | 4:51:59 | 0:18:05 28300 | 0 | 0.076275 | 0.114699 | 8.17e-08 | 4:52:29 | 0:17:34 28350 | 0 | 0.000172 | 0.113540 | 7.70e-08 | 4:52:59 | 0:17:03 28400 | 0 | 0.140442 | 0.112432 | 7.24e-08 | 4:53:28 | 0:16:32 28450 | 0 | 0.065430 | 0.110518 | 6.80e-08 | 4:53:58 | 0:16:00 28500 | 0 | 0.040552 | 0.109618 | 6.37e-08 | 4:54:28 | 0:15:29 28550 | 0 | 0.093869 | 0.109142 | 5.95e-08 | 4:54:58 | 0:14:58 28600 | 0 | 0.048967 | 0.108988 | 5.55e-08 | 4:55:27 | 0:14:27 28650 | 0 | 0.029267 | 0.108526 | 5.16e-08 | 4:55:57 | 0:13:56 28700 | 0 | 0.345056 | 0.111129 | 4.78e-08 | 4:56:27 | 0:13:25 28750 | 0 | 0.076126 | 0.111756 | 4.42e-08 | 4:56:56 | 0:12:54 28800 | 0 | 0.157509 | 0.111555 | 4.08e-08 | 4:57:26 | 0:12:23 28850 | 0 | 0.205014 | 0.113169 | 3.74e-08 | 4:57:56 | 0:11:52 28900 | 0 | 0.021670 | 0.112579 | 3.43e-08 | 4:58:25 | 0:11:21 28950 | 0 | 0.078858 | 0.110705 | 3.12e-08 | 4:58:55 | 0:10:50 29000 | 0 | 0.206011 | 0.111076 | 2.83e-08 | 4:59:25 | 0:10:19 [16:58:00] Generating 16 validation images ... [16:58:21] Validation step 29000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0029000.png 29050 | 0 | 0.319211 | 0.113031 | 2.56e-08 | 5:00:16 | 0:09:49 29100 | 0 | 0.108587 | 0.111832 | 2.29e-08 | 5:00:46 | 0:09:18 29150 | 0 | 0.182588 | 0.111597 | 2.05e-08 | 5:01:15 | 0:08:47 29200 | 0 | 0.096454 | 0.111535 | 1.81e-08 | 5:01:45 | 0:08:16 29250 | 0 | 0.483849 | 0.114423 | 1.59e-08 | 5:02:15 | 0:07:45 29300 | 0 | 0.107845 | 0.114787 | 1.39e-08 | 5:02:45 | 0:07:13 29350 | 0 | 0.156994 | 0.115251 | 1.20e-08 | 5:03:14 | 0:06:42 29400 | 0 | 0.012214 | 0.114057 | 1.02e-08 | 5:03:44 | 0:06:11 29450 | 0 | 0.060145 | 0.113911 | 8.57e-09 | 5:04:14 | 0:05:40 29500 | 0 | 0.100849 | 0.112414 | 7.09e-09 | 5:04:44 | 0:05:09 29550 | 0 | 0.139265 | 0.113051 | 5.74e-09 | 5:05:13 | 0:04:38 29600 | 0 | 0.000713 | 0.109610 | 4.54e-09 | 5:05:43 | 0:04:07 29650 | 0 | 0.041280 | 0.109985 | 3.47e-09 | 5:06:13 | 0:03:36 29700 | 0 | 0.024406 | 0.109959 | 2.55e-09 | 5:06:42 | 0:03:05 29750 | 0 | 0.148208 | 0.110525 | 1.77e-09 | 5:07:12 | 0:02:34 29800 | 0 | 0.081158 | 0.110135 | 1.13e-09 | 5:07:42 | 0:02:03 29850 | 0 | 0.202720 | 0.111995 | 6.38e-10 | 5:08:12 | 0:01:32 29900 | 0 | 0.120194 | 0.112621 | 2.84e-10 | 5:08:42 | 0:01:01 29950 | 0 | 0.237650 | 0.114250 | 7.09e-11 | 5:09:11 | 0:00:30 30000 | 0 | 0.148573 | 0.114832 | 0.00e+00 | 5:09:41 | 0:00:00 [17:08:22] Saved checkpoint -> RESULTS/multigen/run_008/checkpoint-30000 [17:08:24] Generating 16 validation images ... [17:08:45] Validation step 30000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0030000.png [17:08:45] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.112303 --- [17:08:45] Saving final model ... [17:09:06] Pipeline saved -> RESULTS/multigen/run_008 [17:09:06] Generating final validation collage ... [17:09:06] Generating 16 validation images ... [17:09:27] Validation step 30000: 16 images -> RESULTS/multigen/run_008/validation/collage_step_0030000.png [17:09:27] [17:09:27] ============================================================ [17:09:27] TRAINING SUMMARY [17:09:27] ============================================================ [17:09:27] Total steps : 600 [17:09:27] Final loss : 0.148573 [17:09:27] Avg last 100 : 0.114832 [17:09:27] Min loss : 0.000172 [17:09:27] Total time : 5:10:52 [17:09:27] Output : RESULTS/multigen/run_008 [17:09:27] ============================================================