Training started: 2026-06-11 12:01:52 ========================================================================================== Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA ------------------------------------------------------------------------------------------ [12:01:52] Run directory: RESULTS/coco/run_003 [12:01:52] Loading PixArt-Sigma components ... [12:02:05] Transformer params: 610,856,096 total, 610,856,096 trainable [12:02:05] Building dataset ... [12:02:05] [12:02:05] ================================================================ [12:02:05] Model = PixArt-alpha/PixArt-Sigma-XL-2-512-MS [12:02:05] Output dir = RESULTS/coco/run_003 [12:02:05] Num examples = 591435 [12:02:05] Num epochs = 1 [12:02:05] Batch/device = 4 [12:02:05] Grad accum = 1 [12:02:05] Effective BS = 4 [12:02:05] Total optim steps = 30000 [12:02:05] LR = 1e-05 [12:02:05] Precision = bf16 [12:02:05] Resolution = 512x512 [12:02:05] Max seq length = 300 [12:02:05] ================================================================ [12:02:05] 50 | 0 | 0.124051 | 0.124051 | 1.00e-06 | 0:00:42 | 7:08:50 100 | 0 | 0.084350 | 0.104201 | 2.00e-06 | 0:01:12 | 6:01:45 150 | 0 | 0.089840 | 0.099414 | 3.00e-06 | 0:01:42 | 5:39:31 200 | 0 | 0.135486 | 0.108432 | 4.00e-06 | 0:02:12 | 5:28:21 250 | 0 | 0.000687 | 0.086883 | 5.00e-06 | 0:02:42 | 5:21:33 300 | 0 | 0.008291 | 0.073784 | 6.00e-06 | 0:03:12 | 5:16:57 350 | 0 | 0.039969 | 0.068953 | 7.00e-06 | 0:03:42 | 5:13:29 400 | 0 | 0.144286 | 0.078370 | 8.00e-06 | 0:04:11 | 5:10:45 450 | 0 | 0.079125 | 0.078454 | 9.00e-06 | 0:04:41 | 5:08:29 500 | 0 | 0.140314 | 0.084640 | 1.00e-05 | 0:05:11 | 5:06:40 550 | 0 | 0.349685 | 0.108735 | 1.00e-05 | 0:05:41 | 5:05:04 600 | 0 | 0.143594 | 0.111640 | 1.00e-05 | 0:06:11 | 5:03:36 650 | 0 | 0.090674 | 0.110027 | 1.00e-05 | 0:06:41 | 5:02:20 700 | 0 | 0.102660 | 0.109501 | 1.00e-05 | 0:07:11 | 5:01:08 750 | 0 | 0.021920 | 0.103662 | 1.00e-05 | 0:07:41 | 5:00:02 800 | 0 | 0.042419 | 0.099834 | 1.00e-05 | 0:08:11 | 4:59:00 850 | 0 | 0.114281 | 0.100684 | 1.00e-05 | 0:08:41 | 4:58:02 900 | 0 | 0.046028 | 0.097648 | 1.00e-05 | 0:09:11 | 4:57:07 950 | 0 | 0.047570 | 0.095012 | 9.99e-06 | 0:09:41 | 4:56:13 1000 | 0 | 0.133712 | 0.096947 | 9.99e-06 | 0:10:11 | 4:55:24 [12:12:04] Generating 16 validation images ... [12:12:26] Validation step 1000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0001000.png 1050 | 0 | 0.208387 | 0.102254 | 9.99e-06 | 0:11:03 | 5:04:56 1100 | 0 | 0.186707 | 0.106093 | 9.99e-06 | 0:11:33 | 5:03:41 1150 | 0 | 0.228138 | 0.111399 | 9.99e-06 | 0:12:03 | 5:02:31 1200 | 0 | 0.050156 | 0.108847 | 9.99e-06 | 0:12:33 | 5:01:24 1250 | 0 | 0.057127 | 0.106778 | 9.98e-06 | 0:13:03 | 5:00:20 1300 | 0 | 0.253438 | 0.112419 | 9.98e-06 | 0:13:33 | 4:59:19 1350 | 0 | 0.101171 | 0.112002 | 9.98e-06 | 0:14:03 | 4:58:20 1400 | 0 | 0.020843 | 0.108747 | 9.98e-06 | 0:14:33 | 4:57:23 1450 | 0 | 0.017128 | 0.105587 | 9.97e-06 | 0:15:03 | 4:56:26 1500 | 0 | 0.142685 | 0.106824 | 9.97e-06 | 0:15:33 | 4:55:33 1550 | 0 | 0.169642 | 0.108850 | 9.97e-06 | 0:16:03 | 4:54:41 1600 | 0 | 0.129526 | 0.109497 | 9.97e-06 | 0:16:33 | 4:53:51 1650 | 0 | 0.035798 | 0.107263 | 9.96e-06 | 0:17:03 | 4:53:02 1700 | 0 | 0.097648 | 0.106980 | 9.96e-06 | 0:17:33 | 4:52:14 1750 | 0 | 0.008694 | 0.104172 | 9.96e-06 | 0:18:03 | 4:51:27 1800 | 0 | 0.136327 | 0.105065 | 9.95e-06 | 0:18:33 | 4:50:41 1850 | 0 | 0.145176 | 0.106150 | 9.95e-06 | 0:19:03 | 4:49:56 1900 | 0 | 0.083762 | 0.105560 | 9.94e-06 | 0:19:33 | 4:49:11 1950 | 0 | 0.033966 | 0.103725 | 9.94e-06 | 0:20:03 | 4:48:28 2000 | 0 | 0.014815 | 0.101502 | 9.94e-06 | 0:20:33 | 4:47:45 [12:22:35] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-2000 [12:22:35] Generating 16 validation images ... [12:22:57] Validation step 2000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0002000.png 2050 | 0 | 0.566755 | 0.112850 | 9.93e-06 | 0:21:34 | 4:54:14 2100 | 0 | 0.074889 | 0.111946 | 9.93e-06 | 0:22:04 | 4:53:22 2150 | 0 | 0.081219 | 0.111231 | 9.92e-06 | 0:22:34 | 4:52:31 2200 | 0 | 0.151868 | 0.112155 | 9.92e-06 | 0:23:05 | 4:51:42 2250 | 0 | 0.086441 | 0.111583 | 9.91e-06 | 0:23:35 | 4:50:53 2300 | 0 | 0.076897 | 0.110829 | 9.91e-06 | 0:24:05 | 4:50:06 2350 | 0 | 0.361221 | 0.116157 | 9.90e-06 | 0:24:35 | 4:49:19 2400 | 0 | 0.098462 | 0.115788 | 9.90e-06 | 0:25:05 | 4:48:32 2450 | 0 | 0.124956 | 0.115975 | 9.89e-06 | 0:25:35 | 4:47:46 2500 | 0 | 0.032014 | 0.114296 | 9.89e-06 | 0:26:05 | 4:47:01 2550 | 0 | 0.053693 | 0.113108 | 9.88e-06 | 0:26:35 | 4:46:17 2600 | 0 | 0.143597 | 0.113694 | 9.88e-06 | 0:27:05 | 4:45:33 2650 | 0 | 0.068430 | 0.112840 | 9.87e-06 | 0:27:35 | 4:44:50 2700 | 0 | 0.128682 | 0.113133 | 9.86e-06 | 0:28:05 | 4:44:06 2750 | 0 | 0.069309 | 0.112337 | 9.86e-06 | 0:28:36 | 4:43:24 2800 | 0 | 0.076074 | 0.111689 | 9.85e-06 | 0:29:06 | 4:42:42 2850 | 0 | 0.160262 | 0.112541 | 9.84e-06 | 0:29:36 | 4:42:00 2900 | 0 | 0.070699 | 0.111820 | 9.84e-06 | 0:30:06 | 4:41:18 2950 | 0 | 0.114886 | 0.111872 | 9.83e-06 | 0:30:36 | 4:40:37 3000 | 0 | 0.167027 | 0.112791 | 9.82e-06 | 0:31:06 | 4:39:56 [12:32:59] Generating 16 validation images ... [12:33:21] Validation step 3000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0003000.png 3050 | 0 | 0.155206 | 0.113486 | 9.82e-06 | 0:31:58 | 4:42:33 3100 | 0 | 0.074163 | 0.112852 | 9.81e-06 | 0:32:28 | 4:41:50 3150 | 0 | 0.082851 | 0.112376 | 9.80e-06 | 0:32:58 | 4:41:07 3200 | 0 | 0.101562 | 0.112207 | 9.79e-06 | 0:33:28 | 4:40:24 3250 | 0 | 0.118560 | 0.112305 | 9.79e-06 | 0:33:58 | 4:39:41 3300 | 0 | 0.016692 | 0.110856 | 9.78e-06 | 0:34:28 | 4:38:59 3350 | 0 | 0.291997 | 0.113560 | 9.77e-06 | 0:34:59 | 4:38:18 3400 | 0 | 0.107216 | 0.113466 | 9.76e-06 | 0:35:29 | 4:37:37 3450 | 0 | 0.124734 | 0.113630 | 9.76e-06 | 0:35:59 | 4:36:56 3500 | 0 | 0.042478 | 0.112613 | 9.75e-06 | 0:36:29 | 4:36:15 3550 | 0 | 0.109742 | 0.112573 | 9.74e-06 | 0:36:59 | 4:35:35 3600 | 0 | 0.105921 | 0.112480 | 9.73e-06 | 0:37:29 | 4:34:54 3650 | 0 | 0.162957 | 0.113172 | 9.72e-06 | 0:37:59 | 4:34:14 3700 | 0 | 0.035012 | 0.112115 | 9.71e-06 | 0:38:29 | 4:33:34 3750 | 0 | 0.111755 | 0.112111 | 9.70e-06 | 0:38:59 | 4:32:54 3800 | 0 | 0.110738 | 0.112093 | 9.69e-06 | 0:39:29 | 4:32:14 3850 | 0 | 0.005865 | 0.110713 | 9.69e-06 | 0:39:59 | 4:31:35 3900 | 0 | 0.041554 | 0.109826 | 9.68e-06 | 0:40:29 | 4:30:56 3950 | 0 | 0.183231 | 0.110756 | 9.67e-06 | 0:40:59 | 4:30:17 4000 | 0 | 0.081459 | 0.110389 | 9.66e-06 | 0:41:29 | 4:29:38 [12:43:28] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-4000 [12:43:28] Generating 16 validation images ... [12:43:49] Validation step 4000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0004000.png 4050 | 0 | 0.110487 | 0.110391 | 9.65e-06 | 0:42:26 | 4:31:59 4100 | 0 | 0.130128 | 0.110631 | 9.64e-06 | 0:42:56 | 4:31:18 4150 | 0 | 0.132645 | 0.110896 | 9.63e-06 | 0:43:26 | 4:30:38 4200 | 0 | 0.094561 | 0.110702 | 9.62e-06 | 0:43:56 | 4:29:58 4250 | 0 | 0.049119 | 0.109978 | 9.61e-06 | 0:44:26 | 4:29:17 4300 | 0 | 0.143245 | 0.110364 | 9.60e-06 | 0:44:56 | 4:28:37 4350 | 0 | 0.021906 | 0.109348 | 9.59e-06 | 0:45:26 | 4:27:58 4400 | 0 | 0.194856 | 0.110319 | 9.57e-06 | 0:45:56 | 4:27:18 4450 | 0 | 0.165022 | 0.110934 | 9.56e-06 | 0:46:26 | 4:26:39 4500 | 0 | 0.337278 | 0.113449 | 9.55e-06 | 0:46:56 | 4:26:00 4550 | 0 | 0.351642 | 0.116066 | 9.54e-06 | 0:47:26 | 4:25:21 4600 | 0 | 0.251891 | 0.117543 | 9.53e-06 | 0:47:56 | 4:24:42 4650 | 0 | 0.060710 | 0.116932 | 9.52e-06 | 0:48:26 | 4:24:04 4700 | 0 | 0.206748 | 0.117887 | 9.51e-06 | 0:48:56 | 4:23:25 4750 | 0 | 0.113951 | 0.117846 | 9.50e-06 | 0:49:26 | 4:22:47 4800 | 0 | 0.347278 | 0.120236 | 9.48e-06 | 0:49:56 | 4:22:10 4850 | 0 | 0.142172 | 0.120462 | 9.47e-06 | 0:50:26 | 4:21:32 4900 | 0 | 0.053937 | 0.119783 | 9.46e-06 | 0:50:56 | 4:20:55 4950 | 0 | 0.337364 | 0.121981 | 9.45e-06 | 0:51:26 | 4:20:18 5000 | 0 | 0.047747 | 0.121238 | 9.44e-06 | 0:51:56 | 4:19:40 [12:53:49] Generating 16 validation images ... [12:54:10] Validation step 5000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0005000.png 5050 | 0 | 0.027226 | 0.120270 | 9.42e-06 | 0:52:47 | 4:20:51 5100 | 0 | 0.380349 | 0.123230 | 9.41e-06 | 0:53:17 | 4:20:13 5150 | 0 | 0.086557 | 0.123197 | 9.40e-06 | 0:53:47 | 4:19:35 5200 | 0 | 0.091059 | 0.122753 | 9.39e-06 | 0:54:18 | 4:18:58 5250 | 0 | 0.008601 | 0.122832 | 9.37e-06 | 0:54:48 | 4:18:20 5300 | 0 | 0.139377 | 0.124143 | 9.36e-06 | 0:55:18 | 4:17:43 5350 | 0 | 0.112945 | 0.124873 | 9.35e-06 | 0:55:48 | 4:17:06 5400 | 0 | 0.243609 | 0.125866 | 9.33e-06 | 0:56:18 | 4:16:29 5450 | 0 | 0.027851 | 0.125353 | 9.32e-06 | 0:56:48 | 4:15:52 5500 | 0 | 0.102884 | 0.124979 | 9.31e-06 | 0:57:18 | 4:15:15 5550 | 0 | 0.098366 | 0.122466 | 9.29e-06 | 0:57:48 | 4:14:38 5600 | 0 | 0.032957 | 0.121359 | 9.28e-06 | 0:58:18 | 4:14:02 5650 | 0 | 0.064928 | 0.121102 | 9.27e-06 | 0:58:48 | 4:13:25 5700 | 0 | 0.001828 | 0.120094 | 9.25e-06 | 0:59:18 | 4:12:49 5750 | 0 | 0.140536 | 0.121280 | 9.24e-06 | 0:59:48 | 4:12:12 5800 | 0 | 0.151035 | 0.122366 | 9.22e-06 | 1:00:18 | 4:11:36 5850 | 0 | 0.001092 | 0.121234 | 9.21e-06 | 1:00:48 | 4:11:00 5900 | 0 | 0.087613 | 0.121650 | 9.20e-06 | 1:01:18 | 4:10:24 5950 | 0 | 0.100994 | 0.122184 | 9.18e-06 | 1:01:48 | 4:09:48 6000 | 0 | 0.192916 | 0.122776 | 9.17e-06 | 1:02:18 | 4:09:12 [13:04:20] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-6000 [13:04:21] Generating 16 validation images ... [13:04:42] Validation step 6000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0006000.png 6050 | 0 | 0.442692 | 0.125119 | 9.15e-06 | 1:03:20 | 4:10:43 6100 | 0 | 0.079502 | 0.124047 | 9.14e-06 | 1:03:50 | 4:10:06 6150 | 0 | 0.197660 | 0.123742 | 9.12e-06 | 1:04:20 | 4:09:30 6200 | 0 | 0.121173 | 0.124453 | 9.11e-06 | 1:04:50 | 4:08:53 6250 | 0 | 0.096867 | 0.124850 | 9.09e-06 | 1:05:20 | 4:08:17 6300 | 0 | 0.043164 | 0.122747 | 9.08e-06 | 1:05:50 | 4:07:41 6350 | 0 | 0.004987 | 0.121785 | 9.06e-06 | 1:06:20 | 4:07:05 6400 | 0 | 0.003335 | 0.121610 | 9.05e-06 | 1:06:50 | 4:06:29 6450 | 0 | 0.007056 | 0.121510 | 9.03e-06 | 1:07:20 | 4:05:53 6500 | 0 | 0.137490 | 0.121458 | 9.01e-06 | 1:07:50 | 4:05:17 6550 | 0 | 0.073016 | 0.120491 | 9.00e-06 | 1:08:20 | 4:04:41 6600 | 0 | 0.168478 | 0.120881 | 8.98e-06 | 1:08:51 | 4:04:06 6650 | 0 | 0.102595 | 0.121549 | 8.97e-06 | 1:09:21 | 4:03:30 6700 | 0 | 0.100539 | 0.121578 | 8.95e-06 | 1:09:51 | 4:02:55 6750 | 0 | 0.073226 | 0.122223 | 8.93e-06 | 1:10:21 | 4:02:19 6800 | 0 | 0.202859 | 0.122888 | 8.92e-06 | 1:10:51 | 4:01:44 6850 | 0 | 0.143693 | 0.122874 | 8.90e-06 | 1:11:21 | 4:01:09 6900 | 0 | 0.132924 | 0.123365 | 8.88e-06 | 1:11:51 | 4:00:33 6950 | 0 | 0.184858 | 0.124874 | 8.87e-06 | 1:12:21 | 3:59:58 7000 | 0 | 0.082671 | 0.125553 | 8.85e-06 | 1:12:51 | 3:59:23 [13:14:44] Generating 16 validation images ... [13:15:05] Validation step 7000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0007000.png 7050 | 0 | 0.159517 | 0.121480 | 8.83e-06 | 1:13:42 | 3:59:58 7100 | 0 | 0.084921 | 0.121581 | 8.81e-06 | 1:14:12 | 3:59:22 7150 | 0 | 0.074685 | 0.121515 | 8.80e-06 | 1:14:42 | 3:58:46 7200 | 0 | 0.275906 | 0.122756 | 8.78e-06 | 1:15:12 | 3:58:10 7250 | 0 | 0.083959 | 0.122731 | 8.76e-06 | 1:15:42 | 3:57:35 7300 | 0 | 0.060653 | 0.122568 | 8.75e-06 | 1:16:12 | 3:56:59 7350 | 0 | 0.116681 | 0.120123 | 8.73e-06 | 1:16:42 | 3:56:24 7400 | 0 | 0.150997 | 0.120648 | 8.71e-06 | 1:17:12 | 3:55:48 7450 | 0 | 0.088084 | 0.120280 | 8.69e-06 | 1:17:42 | 3:55:13 7500 | 0 | 0.147233 | 0.121432 | 8.67e-06 | 1:18:12 | 3:54:38 7550 | 0 | 0.058553 | 0.121480 | 8.66e-06 | 1:18:42 | 3:54:03 7600 | 0 | 0.156099 | 0.121605 | 8.64e-06 | 1:19:12 | 3:53:28 7650 | 0 | 0.294041 | 0.123862 | 8.62e-06 | 1:19:42 | 3:52:53 7700 | 0 | 0.114358 | 0.123718 | 8.60e-06 | 1:20:12 | 3:52:18 7750 | 0 | 0.068563 | 0.123711 | 8.58e-06 | 1:20:42 | 3:51:43 7800 | 0 | 0.188775 | 0.124838 | 8.56e-06 | 1:21:12 | 3:51:08 7850 | 0 | 0.147790 | 0.124713 | 8.54e-06 | 1:21:42 | 3:50:33 7900 | 0 | 0.067970 | 0.124686 | 8.53e-06 | 1:22:12 | 3:49:58 7950 | 0 | 0.034226 | 0.123879 | 8.51e-06 | 1:22:42 | 3:49:24 8000 | 0 | 0.146421 | 0.123673 | 8.49e-06 | 1:23:12 | 3:48:49 [13:25:12] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-8000 [13:25:14] Generating 16 validation images ... [13:25:35] Validation step 8000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0008000.png 8050 | 0 | 0.224191 | 0.124363 | 8.47e-06 | 1:24:12 | 3:49:36 8100 | 0 | 0.008506 | 0.123707 | 8.45e-06 | 1:24:42 | 3:49:00 8150 | 0 | 0.170241 | 0.124580 | 8.43e-06 | 1:25:12 | 3:48:25 8200 | 0 | 0.127887 | 0.124844 | 8.41e-06 | 1:25:42 | 3:47:50 8250 | 0 | 0.078425 | 0.124442 | 8.39e-06 | 1:26:12 | 3:47:15 8300 | 0 | 0.142792 | 0.125703 | 8.37e-06 | 1:26:42 | 3:46:40 8350 | 0 | 0.063843 | 0.123422 | 8.35e-06 | 1:27:12 | 3:46:06 8400 | 0 | 0.110855 | 0.123458 | 8.33e-06 | 1:27:42 | 3:45:31 8450 | 0 | 0.090133 | 0.123112 | 8.31e-06 | 1:28:12 | 3:44:56 8500 | 0 | 0.063138 | 0.123319 | 8.29e-06 | 1:28:42 | 3:44:21 8550 | 0 | 0.071698 | 0.122938 | 8.27e-06 | 1:29:12 | 3:43:47 8600 | 0 | 0.366242 | 0.125542 | 8.25e-06 | 1:29:42 | 3:43:12 8650 | 0 | 0.094305 | 0.124855 | 8.23e-06 | 1:30:12 | 3:42:38 8700 | 0 | 0.097917 | 0.125484 | 8.21e-06 | 1:30:42 | 3:42:03 8750 | 0 | 0.008786 | 0.124454 | 8.19e-06 | 1:31:12 | 3:41:29 8800 | 0 | 0.042587 | 0.123773 | 8.17e-06 | 1:31:42 | 3:40:55 8850 | 0 | 0.197545 | 0.125690 | 8.15e-06 | 1:32:12 | 3:40:20 8900 | 0 | 0.028769 | 0.125562 | 8.13e-06 | 1:32:42 | 3:39:46 8950 | 0 | 0.002808 | 0.123758 | 8.11e-06 | 1:33:12 | 3:39:12 9000 | 0 | 0.047944 | 0.123422 | 8.09e-06 | 1:33:42 | 3:38:38 [13:35:35] Generating 16 validation images ... [13:35:57] Validation step 9000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0009000.png 9050 | 0 | 0.126958 | 0.123587 | 8.07e-06 | 1:34:34 | 3:38:55 9100 | 0 | 0.096809 | 0.123254 | 8.05e-06 | 1:35:04 | 3:38:21 9150 | 0 | 0.116647 | 0.123094 | 8.02e-06 | 1:35:34 | 3:37:46 9200 | 0 | 0.121676 | 0.123365 | 8.00e-06 | 1:36:04 | 3:37:12 9250 | 0 | 0.212198 | 0.124996 | 7.98e-06 | 1:36:34 | 3:36:38 9300 | 0 | 0.176047 | 0.125324 | 7.96e-06 | 1:37:04 | 3:36:03 9350 | 0 | 0.143209 | 0.126537 | 7.94e-06 | 1:37:34 | 3:35:30 9400 | 0 | 0.125666 | 0.125845 | 7.92e-06 | 1:38:04 | 3:34:56 9450 | 0 | 0.007555 | 0.124270 | 7.90e-06 | 1:38:34 | 3:34:22 9500 | 0 | 0.038450 | 0.121282 | 7.87e-06 | 1:39:04 | 3:33:48 9550 | 0 | 0.023495 | 0.118001 | 7.85e-06 | 1:39:34 | 3:33:14 9600 | 0 | 0.140303 | 0.116885 | 7.83e-06 | 1:40:05 | 3:32:40 9650 | 0 | 0.012085 | 0.116399 | 7.81e-06 | 1:40:35 | 3:32:06 9700 | 0 | 0.083977 | 0.115171 | 7.79e-06 | 1:41:05 | 3:31:33 9750 | 0 | 0.064838 | 0.114680 | 7.76e-06 | 1:41:35 | 3:30:59 9800 | 0 | 0.150157 | 0.112708 | 7.74e-06 | 1:42:05 | 3:30:25 9850 | 0 | 0.030563 | 0.111592 | 7.72e-06 | 1:42:35 | 3:29:51 9900 | 0 | 0.028410 | 0.111337 | 7.70e-06 | 1:43:05 | 3:29:18 9950 | 0 | 0.005669 | 0.108020 | 7.67e-06 | 1:43:35 | 3:28:44 10000 | 0 | 0.152863 | 0.109071 | 7.65e-06 | 1:44:05 | 3:28:11 [13:46:07] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-10000 [13:46:09] Generating 16 validation images ... [13:46:30] Validation step 10000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0010000.png 10050 | 0 | 0.316944 | 0.111969 | 7.63e-06 | 1:45:08 | 3:28:41 10100 | 0 | 0.161725 | 0.109782 | 7.61e-06 | 1:45:38 | 3:28:07 10150 | 0 | 0.127866 | 0.110195 | 7.58e-06 | 1:46:08 | 3:27:33 10200 | 0 | 0.194071 | 0.111225 | 7.56e-06 | 1:46:38 | 3:26:59 10250 | 0 | 0.157679 | 0.112716 | 7.54e-06 | 1:47:08 | 3:26:25 10300 | 0 | 0.142472 | 0.112747 | 7.52e-06 | 1:47:38 | 3:25:51 10350 | 0 | 0.014158 | 0.111759 | 7.49e-06 | 1:48:08 | 3:25:17 10400 | 0 | 0.113179 | 0.110455 | 7.47e-06 | 1:48:38 | 3:24:44 10450 | 0 | 0.302745 | 0.113204 | 7.45e-06 | 1:49:08 | 3:24:10 10500 | 0 | 0.017979 | 0.112355 | 7.42e-06 | 1:49:38 | 3:23:36 10550 | 0 | 0.186616 | 0.113237 | 7.40e-06 | 1:50:08 | 3:23:02 10600 | 0 | 0.086848 | 0.113776 | 7.38e-06 | 1:50:38 | 3:22:29 10650 | 0 | 0.043329 | 0.113560 | 7.35e-06 | 1:51:08 | 3:21:55 10700 | 0 | 0.060395 | 0.114146 | 7.33e-06 | 1:51:38 | 3:21:21 10750 | 0 | 0.077714 | 0.113518 | 7.31e-06 | 1:52:08 | 3:20:48 10800 | 0 | 0.024016 | 0.112248 | 7.28e-06 | 1:52:38 | 3:20:14 10850 | 0 | 0.331736 | 0.115554 | 7.26e-06 | 1:53:08 | 3:19:41 10900 | 0 | 0.027569 | 0.114954 | 7.23e-06 | 1:53:38 | 3:19:07 10950 | 0 | 0.053584 | 0.114480 | 7.21e-06 | 1:54:08 | 3:18:33 11000 | 0 | 0.065542 | 0.113206 | 7.19e-06 | 1:54:38 | 3:18:00 [13:56:31] Generating 16 validation images ... [13:56:53] Validation step 11000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0011000.png 11050 | 0 | 0.123977 | 0.110019 | 7.16e-06 | 1:55:30 | 3:18:05 11100 | 0 | 0.154798 | 0.110772 | 7.14e-06 | 1:56:00 | 3:17:31 11150 | 0 | 0.035911 | 0.109154 | 7.11e-06 | 1:56:30 | 3:16:58 11200 | 0 | 0.128037 | 0.109223 | 7.09e-06 | 1:57:00 | 3:16:24 11250 | 0 | 0.056971 | 0.108824 | 7.07e-06 | 1:57:30 | 3:15:51 11300 | 0 | 0.095076 | 0.109343 | 7.04e-06 | 1:58:00 | 3:15:17 11350 | 0 | 0.177732 | 0.111070 | 7.02e-06 | 1:58:30 | 3:14:44 11400 | 0 | 0.015840 | 0.111195 | 6.99e-06 | 1:59:00 | 3:14:10 11450 | 0 | 0.126903 | 0.112394 | 6.97e-06 | 1:59:30 | 3:13:37 11500 | 0 | 0.043186 | 0.111451 | 6.94e-06 | 2:00:00 | 3:13:04 11550 | 0 | 0.046900 | 0.111190 | 6.92e-06 | 2:00:30 | 3:12:30 11600 | 0 | 0.036372 | 0.109869 | 6.89e-06 | 2:01:00 | 3:11:57 11650 | 0 | 0.156291 | 0.110406 | 6.87e-06 | 2:01:31 | 3:11:24 11700 | 0 | 0.190467 | 0.111305 | 6.85e-06 | 2:02:01 | 3:10:50 11750 | 0 | 0.015314 | 0.110726 | 6.82e-06 | 2:02:31 | 3:10:17 11800 | 0 | 0.038702 | 0.109084 | 6.80e-06 | 2:03:01 | 3:09:44 11850 | 0 | 0.068170 | 0.108329 | 6.77e-06 | 2:03:31 | 3:09:11 11900 | 0 | 0.152538 | 0.108525 | 6.75e-06 | 2:04:01 | 3:08:38 11950 | 0 | 0.124285 | 0.107919 | 6.72e-06 | 2:04:31 | 3:08:04 12000 | 0 | 0.407968 | 0.111172 | 6.70e-06 | 2:05:01 | 3:07:31 [14:07:02] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-12000 [14:07:04] Generating 16 validation images ... [14:07:26] Validation step 12000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0012000.png 12050 | 0 | 0.055633 | 0.110133 | 6.67e-06 | 2:06:03 | 3:07:46 12100 | 0 | 0.084129 | 0.110125 | 6.65e-06 | 2:06:33 | 3:07:13 12150 | 0 | 0.138456 | 0.110763 | 6.62e-06 | 2:07:03 | 3:06:40 12200 | 0 | 0.151011 | 0.109514 | 6.60e-06 | 2:07:33 | 3:06:06 12250 | 0 | 0.093179 | 0.109606 | 6.57e-06 | 2:08:03 | 3:05:33 12300 | 0 | 0.097530 | 0.109975 | 6.55e-06 | 2:08:33 | 3:05:00 12350 | 0 | 0.117941 | 0.109988 | 6.52e-06 | 2:09:03 | 3:04:27 12400 | 0 | 0.245124 | 0.110929 | 6.49e-06 | 2:09:33 | 3:03:53 12450 | 0 | 0.097329 | 0.111022 | 6.47e-06 | 2:10:04 | 3:03:20 12500 | 0 | 0.125059 | 0.110800 | 6.44e-06 | 2:10:33 | 3:02:47 12550 | 0 | 0.064521 | 0.110859 | 6.42e-06 | 2:11:03 | 3:02:14 12600 | 0 | 0.019168 | 0.109490 | 6.39e-06 | 2:11:33 | 3:01:41 12650 | 0 | 0.001084 | 0.106561 | 6.37e-06 | 2:12:04 | 3:01:08 12700 | 0 | 0.133795 | 0.106755 | 6.34e-06 | 2:12:34 | 3:00:35 12750 | 0 | 0.113981 | 0.107209 | 6.32e-06 | 2:13:04 | 3:00:02 12800 | 0 | 0.039552 | 0.105717 | 6.29e-06 | 2:13:34 | 2:59:28 12850 | 0 | 0.059977 | 0.104839 | 6.26e-06 | 2:14:04 | 2:58:56 12900 | 0 | 0.017382 | 0.104333 | 6.24e-06 | 2:14:34 | 2:58:23 12950 | 0 | 0.051059 | 0.104501 | 6.21e-06 | 2:15:04 | 2:57:50 13000 | 0 | 0.002559 | 0.103063 | 6.19e-06 | 2:15:34 | 2:57:17 [14:17:27] Generating 16 validation images ... [14:17:48] Validation step 13000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0013000.png 13050 | 0 | 0.074511 | 0.101566 | 6.16e-06 | 2:16:25 | 2:57:12 13100 | 0 | 0.104276 | 0.102524 | 6.13e-06 | 2:16:55 | 2:56:39 13150 | 0 | 0.162879 | 0.102450 | 6.11e-06 | 2:17:25 | 2:56:06 13200 | 0 | 0.085903 | 0.102030 | 6.08e-06 | 2:17:55 | 2:55:33 13250 | 0 | 0.026856 | 0.101514 | 6.06e-06 | 2:18:25 | 2:55:00 13300 | 0 | 0.084812 | 0.100935 | 6.03e-06 | 2:18:56 | 2:54:27 13350 | 0 | 0.258338 | 0.102879 | 6.00e-06 | 2:19:25 | 2:53:53 13400 | 0 | 0.151979 | 0.103291 | 5.98e-06 | 2:19:55 | 2:53:21 13450 | 0 | 0.160020 | 0.103990 | 5.95e-06 | 2:20:26 | 2:52:48 13500 | 0 | 0.118897 | 0.104547 | 5.93e-06 | 2:20:55 | 2:52:15 13550 | 0 | 0.123942 | 0.105070 | 5.90e-06 | 2:21:25 | 2:51:42 13600 | 0 | 0.225618 | 0.103663 | 5.87e-06 | 2:21:55 | 2:51:09 13650 | 0 | 0.134392 | 0.104064 | 5.85e-06 | 2:22:25 | 2:50:36 13700 | 0 | 0.069830 | 0.103783 | 5.82e-06 | 2:22:55 | 2:50:03 13750 | 0 | 0.101951 | 0.104715 | 5.80e-06 | 2:23:25 | 2:49:30 13800 | 0 | 0.107835 | 0.105368 | 5.77e-06 | 2:23:55 | 2:48:57 13850 | 0 | 0.100224 | 0.104394 | 5.74e-06 | 2:24:25 | 2:48:24 13900 | 0 | 0.182422 | 0.105931 | 5.72e-06 | 2:24:55 | 2:47:51 13950 | 0 | 0.168033 | 0.107583 | 5.69e-06 | 2:25:25 | 2:47:19 14000 | 0 | 0.170338 | 0.108807 | 5.66e-06 | 2:25:55 | 2:46:46 [14:27:56] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-14000 [14:27:58] Generating 16 validation images ... [14:28:20] Validation step 14000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0014000.png 14050 | 0 | 0.113674 | 0.108674 | 5.64e-06 | 2:26:57 | 2:46:50 14100 | 0 | 0.107304 | 0.108779 | 5.61e-06 | 2:27:27 | 2:46:17 14150 | 0 | 0.105203 | 0.108665 | 5.58e-06 | 2:27:57 | 2:45:44 14200 | 0 | 0.169599 | 0.109144 | 5.56e-06 | 2:28:27 | 2:45:11 14250 | 0 | 0.088868 | 0.107911 | 5.53e-06 | 2:28:57 | 2:44:38 14300 | 0 | 0.173902 | 0.107889 | 5.50e-06 | 2:29:27 | 2:44:05 14350 | 0 | 0.331330 | 0.109770 | 5.48e-06 | 2:29:57 | 2:43:32 14400 | 0 | 0.115611 | 0.109670 | 5.45e-06 | 2:30:27 | 2:42:59 14450 | 0 | 0.021564 | 0.109810 | 5.43e-06 | 2:30:57 | 2:42:26 14500 | 0 | 0.102095 | 0.110446 | 5.40e-06 | 2:31:27 | 2:41:53 14550 | 0 | 0.091575 | 0.111127 | 5.37e-06 | 2:31:57 | 2:41:21 14600 | 0 | 0.196038 | 0.111685 | 5.35e-06 | 2:32:27 | 2:40:48 14650 | 0 | 0.215939 | 0.113723 | 5.32e-06 | 2:32:56 | 2:40:15 14700 | 0 | 0.367905 | 0.116562 | 5.29e-06 | 2:33:26 | 2:39:42 14750 | 0 | 0.149861 | 0.117413 | 5.27e-06 | 2:33:56 | 2:39:09 14800 | 0 | 0.124223 | 0.117153 | 5.24e-06 | 2:34:26 | 2:38:36 14850 | 0 | 0.033764 | 0.117185 | 5.21e-06 | 2:34:56 | 2:38:04 14900 | 0 | 0.148513 | 0.118386 | 5.19e-06 | 2:35:26 | 2:37:31 14950 | 0 | 0.042637 | 0.118756 | 5.16e-06 | 2:35:56 | 2:36:58 15000 | 0 | 0.107073 | 0.118298 | 5.13e-06 | 2:36:26 | 2:36:26 [14:38:19] Generating 16 validation images ... [14:38:41] Validation step 15000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0015000.png 15050 | 0 | 0.225813 | 0.117387 | 5.11e-06 | 2:37:18 | 2:36:15 15100 | 0 | 0.029170 | 0.116061 | 5.08e-06 | 2:37:48 | 2:35:42 15150 | 0 | 0.030600 | 0.115089 | 5.05e-06 | 2:38:18 | 2:35:10 15200 | 0 | 0.092209 | 0.114070 | 5.03e-06 | 2:38:48 | 2:34:37 15250 | 0 | 0.002286 | 0.112516 | 5.00e-06 | 2:39:18 | 2:34:04 15300 | 0 | 0.116717 | 0.112258 | 4.97e-06 | 2:39:48 | 2:33:32 15350 | 0 | 0.060771 | 0.112725 | 4.95e-06 | 2:40:18 | 2:32:59 15400 | 0 | 0.061605 | 0.112209 | 4.92e-06 | 2:40:48 | 2:32:26 15450 | 0 | 0.094953 | 0.110131 | 4.89e-06 | 2:41:17 | 2:31:54 15500 | 0 | 0.056670 | 0.110518 | 4.87e-06 | 2:41:47 | 2:31:21 15550 | 0 | 0.187364 | 0.110525 | 4.84e-06 | 2:42:17 | 2:30:48 15600 | 0 | 0.079214 | 0.110449 | 4.81e-06 | 2:42:47 | 2:30:16 15650 | 0 | 0.183599 | 0.111852 | 4.79e-06 | 2:43:17 | 2:29:43 15700 | 0 | 0.078725 | 0.112035 | 4.76e-06 | 2:43:47 | 2:29:11 15750 | 0 | 0.042851 | 0.111686 | 4.73e-06 | 2:44:17 | 2:28:38 15800 | 0 | 0.193919 | 0.113385 | 4.71e-06 | 2:44:47 | 2:28:06 15850 | 0 | 0.055451 | 0.110622 | 4.68e-06 | 2:45:17 | 2:27:33 15900 | 0 | 0.089635 | 0.111243 | 4.65e-06 | 2:45:47 | 2:27:01 15950 | 0 | 0.077097 | 0.111478 | 4.63e-06 | 2:46:17 | 2:26:28 16000 | 0 | 0.134475 | 0.112168 | 4.60e-06 | 2:46:47 | 2:25:56 [14:48:48] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-16000 [14:48:50] Generating 16 validation images ... [14:49:11] Validation step 16000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0016000.png 16050 | 0 | 0.181650 | 0.112744 | 4.57e-06 | 2:47:48 | 2:25:51 16100 | 0 | 0.103615 | 0.112233 | 4.55e-06 | 2:48:18 | 2:25:18 16150 | 0 | 0.107030 | 0.112944 | 4.52e-06 | 2:48:48 | 2:24:46 16200 | 0 | 0.229719 | 0.113961 | 4.50e-06 | 2:49:18 | 2:24:13 16250 | 0 | 0.237594 | 0.115767 | 4.47e-06 | 2:49:48 | 2:23:41 16300 | 0 | 0.098094 | 0.115797 | 4.44e-06 | 2:50:18 | 2:23:08 16350 | 0 | 0.095543 | 0.114975 | 4.42e-06 | 2:50:48 | 2:22:36 16400 | 0 | 0.017394 | 0.114991 | 4.39e-06 | 2:51:18 | 2:22:03 16450 | 0 | 0.149479 | 0.115216 | 4.36e-06 | 2:51:48 | 2:21:31 16500 | 0 | 0.134044 | 0.116125 | 4.34e-06 | 2:52:18 | 2:20:58 16550 | 0 | 0.020682 | 0.115863 | 4.31e-06 | 2:52:48 | 2:20:26 16600 | 0 | 0.292780 | 0.118427 | 4.28e-06 | 2:53:18 | 2:19:54 16650 | 0 | 0.140523 | 0.118269 | 4.26e-06 | 2:53:48 | 2:19:21 16700 | 0 | 0.020070 | 0.116565 | 4.23e-06 | 2:54:18 | 2:18:49 16750 | 0 | 0.431896 | 0.120731 | 4.20e-06 | 2:54:48 | 2:18:17 16800 | 0 | 0.003790 | 0.120382 | 4.18e-06 | 2:55:18 | 2:17:44 16850 | 0 | 0.014495 | 0.119845 | 4.15e-06 | 2:55:48 | 2:17:12 16900 | 0 | 0.106969 | 0.119389 | 4.13e-06 | 2:56:18 | 2:16:40 16950 | 0 | 0.040039 | 0.118547 | 4.10e-06 | 2:56:48 | 2:16:07 17000 | 0 | 0.143977 | 0.115907 | 4.07e-06 | 2:57:19 | 2:15:35 [14:59:12] Generating 16 validation images ... [14:59:33] Validation step 17000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0017000.png 17050 | 0 | 0.111411 | 0.116465 | 4.05e-06 | 2:58:11 | 2:15:20 17100 | 0 | 0.045780 | 0.116081 | 4.02e-06 | 2:58:41 | 2:14:47 17150 | 0 | 0.094350 | 0.115640 | 4.00e-06 | 2:59:11 | 2:14:15 17200 | 0 | 0.111604 | 0.115246 | 3.97e-06 | 2:59:41 | 2:13:43 17250 | 0 | 0.066054 | 0.114975 | 3.94e-06 | 3:00:11 | 2:13:10 17300 | 0 | 0.303098 | 0.117031 | 3.92e-06 | 3:00:41 | 2:12:38 17350 | 0 | 0.055686 | 0.116408 | 3.89e-06 | 3:01:11 | 2:12:06 17400 | 0 | 0.314643 | 0.117103 | 3.87e-06 | 3:01:41 | 2:11:34 17450 | 0 | 0.208716 | 0.118217 | 3.84e-06 | 3:02:11 | 2:11:01 17500 | 0 | 0.028655 | 0.117253 | 3.81e-06 | 3:02:41 | 2:10:29 17550 | 0 | 0.238785 | 0.118996 | 3.79e-06 | 3:03:11 | 2:09:57 17600 | 0 | 0.071466 | 0.119519 | 3.76e-06 | 3:03:41 | 2:09:25 17650 | 0 | 0.038607 | 0.119894 | 3.74e-06 | 3:04:11 | 2:08:52 17700 | 0 | 0.083881 | 0.119395 | 3.71e-06 | 3:04:41 | 2:08:20 17750 | 0 | 0.097175 | 0.119227 | 3.68e-06 | 3:05:11 | 2:07:48 17800 | 0 | 0.140566 | 0.120237 | 3.66e-06 | 3:05:41 | 2:07:16 17850 | 0 | 0.036370 | 0.120001 | 3.63e-06 | 3:06:11 | 2:06:44 17900 | 0 | 0.017146 | 0.119998 | 3.61e-06 | 3:06:41 | 2:06:12 17950 | 0 | 0.001890 | 0.119507 | 3.58e-06 | 3:07:11 | 2:05:39 18000 | 0 | 0.001029 | 0.119492 | 3.56e-06 | 3:07:41 | 2:05:07 [15:09:41] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-18000 [15:09:42] Generating 16 validation images ... [15:10:03] Validation step 18000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0018000.png 18050 | 0 | 0.026243 | 0.119009 | 3.53e-06 | 3:08:40 | 2:04:55 18100 | 0 | 0.078673 | 0.118753 | 3.51e-06 | 3:09:10 | 2:04:22 18150 | 0 | 0.112585 | 0.118250 | 3.48e-06 | 3:09:41 | 2:03:50 18200 | 0 | 0.009898 | 0.117490 | 3.45e-06 | 3:10:11 | 2:03:18 18250 | 0 | 0.208672 | 0.119308 | 3.43e-06 | 3:10:41 | 2:02:46 18300 | 0 | 0.385071 | 0.122311 | 3.40e-06 | 3:11:11 | 2:02:14 18350 | 0 | 0.000724 | 0.119734 | 3.38e-06 | 3:11:41 | 2:01:41 18400 | 0 | 0.160545 | 0.119820 | 3.35e-06 | 3:12:11 | 2:01:09 18450 | 0 | 0.050043 | 0.118720 | 3.33e-06 | 3:12:41 | 2:00:37 18500 | 0 | 0.071011 | 0.118241 | 3.30e-06 | 3:13:11 | 2:00:05 18550 | 0 | 0.105372 | 0.118056 | 3.28e-06 | 3:13:41 | 1:59:33 18600 | 0 | 0.128729 | 0.117087 | 3.25e-06 | 3:14:11 | 1:59:01 18650 | 0 | 0.131615 | 0.117059 | 3.23e-06 | 3:14:41 | 1:58:29 18700 | 0 | 0.267033 | 0.119031 | 3.20e-06 | 3:15:11 | 1:57:57 18750 | 0 | 0.094908 | 0.118961 | 3.18e-06 | 3:15:41 | 1:57:24 18800 | 0 | 0.077402 | 0.118656 | 3.15e-06 | 3:16:11 | 1:56:52 18850 | 0 | 0.170946 | 0.119364 | 3.13e-06 | 3:16:41 | 1:56:20 18900 | 0 | 0.118424 | 0.118724 | 3.11e-06 | 3:17:11 | 1:55:48 18950 | 0 | 0.154648 | 0.118590 | 3.08e-06 | 3:17:41 | 1:55:16 19000 | 0 | 0.118815 | 0.118075 | 3.06e-06 | 3:18:11 | 1:54:44 [15:20:04] Generating 16 validation images ... [15:20:25] Validation step 19000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0019000.png 19050 | 0 | 0.122038 | 0.118158 | 3.03e-06 | 3:19:03 | 1:54:24 19100 | 0 | 0.104908 | 0.118134 | 3.01e-06 | 3:19:33 | 1:53:52 19150 | 0 | 0.010264 | 0.117185 | 2.98e-06 | 3:20:03 | 1:53:20 19200 | 0 | 0.111670 | 0.116606 | 2.96e-06 | 3:20:33 | 1:52:48 19250 | 0 | 0.059781 | 0.116315 | 2.93e-06 | 3:21:03 | 1:52:16 19300 | 0 | 0.002362 | 0.114599 | 2.91e-06 | 3:21:33 | 1:51:44 19350 | 0 | 0.089130 | 0.112177 | 2.89e-06 | 3:22:03 | 1:51:12 19400 | 0 | 0.035982 | 0.111381 | 2.86e-06 | 3:22:33 | 1:50:40 19450 | 0 | 0.111194 | 0.112277 | 2.84e-06 | 3:23:03 | 1:50:08 19500 | 0 | 0.077446 | 0.112031 | 2.81e-06 | 3:23:33 | 1:49:36 19550 | 0 | 0.166521 | 0.112780 | 2.79e-06 | 3:24:03 | 1:49:04 19600 | 0 | 0.165880 | 0.112479 | 2.77e-06 | 3:24:33 | 1:48:32 19650 | 0 | 0.192915 | 0.112248 | 2.74e-06 | 3:25:03 | 1:48:00 19700 | 0 | 0.106521 | 0.109635 | 2.72e-06 | 3:25:33 | 1:47:28 19750 | 0 | 0.094249 | 0.109078 | 2.69e-06 | 3:26:03 | 1:46:56 19800 | 0 | 0.184125 | 0.109677 | 2.67e-06 | 3:26:33 | 1:46:24 19850 | 0 | 0.065648 | 0.109996 | 2.65e-06 | 3:27:03 | 1:45:52 19900 | 0 | 0.094433 | 0.109456 | 2.62e-06 | 3:27:33 | 1:45:20 19950 | 0 | 0.081659 | 0.109846 | 2.60e-06 | 3:28:03 | 1:44:48 20000 | 0 | 0.072684 | 0.109502 | 2.58e-06 | 3:28:33 | 1:44:16 [15:30:35] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-20000 [15:30:37] Generating 16 validation images ... [15:30:59] Validation step 20000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0020000.png 20050 | 0 | 0.149617 | 0.108740 | 2.55e-06 | 3:29:36 | 1:44:01 20100 | 0 | 0.067003 | 0.109118 | 2.53e-06 | 3:30:06 | 1:43:29 20150 | 0 | 0.165997 | 0.110472 | 2.51e-06 | 3:30:36 | 1:42:57 20200 | 0 | 0.050725 | 0.110057 | 2.48e-06 | 3:31:06 | 1:42:25 20250 | 0 | 0.216201 | 0.112197 | 2.46e-06 | 3:31:36 | 1:41:53 20300 | 0 | 0.055307 | 0.111582 | 2.44e-06 | 3:32:06 | 1:41:21 20350 | 0 | 0.227145 | 0.113246 | 2.42e-06 | 3:32:36 | 1:40:49 20400 | 0 | 0.172869 | 0.114359 | 2.39e-06 | 3:33:06 | 1:40:17 20450 | 0 | 0.282117 | 0.116230 | 2.37e-06 | 3:33:36 | 1:39:45 20500 | 0 | 0.043960 | 0.116103 | 2.35e-06 | 3:34:06 | 1:39:13 20550 | 0 | 0.098692 | 0.115217 | 2.33e-06 | 3:34:36 | 1:38:41 20600 | 0 | 0.103877 | 0.115463 | 2.30e-06 | 3:35:06 | 1:38:09 20650 | 0 | 0.080485 | 0.114432 | 2.28e-06 | 3:35:36 | 1:37:37 20700 | 0 | 0.122297 | 0.114868 | 2.26e-06 | 3:36:06 | 1:37:05 20750 | 0 | 0.193051 | 0.116370 | 2.24e-06 | 3:36:36 | 1:36:33 20800 | 0 | 0.115076 | 0.115581 | 2.21e-06 | 3:37:06 | 1:36:01 20850 | 0 | 0.153552 | 0.116562 | 2.19e-06 | 3:37:36 | 1:35:29 20900 | 0 | 0.014541 | 0.115811 | 2.17e-06 | 3:38:06 | 1:34:57 20950 | 0 | 0.024416 | 0.115285 | 2.15e-06 | 3:38:36 | 1:34:25 21000 | 0 | 0.065577 | 0.114596 | 2.13e-06 | 3:39:06 | 1:33:54 [15:40:59] Generating 16 validation images ... [15:41:21] Validation step 21000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0021000.png 21050 | 0 | 0.074299 | 0.113522 | 2.10e-06 | 3:39:58 | 1:33:31 21100 | 0 | 0.094991 | 0.113436 | 2.08e-06 | 3:40:28 | 1:32:59 21150 | 0 | 0.094583 | 0.113311 | 2.06e-06 | 3:40:58 | 1:32:27 21200 | 0 | 0.017320 | 0.111187 | 2.04e-06 | 3:41:28 | 1:31:56 21250 | 0 | 0.108349 | 0.109895 | 2.02e-06 | 3:41:58 | 1:31:24 21300 | 0 | 0.040563 | 0.109320 | 2.00e-06 | 3:42:28 | 1:30:52 21350 | 0 | 0.169973 | 0.110064 | 1.98e-06 | 3:42:58 | 1:30:20 21400 | 0 | 0.178539 | 0.111675 | 1.95e-06 | 3:43:28 | 1:29:48 21450 | 0 | 0.072147 | 0.110902 | 1.93e-06 | 3:43:58 | 1:29:16 21500 | 0 | 0.138379 | 0.110945 | 1.91e-06 | 3:44:28 | 1:28:44 21550 | 0 | 0.066678 | 0.111405 | 1.89e-06 | 3:44:58 | 1:28:13 21600 | 0 | 0.098317 | 0.109461 | 1.87e-06 | 3:45:28 | 1:27:41 21650 | 0 | 0.118234 | 0.109238 | 1.85e-06 | 3:45:58 | 1:27:09 21700 | 0 | 0.106940 | 0.110107 | 1.83e-06 | 3:46:28 | 1:26:37 21750 | 0 | 0.182208 | 0.107610 | 1.81e-06 | 3:46:58 | 1:26:05 21800 | 0 | 0.034478 | 0.107917 | 1.79e-06 | 3:47:28 | 1:25:33 21850 | 0 | 0.073519 | 0.108507 | 1.77e-06 | 3:47:58 | 1:25:02 21900 | 0 | 0.124830 | 0.108685 | 1.75e-06 | 3:48:28 | 1:24:30 21950 | 0 | 0.100811 | 0.109293 | 1.73e-06 | 3:48:58 | 1:23:58 22000 | 0 | 0.081773 | 0.108671 | 1.71e-06 | 3:49:28 | 1:23:26 [15:51:30] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-22000 [15:51:32] Generating 16 validation images ... [15:51:53] Validation step 22000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0022000.png 22050 | 0 | 0.178773 | 0.109345 | 1.69e-06 | 3:50:30 | 1:23:06 22100 | 0 | 0.147340 | 0.110360 | 1.67e-06 | 3:51:00 | 1:22:34 22150 | 0 | 0.128741 | 0.110704 | 1.65e-06 | 3:51:30 | 1:22:02 22200 | 0 | 0.047751 | 0.110066 | 1.63e-06 | 3:52:00 | 1:21:31 22250 | 0 | 0.094981 | 0.110355 | 1.61e-06 | 3:52:30 | 1:20:59 22300 | 0 | 0.086176 | 0.108186 | 1.59e-06 | 3:53:00 | 1:20:27 22350 | 0 | 0.077823 | 0.108407 | 1.57e-06 | 3:53:30 | 1:19:55 22400 | 0 | 0.015709 | 0.105418 | 1.55e-06 | 3:54:00 | 1:19:23 22450 | 0 | 0.046285 | 0.103794 | 1.53e-06 | 3:54:30 | 1:18:52 22500 | 0 | 0.126949 | 0.104776 | 1.51e-06 | 3:55:00 | 1:18:20 22550 | 0 | 0.138243 | 0.103771 | 1.49e-06 | 3:55:30 | 1:17:48 22600 | 0 | 0.076539 | 0.103822 | 1.47e-06 | 3:56:00 | 1:17:16 22650 | 0 | 0.168060 | 0.105116 | 1.46e-06 | 3:56:30 | 1:16:45 22700 | 0 | 0.180770 | 0.106085 | 1.44e-06 | 3:57:00 | 1:16:13 22750 | 0 | 0.090941 | 0.106023 | 1.42e-06 | 3:57:30 | 1:15:41 22800 | 0 | 0.281341 | 0.107431 | 1.40e-06 | 3:58:00 | 1:15:09 22850 | 0 | 0.019725 | 0.107264 | 1.38e-06 | 3:58:31 | 1:14:38 22900 | 0 | 0.050761 | 0.107600 | 1.36e-06 | 3:59:01 | 1:14:06 22950 | 0 | 0.042733 | 0.108009 | 1.34e-06 | 3:59:31 | 1:13:34 23000 | 0 | 0.163684 | 0.109635 | 1.33e-06 | 4:00:01 | 1:13:02 [16:01:54] Generating 16 validation images ... [16:02:16] Validation step 23000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0023000.png 23050 | 0 | 0.090413 | 0.110277 | 1.31e-06 | 4:00:53 | 1:12:37 23100 | 0 | 0.220500 | 0.111695 | 1.29e-06 | 4:01:23 | 1:12:06 23150 | 0 | 0.095342 | 0.111523 | 1.27e-06 | 4:01:53 | 1:11:34 23200 | 0 | 0.074722 | 0.112171 | 1.25e-06 | 4:02:23 | 1:11:02 23250 | 0 | 0.019984 | 0.110284 | 1.24e-06 | 4:02:53 | 1:10:31 23300 | 0 | 0.104881 | 0.107482 | 1.22e-06 | 4:03:23 | 1:09:59 23350 | 0 | 0.111751 | 0.108593 | 1.20e-06 | 4:03:53 | 1:09:27 23400 | 0 | 0.262294 | 0.109610 | 1.19e-06 | 4:04:23 | 1:08:55 23450 | 0 | 0.256645 | 0.111676 | 1.17e-06 | 4:04:53 | 1:08:24 23500 | 0 | 0.127078 | 0.112237 | 1.15e-06 | 4:05:23 | 1:07:52 23550 | 0 | 0.126968 | 0.112453 | 1.13e-06 | 4:05:53 | 1:07:20 23600 | 0 | 0.064100 | 0.111806 | 1.12e-06 | 4:06:23 | 1:06:49 23650 | 0 | 0.075798 | 0.111248 | 1.10e-06 | 4:06:53 | 1:06:17 23700 | 0 | 0.090205 | 0.109480 | 1.08e-06 | 4:07:23 | 1:05:45 23750 | 0 | 0.010203 | 0.108633 | 1.07e-06 | 4:07:53 | 1:05:14 23800 | 0 | 0.167226 | 0.109531 | 1.05e-06 | 4:08:23 | 1:04:42 23850 | 0 | 0.039618 | 0.108218 | 1.03e-06 | 4:08:53 | 1:04:10 23900 | 0 | 0.089465 | 0.107928 | 1.02e-06 | 4:09:23 | 1:03:39 23950 | 0 | 0.270516 | 0.109087 | 1.00e-06 | 4:09:53 | 1:03:07 24000 | 0 | 0.183643 | 0.109735 | 9.86e-07 | 4:10:23 | 1:02:35 [16:12:25] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-24000 [16:12:27] Generating 16 validation images ... [16:12:48] Validation step 24000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0024000.png 24050 | 0 | 0.127233 | 0.109787 | 9.71e-07 | 4:11:25 | 1:02:12 24100 | 0 | 0.245624 | 0.111194 | 9.55e-07 | 4:11:55 | 1:01:40 24150 | 0 | 0.241719 | 0.113509 | 9.39e-07 | 4:12:25 | 1:01:08 24200 | 0 | 0.116630 | 0.113558 | 9.24e-07 | 4:12:55 | 1:00:37 24250 | 0 | 0.163585 | 0.114597 | 9.08e-07 | 4:13:26 | 1:00:05 24300 | 0 | 0.093188 | 0.115505 | 8.93e-07 | 4:13:56 | 0:59:33 24350 | 0 | 0.098784 | 0.115601 | 8.78e-07 | 4:14:26 | 0:59:02 24400 | 0 | 0.121282 | 0.116454 | 8.63e-07 | 4:14:56 | 0:58:30 24450 | 0 | 0.057171 | 0.115914 | 8.48e-07 | 4:15:26 | 0:57:58 24500 | 0 | 0.208075 | 0.117220 | 8.33e-07 | 4:15:56 | 0:57:27 24550 | 0 | 0.080588 | 0.116361 | 8.19e-07 | 4:16:26 | 0:56:55 24600 | 0 | 0.335556 | 0.118058 | 8.04e-07 | 4:16:56 | 0:56:24 24650 | 0 | 0.002654 | 0.116155 | 7.90e-07 | 4:17:26 | 0:55:52 24700 | 0 | 0.019920 | 0.115289 | 7.76e-07 | 4:17:56 | 0:55:20 24750 | 0 | 0.086584 | 0.115213 | 7.61e-07 | 4:18:26 | 0:54:49 24800 | 0 | 0.126793 | 0.114639 | 7.47e-07 | 4:18:56 | 0:54:17 24850 | 0 | 0.021085 | 0.114194 | 7.33e-07 | 4:19:26 | 0:53:46 24900 | 0 | 0.049778 | 0.113747 | 7.20e-07 | 4:19:56 | 0:53:14 24950 | 0 | 0.072688 | 0.113657 | 7.06e-07 | 4:20:26 | 0:52:42 25000 | 0 | 0.069294 | 0.113623 | 6.92e-07 | 4:20:56 | 0:52:11 [16:22:50] Generating 16 validation images ... [16:23:11] Validation step 25000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0025000.png 25050 | 0 | 0.104896 | 0.113176 | 6.79e-07 | 4:21:49 | 0:51:44 25100 | 0 | 0.277560 | 0.115282 | 6.65e-07 | 4:22:19 | 0:51:12 25150 | 0 | 0.035840 | 0.113980 | 6.52e-07 | 4:22:49 | 0:50:41 25200 | 0 | 0.097964 | 0.114453 | 6.39e-07 | 4:23:19 | 0:50:09 25250 | 0 | 0.059776 | 0.112888 | 6.26e-07 | 4:23:49 | 0:49:37 25300 | 0 | 0.068800 | 0.113023 | 6.13e-07 | 4:24:19 | 0:49:06 25350 | 0 | 0.194252 | 0.112694 | 6.01e-07 | 4:24:49 | 0:48:34 25400 | 0 | 0.094746 | 0.111913 | 5.88e-07 | 4:25:19 | 0:48:03 25450 | 0 | 0.197928 | 0.111071 | 5.76e-07 | 4:25:49 | 0:47:31 25500 | 0 | 0.076606 | 0.111398 | 5.63e-07 | 4:26:19 | 0:46:59 25550 | 0 | 0.054310 | 0.110954 | 5.51e-07 | 4:26:49 | 0:46:28 25600 | 0 | 0.043731 | 0.110352 | 5.39e-07 | 4:27:19 | 0:45:56 25650 | 0 | 0.105467 | 0.110602 | 5.27e-07 | 4:27:49 | 0:45:25 25700 | 0 | 0.104676 | 0.110426 | 5.15e-07 | 4:28:20 | 0:44:53 25750 | 0 | 0.100457 | 0.109500 | 5.03e-07 | 4:28:50 | 0:44:22 25800 | 0 | 0.092923 | 0.109279 | 4.92e-07 | 4:29:20 | 0:43:50 25850 | 0 | 0.186720 | 0.109610 | 4.80e-07 | 4:29:50 | 0:43:19 25900 | 0 | 0.357087 | 0.113036 | 4.69e-07 | 4:30:20 | 0:42:47 25950 | 0 | 0.090829 | 0.113700 | 4.58e-07 | 4:30:50 | 0:42:16 26000 | 0 | 0.008261 | 0.113127 | 4.47e-07 | 4:31:20 | 0:41:44 [16:33:20] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-26000 [16:33:22] Generating 16 validation images ... [16:33:42] Validation step 26000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0026000.png 26050 | 0 | 0.281745 | 0.115201 | 4.36e-07 | 4:32:20 | 0:41:17 26100 | 0 | 0.052188 | 0.114773 | 4.25e-07 | 4:32:50 | 0:40:46 26150 | 0 | 0.249541 | 0.116323 | 4.14e-07 | 4:33:20 | 0:40:14 26200 | 0 | 0.222952 | 0.118379 | 4.04e-07 | 4:33:50 | 0:39:43 26250 | 0 | 0.015008 | 0.117446 | 3.93e-07 | 4:34:20 | 0:39:11 26300 | 0 | 0.170317 | 0.118743 | 3.83e-07 | 4:34:50 | 0:38:39 26350 | 0 | 0.156372 | 0.118607 | 3.73e-07 | 4:35:20 | 0:38:08 26400 | 0 | 0.227932 | 0.119101 | 3.63e-07 | 4:35:50 | 0:37:36 26450 | 0 | 0.068426 | 0.119064 | 3.53e-07 | 4:36:19 | 0:37:05 26500 | 0 | 0.009318 | 0.117773 | 3.43e-07 | 4:36:49 | 0:36:33 26550 | 0 | 0.144405 | 0.118550 | 3.34e-07 | 4:37:19 | 0:36:02 26600 | 0 | 0.084635 | 0.118414 | 3.24e-07 | 4:37:49 | 0:35:30 26650 | 0 | 0.063003 | 0.117861 | 3.15e-07 | 4:38:19 | 0:34:59 26700 | 0 | 0.106554 | 0.117857 | 3.06e-07 | 4:38:49 | 0:34:27 26750 | 0 | 0.033808 | 0.116373 | 2.96e-07 | 4:39:19 | 0:33:56 26800 | 0 | 0.017425 | 0.116203 | 2.88e-07 | 4:39:49 | 0:33:24 26850 | 0 | 0.231813 | 0.117786 | 2.79e-07 | 4:40:19 | 0:32:53 26900 | 0 | 0.077792 | 0.117316 | 2.70e-07 | 4:40:49 | 0:32:21 26950 | 0 | 0.026685 | 0.116574 | 2.61e-07 | 4:41:19 | 0:31:50 27000 | 0 | 0.110771 | 0.116864 | 2.53e-07 | 4:41:49 | 0:31:18 [16:43:43] Generating 16 validation images ... [16:44:04] Validation step 27000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0027000.png 27050 | 0 | 0.009060 | 0.115167 | 2.45e-07 | 4:42:42 | 0:30:49 27100 | 0 | 0.232621 | 0.116020 | 2.37e-07 | 4:43:12 | 0:30:18 27150 | 0 | 0.082082 | 0.115553 | 2.29e-07 | 4:43:42 | 0:29:46 27200 | 0 | 0.015042 | 0.115226 | 2.21e-07 | 4:44:12 | 0:29:15 27250 | 0 | 0.092501 | 0.115201 | 2.13e-07 | 4:44:42 | 0:28:43 27300 | 0 | 0.202963 | 0.116369 | 2.05e-07 | 4:45:12 | 0:28:12 27350 | 0 | 0.160288 | 0.117194 | 1.98e-07 | 4:45:42 | 0:27:40 27400 | 0 | 0.109267 | 0.118130 | 1.90e-07 | 4:46:12 | 0:27:09 27450 | 0 | 0.042508 | 0.118092 | 1.83e-07 | 4:46:42 | 0:26:38 27500 | 0 | 0.003178 | 0.116854 | 1.76e-07 | 4:47:11 | 0:26:06 27550 | 0 | 0.068323 | 0.116155 | 1.69e-07 | 4:47:41 | 0:25:35 27600 | 0 | 0.044613 | 0.115836 | 1.62e-07 | 4:48:11 | 0:25:03 27650 | 0 | 0.078662 | 0.114942 | 1.56e-07 | 4:48:41 | 0:24:32 27700 | 0 | 0.223639 | 0.115370 | 1.49e-07 | 4:49:11 | 0:24:00 27750 | 0 | 0.109692 | 0.115558 | 1.43e-07 | 4:49:41 | 0:23:29 27800 | 0 | 0.066971 | 0.113414 | 1.37e-07 | 4:50:11 | 0:22:57 27850 | 0 | 0.016673 | 0.113384 | 1.30e-07 | 4:50:41 | 0:22:26 27900 | 0 | 0.025198 | 0.113128 | 1.25e-07 | 4:51:11 | 0:21:55 27950 | 0 | 0.228442 | 0.114985 | 1.19e-07 | 4:51:41 | 0:21:23 28000 | 0 | 0.013168 | 0.113480 | 1.13e-07 | 4:52:11 | 0:20:52 [16:54:13] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-28000 [16:54:15] Generating 16 validation images ... [16:54:36] Validation step 28000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0028000.png 28050 | 0 | 0.101180 | 0.113588 | 1.07e-07 | 4:53:13 | 0:20:23 28100 | 0 | 0.076589 | 0.112148 | 1.02e-07 | 4:53:43 | 0:19:51 28150 | 0 | 0.193079 | 0.113126 | 9.67e-08 | 4:54:13 | 0:19:20 28200 | 0 | 0.125930 | 0.113638 | 9.16e-08 | 4:54:43 | 0:18:48 28250 | 0 | 0.075592 | 0.114194 | 8.66e-08 | 4:55:13 | 0:18:17 28300 | 0 | 0.085700 | 0.114002 | 8.17e-08 | 4:55:43 | 0:17:45 28350 | 0 | 0.000191 | 0.112887 | 7.70e-08 | 4:56:13 | 0:17:14 28400 | 0 | 0.133502 | 0.111599 | 7.24e-08 | 4:56:43 | 0:16:43 28450 | 0 | 0.057624 | 0.109608 | 6.80e-08 | 4:57:13 | 0:16:11 28500 | 0 | 0.049015 | 0.108828 | 6.37e-08 | 4:57:43 | 0:15:40 28550 | 0 | 0.114398 | 0.108702 | 5.95e-08 | 4:58:13 | 0:15:08 28600 | 0 | 0.042662 | 0.108488 | 5.55e-08 | 4:58:43 | 0:14:37 28650 | 0 | 0.027023 | 0.108000 | 5.16e-08 | 4:59:13 | 0:14:05 28700 | 0 | 0.358699 | 0.110685 | 4.78e-08 | 4:59:43 | 0:13:34 28750 | 0 | 0.093130 | 0.111514 | 4.42e-08 | 5:00:13 | 0:13:03 28800 | 0 | 0.167701 | 0.111519 | 4.08e-08 | 5:00:43 | 0:12:31 28850 | 0 | 0.206950 | 0.113192 | 3.74e-08 | 5:01:13 | 0:12:00 28900 | 0 | 0.020647 | 0.112504 | 3.43e-08 | 5:01:43 | 0:11:29 28950 | 0 | 0.087624 | 0.110675 | 3.12e-08 | 5:02:13 | 0:10:57 29000 | 0 | 0.195002 | 0.110789 | 2.83e-08 | 5:02:43 | 0:10:26 [17:04:36] Generating 16 validation images ... [17:04:57] Validation step 29000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0029000.png 29050 | 0 | 0.325027 | 0.112767 | 2.56e-08 | 5:03:35 | 0:09:55 29100 | 0 | 0.159222 | 0.111903 | 2.29e-08 | 5:04:05 | 0:09:24 29150 | 0 | 0.211426 | 0.111600 | 2.05e-08 | 5:04:35 | 0:08:52 29200 | 0 | 0.101392 | 0.111447 | 1.81e-08 | 5:05:05 | 0:08:21 29250 | 0 | 0.506881 | 0.114880 | 1.59e-08 | 5:05:35 | 0:07:50 29300 | 0 | 0.124500 | 0.115193 | 1.39e-08 | 5:06:05 | 0:07:18 29350 | 0 | 0.156490 | 0.115771 | 1.20e-08 | 5:06:35 | 0:06:47 29400 | 0 | 0.013195 | 0.114690 | 1.02e-08 | 5:07:05 | 0:06:16 29450 | 0 | 0.054196 | 0.114660 | 8.57e-09 | 5:07:36 | 0:05:44 29500 | 0 | 0.107552 | 0.113655 | 7.09e-09 | 5:08:06 | 0:05:13 29550 | 0 | 0.078467 | 0.113633 | 5.74e-09 | 5:08:36 | 0:04:41 29600 | 0 | 0.000739 | 0.110285 | 4.54e-09 | 5:09:06 | 0:04:10 29650 | 0 | 0.045497 | 0.110714 | 3.47e-09 | 5:09:36 | 0:03:39 29700 | 0 | 0.029756 | 0.110812 | 2.55e-09 | 5:10:06 | 0:03:07 29750 | 0 | 0.175043 | 0.111697 | 1.77e-09 | 5:10:36 | 0:02:36 29800 | 0 | 0.091550 | 0.111344 | 1.13e-09 | 5:11:06 | 0:02:05 29850 | 0 | 0.181365 | 0.112947 | 6.38e-10 | 5:11:36 | 0:01:33 29900 | 0 | 0.127413 | 0.113723 | 2.84e-10 | 5:12:06 | 0:01:02 29950 | 0 | 0.253236 | 0.115529 | 7.09e-11 | 5:12:36 | 0:00:31 30000 | 0 | 0.139098 | 0.116227 | 0.00e+00 | 5:13:07 | 0:00:00 [17:15:08] Saved checkpoint -> RESULTS/coco/run_003/checkpoint-30000 [17:15:10] Generating 16 validation images ... [17:15:32] Validation step 30000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0030000.png [17:15:32] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.113241 --- [17:15:32] Saving final model ... [17:15:55] Pipeline saved -> RESULTS/coco/run_003 [17:15:55] Generating final validation collage ... [17:15:55] Generating 16 validation images ... [17:16:16] Validation step 30000: 16 images -> RESULTS/coco/run_003/validation/collage_step_0030000.png [17:16:17] [17:16:17] ============================================================ [17:16:17] TRAINING SUMMARY [17:16:17] ============================================================ [17:16:17] Total steps : 600 [17:16:17] Final loss : 0.139098 [17:16:17] Avg last 100 : 0.116227 [17:16:17] Min loss : 0.000191 [17:16:17] Total time : 5:14:24 [17:16:17] Output : RESULTS/coco/run_003 [17:16:17] ============================================================