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==========================================================================================
Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
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[11:14:55] Run directory : RESULTS/multigen/run_015
[11:14:55] XAttn VAE : ./HF_VERSION_WEIGHTS/kl_vae
[11:14:55] Loading T5 tokenizer + text encoder ...
[11:14:59] Loading PixArt-Sigma transformer ...
[11:15:02] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
[11:15:02] scaling_factor = 0.18215
[11:15:02] text_dim = 4096
[11:15:02] xattn_num_heads = 8
[11:15:06] Transformer : 610,856,096 total, 610,856,096 trainable
[11:15:06] Building dataset ...
[11:15:06]
[11:15:06] ================================================================
[11:15:06] Backbone = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
[11:15:06] T5 path = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
[11:15:06] XAttn VAE = ./HF_VERSION_WEIGHTS/kl_vae
[11:15:06] Output dir = RESULTS/multigen/run_015
[11:15:06] Num examples = 499995
[11:15:06] Num epochs = 1
[11:15:06] Batch/device = 4
[11:15:06] Grad accum = 1
[11:15:06] Effective BS = 4
[11:15:06] Total optim steps = 30000
[11:15:06] LR = 1e-05
[11:15:06] Precision = bf16
[11:15:06] Resolution = 512x512
[11:15:06] Max seq length = 300
[11:15:06] ================================================================
[11:15:06]
50 | 0 | 0.129673 | 0.129673 | 1.00e-06 | 0:00:48 | 8:06:52
100 | 0 | 0.376191 | 0.252932 | 2.00e-06 | 0:01:24 | 7:03:20
150 | 0 | 0.107667 | 0.204510 | 3.00e-06 | 0:02:01 | 6:42:36
200 | 0 | 0.219936 | 0.208367 | 4.00e-06 | 0:02:37 | 6:32:16
250 | 0 | 0.000731 | 0.166839 | 5.00e-06 | 0:03:14 | 6:26:01
300 | 0 | 0.009530 | 0.140621 | 6.00e-06 | 0:03:51 | 6:21:31
350 | 0 | 0.039549 | 0.126182 | 7.00e-06 | 0:04:27 | 6:18:12
400 | 0 | 0.186656 | 0.133741 | 8.00e-06 | 0:05:04 | 6:15:31
450 | 0 | 0.220088 | 0.143336 | 9.00e-06 | 0:05:41 | 6:13:22
500 | 0 | 0.286375 | 0.157639 | 1.00e-05 | 0:06:17 | 6:11:29
550 | 0 | 0.372314 | 0.177155 | 1.00e-05 | 0:06:54 | 6:09:49
600 | 0 | 0.150082 | 0.174899 | 1.00e-05 | 0:07:31 | 6:08:21
650 | 0 | 0.124133 | 0.170994 | 1.00e-05 | 0:08:07 | 6:07:00
700 | 0 | 0.096977 | 0.165707 | 1.00e-05 | 0:08:44 | 6:05:46
750 | 0 | 0.024696 | 0.156306 | 1.00e-05 | 0:09:20 | 6:04:38
800 | 0 | 0.055244 | 0.149990 | 1.00e-05 | 0:09:57 | 6:03:33
850 | 0 | 0.174355 | 0.151423 | 1.00e-05 | 0:10:34 | 6:02:35
900 | 0 | 0.083762 | 0.147664 | 1.00e-05 | 0:11:11 | 6:01:37
950 | 0 | 0.046152 | 0.142322 | 9.99e-06 | 0:11:47 | 6:00:41
1000 | 0 | 0.287728 | 0.149592 | 9.99e-06 | 0:12:24 | 5:59:50
[11:27:20] Generating 16 validation images ...
[11:27:44] Validation step 1000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0001000.png
1050 | 0 | 0.480721 | 0.165360 | 9.99e-06 | 0:13:25 | 6:10:19
1100 | 0 | 0.216536 | 0.167686 | 9.99e-06 | 0:14:02 | 6:08:58
1150 | 0 | 0.167800 | 0.167691 | 9.99e-06 | 0:14:39 | 6:07:40
1200 | 0 | 0.084953 | 0.164244 | 9.99e-06 | 0:15:16 | 6:06:25
1250 | 0 | 0.065829 | 0.160307 | 9.98e-06 | 0:15:52 | 6:05:14
1300 | 0 | 0.666090 | 0.179760 | 9.98e-06 | 0:16:29 | 6:04:05
1350 | 0 | 0.109298 | 0.177151 | 9.98e-06 | 0:17:06 | 6:02:59
1400 | 0 | 0.018703 | 0.171492 | 9.98e-06 | 0:17:42 | 6:01:54
1450 | 0 | 0.017721 | 0.166189 | 9.97e-06 | 0:18:19 | 6:00:52
1500 | 0 | 0.153683 | 0.165772 | 9.97e-06 | 0:18:56 | 5:59:51
1550 | 0 | 0.364654 | 0.172188 | 9.97e-06 | 0:19:33 | 5:58:51
1600 | 0 | 0.180863 | 0.172459 | 9.97e-06 | 0:20:09 | 5:57:53
1650 | 0 | 0.031274 | 0.168181 | 9.96e-06 | 0:20:46 | 5:56:56
1700 | 0 | 0.133667 | 0.167166 | 9.96e-06 | 0:21:23 | 5:56:00
1750 | 0 | 0.010463 | 0.162688 | 9.96e-06 | 0:21:59 | 5:55:06
1800 | 0 | 0.160976 | 0.162641 | 9.95e-06 | 0:22:36 | 5:54:13
1850 | 0 | 0.135665 | 0.161912 | 9.95e-06 | 0:23:13 | 5:53:20
1900 | 0 | 0.102660 | 0.160353 | 9.94e-06 | 0:23:50 | 5:52:29
1950 | 0 | 0.052882 | 0.157597 | 9.94e-06 | 0:24:26 | 5:51:39
2000 | 0 | 0.010056 | 0.153908 | 9.94e-06 | 0:25:03 | 5:50:49
[11:40:06] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-2000
[11:40:06] Generating 16 validation images ...
[11:40:29] Validation step 2000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0002000.png
2050 | 0 | 0.641392 | 0.165798 | 9.93e-06 | 0:26:11 | 5:57:08
2100 | 0 | 0.075865 | 0.163657 | 9.93e-06 | 0:26:48 | 5:56:08
2150 | 0 | 0.108703 | 0.162379 | 9.92e-06 | 0:27:25 | 5:55:08
2200 | 0 | 0.275666 | 0.164954 | 9.92e-06 | 0:28:01 | 5:54:10
2250 | 0 | 0.101613 | 0.163546 | 9.91e-06 | 0:28:38 | 5:53:12
2300 | 0 | 0.098895 | 0.162141 | 9.91e-06 | 0:29:15 | 5:52:17
2350 | 0 | 0.466355 | 0.168613 | 9.90e-06 | 0:29:51 | 5:51:22
2400 | 0 | 0.115332 | 0.167503 | 9.90e-06 | 0:30:28 | 5:50:28
2450 | 0 | 0.171571 | 0.167586 | 9.89e-06 | 0:31:05 | 5:49:34
2500 | 0 | 0.032860 | 0.164892 | 9.89e-06 | 0:31:41 | 5:48:41
2550 | 0 | 0.065655 | 0.162946 | 9.88e-06 | 0:32:18 | 5:47:49
2600 | 0 | 0.203898 | 0.163733 | 9.88e-06 | 0:32:55 | 5:46:57
2650 | 0 | 0.235132 | 0.165081 | 9.87e-06 | 0:33:32 | 5:46:06
2700 | 0 | 0.213599 | 0.165979 | 9.86e-06 | 0:34:08 | 5:45:15
2750 | 0 | 0.172240 | 0.166093 | 9.86e-06 | 0:34:45 | 5:44:24
2800 | 0 | 0.082906 | 0.164607 | 9.85e-06 | 0:35:22 | 5:43:34
2850 | 0 | 0.253341 | 0.166164 | 9.84e-06 | 0:35:58 | 5:42:45
2900 | 0 | 0.066913 | 0.164453 | 9.84e-06 | 0:36:35 | 5:41:56
2950 | 0 | 0.126273 | 0.163806 | 9.83e-06 | 0:37:12 | 5:41:07
3000 | 0 | 0.336546 | 0.166685 | 9.82e-06 | 0:37:48 | 5:40:20
[11:52:44] Generating 16 validation images ...
[11:53:08] Validation step 3000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0003000.png
3050 | 0 | 0.197540 | 0.167191 | 9.82e-06 | 0:38:50 | 5:43:12
3100 | 0 | 0.072779 | 0.165668 | 9.81e-06 | 0:39:27 | 5:42:21
3150 | 0 | 0.128474 | 0.165078 | 9.80e-06 | 0:40:04 | 5:41:31
3200 | 0 | 0.134530 | 0.164600 | 9.79e-06 | 0:40:40 | 5:40:41
3250 | 0 | 0.167175 | 0.164640 | 9.79e-06 | 0:41:17 | 5:39:51
3300 | 0 | 0.019109 | 0.162435 | 9.78e-06 | 0:41:54 | 5:39:02
3350 | 0 | 0.304497 | 0.164555 | 9.77e-06 | 0:42:31 | 5:38:13
3400 | 0 | 0.247728 | 0.165778 | 9.76e-06 | 0:43:07 | 5:37:25
3450 | 0 | 0.155327 | 0.165627 | 9.76e-06 | 0:43:44 | 5:36:36
3500 | 0 | 0.044415 | 0.163895 | 9.75e-06 | 0:44:21 | 5:35:48
3550 | 0 | 0.245270 | 0.165041 | 9.74e-06 | 0:44:57 | 5:35:01
3600 | 0 | 0.243730 | 0.166134 | 9.73e-06 | 0:45:34 | 5:34:13
3650 | 0 | 0.428039 | 0.169722 | 9.72e-06 | 0:46:11 | 5:33:26
3700 | 0 | 0.045368 | 0.168042 | 9.71e-06 | 0:46:48 | 5:32:40
3750 | 0 | 0.122770 | 0.167438 | 9.70e-06 | 0:47:24 | 5:31:53
3800 | 0 | 0.209709 | 0.167994 | 9.69e-06 | 0:48:01 | 5:31:07
3850 | 0 | 0.007999 | 0.165916 | 9.69e-06 | 0:48:38 | 5:30:21
3900 | 0 | 0.046298 | 0.164383 | 9.68e-06 | 0:49:15 | 5:29:36
3950 | 0 | 0.287651 | 0.165943 | 9.67e-06 | 0:49:51 | 5:28:51
4000 | 0 | 0.095746 | 0.165066 | 9.66e-06 | 0:50:28 | 5:28:06
[12:05:31] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-4000
[12:05:32] Generating 16 validation images ...
[12:05:56] Validation step 4000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0004000.png
4050 | 0 | 0.190743 | 0.165383 | 9.65e-06 | 0:51:37 | 5:30:50
4100 | 0 | 0.141301 | 0.165089 | 9.64e-06 | 0:52:14 | 5:30:01
4150 | 0 | 0.233250 | 0.165910 | 9.63e-06 | 0:52:51 | 5:29:13
4200 | 0 | 0.117609 | 0.165335 | 9.62e-06 | 0:53:27 | 5:28:25
4250 | 0 | 0.045064 | 0.163920 | 9.61e-06 | 0:54:04 | 5:27:37
4300 | 0 | 0.230960 | 0.164700 | 9.60e-06 | 0:54:41 | 5:26:50
4350 | 0 | 0.021695 | 0.163056 | 9.59e-06 | 0:55:17 | 5:26:03
4400 | 0 | 0.345825 | 0.165133 | 9.57e-06 | 0:55:54 | 5:25:17
4450 | 0 | 0.247231 | 0.166055 | 9.56e-06 | 0:56:31 | 5:24:31
4500 | 0 | 0.514286 | 0.169925 | 9.55e-06 | 0:57:08 | 5:23:45
4550 | 0 | 0.494937 | 0.173496 | 9.54e-06 | 0:57:44 | 5:22:59
4600 | 0 | 0.446821 | 0.176467 | 9.53e-06 | 0:58:21 | 5:22:14
4650 | 0 | 0.068041 | 0.175301 | 9.52e-06 | 0:58:58 | 5:21:28
4700 | 0 | 0.381895 | 0.177499 | 9.51e-06 | 0:59:34 | 5:20:43
4750 | 0 | 0.254331 | 0.178308 | 9.50e-06 | 1:00:11 | 5:19:58
4800 | 0 | 0.449013 | 0.181128 | 9.48e-06 | 1:00:48 | 5:19:13
4850 | 0 | 0.156582 | 0.180875 | 9.47e-06 | 1:01:25 | 5:18:29
4900 | 0 | 0.053355 | 0.179573 | 9.46e-06 | 1:02:01 | 5:17:44
4950 | 0 | 0.447422 | 0.182279 | 9.45e-06 | 1:02:38 | 5:17:00
5000 | 0 | 0.046856 | 0.180925 | 9.44e-06 | 1:03:15 | 5:16:16
[12:18:10] Generating 16 validation images ...
[12:18:34] Validation step 5000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0005000.png
5050 | 0 | 0.020018 | 0.179828 | 9.42e-06 | 1:04:16 | 5:17:34
5100 | 0 | 0.542648 | 0.181493 | 9.41e-06 | 1:04:53 | 5:16:49
5150 | 0 | 0.226592 | 0.182682 | 9.40e-06 | 1:05:30 | 5:16:03
5200 | 0 | 0.221393 | 0.182696 | 9.39e-06 | 1:06:06 | 5:15:19
5250 | 0 | 0.006544 | 0.182755 | 9.37e-06 | 1:06:43 | 5:14:34
5300 | 0 | 0.152843 | 0.184188 | 9.36e-06 | 1:07:20 | 5:13:49
5350 | 0 | 0.157648 | 0.185369 | 9.35e-06 | 1:07:57 | 5:13:05
5400 | 0 | 0.356995 | 0.187072 | 9.33e-06 | 1:08:33 | 5:12:20
5450 | 0 | 0.024371 | 0.185115 | 9.32e-06 | 1:09:10 | 5:11:36
5500 | 0 | 0.266400 | 0.184915 | 9.31e-06 | 1:09:47 | 5:10:52
5550 | 0 | 0.243996 | 0.183632 | 9.29e-06 | 1:10:23 | 5:10:08
5600 | 0 | 0.028818 | 0.182419 | 9.28e-06 | 1:11:00 | 5:09:24
5650 | 0 | 0.235499 | 0.183533 | 9.27e-06 | 1:11:37 | 5:08:40
5700 | 0 | 0.001906 | 0.182582 | 9.25e-06 | 1:12:14 | 5:07:57
5750 | 0 | 0.147994 | 0.183815 | 9.24e-06 | 1:12:50 | 5:07:13
5800 | 0 | 0.168798 | 0.184951 | 9.22e-06 | 1:13:27 | 5:06:30
5850 | 0 | 0.001264 | 0.183220 | 9.21e-06 | 1:14:04 | 5:05:47
5900 | 0 | 0.111368 | 0.183496 | 9.20e-06 | 1:14:41 | 5:05:04
5950 | 0 | 0.130840 | 0.184343 | 9.18e-06 | 1:15:18 | 5:04:22
6000 | 0 | 0.297205 | 0.184438 | 9.17e-06 | 1:15:54 | 5:03:39
[12:30:59] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-6000
[12:30:59] Generating 16 validation images ...
[12:31:22] Validation step 6000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0006000.png
6050 | 0 | 0.719259 | 0.186823 | 9.15e-06 | 1:17:04 | 5:05:07
6100 | 0 | 0.100819 | 0.185666 | 9.14e-06 | 1:17:41 | 5:04:23
6150 | 0 | 0.330216 | 0.187290 | 9.12e-06 | 1:18:18 | 5:03:39
6200 | 0 | 0.181113 | 0.188252 | 9.11e-06 | 1:18:54 | 5:02:56
6250 | 0 | 0.234504 | 0.189938 | 9.09e-06 | 1:19:31 | 5:02:12
6300 | 0 | 0.040620 | 0.183684 | 9.08e-06 | 1:20:08 | 5:01:29
6350 | 0 | 0.004599 | 0.182637 | 9.06e-06 | 1:20:45 | 5:00:45
6400 | 0 | 0.003715 | 0.182487 | 9.05e-06 | 1:21:22 | 5:00:02
6450 | 0 | 0.006974 | 0.182379 | 9.03e-06 | 1:21:58 | 4:59:19
6500 | 0 | 0.116786 | 0.182010 | 9.01e-06 | 1:22:35 | 4:58:36
6550 | 0 | 0.063079 | 0.178995 | 9.00e-06 | 1:23:12 | 4:57:53
6600 | 0 | 0.326464 | 0.180451 | 8.98e-06 | 1:23:49 | 4:57:10
6650 | 0 | 0.097426 | 0.181112 | 8.97e-06 | 1:24:25 | 4:56:28
6700 | 0 | 0.254020 | 0.182316 | 8.95e-06 | 1:25:02 | 4:55:45
6750 | 0 | 0.048632 | 0.182697 | 8.93e-06 | 1:25:39 | 4:55:02
6800 | 0 | 0.237592 | 0.183463 | 8.92e-06 | 1:26:16 | 4:54:19
6850 | 0 | 0.151909 | 0.183626 | 8.90e-06 | 1:26:52 | 4:53:37
6900 | 0 | 0.267384 | 0.185273 | 8.88e-06 | 1:27:29 | 4:52:55
6950 | 0 | 0.199572 | 0.186740 | 8.87e-06 | 1:28:06 | 4:52:13
7000 | 0 | 0.079840 | 0.187438 | 8.85e-06 | 1:28:43 | 4:51:30
[12:43:38] Generating 16 validation images ...
[12:44:02] Validation step 7000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0007000.png
7050 | 0 | 0.301491 | 0.184039 | 8.83e-06 | 1:29:44 | 4:52:08
7100 | 0 | 0.102602 | 0.184306 | 8.81e-06 | 1:30:21 | 4:51:26
7150 | 0 | 0.227049 | 0.185490 | 8.80e-06 | 1:30:58 | 4:50:43
7200 | 0 | 0.420999 | 0.186943 | 8.78e-06 | 1:31:35 | 4:50:00
7250 | 0 | 0.201772 | 0.187945 | 8.76e-06 | 1:32:11 | 4:49:18
7300 | 0 | 0.073557 | 0.187691 | 8.75e-06 | 1:32:48 | 4:48:36
7350 | 0 | 0.171600 | 0.184744 | 8.73e-06 | 1:33:25 | 4:47:53
7400 | 0 | 0.255737 | 0.186148 | 8.71e-06 | 1:34:02 | 4:47:11
7450 | 0 | 0.100782 | 0.185440 | 8.69e-06 | 1:34:38 | 4:46:29
7500 | 0 | 0.296987 | 0.188081 | 8.67e-06 | 1:35:15 | 4:45:47
7550 | 0 | 0.054247 | 0.187967 | 8.66e-06 | 1:35:52 | 4:45:04
7600 | 0 | 0.144132 | 0.187369 | 8.64e-06 | 1:36:28 | 4:44:22
7650 | 0 | 0.300541 | 0.188023 | 8.62e-06 | 1:37:05 | 4:43:40
7700 | 0 | 0.182960 | 0.187717 | 8.60e-06 | 1:37:42 | 4:42:58
7750 | 0 | 0.063794 | 0.186633 | 8.58e-06 | 1:38:19 | 4:42:16
7800 | 0 | 0.333157 | 0.189135 | 8.56e-06 | 1:38:56 | 4:41:34
7850 | 0 | 0.241536 | 0.189017 | 8.54e-06 | 1:39:32 | 4:40:53
7900 | 0 | 0.077754 | 0.189126 | 8.53e-06 | 1:40:09 | 4:40:11
7950 | 0 | 0.025123 | 0.188114 | 8.51e-06 | 1:40:46 | 4:39:29
8000 | 0 | 0.256568 | 0.187314 | 8.49e-06 | 1:41:22 | 4:38:48
[12:56:26] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-8000
[12:56:27] Generating 16 validation images ...
[12:56:51] Validation step 8000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0008000.png
8050 | 0 | 0.261369 | 0.187953 | 8.47e-06 | 1:42:33 | 4:39:38
8100 | 0 | 0.007079 | 0.187296 | 8.45e-06 | 1:43:10 | 4:38:56
8150 | 0 | 0.295783 | 0.188969 | 8.43e-06 | 1:43:46 | 4:38:14
8200 | 0 | 0.254821 | 0.190172 | 8.41e-06 | 1:44:23 | 4:37:32
8250 | 0 | 0.078734 | 0.189287 | 8.39e-06 | 1:45:00 | 4:36:49
8300 | 0 | 0.276960 | 0.191866 | 8.37e-06 | 1:45:36 | 4:36:07
8350 | 0 | 0.080046 | 0.189621 | 8.35e-06 | 1:46:13 | 4:35:25
8400 | 0 | 0.243820 | 0.189582 | 8.33e-06 | 1:46:50 | 4:34:43
8450 | 0 | 0.086862 | 0.188897 | 8.31e-06 | 1:47:27 | 4:34:01
8500 | 0 | 0.057991 | 0.189033 | 8.29e-06 | 1:48:03 | 4:33:19
8550 | 0 | 0.183127 | 0.188412 | 8.27e-06 | 1:48:40 | 4:32:38
8600 | 0 | 0.381409 | 0.189788 | 8.25e-06 | 1:49:17 | 4:31:56
8650 | 0 | 0.070070 | 0.186209 | 8.23e-06 | 1:49:53 | 4:31:14
8700 | 0 | 0.155583 | 0.187311 | 8.21e-06 | 1:50:30 | 4:30:33
8750 | 0 | 0.010151 | 0.186185 | 8.19e-06 | 1:51:07 | 4:29:51
8800 | 0 | 0.032846 | 0.184416 | 8.17e-06 | 1:51:43 | 4:29:10
8850 | 0 | 0.210059 | 0.186437 | 8.15e-06 | 1:52:20 | 4:28:28
8900 | 0 | 0.029961 | 0.186273 | 8.13e-06 | 1:52:57 | 4:27:47
8950 | 0 | 0.002881 | 0.183426 | 8.11e-06 | 1:53:34 | 4:27:06
9000 | 0 | 0.036546 | 0.182834 | 8.09e-06 | 1:54:10 | 4:26:25
[13:09:06] Generating 16 validation images ...
[13:09:29] Validation step 9000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0009000.png
9050 | 0 | 0.110351 | 0.182030 | 8.07e-06 | 1:55:11 | 4:26:39
9100 | 0 | 0.114498 | 0.181762 | 8.05e-06 | 1:55:48 | 4:25:58
9150 | 0 | 0.139560 | 0.180825 | 8.02e-06 | 1:56:24 | 4:25:16
9200 | 0 | 0.432759 | 0.183976 | 8.00e-06 | 1:57:01 | 4:24:35
9250 | 0 | 0.255844 | 0.186084 | 7.98e-06 | 1:57:38 | 4:23:53
9300 | 0 | 0.342309 | 0.187198 | 7.96e-06 | 1:58:15 | 4:23:12
9350 | 0 | 0.210427 | 0.189085 | 7.94e-06 | 1:58:51 | 4:22:31
9400 | 0 | 0.190351 | 0.187530 | 7.92e-06 | 1:59:28 | 4:21:50
9450 | 0 | 0.006423 | 0.185122 | 7.90e-06 | 2:00:05 | 4:21:09
9500 | 0 | 0.038751 | 0.180367 | 7.87e-06 | 2:00:42 | 4:20:27
9550 | 0 | 0.023067 | 0.175648 | 7.85e-06 | 2:01:18 | 4:19:46
9600 | 0 | 0.175982 | 0.172940 | 7.83e-06 | 2:01:55 | 4:19:05
9650 | 0 | 0.012813 | 0.172387 | 7.81e-06 | 2:02:32 | 4:18:24
9700 | 0 | 0.101254 | 0.169581 | 7.79e-06 | 2:03:08 | 4:17:43
9750 | 0 | 0.173583 | 0.168774 | 7.76e-06 | 2:03:45 | 4:17:02
9800 | 0 | 0.252662 | 0.166810 | 7.74e-06 | 2:04:22 | 4:16:21
9850 | 0 | 0.016724 | 0.165411 | 7.72e-06 | 2:04:59 | 4:15:40
9900 | 0 | 0.051981 | 0.165398 | 7.70e-06 | 2:05:35 | 4:15:00
9950 | 0 | 0.005725 | 0.160981 | 7.67e-06 | 2:06:12 | 4:14:19
10000 | 0 | 0.248133 | 0.162993 | 7.65e-06 | 2:06:49 | 4:13:39
[13:21:52] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-10000
[13:21:54] Generating 16 validation images ...
[13:22:17] Validation step 10000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0010000.png
10050 | 0 | 0.343835 | 0.166232 | 7.63e-06 | 2:07:59 | 4:14:03
10100 | 0 | 0.229747 | 0.163103 | 7.61e-06 | 2:08:35 | 4:13:22
10150 | 0 | 0.154521 | 0.162382 | 7.58e-06 | 2:09:12 | 4:12:41
10200 | 0 | 0.394466 | 0.164113 | 7.56e-06 | 2:09:49 | 4:12:00
10250 | 0 | 0.236654 | 0.166414 | 7.54e-06 | 2:10:26 | 4:11:19
10300 | 0 | 0.205251 | 0.166938 | 7.52e-06 | 2:11:02 | 4:10:38
10350 | 0 | 0.013243 | 0.165494 | 7.49e-06 | 2:11:39 | 4:09:57
10400 | 0 | 0.173615 | 0.163660 | 7.47e-06 | 2:12:16 | 4:09:17
10450 | 0 | 0.506065 | 0.168477 | 7.45e-06 | 2:12:53 | 4:08:36
10500 | 0 | 0.019070 | 0.166004 | 7.42e-06 | 2:13:29 | 4:07:55
10550 | 0 | 0.146915 | 0.165033 | 7.40e-06 | 2:14:06 | 4:07:14
10600 | 0 | 0.106302 | 0.165808 | 7.38e-06 | 2:14:43 | 4:06:34
10650 | 0 | 0.034135 | 0.163794 | 7.35e-06 | 2:15:20 | 4:05:53
10700 | 0 | 0.071485 | 0.164490 | 7.33e-06 | 2:15:56 | 4:05:13
10750 | 0 | 0.175963 | 0.164769 | 7.31e-06 | 2:16:33 | 4:04:32
10800 | 0 | 0.027027 | 0.163352 | 7.28e-06 | 2:17:10 | 4:03:51
10850 | 0 | 0.334383 | 0.166683 | 7.26e-06 | 2:17:47 | 4:03:11
10900 | 0 | 0.024227 | 0.165812 | 7.23e-06 | 2:18:23 | 4:02:30
10950 | 0 | 0.069671 | 0.165200 | 7.21e-06 | 2:19:00 | 4:01:49
11000 | 0 | 0.057906 | 0.162807 | 7.19e-06 | 2:19:37 | 4:01:09
[13:34:32] Generating 16 validation images ...
[13:34:55] Validation step 11000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0011000.png
11050 | 0 | 0.183658 | 0.157451 | 7.16e-06 | 2:20:37 | 4:01:09
11100 | 0 | 0.353335 | 0.159976 | 7.14e-06 | 2:21:14 | 4:00:29
11150 | 0 | 0.032926 | 0.157003 | 7.11e-06 | 2:21:50 | 3:59:48
11200 | 0 | 0.243101 | 0.157623 | 7.09e-06 | 2:22:27 | 3:59:07
11250 | 0 | 0.063618 | 0.155914 | 7.07e-06 | 2:23:04 | 3:58:26
11300 | 0 | 0.142566 | 0.156934 | 7.04e-06 | 2:23:40 | 3:57:46
11350 | 0 | 0.226654 | 0.159154 | 7.02e-06 | 2:24:17 | 3:57:06
11400 | 0 | 0.025837 | 0.159375 | 6.99e-06 | 2:24:54 | 3:56:25
11450 | 0 | 0.255208 | 0.161858 | 6.97e-06 | 2:25:31 | 3:55:45
11500 | 0 | 0.034408 | 0.161034 | 6.94e-06 | 2:26:07 | 3:55:04
11550 | 0 | 0.044376 | 0.160847 | 6.92e-06 | 2:26:44 | 3:54:24
11600 | 0 | 0.047318 | 0.158055 | 6.89e-06 | 2:27:21 | 3:53:44
11650 | 0 | 0.347942 | 0.160561 | 6.87e-06 | 2:27:58 | 3:53:04
11700 | 0 | 0.229241 | 0.160313 | 6.85e-06 | 2:28:35 | 3:52:23
11750 | 0 | 0.013918 | 0.159966 | 6.82e-06 | 2:29:11 | 3:51:43
11800 | 0 | 0.027443 | 0.157864 | 6.80e-06 | 2:29:48 | 3:51:03
11850 | 0 | 0.117367 | 0.157519 | 6.77e-06 | 2:30:25 | 3:50:23
11900 | 0 | 0.295409 | 0.157799 | 6.75e-06 | 2:31:01 | 3:49:43
11950 | 0 | 0.120321 | 0.157006 | 6.72e-06 | 2:31:38 | 3:49:03
12000 | 0 | 0.488469 | 0.161093 | 6.70e-06 | 2:32:15 | 3:48:23
[13:47:18] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-12000
[13:47:19] Generating 16 validation images ...
[13:47:42] Validation step 12000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0012000.png
12050 | 0 | 0.039444 | 0.158472 | 6.67e-06 | 2:33:24 | 3:48:31
12100 | 0 | 0.099050 | 0.158437 | 6.65e-06 | 2:34:01 | 3:47:50
12150 | 0 | 0.235848 | 0.158525 | 6.62e-06 | 2:34:38 | 3:47:10
12200 | 0 | 0.284113 | 0.157156 | 6.60e-06 | 2:35:14 | 3:46:30
12250 | 0 | 0.234664 | 0.157485 | 6.57e-06 | 2:35:51 | 3:45:50
12300 | 0 | 0.165015 | 0.158399 | 6.55e-06 | 2:36:28 | 3:45:10
12350 | 0 | 0.251393 | 0.159197 | 6.52e-06 | 2:37:05 | 3:44:29
12400 | 0 | 0.372459 | 0.160365 | 6.49e-06 | 2:37:41 | 3:43:49
12450 | 0 | 0.244169 | 0.161798 | 6.47e-06 | 2:38:18 | 3:43:09
12500 | 0 | 0.164542 | 0.160474 | 6.44e-06 | 2:38:55 | 3:42:29
12550 | 0 | 0.066789 | 0.160599 | 6.42e-06 | 2:39:32 | 3:41:49
12600 | 0 | 0.015341 | 0.159311 | 6.39e-06 | 2:40:09 | 3:41:09
12650 | 0 | 0.001185 | 0.156318 | 6.37e-06 | 2:40:45 | 3:40:29
12700 | 0 | 0.189878 | 0.156387 | 6.34e-06 | 2:41:22 | 3:39:49
12750 | 0 | 0.190557 | 0.157655 | 6.32e-06 | 2:41:59 | 3:39:09
12800 | 0 | 0.053821 | 0.154861 | 6.29e-06 | 2:42:35 | 3:38:29
12850 | 0 | 0.067196 | 0.153118 | 6.26e-06 | 2:43:12 | 3:37:49
12900 | 0 | 0.012135 | 0.152462 | 6.24e-06 | 2:43:49 | 3:37:09
12950 | 0 | 0.061403 | 0.152825 | 6.21e-06 | 2:44:26 | 3:36:29
13000 | 0 | 0.003051 | 0.150289 | 6.19e-06 | 2:45:02 | 3:35:50
[13:59:58] Generating 16 validation images ...
[14:00:22] Validation step 13000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0013000.png
13050 | 0 | 0.097268 | 0.148648 | 6.16e-06 | 2:46:04 | 3:35:42
13100 | 0 | 0.103871 | 0.149616 | 6.13e-06 | 2:46:41 | 3:35:02
13150 | 0 | 0.355365 | 0.150212 | 6.11e-06 | 2:47:17 | 3:34:22
13200 | 0 | 0.123697 | 0.148901 | 6.08e-06 | 2:47:54 | 3:33:42
13250 | 0 | 0.021688 | 0.148330 | 6.06e-06 | 2:48:31 | 3:33:02
13300 | 0 | 0.087549 | 0.146436 | 6.03e-06 | 2:49:08 | 3:32:22
13350 | 0 | 0.322639 | 0.148862 | 6.00e-06 | 2:49:45 | 3:31:42
13400 | 0 | 0.290500 | 0.149329 | 5.98e-06 | 2:50:21 | 3:31:03
13450 | 0 | 0.206251 | 0.150523 | 5.95e-06 | 2:50:58 | 3:30:23
13500 | 0 | 0.121633 | 0.151159 | 5.93e-06 | 2:51:35 | 3:29:43
13550 | 0 | 0.158709 | 0.150915 | 5.90e-06 | 2:52:12 | 3:29:03
13600 | 0 | 0.274444 | 0.149846 | 5.87e-06 | 2:52:49 | 3:28:24
13650 | 0 | 0.116165 | 0.150306 | 5.85e-06 | 2:53:26 | 3:27:44
13700 | 0 | 0.075879 | 0.149509 | 5.82e-06 | 2:54:02 | 3:27:04
13750 | 0 | 0.121520 | 0.150623 | 5.80e-06 | 2:54:39 | 3:26:25
13800 | 0 | 0.129172 | 0.151586 | 5.77e-06 | 2:55:16 | 3:25:45
13850 | 0 | 0.099146 | 0.150477 | 5.74e-06 | 2:55:53 | 3:25:05
13900 | 0 | 0.237134 | 0.152549 | 5.72e-06 | 2:56:30 | 3:24:26
13950 | 0 | 0.243216 | 0.154952 | 5.69e-06 | 2:57:06 | 3:23:46
14000 | 0 | 0.337352 | 0.157960 | 5.66e-06 | 2:57:43 | 3:23:06
[14:12:47] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-14000
[14:12:48] Generating 16 validation images ...
[14:13:12] Validation step 14000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0014000.png
14050 | 0 | 0.281184 | 0.159669 | 5.64e-06 | 2:58:54 | 3:23:06
14100 | 0 | 0.108997 | 0.159614 | 5.61e-06 | 2:59:31 | 3:22:26
14150 | 0 | 0.132888 | 0.159547 | 5.58e-06 | 3:00:07 | 3:21:46
14200 | 0 | 0.299736 | 0.158217 | 5.56e-06 | 3:00:44 | 3:21:06
14250 | 0 | 0.148195 | 0.157140 | 5.53e-06 | 3:01:21 | 3:20:26
14300 | 0 | 0.232110 | 0.156038 | 5.50e-06 | 3:01:58 | 3:19:46
14350 | 0 | 0.592782 | 0.159862 | 5.48e-06 | 3:02:34 | 3:19:07
14400 | 0 | 0.221151 | 0.160170 | 5.45e-06 | 3:03:11 | 3:18:27
14450 | 0 | 0.028936 | 0.160395 | 5.43e-06 | 3:03:48 | 3:17:47
14500 | 0 | 0.190491 | 0.161912 | 5.40e-06 | 3:04:25 | 3:17:08
14550 | 0 | 0.123515 | 0.162917 | 5.37e-06 | 3:05:01 | 3:16:28
14600 | 0 | 0.308062 | 0.164238 | 5.35e-06 | 3:05:38 | 3:15:48
14650 | 0 | 0.275572 | 0.166865 | 5.32e-06 | 3:06:15 | 3:15:09
14700 | 0 | 0.387690 | 0.169730 | 5.29e-06 | 3:06:51 | 3:14:29
14750 | 0 | 0.322312 | 0.171217 | 5.27e-06 | 3:07:28 | 3:13:50
14800 | 0 | 0.133902 | 0.170029 | 5.24e-06 | 3:08:05 | 3:13:10
14850 | 0 | 0.018224 | 0.170044 | 5.21e-06 | 3:08:42 | 3:12:30
14900 | 0 | 0.239562 | 0.171920 | 5.19e-06 | 3:09:18 | 3:11:51
14950 | 0 | 0.041768 | 0.172281 | 5.16e-06 | 3:09:55 | 3:11:11
15000 | 0 | 0.181429 | 0.171613 | 5.13e-06 | 3:10:32 | 3:10:32
[14:25:27] Generating 16 validation images ...
[14:25:51] Validation step 15000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0015000.png
15050 | 0 | 0.376917 | 0.171944 | 5.11e-06 | 3:11:33 | 3:10:17
15100 | 0 | 0.041554 | 0.170062 | 5.08e-06 | 3:12:10 | 3:09:37
15150 | 0 | 0.040897 | 0.168926 | 5.05e-06 | 3:12:47 | 3:08:58
15200 | 0 | 0.177946 | 0.166761 | 5.03e-06 | 3:13:23 | 3:08:18
15250 | 0 | 0.002717 | 0.164422 | 5.00e-06 | 3:14:00 | 3:07:39
15300 | 0 | 0.170085 | 0.164070 | 4.97e-06 | 3:14:37 | 3:06:59
15350 | 0 | 0.054708 | 0.164485 | 4.95e-06 | 3:15:14 | 3:06:19
15400 | 0 | 0.070624 | 0.163455 | 4.92e-06 | 3:15:50 | 3:05:40
15450 | 0 | 0.108355 | 0.159478 | 4.89e-06 | 3:16:27 | 3:05:00
15500 | 0 | 0.070344 | 0.159990 | 4.87e-06 | 3:17:04 | 3:04:21
15550 | 0 | 0.380320 | 0.162324 | 4.84e-06 | 3:17:40 | 3:03:41
15600 | 0 | 0.180448 | 0.163066 | 4.81e-06 | 3:18:17 | 3:03:02
15650 | 0 | 0.226584 | 0.164990 | 4.79e-06 | 3:18:54 | 3:02:22
15700 | 0 | 0.224712 | 0.166523 | 4.76e-06 | 3:19:30 | 3:01:43
15750 | 0 | 0.047204 | 0.165235 | 4.73e-06 | 3:20:07 | 3:01:03
15800 | 0 | 0.233131 | 0.167296 | 4.71e-06 | 3:20:44 | 3:00:24
15850 | 0 | 0.055495 | 0.164507 | 4.68e-06 | 3:21:20 | 2:59:45
15900 | 0 | 0.206497 | 0.166330 | 4.65e-06 | 3:21:57 | 2:59:05
15950 | 0 | 0.091865 | 0.166552 | 4.63e-06 | 3:22:34 | 2:58:26
16000 | 0 | 0.182397 | 0.167797 | 4.60e-06 | 3:23:11 | 2:57:47
[14:38:12] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-16000
[14:38:13] Generating 16 validation images ...
[14:38:36] Validation step 16000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0016000.png
16050 | 0 | 0.334962 | 0.169310 | 4.57e-06 | 3:24:18 | 2:57:34
16100 | 0 | 0.177336 | 0.167550 | 4.55e-06 | 3:24:55 | 2:56:55
16150 | 0 | 0.110945 | 0.168330 | 4.52e-06 | 3:25:32 | 2:56:15
16200 | 0 | 0.248154 | 0.168380 | 4.50e-06 | 3:26:08 | 2:55:36
16250 | 0 | 0.353688 | 0.171281 | 4.47e-06 | 3:26:45 | 2:54:56
16300 | 0 | 0.202108 | 0.171877 | 4.44e-06 | 3:27:22 | 2:54:17
16350 | 0 | 0.130670 | 0.170917 | 4.42e-06 | 3:27:58 | 2:53:38
16400 | 0 | 0.014518 | 0.170804 | 4.39e-06 | 3:28:35 | 2:52:58
16450 | 0 | 0.143665 | 0.169688 | 4.36e-06 | 3:29:12 | 2:52:19
16500 | 0 | 0.163905 | 0.170983 | 4.34e-06 | 3:29:48 | 2:51:39
16550 | 0 | 0.025678 | 0.170796 | 4.31e-06 | 3:30:25 | 2:51:00
16600 | 0 | 0.290744 | 0.173230 | 4.28e-06 | 3:31:02 | 2:50:21
16650 | 0 | 0.154086 | 0.171292 | 4.26e-06 | 3:31:39 | 2:49:42
16700 | 0 | 0.022502 | 0.169224 | 4.23e-06 | 3:32:15 | 2:49:02
16750 | 0 | 0.698281 | 0.176068 | 4.20e-06 | 3:32:52 | 2:48:23
16800 | 0 | 0.003965 | 0.175833 | 4.18e-06 | 3:33:29 | 2:47:44
16850 | 0 | 0.016927 | 0.174829 | 4.15e-06 | 3:34:05 | 2:47:05
16900 | 0 | 0.170964 | 0.173584 | 4.13e-06 | 3:34:42 | 2:46:25
16950 | 0 | 0.037352 | 0.172755 | 4.10e-06 | 3:35:19 | 2:45:46
17000 | 0 | 0.236020 | 0.170230 | 4.07e-06 | 3:35:56 | 2:45:07
[14:50:51] Generating 16 validation images ...
[14:51:15] Validation step 17000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0017000.png
17050 | 0 | 0.272049 | 0.172556 | 4.05e-06 | 3:36:57 | 2:44:47
17100 | 0 | 0.042677 | 0.171993 | 4.02e-06 | 3:37:34 | 2:44:08
17150 | 0 | 0.105402 | 0.170688 | 4.00e-06 | 3:38:11 | 2:43:28
17200 | 0 | 0.097344 | 0.168820 | 3.97e-06 | 3:38:47 | 2:42:49
17250 | 0 | 0.065441 | 0.167128 | 3.94e-06 | 3:39:24 | 2:42:10
17300 | 0 | 0.487088 | 0.170349 | 3.92e-06 | 3:40:01 | 2:41:31
17350 | 0 | 0.202436 | 0.169859 | 3.89e-06 | 3:40:37 | 2:40:51
17400 | 0 | 0.465705 | 0.170792 | 3.87e-06 | 3:41:14 | 2:40:12
17450 | 0 | 0.278416 | 0.171134 | 3.84e-06 | 3:41:51 | 2:39:33
17500 | 0 | 0.035960 | 0.169848 | 3.81e-06 | 3:42:27 | 2:38:54
17550 | 0 | 0.253384 | 0.171714 | 3.79e-06 | 3:43:04 | 2:38:15
17600 | 0 | 0.086009 | 0.172421 | 3.76e-06 | 3:43:41 | 2:37:35
17650 | 0 | 0.030113 | 0.172710 | 3.74e-06 | 3:44:17 | 2:36:56
17700 | 0 | 0.094987 | 0.171762 | 3.71e-06 | 3:44:54 | 2:36:17
17750 | 0 | 0.243865 | 0.172295 | 3.68e-06 | 3:45:31 | 2:35:38
17800 | 0 | 0.243654 | 0.174193 | 3.66e-06 | 3:46:08 | 2:34:59
17850 | 0 | 0.046573 | 0.173987 | 3.63e-06 | 3:46:44 | 2:34:20
17900 | 0 | 0.015729 | 0.174023 | 3.61e-06 | 3:47:21 | 2:33:41
17950 | 0 | 0.001505 | 0.173424 | 3.58e-06 | 3:47:58 | 2:33:02
18000 | 0 | 0.000972 | 0.173403 | 3.56e-06 | 3:48:34 | 2:32:23
[15:03:36] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-18000
[15:03:38] Generating 16 validation images ...
[15:04:01] Validation step 18000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0018000.png
18050 | 0 | 0.022197 | 0.172652 | 3.53e-06 | 3:49:42 | 2:32:04
18100 | 0 | 0.089814 | 0.172512 | 3.51e-06 | 3:50:19 | 2:31:25
18150 | 0 | 0.179894 | 0.170757 | 3.48e-06 | 3:50:56 | 2:30:46
18200 | 0 | 0.010204 | 0.169622 | 3.45e-06 | 3:51:32 | 2:30:07
18250 | 0 | 0.401171 | 0.173417 | 3.43e-06 | 3:52:09 | 2:29:28
18300 | 0 | 0.449688 | 0.177038 | 3.40e-06 | 3:52:46 | 2:28:49
18350 | 0 | 0.000842 | 0.173820 | 3.38e-06 | 3:53:22 | 2:28:10
18400 | 0 | 0.300830 | 0.173923 | 3.35e-06 | 3:53:59 | 2:27:31
18450 | 0 | 0.057859 | 0.172440 | 3.33e-06 | 3:54:36 | 2:26:51
18500 | 0 | 0.079552 | 0.172019 | 3.30e-06 | 3:55:12 | 2:26:12
18550 | 0 | 0.158434 | 0.172016 | 3.28e-06 | 3:55:49 | 2:25:33
18600 | 0 | 0.149173 | 0.170763 | 3.25e-06 | 3:56:26 | 2:24:54
18650 | 0 | 0.100546 | 0.170607 | 3.23e-06 | 3:57:03 | 2:24:15
18700 | 0 | 0.312227 | 0.172971 | 3.20e-06 | 3:57:39 | 2:23:36
18750 | 0 | 0.200947 | 0.173765 | 3.18e-06 | 3:58:16 | 2:22:57
18800 | 0 | 0.085136 | 0.173325 | 3.15e-06 | 3:58:53 | 2:22:18
18850 | 0 | 0.209506 | 0.174428 | 3.13e-06 | 3:59:29 | 2:21:39
18900 | 0 | 0.117165 | 0.173228 | 3.11e-06 | 4:00:06 | 2:21:00
18950 | 0 | 0.343136 | 0.174228 | 3.08e-06 | 4:00:43 | 2:20:21
19000 | 0 | 0.260968 | 0.173464 | 3.06e-06 | 4:01:19 | 2:19:43
[15:16:15] Generating 16 validation images ...
[15:16:38] Validation step 19000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0019000.png
19050 | 0 | 0.126306 | 0.171915 | 3.03e-06 | 4:02:20 | 2:19:17
19100 | 0 | 0.189666 | 0.172722 | 3.01e-06 | 4:02:57 | 2:18:38
19150 | 0 | 0.008159 | 0.171474 | 2.98e-06 | 4:03:33 | 2:17:59
19200 | 0 | 0.153137 | 0.170008 | 2.96e-06 | 4:04:10 | 2:17:20
19250 | 0 | 0.065628 | 0.169183 | 2.93e-06 | 4:04:47 | 2:16:41
19300 | 0 | 0.002921 | 0.166891 | 2.91e-06 | 4:05:23 | 2:16:02
19350 | 0 | 0.163582 | 0.162599 | 2.89e-06 | 4:06:00 | 2:15:23
19400 | 0 | 0.042308 | 0.160810 | 2.86e-06 | 4:06:37 | 2:14:45
19450 | 0 | 0.120694 | 0.161728 | 2.84e-06 | 4:07:13 | 2:14:06
19500 | 0 | 0.078492 | 0.160608 | 2.81e-06 | 4:07:50 | 2:13:27
19550 | 0 | 0.214610 | 0.161519 | 2.79e-06 | 4:08:27 | 2:12:48
19600 | 0 | 0.257226 | 0.161011 | 2.77e-06 | 4:09:03 | 2:12:09
19650 | 0 | 0.318361 | 0.161438 | 2.74e-06 | 4:09:40 | 2:11:30
19700 | 0 | 0.140403 | 0.158966 | 2.72e-06 | 4:10:17 | 2:10:51
19750 | 0 | 0.119340 | 0.156936 | 2.69e-06 | 4:10:53 | 2:10:12
19800 | 0 | 0.280129 | 0.158398 | 2.67e-06 | 4:11:30 | 2:09:33
19850 | 0 | 0.074067 | 0.158957 | 2.65e-06 | 4:12:07 | 2:08:55
19900 | 0 | 0.219737 | 0.158758 | 2.62e-06 | 4:12:44 | 2:08:16
19950 | 0 | 0.096698 | 0.159308 | 2.60e-06 | 4:13:20 | 2:07:37
20000 | 0 | 0.099529 | 0.158489 | 2.58e-06 | 4:13:57 | 2:06:58
[15:28:59] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-20000
[15:29:01] Generating 16 validation images ...
[15:29:24] Validation step 20000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0020000.png
20050 | 0 | 0.261690 | 0.157336 | 2.55e-06 | 4:15:06 | 2:06:35
20100 | 0 | 0.078679 | 0.157708 | 2.53e-06 | 4:15:42 | 2:05:56
20150 | 0 | 0.260378 | 0.159902 | 2.51e-06 | 4:16:19 | 2:05:17
20200 | 0 | 0.039397 | 0.158517 | 2.48e-06 | 4:16:56 | 2:04:39
20250 | 0 | 0.407723 | 0.162567 | 2.46e-06 | 4:17:32 | 2:04:00
20300 | 0 | 0.077728 | 0.161643 | 2.44e-06 | 4:18:09 | 2:03:21
20350 | 0 | 0.265640 | 0.163753 | 2.42e-06 | 4:18:46 | 2:02:42
20400 | 0 | 0.236288 | 0.165409 | 2.39e-06 | 4:19:22 | 2:02:03
20450 | 0 | 0.395219 | 0.168278 | 2.37e-06 | 4:19:59 | 2:01:24
20500 | 0 | 0.048732 | 0.168062 | 2.35e-06 | 4:20:36 | 2:00:45
20550 | 0 | 0.188015 | 0.166139 | 2.33e-06 | 4:21:12 | 2:00:07
20600 | 0 | 0.269758 | 0.167032 | 2.30e-06 | 4:21:49 | 1:59:28
20650 | 0 | 0.080838 | 0.165574 | 2.28e-06 | 4:22:26 | 1:58:49
20700 | 0 | 0.197953 | 0.165307 | 2.26e-06 | 4:23:02 | 1:58:10
20750 | 0 | 0.222448 | 0.167059 | 2.24e-06 | 4:23:39 | 1:57:32
20800 | 0 | 0.131695 | 0.166045 | 2.21e-06 | 4:24:16 | 1:56:53
20850 | 0 | 0.265013 | 0.168140 | 2.19e-06 | 4:24:52 | 1:56:14
20900 | 0 | 0.012576 | 0.166201 | 2.17e-06 | 4:25:29 | 1:55:35
20950 | 0 | 0.016279 | 0.165445 | 2.15e-06 | 4:26:06 | 1:54:57
21000 | 0 | 0.074960 | 0.164371 | 2.13e-06 | 4:26:42 | 1:54:18
[15:41:38] Generating 16 validation images ...
[15:42:02] Validation step 21000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0021000.png
21050 | 0 | 0.067426 | 0.161695 | 2.10e-06 | 4:27:44 | 1:53:50
21100 | 0 | 0.124306 | 0.161165 | 2.08e-06 | 4:28:20 | 1:53:11
21150 | 0 | 0.134583 | 0.161401 | 2.06e-06 | 4:28:57 | 1:52:32
21200 | 0 | 0.017651 | 0.159096 | 2.04e-06 | 4:29:34 | 1:51:53
21250 | 0 | 0.234681 | 0.157906 | 2.02e-06 | 4:30:10 | 1:51:15
21300 | 0 | 0.031951 | 0.156205 | 2.00e-06 | 4:30:47 | 1:50:36
21350 | 0 | 0.295389 | 0.157852 | 1.98e-06 | 4:31:23 | 1:49:57
21400 | 0 | 0.187662 | 0.159583 | 1.95e-06 | 4:32:00 | 1:49:18
21450 | 0 | 0.083999 | 0.158987 | 1.93e-06 | 4:32:37 | 1:48:40
21500 | 0 | 0.162108 | 0.158969 | 1.91e-06 | 4:33:14 | 1:48:01
21550 | 0 | 0.065427 | 0.159366 | 1.89e-06 | 4:33:50 | 1:47:22
21600 | 0 | 0.184854 | 0.158307 | 1.87e-06 | 4:34:27 | 1:46:43
21650 | 0 | 0.205854 | 0.158825 | 1.85e-06 | 4:35:04 | 1:46:05
21700 | 0 | 0.092664 | 0.159527 | 1.83e-06 | 4:35:40 | 1:45:26
21750 | 0 | 0.301853 | 0.155562 | 1.81e-06 | 4:36:17 | 1:44:48
21800 | 0 | 0.045671 | 0.155979 | 1.79e-06 | 4:36:54 | 1:44:09
21850 | 0 | 0.203198 | 0.157842 | 1.77e-06 | 4:37:30 | 1:43:30
21900 | 0 | 0.115325 | 0.157286 | 1.75e-06 | 4:38:07 | 1:42:52
21950 | 0 | 0.073541 | 0.157648 | 1.73e-06 | 4:38:44 | 1:42:13
22000 | 0 | 0.080070 | 0.156088 | 1.71e-06 | 4:39:21 | 1:41:34
[15:54:24] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-22000
[15:54:25] Generating 16 validation images ...
[15:54:49] Validation step 22000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0022000.png
22050 | 0 | 0.366439 | 0.157032 | 1.69e-06 | 4:40:31 | 1:41:08
22100 | 0 | 0.269218 | 0.159297 | 1.67e-06 | 4:41:07 | 1:40:29
22150 | 0 | 0.243707 | 0.160680 | 1.65e-06 | 4:41:44 | 1:39:50
22200 | 0 | 0.048889 | 0.160196 | 1.63e-06 | 4:42:21 | 1:39:12
22250 | 0 | 0.251380 | 0.162055 | 1.61e-06 | 4:42:57 | 1:38:33
22300 | 0 | 0.098645 | 0.158171 | 1.59e-06 | 4:43:34 | 1:37:55
22350 | 0 | 0.140075 | 0.157547 | 1.57e-06 | 4:44:11 | 1:37:16
22400 | 0 | 0.014749 | 0.153038 | 1.55e-06 | 4:44:47 | 1:36:37
22450 | 0 | 0.049944 | 0.150753 | 1.53e-06 | 4:45:24 | 1:35:59
22500 | 0 | 0.256685 | 0.152960 | 1.51e-06 | 4:46:01 | 1:35:20
22550 | 0 | 0.207436 | 0.152501 | 1.49e-06 | 4:46:38 | 1:34:41
22600 | 0 | 0.056833 | 0.152209 | 1.47e-06 | 4:47:14 | 1:34:03
22650 | 0 | 0.283967 | 0.154748 | 1.46e-06 | 4:47:51 | 1:33:24
22700 | 0 | 0.252711 | 0.156325 | 1.44e-06 | 4:48:28 | 1:32:46
22750 | 0 | 0.090004 | 0.154786 | 1.42e-06 | 4:49:05 | 1:32:07
22800 | 0 | 0.339929 | 0.155749 | 1.40e-06 | 4:49:41 | 1:31:28
22850 | 0 | 0.021576 | 0.155499 | 1.38e-06 | 4:50:18 | 1:30:50
22900 | 0 | 0.049971 | 0.155841 | 1.36e-06 | 4:50:55 | 1:30:11
22950 | 0 | 0.069608 | 0.156522 | 1.34e-06 | 4:51:31 | 1:29:33
23000 | 0 | 0.330799 | 0.159821 | 1.33e-06 | 4:52:08 | 1:28:54
[16:07:04] Generating 16 validation images ...
[16:07:28] Validation step 23000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0023000.png
23050 | 0 | 0.133425 | 0.160933 | 1.31e-06 | 4:53:10 | 1:28:23
23100 | 0 | 0.220515 | 0.162240 | 1.29e-06 | 4:53:46 | 1:27:45
23150 | 0 | 0.193010 | 0.162371 | 1.27e-06 | 4:54:23 | 1:27:06
23200 | 0 | 0.066568 | 0.162935 | 1.25e-06 | 4:55:00 | 1:26:28
23250 | 0 | 0.018655 | 0.159110 | 1.24e-06 | 4:55:37 | 1:25:49
23300 | 0 | 0.106547 | 0.155678 | 1.22e-06 | 4:56:13 | 1:25:10
23350 | 0 | 0.122203 | 0.156892 | 1.20e-06 | 4:56:50 | 1:24:32
23400 | 0 | 0.334465 | 0.157228 | 1.19e-06 | 4:57:27 | 1:23:53
23450 | 0 | 0.258754 | 0.159237 | 1.17e-06 | 4:58:03 | 1:23:15
23500 | 0 | 0.167060 | 0.160112 | 1.15e-06 | 4:58:40 | 1:22:36
23550 | 0 | 0.153242 | 0.160060 | 1.13e-06 | 4:59:17 | 1:21:58
23600 | 0 | 0.069351 | 0.159262 | 1.12e-06 | 4:59:54 | 1:21:19
23650 | 0 | 0.143315 | 0.159690 | 1.10e-06 | 5:00:30 | 1:20:41
23700 | 0 | 0.082462 | 0.157392 | 1.08e-06 | 5:01:07 | 1:20:02
23750 | 0 | 0.014714 | 0.155530 | 1.07e-06 | 5:01:44 | 1:19:24
23800 | 0 | 0.262127 | 0.157300 | 1.05e-06 | 5:02:21 | 1:18:45
23850 | 0 | 0.046113 | 0.155666 | 1.03e-06 | 5:02:57 | 1:18:07
23900 | 0 | 0.090300 | 0.155397 | 1.02e-06 | 5:03:34 | 1:17:28
23950 | 0 | 0.399488 | 0.155961 | 1.00e-06 | 5:04:11 | 1:16:50
24000 | 0 | 0.197465 | 0.155326 | 9.86e-07 | 5:04:48 | 1:16:12
[16:19:49] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-24000
[16:19:50] Generating 16 validation images ...
[16:20:13] Validation step 24000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0024000.png
24050 | 0 | 0.175170 | 0.155814 | 9.71e-07 | 5:05:55 | 1:15:41
24100 | 0 | 0.448703 | 0.158405 | 9.55e-07 | 5:06:31 | 1:15:02
24150 | 0 | 0.366671 | 0.161990 | 9.39e-07 | 5:07:08 | 1:14:24
24200 | 0 | 0.123106 | 0.161689 | 9.24e-07 | 5:07:45 | 1:13:45
24250 | 0 | 0.386240 | 0.164896 | 9.08e-07 | 5:08:22 | 1:13:07
24300 | 0 | 0.079717 | 0.165663 | 8.93e-07 | 5:08:58 | 1:12:28
24350 | 0 | 0.165890 | 0.165687 | 8.78e-07 | 5:09:35 | 1:11:50
24400 | 0 | 0.252766 | 0.167791 | 8.63e-07 | 5:10:12 | 1:11:11
24450 | 0 | 0.079133 | 0.167376 | 8.48e-07 | 5:10:49 | 1:10:33
24500 | 0 | 0.381580 | 0.170406 | 8.33e-07 | 5:11:26 | 1:09:54
24550 | 0 | 0.188023 | 0.170141 | 8.19e-07 | 5:12:02 | 1:09:16
24600 | 0 | 0.368930 | 0.171258 | 8.04e-07 | 5:12:39 | 1:08:37
24650 | 0 | 0.003195 | 0.168106 | 7.90e-07 | 5:13:16 | 1:07:59
24700 | 0 | 0.026889 | 0.166971 | 7.76e-07 | 5:13:52 | 1:07:21
24750 | 0 | 0.159213 | 0.167370 | 7.61e-07 | 5:14:29 | 1:06:42
24800 | 0 | 0.145500 | 0.166023 | 7.47e-07 | 5:15:06 | 1:06:04
24850 | 0 | 0.017540 | 0.165458 | 7.33e-07 | 5:15:43 | 1:05:25
24900 | 0 | 0.059574 | 0.163856 | 7.20e-07 | 5:16:19 | 1:04:47
24950 | 0 | 0.071194 | 0.163601 | 7.06e-07 | 5:16:56 | 1:04:09
25000 | 0 | 0.105872 | 0.163665 | 6.92e-07 | 5:17:33 | 1:03:30
[16:32:28] Generating 16 validation images ...
[16:32:51] Validation step 25000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0025000.png
25050 | 0 | 0.227646 | 0.163324 | 6.79e-07 | 5:18:33 | 1:02:56
25100 | 0 | 0.273726 | 0.165275 | 6.65e-07 | 5:19:10 | 1:02:18
25150 | 0 | 0.022813 | 0.162899 | 6.52e-07 | 5:19:47 | 1:01:40
25200 | 0 | 0.096119 | 0.163466 | 6.39e-07 | 5:20:23 | 1:01:01
25250 | 0 | 0.050450 | 0.159894 | 6.26e-07 | 5:21:00 | 1:00:23
25300 | 0 | 0.073718 | 0.159853 | 6.13e-07 | 5:21:37 | 0:59:44
25350 | 0 | 0.347295 | 0.160670 | 6.01e-07 | 5:22:14 | 0:59:06
25400 | 0 | 0.248499 | 0.160792 | 5.88e-07 | 5:22:50 | 0:58:28
25450 | 0 | 0.276341 | 0.159603 | 5.76e-07 | 5:23:27 | 0:57:49
25500 | 0 | 0.062111 | 0.159737 | 5.63e-07 | 5:24:04 | 0:57:11
25550 | 0 | 0.056535 | 0.158422 | 5.51e-07 | 5:24:41 | 0:56:32
25600 | 0 | 0.028854 | 0.156013 | 5.39e-07 | 5:25:17 | 0:55:54
25650 | 0 | 0.257914 | 0.157784 | 5.27e-07 | 5:25:54 | 0:55:16
25700 | 0 | 0.121420 | 0.157019 | 5.15e-07 | 5:26:31 | 0:54:37
25750 | 0 | 0.121725 | 0.156012 | 5.03e-07 | 5:27:08 | 0:53:59
25800 | 0 | 0.115445 | 0.155849 | 4.92e-07 | 5:27:44 | 0:53:21
25850 | 0 | 0.431384 | 0.157513 | 4.80e-07 | 5:28:21 | 0:52:42
25900 | 0 | 0.360468 | 0.160992 | 4.69e-07 | 5:28:58 | 0:52:04
25950 | 0 | 0.191629 | 0.162745 | 4.58e-07 | 5:29:35 | 0:51:26
26000 | 0 | 0.007141 | 0.162067 | 4.47e-07 | 5:30:11 | 0:50:47
[16:45:13] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-26000
[16:45:15] Generating 16 validation images ...
[16:45:38] Validation step 26000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0026000.png
26050 | 0 | 0.278837 | 0.164181 | 4.36e-07 | 5:31:20 | 0:50:14
26100 | 0 | 0.046862 | 0.163407 | 4.25e-07 | 5:31:57 | 0:49:36
26150 | 0 | 0.317193 | 0.165233 | 4.14e-07 | 5:32:34 | 0:48:57
26200 | 0 | 0.254473 | 0.167601 | 4.04e-07 | 5:33:10 | 0:48:19
26250 | 0 | 0.018152 | 0.165436 | 3.93e-07 | 5:33:47 | 0:47:41
26300 | 0 | 0.216338 | 0.167280 | 3.83e-07 | 5:34:24 | 0:47:02
26350 | 0 | 0.215550 | 0.166481 | 3.73e-07 | 5:35:01 | 0:46:24
26400 | 0 | 0.385789 | 0.168462 | 3.63e-07 | 5:35:37 | 0:45:46
26450 | 0 | 0.085280 | 0.168475 | 3.53e-07 | 5:36:14 | 0:45:07
26500 | 0 | 0.011679 | 0.166971 | 3.43e-07 | 5:36:51 | 0:44:29
26550 | 0 | 0.217471 | 0.168491 | 3.34e-07 | 5:37:28 | 0:43:51
26600 | 0 | 0.106582 | 0.167709 | 3.24e-07 | 5:38:04 | 0:43:12
26650 | 0 | 0.198461 | 0.167635 | 3.15e-07 | 5:38:41 | 0:42:34
26700 | 0 | 0.129542 | 0.168004 | 3.06e-07 | 5:39:18 | 0:41:56
26750 | 0 | 0.039044 | 0.165375 | 2.96e-07 | 5:39:55 | 0:41:17
26800 | 0 | 0.016303 | 0.165082 | 2.88e-07 | 5:40:31 | 0:40:39
26850 | 0 | 0.364538 | 0.166695 | 2.79e-07 | 5:41:08 | 0:40:01
26900 | 0 | 0.128723 | 0.166829 | 2.70e-07 | 5:41:45 | 0:39:23
26950 | 0 | 0.023701 | 0.166331 | 2.61e-07 | 5:42:21 | 0:38:44
27000 | 0 | 0.161643 | 0.167146 | 2.53e-07 | 5:42:58 | 0:38:06
[16:57:53] Generating 16 validation images ...
[16:58:17] Validation step 27000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0027000.png
27050 | 0 | 0.008895 | 0.163571 | 2.45e-07 | 5:43:59 | 0:37:30
27100 | 0 | 0.411234 | 0.164991 | 2.37e-07 | 5:44:35 | 0:36:52
27150 | 0 | 0.096750 | 0.163522 | 2.29e-07 | 5:45:12 | 0:36:14
27200 | 0 | 0.014350 | 0.163176 | 2.21e-07 | 5:45:49 | 0:35:35
27250 | 0 | 0.136172 | 0.162024 | 2.13e-07 | 5:46:26 | 0:34:57
27300 | 0 | 0.299283 | 0.164030 | 2.05e-07 | 5:47:02 | 0:34:19
27350 | 0 | 0.144049 | 0.164070 | 1.98e-07 | 5:47:39 | 0:33:41
27400 | 0 | 0.100923 | 0.164932 | 1.90e-07 | 5:48:16 | 0:33:02
27450 | 0 | 0.073874 | 0.165171 | 1.83e-07 | 5:48:53 | 0:32:24
27500 | 0 | 0.004024 | 0.162645 | 1.76e-07 | 5:49:29 | 0:31:46
27550 | 0 | 0.069627 | 0.161267 | 1.69e-07 | 5:50:06 | 0:31:08
27600 | 0 | 0.047470 | 0.161173 | 1.62e-07 | 5:50:43 | 0:30:29
27650 | 0 | 0.082188 | 0.159155 | 1.56e-07 | 5:51:20 | 0:29:51
27700 | 0 | 0.366210 | 0.160290 | 1.49e-07 | 5:51:56 | 0:29:13
27750 | 0 | 0.122870 | 0.160619 | 1.43e-07 | 5:52:33 | 0:28:35
27800 | 0 | 0.054603 | 0.157766 | 1.37e-07 | 5:53:10 | 0:27:56
27850 | 0 | 0.018739 | 0.157737 | 1.30e-07 | 5:53:47 | 0:27:18
27900 | 0 | 0.021093 | 0.157448 | 1.25e-07 | 5:54:23 | 0:26:40
27950 | 0 | 0.346563 | 0.160218 | 1.19e-07 | 5:55:00 | 0:26:02
28000 | 0 | 0.016707 | 0.157077 | 1.13e-07 | 5:55:37 | 0:25:24
[17:10:39] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-28000
[17:10:40] Generating 16 validation images ...
[17:11:03] Validation step 28000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0028000.png
28050 | 0 | 0.130877 | 0.157052 | 1.07e-07 | 5:56:45 | 0:24:48
28100 | 0 | 0.064137 | 0.155488 | 1.02e-07 | 5:57:22 | 0:24:09
28150 | 0 | 0.278073 | 0.156338 | 9.67e-08 | 5:57:59 | 0:23:31
28200 | 0 | 0.239917 | 0.158072 | 9.16e-08 | 5:58:35 | 0:22:53
28250 | 0 | 0.077836 | 0.158664 | 8.66e-08 | 5:59:12 | 0:22:15
28300 | 0 | 0.091412 | 0.158512 | 8.17e-08 | 5:59:49 | 0:21:36
28350 | 0 | 0.000232 | 0.157293 | 7.70e-08 | 6:00:25 | 0:20:58
28400 | 0 | 0.215423 | 0.156102 | 7.24e-08 | 6:01:02 | 0:20:20
28450 | 0 | 0.066566 | 0.154180 | 6.80e-08 | 6:01:39 | 0:19:42
28500 | 0 | 0.039093 | 0.152901 | 6.37e-08 | 6:02:16 | 0:19:04
28550 | 0 | 0.100276 | 0.152371 | 5.95e-08 | 6:02:53 | 0:18:25
28600 | 0 | 0.050003 | 0.152178 | 5.55e-08 | 6:03:29 | 0:17:47
28650 | 0 | 0.029783 | 0.151042 | 5.16e-08 | 6:04:06 | 0:17:09
28700 | 0 | 0.474471 | 0.154962 | 4.78e-08 | 6:04:43 | 0:16:31
28750 | 0 | 0.169607 | 0.156511 | 4.42e-08 | 6:05:20 | 0:15:53
28800 | 0 | 0.224642 | 0.156136 | 4.08e-08 | 6:05:56 | 0:15:14
28850 | 0 | 0.305199 | 0.158727 | 3.74e-08 | 6:06:33 | 0:14:36
28900 | 0 | 0.020345 | 0.158028 | 3.43e-08 | 6:07:10 | 0:13:58
28950 | 0 | 0.090120 | 0.154934 | 3.12e-08 | 6:07:47 | 0:13:20
29000 | 0 | 0.401367 | 0.156973 | 2.83e-08 | 6:08:24 | 0:12:42
[17:23:19] Generating 16 validation images ...
[17:23:42] Validation step 29000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0029000.png
29050 | 0 | 0.324850 | 0.158470 | 2.56e-08 | 6:09:24 | 0:12:04
29100 | 0 | 0.122433 | 0.155207 | 2.29e-08 | 6:10:01 | 0:11:26
29150 | 0 | 0.203956 | 0.153580 | 2.05e-08 | 6:10:38 | 0:10:48
29200 | 0 | 0.143030 | 0.153779 | 1.81e-08 | 6:11:14 | 0:10:10
29250 | 0 | 0.703229 | 0.156949 | 1.59e-08 | 6:11:51 | 0:09:32
29300 | 0 | 0.119074 | 0.157343 | 1.39e-08 | 6:12:28 | 0:08:53
29350 | 0 | 0.218107 | 0.157865 | 1.20e-08 | 6:13:04 | 0:08:15
29400 | 0 | 0.013125 | 0.155468 | 1.02e-08 | 6:13:41 | 0:07:37
29450 | 0 | 0.059268 | 0.155270 | 8.57e-09 | 6:14:18 | 0:06:59
29500 | 0 | 0.123381 | 0.152688 | 7.09e-09 | 6:14:55 | 0:06:21
29550 | 0 | 0.244825 | 0.153256 | 5.74e-09 | 6:15:31 | 0:05:43
29600 | 0 | 0.000812 | 0.149575 | 4.54e-09 | 6:16:08 | 0:05:04
29650 | 0 | 0.042245 | 0.149965 | 3.47e-09 | 6:16:45 | 0:04:26
29700 | 0 | 0.028628 | 0.149983 | 2.55e-09 | 6:17:22 | 0:03:48
29750 | 0 | 0.227472 | 0.150665 | 1.77e-09 | 6:17:59 | 0:03:10
29800 | 0 | 0.103311 | 0.150243 | 1.13e-09 | 6:18:35 | 0:02:32
29850 | 0 | 0.427678 | 0.154345 | 6.38e-10 | 6:19:12 | 0:01:54
29900 | 0 | 0.137595 | 0.155125 | 2.84e-10 | 6:19:49 | 0:01:16
29950 | 0 | 0.376338 | 0.158176 | 7.09e-11 | 6:20:26 | 0:00:38
30000 | 0 | 0.254681 | 0.159664 | 0.00e+00 | 6:21:03 | 0:00:00
[17:36:06] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-30000
[17:36:07] Generating 16 validation images ...
[17:36:30] Validation step 30000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0030000.png
[17:36:31] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.163378 ---
[17:36:31] Saving final model ...
[17:36:32] Transformer saved -> RESULTS/multigen/run_015/transformer
[17:36:53] Pipeline saved -> RESULTS/multigen/run_015
[17:36:53] Generating final validation collage ...
[17:36:53] Generating 16 validation images ...
[17:37:16] Validation step 30000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0030000.png
[17:37:16]
[17:37:16] ============================================================
[17:37:16] TRAINING SUMMARY
[17:37:16] ============================================================
[17:37:16] Total steps : 600
[17:37:16] Final loss : 0.254681
[17:37:16] Avg last 100 : 0.159664
[17:37:16] Min loss : 0.000232
[17:37:16] Total time : 6:22:21
[17:37:16] Output : RESULTS/multigen/run_015
[17:37:16] ============================================================
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