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  1. multigen/run_015/Eval/eval.log.rank0 +18 -0
  2. multigen/run_015/Eval/eval.log.rank1 +0 -0
  3. multigen/run_015/Eval/eval.log.rank2 +0 -0
  4. multigen/run_015/Eval/eval.log.rank3 +0 -0
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multigen/run_015/Eval/eval.log.rank0 ADDED
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+ [2026-06-19 05:44:54] [RANK-0] [INFO] Loading XAttnAutoencoderKL from ./HF_VERSION_WEIGHTS/kl_vae ...
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+ [2026-06-19 05:44:54] [RANK-0] [INFO] Loading XAttnPixArtAlphaPipeline from RESULTS/multigen/run_015 ...
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+ [2026-06-19 05:45:02] [RANK-0] [INFO] Loading InceptionV3 (FID dim=64) ...
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+ [2026-06-19 05:45:03] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
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+ [2026-06-19 05:45:05] [RANK-0] [INFO] Loading LPIPS ...
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+ [2026-06-19 05:45:44] [RANK-0] [INFO] Loading Aesthetic scorer ...
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+ [2026-06-19 05:45:49] [RANK-0] [INFO] Dataset: 5000 samples split across 5 GPUs (~63 batches/rank)
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+ [2026-06-19 05:45:49] [RANK-0] [INFO] Starting evaluation...
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+ [2026-06-19 05:45:49] [RANK-0] [INFO] Checkpoint : RESULTS/multigen/run_015
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+ [2026-06-19 05:45:49] [RANK-0] [INFO] Total samples: 5000 | World size: 5
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+ [2026-06-19 05:52:05] [RANK-0] [INFO] [rank 0] Batch [20/63] | CLIP 26.8736 | LPIPS 0.8879 | Pick 0.1968 | HPSv2 0.2471 | HPSv2.1 0.1785 | Aes 4.6718
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+ [2026-06-19 05:55:15] [RANK-0] [INFO] [rank 0] Batch [30/63] | CLIP 26.8518 | LPIPS 0.8865 | Pick 0.1977 | HPSv2 0.2473 | HPSv2.1 0.1798 | Aes 4.6844
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+ [2026-06-19 05:58:22] [RANK-0] [INFO] [rank 0] Batch [40/63] | CLIP 26.9672 | LPIPS 0.8864 | Pick 0.1970 | HPSv2 0.2461 | HPSv2.1 0.1777 | Aes 4.6753
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1
+ Training started: 2026-06-18 11:14:55
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [11:14:55] Run directory : RESULTS/multigen/run_015
6
+ [11:14:55] XAttn VAE : ./HF_VERSION_WEIGHTS/kl_vae
7
+ [11:14:55] Loading T5 tokenizer + text encoder ...
8
+ [11:14:59] Loading PixArt-Sigma transformer ...
9
+ [11:15:02] Loading XAttnAutoencoderKL from: ./HF_VERSION_WEIGHTS/kl_vae
10
+ [11:15:02] scaling_factor = 0.18215
11
+ [11:15:02] text_dim = 4096
12
+ [11:15:02] xattn_num_heads = 8
13
+ [11:15:06] Transformer : 610,856,096 total, 610,856,096 trainable
14
+ [11:15:06] Building dataset ...
15
+ [11:15:06]
16
+ [11:15:06] ================================================================
17
+ [11:15:06] Backbone = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
18
+ [11:15:06] T5 path = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
19
+ [11:15:06] XAttn VAE = ./HF_VERSION_WEIGHTS/kl_vae
20
+ [11:15:06] Output dir = RESULTS/multigen/run_015
21
+ [11:15:06] Num examples = 499995
22
+ [11:15:06] Num epochs = 1
23
+ [11:15:06] Batch/device = 4
24
+ [11:15:06] Grad accum = 1
25
+ [11:15:06] Effective BS = 4
26
+ [11:15:06] Total optim steps = 30000
27
+ [11:15:06] LR = 1e-05
28
+ [11:15:06] Precision = bf16
29
+ [11:15:06] Resolution = 512x512
30
+ [11:15:06] Max seq length = 300
31
+ [11:15:06] ================================================================
32
+ [11:15:06]
33
+ 50 | 0 | 0.129673 | 0.129673 | 1.00e-06 | 0:00:48 | 8:06:52
34
+ 100 | 0 | 0.376191 | 0.252932 | 2.00e-06 | 0:01:24 | 7:03:20
35
+ 150 | 0 | 0.107667 | 0.204510 | 3.00e-06 | 0:02:01 | 6:42:36
36
+ 200 | 0 | 0.219936 | 0.208367 | 4.00e-06 | 0:02:37 | 6:32:16
37
+ 250 | 0 | 0.000731 | 0.166839 | 5.00e-06 | 0:03:14 | 6:26:01
38
+ 300 | 0 | 0.009530 | 0.140621 | 6.00e-06 | 0:03:51 | 6:21:31
39
+ 350 | 0 | 0.039549 | 0.126182 | 7.00e-06 | 0:04:27 | 6:18:12
40
+ 400 | 0 | 0.186656 | 0.133741 | 8.00e-06 | 0:05:04 | 6:15:31
41
+ 450 | 0 | 0.220088 | 0.143336 | 9.00e-06 | 0:05:41 | 6:13:22
42
+ 500 | 0 | 0.286375 | 0.157639 | 1.00e-05 | 0:06:17 | 6:11:29
43
+ 550 | 0 | 0.372314 | 0.177155 | 1.00e-05 | 0:06:54 | 6:09:49
44
+ 600 | 0 | 0.150082 | 0.174899 | 1.00e-05 | 0:07:31 | 6:08:21
45
+ 650 | 0 | 0.124133 | 0.170994 | 1.00e-05 | 0:08:07 | 6:07:00
46
+ 700 | 0 | 0.096977 | 0.165707 | 1.00e-05 | 0:08:44 | 6:05:46
47
+ 750 | 0 | 0.024696 | 0.156306 | 1.00e-05 | 0:09:20 | 6:04:38
48
+ 800 | 0 | 0.055244 | 0.149990 | 1.00e-05 | 0:09:57 | 6:03:33
49
+ 850 | 0 | 0.174355 | 0.151423 | 1.00e-05 | 0:10:34 | 6:02:35
50
+ 900 | 0 | 0.083762 | 0.147664 | 1.00e-05 | 0:11:11 | 6:01:37
51
+ 950 | 0 | 0.046152 | 0.142322 | 9.99e-06 | 0:11:47 | 6:00:41
52
+ 1000 | 0 | 0.287728 | 0.149592 | 9.99e-06 | 0:12:24 | 5:59:50
53
+ [11:27:20] Generating 16 validation images ...
54
+ [11:27:44] Validation step 1000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0001000.png
55
+ 1050 | 0 | 0.480721 | 0.165360 | 9.99e-06 | 0:13:25 | 6:10:19
56
+ 1100 | 0 | 0.216536 | 0.167686 | 9.99e-06 | 0:14:02 | 6:08:58
57
+ 1150 | 0 | 0.167800 | 0.167691 | 9.99e-06 | 0:14:39 | 6:07:40
58
+ 1200 | 0 | 0.084953 | 0.164244 | 9.99e-06 | 0:15:16 | 6:06:25
59
+ 1250 | 0 | 0.065829 | 0.160307 | 9.98e-06 | 0:15:52 | 6:05:14
60
+ 1300 | 0 | 0.666090 | 0.179760 | 9.98e-06 | 0:16:29 | 6:04:05
61
+ 1350 | 0 | 0.109298 | 0.177151 | 9.98e-06 | 0:17:06 | 6:02:59
62
+ 1400 | 0 | 0.018703 | 0.171492 | 9.98e-06 | 0:17:42 | 6:01:54
63
+ 1450 | 0 | 0.017721 | 0.166189 | 9.97e-06 | 0:18:19 | 6:00:52
64
+ 1500 | 0 | 0.153683 | 0.165772 | 9.97e-06 | 0:18:56 | 5:59:51
65
+ 1550 | 0 | 0.364654 | 0.172188 | 9.97e-06 | 0:19:33 | 5:58:51
66
+ 1600 | 0 | 0.180863 | 0.172459 | 9.97e-06 | 0:20:09 | 5:57:53
67
+ 1650 | 0 | 0.031274 | 0.168181 | 9.96e-06 | 0:20:46 | 5:56:56
68
+ 1700 | 0 | 0.133667 | 0.167166 | 9.96e-06 | 0:21:23 | 5:56:00
69
+ 1750 | 0 | 0.010463 | 0.162688 | 9.96e-06 | 0:21:59 | 5:55:06
70
+ 1800 | 0 | 0.160976 | 0.162641 | 9.95e-06 | 0:22:36 | 5:54:13
71
+ 1850 | 0 | 0.135665 | 0.161912 | 9.95e-06 | 0:23:13 | 5:53:20
72
+ 1900 | 0 | 0.102660 | 0.160353 | 9.94e-06 | 0:23:50 | 5:52:29
73
+ 1950 | 0 | 0.052882 | 0.157597 | 9.94e-06 | 0:24:26 | 5:51:39
74
+ 2000 | 0 | 0.010056 | 0.153908 | 9.94e-06 | 0:25:03 | 5:50:49
75
+ [11:40:06] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-2000
76
+ [11:40:06] Generating 16 validation images ...
77
+ [11:40:29] Validation step 2000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0002000.png
78
+ 2050 | 0 | 0.641392 | 0.165798 | 9.93e-06 | 0:26:11 | 5:57:08
79
+ 2100 | 0 | 0.075865 | 0.163657 | 9.93e-06 | 0:26:48 | 5:56:08
80
+ 2150 | 0 | 0.108703 | 0.162379 | 9.92e-06 | 0:27:25 | 5:55:08
81
+ 2200 | 0 | 0.275666 | 0.164954 | 9.92e-06 | 0:28:01 | 5:54:10
82
+ 2250 | 0 | 0.101613 | 0.163546 | 9.91e-06 | 0:28:38 | 5:53:12
83
+ 2300 | 0 | 0.098895 | 0.162141 | 9.91e-06 | 0:29:15 | 5:52:17
84
+ 2350 | 0 | 0.466355 | 0.168613 | 9.90e-06 | 0:29:51 | 5:51:22
85
+ 2400 | 0 | 0.115332 | 0.167503 | 9.90e-06 | 0:30:28 | 5:50:28
86
+ 2450 | 0 | 0.171571 | 0.167586 | 9.89e-06 | 0:31:05 | 5:49:34
87
+ 2500 | 0 | 0.032860 | 0.164892 | 9.89e-06 | 0:31:41 | 5:48:41
88
+ 2550 | 0 | 0.065655 | 0.162946 | 9.88e-06 | 0:32:18 | 5:47:49
89
+ 2600 | 0 | 0.203898 | 0.163733 | 9.88e-06 | 0:32:55 | 5:46:57
90
+ 2650 | 0 | 0.235132 | 0.165081 | 9.87e-06 | 0:33:32 | 5:46:06
91
+ 2700 | 0 | 0.213599 | 0.165979 | 9.86e-06 | 0:34:08 | 5:45:15
92
+ 2750 | 0 | 0.172240 | 0.166093 | 9.86e-06 | 0:34:45 | 5:44:24
93
+ 2800 | 0 | 0.082906 | 0.164607 | 9.85e-06 | 0:35:22 | 5:43:34
94
+ 2850 | 0 | 0.253341 | 0.166164 | 9.84e-06 | 0:35:58 | 5:42:45
95
+ 2900 | 0 | 0.066913 | 0.164453 | 9.84e-06 | 0:36:35 | 5:41:56
96
+ 2950 | 0 | 0.126273 | 0.163806 | 9.83e-06 | 0:37:12 | 5:41:07
97
+ 3000 | 0 | 0.336546 | 0.166685 | 9.82e-06 | 0:37:48 | 5:40:20
98
+ [11:52:44] Generating 16 validation images ...
99
+ [11:53:08] Validation step 3000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0003000.png
100
+ 3050 | 0 | 0.197540 | 0.167191 | 9.82e-06 | 0:38:50 | 5:43:12
101
+ 3100 | 0 | 0.072779 | 0.165668 | 9.81e-06 | 0:39:27 | 5:42:21
102
+ 3150 | 0 | 0.128474 | 0.165078 | 9.80e-06 | 0:40:04 | 5:41:31
103
+ 3200 | 0 | 0.134530 | 0.164600 | 9.79e-06 | 0:40:40 | 5:40:41
104
+ 3250 | 0 | 0.167175 | 0.164640 | 9.79e-06 | 0:41:17 | 5:39:51
105
+ 3300 | 0 | 0.019109 | 0.162435 | 9.78e-06 | 0:41:54 | 5:39:02
106
+ 3350 | 0 | 0.304497 | 0.164555 | 9.77e-06 | 0:42:31 | 5:38:13
107
+ 3400 | 0 | 0.247728 | 0.165778 | 9.76e-06 | 0:43:07 | 5:37:25
108
+ 3450 | 0 | 0.155327 | 0.165627 | 9.76e-06 | 0:43:44 | 5:36:36
109
+ 3500 | 0 | 0.044415 | 0.163895 | 9.75e-06 | 0:44:21 | 5:35:48
110
+ 3550 | 0 | 0.245270 | 0.165041 | 9.74e-06 | 0:44:57 | 5:35:01
111
+ 3600 | 0 | 0.243730 | 0.166134 | 9.73e-06 | 0:45:34 | 5:34:13
112
+ 3650 | 0 | 0.428039 | 0.169722 | 9.72e-06 | 0:46:11 | 5:33:26
113
+ 3700 | 0 | 0.045368 | 0.168042 | 9.71e-06 | 0:46:48 | 5:32:40
114
+ 3750 | 0 | 0.122770 | 0.167438 | 9.70e-06 | 0:47:24 | 5:31:53
115
+ 3800 | 0 | 0.209709 | 0.167994 | 9.69e-06 | 0:48:01 | 5:31:07
116
+ 3850 | 0 | 0.007999 | 0.165916 | 9.69e-06 | 0:48:38 | 5:30:21
117
+ 3900 | 0 | 0.046298 | 0.164383 | 9.68e-06 | 0:49:15 | 5:29:36
118
+ 3950 | 0 | 0.287651 | 0.165943 | 9.67e-06 | 0:49:51 | 5:28:51
119
+ 4000 | 0 | 0.095746 | 0.165066 | 9.66e-06 | 0:50:28 | 5:28:06
120
+ [12:05:31] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-4000
121
+ [12:05:32] Generating 16 validation images ...
122
+ [12:05:56] Validation step 4000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0004000.png
123
+ 4050 | 0 | 0.190743 | 0.165383 | 9.65e-06 | 0:51:37 | 5:30:50
124
+ 4100 | 0 | 0.141301 | 0.165089 | 9.64e-06 | 0:52:14 | 5:30:01
125
+ 4150 | 0 | 0.233250 | 0.165910 | 9.63e-06 | 0:52:51 | 5:29:13
126
+ 4200 | 0 | 0.117609 | 0.165335 | 9.62e-06 | 0:53:27 | 5:28:25
127
+ 4250 | 0 | 0.045064 | 0.163920 | 9.61e-06 | 0:54:04 | 5:27:37
128
+ 4300 | 0 | 0.230960 | 0.164700 | 9.60e-06 | 0:54:41 | 5:26:50
129
+ 4350 | 0 | 0.021695 | 0.163056 | 9.59e-06 | 0:55:17 | 5:26:03
130
+ 4400 | 0 | 0.345825 | 0.165133 | 9.57e-06 | 0:55:54 | 5:25:17
131
+ 4450 | 0 | 0.247231 | 0.166055 | 9.56e-06 | 0:56:31 | 5:24:31
132
+ 4500 | 0 | 0.514286 | 0.169925 | 9.55e-06 | 0:57:08 | 5:23:45
133
+ 4550 | 0 | 0.494937 | 0.173496 | 9.54e-06 | 0:57:44 | 5:22:59
134
+ 4600 | 0 | 0.446821 | 0.176467 | 9.53e-06 | 0:58:21 | 5:22:14
135
+ 4650 | 0 | 0.068041 | 0.175301 | 9.52e-06 | 0:58:58 | 5:21:28
136
+ 4700 | 0 | 0.381895 | 0.177499 | 9.51e-06 | 0:59:34 | 5:20:43
137
+ 4750 | 0 | 0.254331 | 0.178308 | 9.50e-06 | 1:00:11 | 5:19:58
138
+ 4800 | 0 | 0.449013 | 0.181128 | 9.48e-06 | 1:00:48 | 5:19:13
139
+ 4850 | 0 | 0.156582 | 0.180875 | 9.47e-06 | 1:01:25 | 5:18:29
140
+ 4900 | 0 | 0.053355 | 0.179573 | 9.46e-06 | 1:02:01 | 5:17:44
141
+ 4950 | 0 | 0.447422 | 0.182279 | 9.45e-06 | 1:02:38 | 5:17:00
142
+ 5000 | 0 | 0.046856 | 0.180925 | 9.44e-06 | 1:03:15 | 5:16:16
143
+ [12:18:10] Generating 16 validation images ...
144
+ [12:18:34] Validation step 5000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0005000.png
145
+ 5050 | 0 | 0.020018 | 0.179828 | 9.42e-06 | 1:04:16 | 5:17:34
146
+ 5100 | 0 | 0.542648 | 0.181493 | 9.41e-06 | 1:04:53 | 5:16:49
147
+ 5150 | 0 | 0.226592 | 0.182682 | 9.40e-06 | 1:05:30 | 5:16:03
148
+ 5200 | 0 | 0.221393 | 0.182696 | 9.39e-06 | 1:06:06 | 5:15:19
149
+ 5250 | 0 | 0.006544 | 0.182755 | 9.37e-06 | 1:06:43 | 5:14:34
150
+ 5300 | 0 | 0.152843 | 0.184188 | 9.36e-06 | 1:07:20 | 5:13:49
151
+ 5350 | 0 | 0.157648 | 0.185369 | 9.35e-06 | 1:07:57 | 5:13:05
152
+ 5400 | 0 | 0.356995 | 0.187072 | 9.33e-06 | 1:08:33 | 5:12:20
153
+ 5450 | 0 | 0.024371 | 0.185115 | 9.32e-06 | 1:09:10 | 5:11:36
154
+ 5500 | 0 | 0.266400 | 0.184915 | 9.31e-06 | 1:09:47 | 5:10:52
155
+ 5550 | 0 | 0.243996 | 0.183632 | 9.29e-06 | 1:10:23 | 5:10:08
156
+ 5600 | 0 | 0.028818 | 0.182419 | 9.28e-06 | 1:11:00 | 5:09:24
157
+ 5650 | 0 | 0.235499 | 0.183533 | 9.27e-06 | 1:11:37 | 5:08:40
158
+ 5700 | 0 | 0.001906 | 0.182582 | 9.25e-06 | 1:12:14 | 5:07:57
159
+ 5750 | 0 | 0.147994 | 0.183815 | 9.24e-06 | 1:12:50 | 5:07:13
160
+ 5800 | 0 | 0.168798 | 0.184951 | 9.22e-06 | 1:13:27 | 5:06:30
161
+ 5850 | 0 | 0.001264 | 0.183220 | 9.21e-06 | 1:14:04 | 5:05:47
162
+ 5900 | 0 | 0.111368 | 0.183496 | 9.20e-06 | 1:14:41 | 5:05:04
163
+ 5950 | 0 | 0.130840 | 0.184343 | 9.18e-06 | 1:15:18 | 5:04:22
164
+ 6000 | 0 | 0.297205 | 0.184438 | 9.17e-06 | 1:15:54 | 5:03:39
165
+ [12:30:59] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-6000
166
+ [12:30:59] Generating 16 validation images ...
167
+ [12:31:22] Validation step 6000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0006000.png
168
+ 6050 | 0 | 0.719259 | 0.186823 | 9.15e-06 | 1:17:04 | 5:05:07
169
+ 6100 | 0 | 0.100819 | 0.185666 | 9.14e-06 | 1:17:41 | 5:04:23
170
+ 6150 | 0 | 0.330216 | 0.187290 | 9.12e-06 | 1:18:18 | 5:03:39
171
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172
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173
+ 6300 | 0 | 0.040620 | 0.183684 | 9.08e-06 | 1:20:08 | 5:01:29
174
+ 6350 | 0 | 0.004599 | 0.182637 | 9.06e-06 | 1:20:45 | 5:00:45
175
+ 6400 | 0 | 0.003715 | 0.182487 | 9.05e-06 | 1:21:22 | 5:00:02
176
+ 6450 | 0 | 0.006974 | 0.182379 | 9.03e-06 | 1:21:58 | 4:59:19
177
+ 6500 | 0 | 0.116786 | 0.182010 | 9.01e-06 | 1:22:35 | 4:58:36
178
+ 6550 | 0 | 0.063079 | 0.178995 | 9.00e-06 | 1:23:12 | 4:57:53
179
+ 6600 | 0 | 0.326464 | 0.180451 | 8.98e-06 | 1:23:49 | 4:57:10
180
+ 6650 | 0 | 0.097426 | 0.181112 | 8.97e-06 | 1:24:25 | 4:56:28
181
+ 6700 | 0 | 0.254020 | 0.182316 | 8.95e-06 | 1:25:02 | 4:55:45
182
+ 6750 | 0 | 0.048632 | 0.182697 | 8.93e-06 | 1:25:39 | 4:55:02
183
+ 6800 | 0 | 0.237592 | 0.183463 | 8.92e-06 | 1:26:16 | 4:54:19
184
+ 6850 | 0 | 0.151909 | 0.183626 | 8.90e-06 | 1:26:52 | 4:53:37
185
+ 6900 | 0 | 0.267384 | 0.185273 | 8.88e-06 | 1:27:29 | 4:52:55
186
+ 6950 | 0 | 0.199572 | 0.186740 | 8.87e-06 | 1:28:06 | 4:52:13
187
+ 7000 | 0 | 0.079840 | 0.187438 | 8.85e-06 | 1:28:43 | 4:51:30
188
+ [12:43:38] Generating 16 validation images ...
189
+ [12:44:02] Validation step 7000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0007000.png
190
+ 7050 | 0 | 0.301491 | 0.184039 | 8.83e-06 | 1:29:44 | 4:52:08
191
+ 7100 | 0 | 0.102602 | 0.184306 | 8.81e-06 | 1:30:21 | 4:51:26
192
+ 7150 | 0 | 0.227049 | 0.185490 | 8.80e-06 | 1:30:58 | 4:50:43
193
+ 7200 | 0 | 0.420999 | 0.186943 | 8.78e-06 | 1:31:35 | 4:50:00
194
+ 7250 | 0 | 0.201772 | 0.187945 | 8.76e-06 | 1:32:11 | 4:49:18
195
+ 7300 | 0 | 0.073557 | 0.187691 | 8.75e-06 | 1:32:48 | 4:48:36
196
+ 7350 | 0 | 0.171600 | 0.184744 | 8.73e-06 | 1:33:25 | 4:47:53
197
+ 7400 | 0 | 0.255737 | 0.186148 | 8.71e-06 | 1:34:02 | 4:47:11
198
+ 7450 | 0 | 0.100782 | 0.185440 | 8.69e-06 | 1:34:38 | 4:46:29
199
+ 7500 | 0 | 0.296987 | 0.188081 | 8.67e-06 | 1:35:15 | 4:45:47
200
+ 7550 | 0 | 0.054247 | 0.187967 | 8.66e-06 | 1:35:52 | 4:45:04
201
+ 7600 | 0 | 0.144132 | 0.187369 | 8.64e-06 | 1:36:28 | 4:44:22
202
+ 7650 | 0 | 0.300541 | 0.188023 | 8.62e-06 | 1:37:05 | 4:43:40
203
+ 7700 | 0 | 0.182960 | 0.187717 | 8.60e-06 | 1:37:42 | 4:42:58
204
+ 7750 | 0 | 0.063794 | 0.186633 | 8.58e-06 | 1:38:19 | 4:42:16
205
+ 7800 | 0 | 0.333157 | 0.189135 | 8.56e-06 | 1:38:56 | 4:41:34
206
+ 7850 | 0 | 0.241536 | 0.189017 | 8.54e-06 | 1:39:32 | 4:40:53
207
+ 7900 | 0 | 0.077754 | 0.189126 | 8.53e-06 | 1:40:09 | 4:40:11
208
+ 7950 | 0 | 0.025123 | 0.188114 | 8.51e-06 | 1:40:46 | 4:39:29
209
+ 8000 | 0 | 0.256568 | 0.187314 | 8.49e-06 | 1:41:22 | 4:38:48
210
+ [12:56:26] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-8000
211
+ [12:56:27] Generating 16 validation images ...
212
+ [12:56:51] Validation step 8000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0008000.png
213
+ 8050 | 0 | 0.261369 | 0.187953 | 8.47e-06 | 1:42:33 | 4:39:38
214
+ 8100 | 0 | 0.007079 | 0.187296 | 8.45e-06 | 1:43:10 | 4:38:56
215
+ 8150 | 0 | 0.295783 | 0.188969 | 8.43e-06 | 1:43:46 | 4:38:14
216
+ 8200 | 0 | 0.254821 | 0.190172 | 8.41e-06 | 1:44:23 | 4:37:32
217
+ 8250 | 0 | 0.078734 | 0.189287 | 8.39e-06 | 1:45:00 | 4:36:49
218
+ 8300 | 0 | 0.276960 | 0.191866 | 8.37e-06 | 1:45:36 | 4:36:07
219
+ 8350 | 0 | 0.080046 | 0.189621 | 8.35e-06 | 1:46:13 | 4:35:25
220
+ 8400 | 0 | 0.243820 | 0.189582 | 8.33e-06 | 1:46:50 | 4:34:43
221
+ 8450 | 0 | 0.086862 | 0.188897 | 8.31e-06 | 1:47:27 | 4:34:01
222
+ 8500 | 0 | 0.057991 | 0.189033 | 8.29e-06 | 1:48:03 | 4:33:19
223
+ 8550 | 0 | 0.183127 | 0.188412 | 8.27e-06 | 1:48:40 | 4:32:38
224
+ 8600 | 0 | 0.381409 | 0.189788 | 8.25e-06 | 1:49:17 | 4:31:56
225
+ 8650 | 0 | 0.070070 | 0.186209 | 8.23e-06 | 1:49:53 | 4:31:14
226
+ 8700 | 0 | 0.155583 | 0.187311 | 8.21e-06 | 1:50:30 | 4:30:33
227
+ 8750 | 0 | 0.010151 | 0.186185 | 8.19e-06 | 1:51:07 | 4:29:51
228
+ 8800 | 0 | 0.032846 | 0.184416 | 8.17e-06 | 1:51:43 | 4:29:10
229
+ 8850 | 0 | 0.210059 | 0.186437 | 8.15e-06 | 1:52:20 | 4:28:28
230
+ 8900 | 0 | 0.029961 | 0.186273 | 8.13e-06 | 1:52:57 | 4:27:47
231
+ 8950 | 0 | 0.002881 | 0.183426 | 8.11e-06 | 1:53:34 | 4:27:06
232
+ 9000 | 0 | 0.036546 | 0.182834 | 8.09e-06 | 1:54:10 | 4:26:25
233
+ [13:09:06] Generating 16 validation images ...
234
+ [13:09:29] Validation step 9000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0009000.png
235
+ 9050 | 0 | 0.110351 | 0.182030 | 8.07e-06 | 1:55:11 | 4:26:39
236
+ 9100 | 0 | 0.114498 | 0.181762 | 8.05e-06 | 1:55:48 | 4:25:58
237
+ 9150 | 0 | 0.139560 | 0.180825 | 8.02e-06 | 1:56:24 | 4:25:16
238
+ 9200 | 0 | 0.432759 | 0.183976 | 8.00e-06 | 1:57:01 | 4:24:35
239
+ 9250 | 0 | 0.255844 | 0.186084 | 7.98e-06 | 1:57:38 | 4:23:53
240
+ 9300 | 0 | 0.342309 | 0.187198 | 7.96e-06 | 1:58:15 | 4:23:12
241
+ 9350 | 0 | 0.210427 | 0.189085 | 7.94e-06 | 1:58:51 | 4:22:31
242
+ 9400 | 0 | 0.190351 | 0.187530 | 7.92e-06 | 1:59:28 | 4:21:50
243
+ 9450 | 0 | 0.006423 | 0.185122 | 7.90e-06 | 2:00:05 | 4:21:09
244
+ 9500 | 0 | 0.038751 | 0.180367 | 7.87e-06 | 2:00:42 | 4:20:27
245
+ 9550 | 0 | 0.023067 | 0.175648 | 7.85e-06 | 2:01:18 | 4:19:46
246
+ 9600 | 0 | 0.175982 | 0.172940 | 7.83e-06 | 2:01:55 | 4:19:05
247
+ 9650 | 0 | 0.012813 | 0.172387 | 7.81e-06 | 2:02:32 | 4:18:24
248
+ 9700 | 0 | 0.101254 | 0.169581 | 7.79e-06 | 2:03:08 | 4:17:43
249
+ 9750 | 0 | 0.173583 | 0.168774 | 7.76e-06 | 2:03:45 | 4:17:02
250
+ 9800 | 0 | 0.252662 | 0.166810 | 7.74e-06 | 2:04:22 | 4:16:21
251
+ 9850 | 0 | 0.016724 | 0.165411 | 7.72e-06 | 2:04:59 | 4:15:40
252
+ 9900 | 0 | 0.051981 | 0.165398 | 7.70e-06 | 2:05:35 | 4:15:00
253
+ 9950 | 0 | 0.005725 | 0.160981 | 7.67e-06 | 2:06:12 | 4:14:19
254
+ 10000 | 0 | 0.248133 | 0.162993 | 7.65e-06 | 2:06:49 | 4:13:39
255
+ [13:21:52] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-10000
256
+ [13:21:54] Generating 16 validation images ...
257
+ [13:22:17] Validation step 10000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0010000.png
258
+ 10050 | 0 | 0.343835 | 0.166232 | 7.63e-06 | 2:07:59 | 4:14:03
259
+ 10100 | 0 | 0.229747 | 0.163103 | 7.61e-06 | 2:08:35 | 4:13:22
260
+ 10150 | 0 | 0.154521 | 0.162382 | 7.58e-06 | 2:09:12 | 4:12:41
261
+ 10200 | 0 | 0.394466 | 0.164113 | 7.56e-06 | 2:09:49 | 4:12:00
262
+ 10250 | 0 | 0.236654 | 0.166414 | 7.54e-06 | 2:10:26 | 4:11:19
263
+ 10300 | 0 | 0.205251 | 0.166938 | 7.52e-06 | 2:11:02 | 4:10:38
264
+ 10350 | 0 | 0.013243 | 0.165494 | 7.49e-06 | 2:11:39 | 4:09:57
265
+ 10400 | 0 | 0.173615 | 0.163660 | 7.47e-06 | 2:12:16 | 4:09:17
266
+ 10450 | 0 | 0.506065 | 0.168477 | 7.45e-06 | 2:12:53 | 4:08:36
267
+ 10500 | 0 | 0.019070 | 0.166004 | 7.42e-06 | 2:13:29 | 4:07:55
268
+ 10550 | 0 | 0.146915 | 0.165033 | 7.40e-06 | 2:14:06 | 4:07:14
269
+ 10600 | 0 | 0.106302 | 0.165808 | 7.38e-06 | 2:14:43 | 4:06:34
270
+ 10650 | 0 | 0.034135 | 0.163794 | 7.35e-06 | 2:15:20 | 4:05:53
271
+ 10700 | 0 | 0.071485 | 0.164490 | 7.33e-06 | 2:15:56 | 4:05:13
272
+ 10750 | 0 | 0.175963 | 0.164769 | 7.31e-06 | 2:16:33 | 4:04:32
273
+ 10800 | 0 | 0.027027 | 0.163352 | 7.28e-06 | 2:17:10 | 4:03:51
274
+ 10850 | 0 | 0.334383 | 0.166683 | 7.26e-06 | 2:17:47 | 4:03:11
275
+ 10900 | 0 | 0.024227 | 0.165812 | 7.23e-06 | 2:18:23 | 4:02:30
276
+ 10950 | 0 | 0.069671 | 0.165200 | 7.21e-06 | 2:19:00 | 4:01:49
277
+ 11000 | 0 | 0.057906 | 0.162807 | 7.19e-06 | 2:19:37 | 4:01:09
278
+ [13:34:32] Generating 16 validation images ...
279
+ [13:34:55] Validation step 11000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0011000.png
280
+ 11050 | 0 | 0.183658 | 0.157451 | 7.16e-06 | 2:20:37 | 4:01:09
281
+ 11100 | 0 | 0.353335 | 0.159976 | 7.14e-06 | 2:21:14 | 4:00:29
282
+ 11150 | 0 | 0.032926 | 0.157003 | 7.11e-06 | 2:21:50 | 3:59:48
283
+ 11200 | 0 | 0.243101 | 0.157623 | 7.09e-06 | 2:22:27 | 3:59:07
284
+ 11250 | 0 | 0.063618 | 0.155914 | 7.07e-06 | 2:23:04 | 3:58:26
285
+ 11300 | 0 | 0.142566 | 0.156934 | 7.04e-06 | 2:23:40 | 3:57:46
286
+ 11350 | 0 | 0.226654 | 0.159154 | 7.02e-06 | 2:24:17 | 3:57:06
287
+ 11400 | 0 | 0.025837 | 0.159375 | 6.99e-06 | 2:24:54 | 3:56:25
288
+ 11450 | 0 | 0.255208 | 0.161858 | 6.97e-06 | 2:25:31 | 3:55:45
289
+ 11500 | 0 | 0.034408 | 0.161034 | 6.94e-06 | 2:26:07 | 3:55:04
290
+ 11550 | 0 | 0.044376 | 0.160847 | 6.92e-06 | 2:26:44 | 3:54:24
291
+ 11600 | 0 | 0.047318 | 0.158055 | 6.89e-06 | 2:27:21 | 3:53:44
292
+ 11650 | 0 | 0.347942 | 0.160561 | 6.87e-06 | 2:27:58 | 3:53:04
293
+ 11700 | 0 | 0.229241 | 0.160313 | 6.85e-06 | 2:28:35 | 3:52:23
294
+ 11750 | 0 | 0.013918 | 0.159966 | 6.82e-06 | 2:29:11 | 3:51:43
295
+ 11800 | 0 | 0.027443 | 0.157864 | 6.80e-06 | 2:29:48 | 3:51:03
296
+ 11850 | 0 | 0.117367 | 0.157519 | 6.77e-06 | 2:30:25 | 3:50:23
297
+ 11900 | 0 | 0.295409 | 0.157799 | 6.75e-06 | 2:31:01 | 3:49:43
298
+ 11950 | 0 | 0.120321 | 0.157006 | 6.72e-06 | 2:31:38 | 3:49:03
299
+ 12000 | 0 | 0.488469 | 0.161093 | 6.70e-06 | 2:32:15 | 3:48:23
300
+ [13:47:18] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-12000
301
+ [13:47:19] Generating 16 validation images ...
302
+ [13:47:42] Validation step 12000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0012000.png
303
+ 12050 | 0 | 0.039444 | 0.158472 | 6.67e-06 | 2:33:24 | 3:48:31
304
+ 12100 | 0 | 0.099050 | 0.158437 | 6.65e-06 | 2:34:01 | 3:47:50
305
+ 12150 | 0 | 0.235848 | 0.158525 | 6.62e-06 | 2:34:38 | 3:47:10
306
+ 12200 | 0 | 0.284113 | 0.157156 | 6.60e-06 | 2:35:14 | 3:46:30
307
+ 12250 | 0 | 0.234664 | 0.157485 | 6.57e-06 | 2:35:51 | 3:45:50
308
+ 12300 | 0 | 0.165015 | 0.158399 | 6.55e-06 | 2:36:28 | 3:45:10
309
+ 12350 | 0 | 0.251393 | 0.159197 | 6.52e-06 | 2:37:05 | 3:44:29
310
+ 12400 | 0 | 0.372459 | 0.160365 | 6.49e-06 | 2:37:41 | 3:43:49
311
+ 12450 | 0 | 0.244169 | 0.161798 | 6.47e-06 | 2:38:18 | 3:43:09
312
+ 12500 | 0 | 0.164542 | 0.160474 | 6.44e-06 | 2:38:55 | 3:42:29
313
+ 12550 | 0 | 0.066789 | 0.160599 | 6.42e-06 | 2:39:32 | 3:41:49
314
+ 12600 | 0 | 0.015341 | 0.159311 | 6.39e-06 | 2:40:09 | 3:41:09
315
+ 12650 | 0 | 0.001185 | 0.156318 | 6.37e-06 | 2:40:45 | 3:40:29
316
+ 12700 | 0 | 0.189878 | 0.156387 | 6.34e-06 | 2:41:22 | 3:39:49
317
+ 12750 | 0 | 0.190557 | 0.157655 | 6.32e-06 | 2:41:59 | 3:39:09
318
+ 12800 | 0 | 0.053821 | 0.154861 | 6.29e-06 | 2:42:35 | 3:38:29
319
+ 12850 | 0 | 0.067196 | 0.153118 | 6.26e-06 | 2:43:12 | 3:37:49
320
+ 12900 | 0 | 0.012135 | 0.152462 | 6.24e-06 | 2:43:49 | 3:37:09
321
+ 12950 | 0 | 0.061403 | 0.152825 | 6.21e-06 | 2:44:26 | 3:36:29
322
+ 13000 | 0 | 0.003051 | 0.150289 | 6.19e-06 | 2:45:02 | 3:35:50
323
+ [13:59:58] Generating 16 validation images ...
324
+ [14:00:22] Validation step 13000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0013000.png
325
+ 13050 | 0 | 0.097268 | 0.148648 | 6.16e-06 | 2:46:04 | 3:35:42
326
+ 13100 | 0 | 0.103871 | 0.149616 | 6.13e-06 | 2:46:41 | 3:35:02
327
+ 13150 | 0 | 0.355365 | 0.150212 | 6.11e-06 | 2:47:17 | 3:34:22
328
+ 13200 | 0 | 0.123697 | 0.148901 | 6.08e-06 | 2:47:54 | 3:33:42
329
+ 13250 | 0 | 0.021688 | 0.148330 | 6.06e-06 | 2:48:31 | 3:33:02
330
+ 13300 | 0 | 0.087549 | 0.146436 | 6.03e-06 | 2:49:08 | 3:32:22
331
+ 13350 | 0 | 0.322639 | 0.148862 | 6.00e-06 | 2:49:45 | 3:31:42
332
+ 13400 | 0 | 0.290500 | 0.149329 | 5.98e-06 | 2:50:21 | 3:31:03
333
+ 13450 | 0 | 0.206251 | 0.150523 | 5.95e-06 | 2:50:58 | 3:30:23
334
+ 13500 | 0 | 0.121633 | 0.151159 | 5.93e-06 | 2:51:35 | 3:29:43
335
+ 13550 | 0 | 0.158709 | 0.150915 | 5.90e-06 | 2:52:12 | 3:29:03
336
+ 13600 | 0 | 0.274444 | 0.149846 | 5.87e-06 | 2:52:49 | 3:28:24
337
+ 13650 | 0 | 0.116165 | 0.150306 | 5.85e-06 | 2:53:26 | 3:27:44
338
+ 13700 | 0 | 0.075879 | 0.149509 | 5.82e-06 | 2:54:02 | 3:27:04
339
+ 13750 | 0 | 0.121520 | 0.150623 | 5.80e-06 | 2:54:39 | 3:26:25
340
+ 13800 | 0 | 0.129172 | 0.151586 | 5.77e-06 | 2:55:16 | 3:25:45
341
+ 13850 | 0 | 0.099146 | 0.150477 | 5.74e-06 | 2:55:53 | 3:25:05
342
+ 13900 | 0 | 0.237134 | 0.152549 | 5.72e-06 | 2:56:30 | 3:24:26
343
+ 13950 | 0 | 0.243216 | 0.154952 | 5.69e-06 | 2:57:06 | 3:23:46
344
+ 14000 | 0 | 0.337352 | 0.157960 | 5.66e-06 | 2:57:43 | 3:23:06
345
+ [14:12:47] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-14000
346
+ [14:12:48] Generating 16 validation images ...
347
+ [14:13:12] Validation step 14000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0014000.png
348
+ 14050 | 0 | 0.281184 | 0.159669 | 5.64e-06 | 2:58:54 | 3:23:06
349
+ 14100 | 0 | 0.108997 | 0.159614 | 5.61e-06 | 2:59:31 | 3:22:26
350
+ 14150 | 0 | 0.132888 | 0.159547 | 5.58e-06 | 3:00:07 | 3:21:46
351
+ 14200 | 0 | 0.299736 | 0.158217 | 5.56e-06 | 3:00:44 | 3:21:06
352
+ 14250 | 0 | 0.148195 | 0.157140 | 5.53e-06 | 3:01:21 | 3:20:26
353
+ 14300 | 0 | 0.232110 | 0.156038 | 5.50e-06 | 3:01:58 | 3:19:46
354
+ 14350 | 0 | 0.592782 | 0.159862 | 5.48e-06 | 3:02:34 | 3:19:07
355
+ 14400 | 0 | 0.221151 | 0.160170 | 5.45e-06 | 3:03:11 | 3:18:27
356
+ 14450 | 0 | 0.028936 | 0.160395 | 5.43e-06 | 3:03:48 | 3:17:47
357
+ 14500 | 0 | 0.190491 | 0.161912 | 5.40e-06 | 3:04:25 | 3:17:08
358
+ 14550 | 0 | 0.123515 | 0.162917 | 5.37e-06 | 3:05:01 | 3:16:28
359
+ 14600 | 0 | 0.308062 | 0.164238 | 5.35e-06 | 3:05:38 | 3:15:48
360
+ 14650 | 0 | 0.275572 | 0.166865 | 5.32e-06 | 3:06:15 | 3:15:09
361
+ 14700 | 0 | 0.387690 | 0.169730 | 5.29e-06 | 3:06:51 | 3:14:29
362
+ 14750 | 0 | 0.322312 | 0.171217 | 5.27e-06 | 3:07:28 | 3:13:50
363
+ 14800 | 0 | 0.133902 | 0.170029 | 5.24e-06 | 3:08:05 | 3:13:10
364
+ 14850 | 0 | 0.018224 | 0.170044 | 5.21e-06 | 3:08:42 | 3:12:30
365
+ 14900 | 0 | 0.239562 | 0.171920 | 5.19e-06 | 3:09:18 | 3:11:51
366
+ 14950 | 0 | 0.041768 | 0.172281 | 5.16e-06 | 3:09:55 | 3:11:11
367
+ 15000 | 0 | 0.181429 | 0.171613 | 5.13e-06 | 3:10:32 | 3:10:32
368
+ [14:25:27] Generating 16 validation images ...
369
+ [14:25:51] Validation step 15000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0015000.png
370
+ 15050 | 0 | 0.376917 | 0.171944 | 5.11e-06 | 3:11:33 | 3:10:17
371
+ 15100 | 0 | 0.041554 | 0.170062 | 5.08e-06 | 3:12:10 | 3:09:37
372
+ 15150 | 0 | 0.040897 | 0.168926 | 5.05e-06 | 3:12:47 | 3:08:58
373
+ 15200 | 0 | 0.177946 | 0.166761 | 5.03e-06 | 3:13:23 | 3:08:18
374
+ 15250 | 0 | 0.002717 | 0.164422 | 5.00e-06 | 3:14:00 | 3:07:39
375
+ 15300 | 0 | 0.170085 | 0.164070 | 4.97e-06 | 3:14:37 | 3:06:59
376
+ 15350 | 0 | 0.054708 | 0.164485 | 4.95e-06 | 3:15:14 | 3:06:19
377
+ 15400 | 0 | 0.070624 | 0.163455 | 4.92e-06 | 3:15:50 | 3:05:40
378
+ 15450 | 0 | 0.108355 | 0.159478 | 4.89e-06 | 3:16:27 | 3:05:00
379
+ 15500 | 0 | 0.070344 | 0.159990 | 4.87e-06 | 3:17:04 | 3:04:21
380
+ 15550 | 0 | 0.380320 | 0.162324 | 4.84e-06 | 3:17:40 | 3:03:41
381
+ 15600 | 0 | 0.180448 | 0.163066 | 4.81e-06 | 3:18:17 | 3:03:02
382
+ 15650 | 0 | 0.226584 | 0.164990 | 4.79e-06 | 3:18:54 | 3:02:22
383
+ 15700 | 0 | 0.224712 | 0.166523 | 4.76e-06 | 3:19:30 | 3:01:43
384
+ 15750 | 0 | 0.047204 | 0.165235 | 4.73e-06 | 3:20:07 | 3:01:03
385
+ 15800 | 0 | 0.233131 | 0.167296 | 4.71e-06 | 3:20:44 | 3:00:24
386
+ 15850 | 0 | 0.055495 | 0.164507 | 4.68e-06 | 3:21:20 | 2:59:45
387
+ 15900 | 0 | 0.206497 | 0.166330 | 4.65e-06 | 3:21:57 | 2:59:05
388
+ 15950 | 0 | 0.091865 | 0.166552 | 4.63e-06 | 3:22:34 | 2:58:26
389
+ 16000 | 0 | 0.182397 | 0.167797 | 4.60e-06 | 3:23:11 | 2:57:47
390
+ [14:38:12] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-16000
391
+ [14:38:13] Generating 16 validation images ...
392
+ [14:38:36] Validation step 16000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0016000.png
393
+ 16050 | 0 | 0.334962 | 0.169310 | 4.57e-06 | 3:24:18 | 2:57:34
394
+ 16100 | 0 | 0.177336 | 0.167550 | 4.55e-06 | 3:24:55 | 2:56:55
395
+ 16150 | 0 | 0.110945 | 0.168330 | 4.52e-06 | 3:25:32 | 2:56:15
396
+ 16200 | 0 | 0.248154 | 0.168380 | 4.50e-06 | 3:26:08 | 2:55:36
397
+ 16250 | 0 | 0.353688 | 0.171281 | 4.47e-06 | 3:26:45 | 2:54:56
398
+ 16300 | 0 | 0.202108 | 0.171877 | 4.44e-06 | 3:27:22 | 2:54:17
399
+ 16350 | 0 | 0.130670 | 0.170917 | 4.42e-06 | 3:27:58 | 2:53:38
400
+ 16400 | 0 | 0.014518 | 0.170804 | 4.39e-06 | 3:28:35 | 2:52:58
401
+ 16450 | 0 | 0.143665 | 0.169688 | 4.36e-06 | 3:29:12 | 2:52:19
402
+ 16500 | 0 | 0.163905 | 0.170983 | 4.34e-06 | 3:29:48 | 2:51:39
403
+ 16550 | 0 | 0.025678 | 0.170796 | 4.31e-06 | 3:30:25 | 2:51:00
404
+ 16600 | 0 | 0.290744 | 0.173230 | 4.28e-06 | 3:31:02 | 2:50:21
405
+ 16650 | 0 | 0.154086 | 0.171292 | 4.26e-06 | 3:31:39 | 2:49:42
406
+ 16700 | 0 | 0.022502 | 0.169224 | 4.23e-06 | 3:32:15 | 2:49:02
407
+ 16750 | 0 | 0.698281 | 0.176068 | 4.20e-06 | 3:32:52 | 2:48:23
408
+ 16800 | 0 | 0.003965 | 0.175833 | 4.18e-06 | 3:33:29 | 2:47:44
409
+ 16850 | 0 | 0.016927 | 0.174829 | 4.15e-06 | 3:34:05 | 2:47:05
410
+ 16900 | 0 | 0.170964 | 0.173584 | 4.13e-06 | 3:34:42 | 2:46:25
411
+ 16950 | 0 | 0.037352 | 0.172755 | 4.10e-06 | 3:35:19 | 2:45:46
412
+ 17000 | 0 | 0.236020 | 0.170230 | 4.07e-06 | 3:35:56 | 2:45:07
413
+ [14:50:51] Generating 16 validation images ...
414
+ [14:51:15] Validation step 17000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0017000.png
415
+ 17050 | 0 | 0.272049 | 0.172556 | 4.05e-06 | 3:36:57 | 2:44:47
416
+ 17100 | 0 | 0.042677 | 0.171993 | 4.02e-06 | 3:37:34 | 2:44:08
417
+ 17150 | 0 | 0.105402 | 0.170688 | 4.00e-06 | 3:38:11 | 2:43:28
418
+ 17200 | 0 | 0.097344 | 0.168820 | 3.97e-06 | 3:38:47 | 2:42:49
419
+ 17250 | 0 | 0.065441 | 0.167128 | 3.94e-06 | 3:39:24 | 2:42:10
420
+ 17300 | 0 | 0.487088 | 0.170349 | 3.92e-06 | 3:40:01 | 2:41:31
421
+ 17350 | 0 | 0.202436 | 0.169859 | 3.89e-06 | 3:40:37 | 2:40:51
422
+ 17400 | 0 | 0.465705 | 0.170792 | 3.87e-06 | 3:41:14 | 2:40:12
423
+ 17450 | 0 | 0.278416 | 0.171134 | 3.84e-06 | 3:41:51 | 2:39:33
424
+ 17500 | 0 | 0.035960 | 0.169848 | 3.81e-06 | 3:42:27 | 2:38:54
425
+ 17550 | 0 | 0.253384 | 0.171714 | 3.79e-06 | 3:43:04 | 2:38:15
426
+ 17600 | 0 | 0.086009 | 0.172421 | 3.76e-06 | 3:43:41 | 2:37:35
427
+ 17650 | 0 | 0.030113 | 0.172710 | 3.74e-06 | 3:44:17 | 2:36:56
428
+ 17700 | 0 | 0.094987 | 0.171762 | 3.71e-06 | 3:44:54 | 2:36:17
429
+ 17750 | 0 | 0.243865 | 0.172295 | 3.68e-06 | 3:45:31 | 2:35:38
430
+ 17800 | 0 | 0.243654 | 0.174193 | 3.66e-06 | 3:46:08 | 2:34:59
431
+ 17850 | 0 | 0.046573 | 0.173987 | 3.63e-06 | 3:46:44 | 2:34:20
432
+ 17900 | 0 | 0.015729 | 0.174023 | 3.61e-06 | 3:47:21 | 2:33:41
433
+ 17950 | 0 | 0.001505 | 0.173424 | 3.58e-06 | 3:47:58 | 2:33:02
434
+ 18000 | 0 | 0.000972 | 0.173403 | 3.56e-06 | 3:48:34 | 2:32:23
435
+ [15:03:36] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-18000
436
+ [15:03:38] Generating 16 validation images ...
437
+ [15:04:01] Validation step 18000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0018000.png
438
+ 18050 | 0 | 0.022197 | 0.172652 | 3.53e-06 | 3:49:42 | 2:32:04
439
+ 18100 | 0 | 0.089814 | 0.172512 | 3.51e-06 | 3:50:19 | 2:31:25
440
+ 18150 | 0 | 0.179894 | 0.170757 | 3.48e-06 | 3:50:56 | 2:30:46
441
+ 18200 | 0 | 0.010204 | 0.169622 | 3.45e-06 | 3:51:32 | 2:30:07
442
+ 18250 | 0 | 0.401171 | 0.173417 | 3.43e-06 | 3:52:09 | 2:29:28
443
+ 18300 | 0 | 0.449688 | 0.177038 | 3.40e-06 | 3:52:46 | 2:28:49
444
+ 18350 | 0 | 0.000842 | 0.173820 | 3.38e-06 | 3:53:22 | 2:28:10
445
+ 18400 | 0 | 0.300830 | 0.173923 | 3.35e-06 | 3:53:59 | 2:27:31
446
+ 18450 | 0 | 0.057859 | 0.172440 | 3.33e-06 | 3:54:36 | 2:26:51
447
+ 18500 | 0 | 0.079552 | 0.172019 | 3.30e-06 | 3:55:12 | 2:26:12
448
+ 18550 | 0 | 0.158434 | 0.172016 | 3.28e-06 | 3:55:49 | 2:25:33
449
+ 18600 | 0 | 0.149173 | 0.170763 | 3.25e-06 | 3:56:26 | 2:24:54
450
+ 18650 | 0 | 0.100546 | 0.170607 | 3.23e-06 | 3:57:03 | 2:24:15
451
+ 18700 | 0 | 0.312227 | 0.172971 | 3.20e-06 | 3:57:39 | 2:23:36
452
+ 18750 | 0 | 0.200947 | 0.173765 | 3.18e-06 | 3:58:16 | 2:22:57
453
+ 18800 | 0 | 0.085136 | 0.173325 | 3.15e-06 | 3:58:53 | 2:22:18
454
+ 18850 | 0 | 0.209506 | 0.174428 | 3.13e-06 | 3:59:29 | 2:21:39
455
+ 18900 | 0 | 0.117165 | 0.173228 | 3.11e-06 | 4:00:06 | 2:21:00
456
+ 18950 | 0 | 0.343136 | 0.174228 | 3.08e-06 | 4:00:43 | 2:20:21
457
+ 19000 | 0 | 0.260968 | 0.173464 | 3.06e-06 | 4:01:19 | 2:19:43
458
+ [15:16:15] Generating 16 validation images ...
459
+ [15:16:38] Validation step 19000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0019000.png
460
+ 19050 | 0 | 0.126306 | 0.171915 | 3.03e-06 | 4:02:20 | 2:19:17
461
+ 19100 | 0 | 0.189666 | 0.172722 | 3.01e-06 | 4:02:57 | 2:18:38
462
+ 19150 | 0 | 0.008159 | 0.171474 | 2.98e-06 | 4:03:33 | 2:17:59
463
+ 19200 | 0 | 0.153137 | 0.170008 | 2.96e-06 | 4:04:10 | 2:17:20
464
+ 19250 | 0 | 0.065628 | 0.169183 | 2.93e-06 | 4:04:47 | 2:16:41
465
+ 19300 | 0 | 0.002921 | 0.166891 | 2.91e-06 | 4:05:23 | 2:16:02
466
+ 19350 | 0 | 0.163582 | 0.162599 | 2.89e-06 | 4:06:00 | 2:15:23
467
+ 19400 | 0 | 0.042308 | 0.160810 | 2.86e-06 | 4:06:37 | 2:14:45
468
+ 19450 | 0 | 0.120694 | 0.161728 | 2.84e-06 | 4:07:13 | 2:14:06
469
+ 19500 | 0 | 0.078492 | 0.160608 | 2.81e-06 | 4:07:50 | 2:13:27
470
+ 19550 | 0 | 0.214610 | 0.161519 | 2.79e-06 | 4:08:27 | 2:12:48
471
+ 19600 | 0 | 0.257226 | 0.161011 | 2.77e-06 | 4:09:03 | 2:12:09
472
+ 19650 | 0 | 0.318361 | 0.161438 | 2.74e-06 | 4:09:40 | 2:11:30
473
+ 19700 | 0 | 0.140403 | 0.158966 | 2.72e-06 | 4:10:17 | 2:10:51
474
+ 19750 | 0 | 0.119340 | 0.156936 | 2.69e-06 | 4:10:53 | 2:10:12
475
+ 19800 | 0 | 0.280129 | 0.158398 | 2.67e-06 | 4:11:30 | 2:09:33
476
+ 19850 | 0 | 0.074067 | 0.158957 | 2.65e-06 | 4:12:07 | 2:08:55
477
+ 19900 | 0 | 0.219737 | 0.158758 | 2.62e-06 | 4:12:44 | 2:08:16
478
+ 19950 | 0 | 0.096698 | 0.159308 | 2.60e-06 | 4:13:20 | 2:07:37
479
+ 20000 | 0 | 0.099529 | 0.158489 | 2.58e-06 | 4:13:57 | 2:06:58
480
+ [15:28:59] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-20000
481
+ [15:29:01] Generating 16 validation images ...
482
+ [15:29:24] Validation step 20000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0020000.png
483
+ 20050 | 0 | 0.261690 | 0.157336 | 2.55e-06 | 4:15:06 | 2:06:35
484
+ 20100 | 0 | 0.078679 | 0.157708 | 2.53e-06 | 4:15:42 | 2:05:56
485
+ 20150 | 0 | 0.260378 | 0.159902 | 2.51e-06 | 4:16:19 | 2:05:17
486
+ 20200 | 0 | 0.039397 | 0.158517 | 2.48e-06 | 4:16:56 | 2:04:39
487
+ 20250 | 0 | 0.407723 | 0.162567 | 2.46e-06 | 4:17:32 | 2:04:00
488
+ 20300 | 0 | 0.077728 | 0.161643 | 2.44e-06 | 4:18:09 | 2:03:21
489
+ 20350 | 0 | 0.265640 | 0.163753 | 2.42e-06 | 4:18:46 | 2:02:42
490
+ 20400 | 0 | 0.236288 | 0.165409 | 2.39e-06 | 4:19:22 | 2:02:03
491
+ 20450 | 0 | 0.395219 | 0.168278 | 2.37e-06 | 4:19:59 | 2:01:24
492
+ 20500 | 0 | 0.048732 | 0.168062 | 2.35e-06 | 4:20:36 | 2:00:45
493
+ 20550 | 0 | 0.188015 | 0.166139 | 2.33e-06 | 4:21:12 | 2:00:07
494
+ 20600 | 0 | 0.269758 | 0.167032 | 2.30e-06 | 4:21:49 | 1:59:28
495
+ 20650 | 0 | 0.080838 | 0.165574 | 2.28e-06 | 4:22:26 | 1:58:49
496
+ 20700 | 0 | 0.197953 | 0.165307 | 2.26e-06 | 4:23:02 | 1:58:10
497
+ 20750 | 0 | 0.222448 | 0.167059 | 2.24e-06 | 4:23:39 | 1:57:32
498
+ 20800 | 0 | 0.131695 | 0.166045 | 2.21e-06 | 4:24:16 | 1:56:53
499
+ 20850 | 0 | 0.265013 | 0.168140 | 2.19e-06 | 4:24:52 | 1:56:14
500
+ 20900 | 0 | 0.012576 | 0.166201 | 2.17e-06 | 4:25:29 | 1:55:35
501
+ 20950 | 0 | 0.016279 | 0.165445 | 2.15e-06 | 4:26:06 | 1:54:57
502
+ 21000 | 0 | 0.074960 | 0.164371 | 2.13e-06 | 4:26:42 | 1:54:18
503
+ [15:41:38] Generating 16 validation images ...
504
+ [15:42:02] Validation step 21000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0021000.png
505
+ 21050 | 0 | 0.067426 | 0.161695 | 2.10e-06 | 4:27:44 | 1:53:50
506
+ 21100 | 0 | 0.124306 | 0.161165 | 2.08e-06 | 4:28:20 | 1:53:11
507
+ 21150 | 0 | 0.134583 | 0.161401 | 2.06e-06 | 4:28:57 | 1:52:32
508
+ 21200 | 0 | 0.017651 | 0.159096 | 2.04e-06 | 4:29:34 | 1:51:53
509
+ 21250 | 0 | 0.234681 | 0.157906 | 2.02e-06 | 4:30:10 | 1:51:15
510
+ 21300 | 0 | 0.031951 | 0.156205 | 2.00e-06 | 4:30:47 | 1:50:36
511
+ 21350 | 0 | 0.295389 | 0.157852 | 1.98e-06 | 4:31:23 | 1:49:57
512
+ 21400 | 0 | 0.187662 | 0.159583 | 1.95e-06 | 4:32:00 | 1:49:18
513
+ 21450 | 0 | 0.083999 | 0.158987 | 1.93e-06 | 4:32:37 | 1:48:40
514
+ 21500 | 0 | 0.162108 | 0.158969 | 1.91e-06 | 4:33:14 | 1:48:01
515
+ 21550 | 0 | 0.065427 | 0.159366 | 1.89e-06 | 4:33:50 | 1:47:22
516
+ 21600 | 0 | 0.184854 | 0.158307 | 1.87e-06 | 4:34:27 | 1:46:43
517
+ 21650 | 0 | 0.205854 | 0.158825 | 1.85e-06 | 4:35:04 | 1:46:05
518
+ 21700 | 0 | 0.092664 | 0.159527 | 1.83e-06 | 4:35:40 | 1:45:26
519
+ 21750 | 0 | 0.301853 | 0.155562 | 1.81e-06 | 4:36:17 | 1:44:48
520
+ 21800 | 0 | 0.045671 | 0.155979 | 1.79e-06 | 4:36:54 | 1:44:09
521
+ 21850 | 0 | 0.203198 | 0.157842 | 1.77e-06 | 4:37:30 | 1:43:30
522
+ 21900 | 0 | 0.115325 | 0.157286 | 1.75e-06 | 4:38:07 | 1:42:52
523
+ 21950 | 0 | 0.073541 | 0.157648 | 1.73e-06 | 4:38:44 | 1:42:13
524
+ 22000 | 0 | 0.080070 | 0.156088 | 1.71e-06 | 4:39:21 | 1:41:34
525
+ [15:54:24] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-22000
526
+ [15:54:25] Generating 16 validation images ...
527
+ [15:54:49] Validation step 22000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0022000.png
528
+ 22050 | 0 | 0.366439 | 0.157032 | 1.69e-06 | 4:40:31 | 1:41:08
529
+ 22100 | 0 | 0.269218 | 0.159297 | 1.67e-06 | 4:41:07 | 1:40:29
530
+ 22150 | 0 | 0.243707 | 0.160680 | 1.65e-06 | 4:41:44 | 1:39:50
531
+ 22200 | 0 | 0.048889 | 0.160196 | 1.63e-06 | 4:42:21 | 1:39:12
532
+ 22250 | 0 | 0.251380 | 0.162055 | 1.61e-06 | 4:42:57 | 1:38:33
533
+ 22300 | 0 | 0.098645 | 0.158171 | 1.59e-06 | 4:43:34 | 1:37:55
534
+ 22350 | 0 | 0.140075 | 0.157547 | 1.57e-06 | 4:44:11 | 1:37:16
535
+ 22400 | 0 | 0.014749 | 0.153038 | 1.55e-06 | 4:44:47 | 1:36:37
536
+ 22450 | 0 | 0.049944 | 0.150753 | 1.53e-06 | 4:45:24 | 1:35:59
537
+ 22500 | 0 | 0.256685 | 0.152960 | 1.51e-06 | 4:46:01 | 1:35:20
538
+ 22550 | 0 | 0.207436 | 0.152501 | 1.49e-06 | 4:46:38 | 1:34:41
539
+ 22600 | 0 | 0.056833 | 0.152209 | 1.47e-06 | 4:47:14 | 1:34:03
540
+ 22650 | 0 | 0.283967 | 0.154748 | 1.46e-06 | 4:47:51 | 1:33:24
541
+ 22700 | 0 | 0.252711 | 0.156325 | 1.44e-06 | 4:48:28 | 1:32:46
542
+ 22750 | 0 | 0.090004 | 0.154786 | 1.42e-06 | 4:49:05 | 1:32:07
543
+ 22800 | 0 | 0.339929 | 0.155749 | 1.40e-06 | 4:49:41 | 1:31:28
544
+ 22850 | 0 | 0.021576 | 0.155499 | 1.38e-06 | 4:50:18 | 1:30:50
545
+ 22900 | 0 | 0.049971 | 0.155841 | 1.36e-06 | 4:50:55 | 1:30:11
546
+ 22950 | 0 | 0.069608 | 0.156522 | 1.34e-06 | 4:51:31 | 1:29:33
547
+ 23000 | 0 | 0.330799 | 0.159821 | 1.33e-06 | 4:52:08 | 1:28:54
548
+ [16:07:04] Generating 16 validation images ...
549
+ [16:07:28] Validation step 23000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0023000.png
550
+ 23050 | 0 | 0.133425 | 0.160933 | 1.31e-06 | 4:53:10 | 1:28:23
551
+ 23100 | 0 | 0.220515 | 0.162240 | 1.29e-06 | 4:53:46 | 1:27:45
552
+ 23150 | 0 | 0.193010 | 0.162371 | 1.27e-06 | 4:54:23 | 1:27:06
553
+ 23200 | 0 | 0.066568 | 0.162935 | 1.25e-06 | 4:55:00 | 1:26:28
554
+ 23250 | 0 | 0.018655 | 0.159110 | 1.24e-06 | 4:55:37 | 1:25:49
555
+ 23300 | 0 | 0.106547 | 0.155678 | 1.22e-06 | 4:56:13 | 1:25:10
556
+ 23350 | 0 | 0.122203 | 0.156892 | 1.20e-06 | 4:56:50 | 1:24:32
557
+ 23400 | 0 | 0.334465 | 0.157228 | 1.19e-06 | 4:57:27 | 1:23:53
558
+ 23450 | 0 | 0.258754 | 0.159237 | 1.17e-06 | 4:58:03 | 1:23:15
559
+ 23500 | 0 | 0.167060 | 0.160112 | 1.15e-06 | 4:58:40 | 1:22:36
560
+ 23550 | 0 | 0.153242 | 0.160060 | 1.13e-06 | 4:59:17 | 1:21:58
561
+ 23600 | 0 | 0.069351 | 0.159262 | 1.12e-06 | 4:59:54 | 1:21:19
562
+ 23650 | 0 | 0.143315 | 0.159690 | 1.10e-06 | 5:00:30 | 1:20:41
563
+ 23700 | 0 | 0.082462 | 0.157392 | 1.08e-06 | 5:01:07 | 1:20:02
564
+ 23750 | 0 | 0.014714 | 0.155530 | 1.07e-06 | 5:01:44 | 1:19:24
565
+ 23800 | 0 | 0.262127 | 0.157300 | 1.05e-06 | 5:02:21 | 1:18:45
566
+ 23850 | 0 | 0.046113 | 0.155666 | 1.03e-06 | 5:02:57 | 1:18:07
567
+ 23900 | 0 | 0.090300 | 0.155397 | 1.02e-06 | 5:03:34 | 1:17:28
568
+ 23950 | 0 | 0.399488 | 0.155961 | 1.00e-06 | 5:04:11 | 1:16:50
569
+ 24000 | 0 | 0.197465 | 0.155326 | 9.86e-07 | 5:04:48 | 1:16:12
570
+ [16:19:49] Saved checkpoint -> RESULTS/multigen/run_015/checkpoint-24000
571
+ [16:19:50] Generating 16 validation images ...
572
+ [16:20:13] Validation step 24000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0024000.png
573
+ 24050 | 0 | 0.175170 | 0.155814 | 9.71e-07 | 5:05:55 | 1:15:41
574
+ 24100 | 0 | 0.448703 | 0.158405 | 9.55e-07 | 5:06:31 | 1:15:02
575
+ 24150 | 0 | 0.366671 | 0.161990 | 9.39e-07 | 5:07:08 | 1:14:24
576
+ 24200 | 0 | 0.123106 | 0.161689 | 9.24e-07 | 5:07:45 | 1:13:45
577
+ 24250 | 0 | 0.386240 | 0.164896 | 9.08e-07 | 5:08:22 | 1:13:07
578
+ 24300 | 0 | 0.079717 | 0.165663 | 8.93e-07 | 5:08:58 | 1:12:28
579
+ 24350 | 0 | 0.165890 | 0.165687 | 8.78e-07 | 5:09:35 | 1:11:50
580
+ 24400 | 0 | 0.252766 | 0.167791 | 8.63e-07 | 5:10:12 | 1:11:11
581
+ 24450 | 0 | 0.079133 | 0.167376 | 8.48e-07 | 5:10:49 | 1:10:33
582
+ 24500 | 0 | 0.381580 | 0.170406 | 8.33e-07 | 5:11:26 | 1:09:54
583
+ 24550 | 0 | 0.188023 | 0.170141 | 8.19e-07 | 5:12:02 | 1:09:16
584
+ 24600 | 0 | 0.368930 | 0.171258 | 8.04e-07 | 5:12:39 | 1:08:37
585
+ 24650 | 0 | 0.003195 | 0.168106 | 7.90e-07 | 5:13:16 | 1:07:59
586
+ 24700 | 0 | 0.026889 | 0.166971 | 7.76e-07 | 5:13:52 | 1:07:21
587
+ 24750 | 0 | 0.159213 | 0.167370 | 7.61e-07 | 5:14:29 | 1:06:42
588
+ 24800 | 0 | 0.145500 | 0.166023 | 7.47e-07 | 5:15:06 | 1:06:04
589
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590
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+ [16:32:51] Validation step 25000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0025000.png
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+ [16:45:15] Generating 16 validation images ...
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+ [16:45:38] Validation step 26000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0026000.png
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+ [17:11:03] Validation step 28000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0028000.png
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+ [17:36:07] Generating 16 validation images ...
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+ [17:36:30] Validation step 30000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0030000.png
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+ [17:36:31] --- Epoch 0 | Steps: 30000 | Avg Loss: 0.163378 ---
709
+ [17:36:31] Saving final model ...
710
+ [17:36:32] Transformer saved -> RESULTS/multigen/run_015/transformer
711
+ [17:36:53] Pipeline saved -> RESULTS/multigen/run_015
712
+ [17:36:53] Generating final validation collage ...
713
+ [17:36:53] Generating 16 validation images ...
714
+ [17:37:16] Validation step 30000: 16 images -> RESULTS/multigen/run_015/validation/collage_step_0030000.png
715
+ [17:37:16]
716
+ [17:37:16] ============================================================
717
+ [17:37:16] TRAINING SUMMARY
718
+ [17:37:16] ============================================================
719
+ [17:37:16] Total steps : 600
720
+ [17:37:16] Final loss : 0.254681
721
+ [17:37:16] Avg last 100 : 0.159664
722
+ [17:37:16] Min loss : 0.000232
723
+ [17:37:16] Total time : 6:22:21
724
+ [17:37:16] Output : RESULTS/multigen/run_015
725
+ [17:37:16] ============================================================
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