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  1. ProGamerGov/pixart_sigma/Baseline/checkpoint-10000/transformer/config.json +30 -0
  2. ProGamerGov/pixart_sigma/Baseline/checkpoint-6000/transformer/config.json +30 -0
  3. ProGamerGov/pixart_sigma/Baseline/checkpoint-8000/transformer/config.json +30 -0
  4. ProGamerGov/pixart_sigma/Baseline/model_index.json +24 -0
  5. ProGamerGov/pixart_sigma/Baseline/scheduler/scheduler_config.json +32 -0
  6. ProGamerGov/pixart_sigma/Baseline/text_encoder/config.json +33 -0
  7. ProGamerGov/pixart_sigma/Baseline/tokenizer/tokenizer.json +0 -0
  8. ProGamerGov/pixart_sigma/Baseline/tokenizer/tokenizer_config.json +117 -0
  9. ProGamerGov/pixart_sigma/Baseline/training.log +266 -0
  10. ProGamerGov/pixart_sigma/Baseline/training_args.json +41 -0
  11. ProGamerGov/pixart_sigma/Baseline/training_summary.json +7 -0
  12. ProGamerGov/pixart_sigma/Baseline/transformer/config.json +30 -0
  13. ProGamerGov/pixart_sigma/Baseline/vae/config.json +38 -0
  14. ProGamerGov/pixart_sigma/RAD/checkpoint-10000/transformer/config.json +30 -0
  15. ProGamerGov/pixart_sigma/RAD/checkpoint-6000/transformer/config.json +30 -0
  16. ProGamerGov/pixart_sigma/RAD/checkpoint-8000/transformer/config.json +30 -0
  17. ProGamerGov/pixart_sigma/RAD/model_index.json +24 -0
  18. ProGamerGov/pixart_sigma/RAD/scheduler/scheduler_config.json +32 -0
  19. ProGamerGov/pixart_sigma/RAD/text_encoder/config.json +33 -0
  20. ProGamerGov/pixart_sigma/RAD/tokenizer/tokenizer.json +0 -0
  21. ProGamerGov/pixart_sigma/RAD/tokenizer/tokenizer_config.json +117 -0
  22. ProGamerGov/pixart_sigma/RAD/training.log +302 -0
  23. ProGamerGov/pixart_sigma/RAD/training_args.json +49 -0
  24. ProGamerGov/pixart_sigma/RAD/training_summary.json +7 -0
  25. ProGamerGov/pixart_sigma/RAD/transformer/config.json +30 -0
  26. ProGamerGov/pixart_sigma/RAD/vae/config.json +38 -0
  27. ProGamerGov/pixart_sigma/SRA/checkpoint-10000/transformer/config.json +30 -0
  28. ProGamerGov/pixart_sigma/SRA/checkpoint-6000/transformer/config.json +30 -0
  29. ProGamerGov/pixart_sigma/SRA/model_index.json +24 -0
  30. ProGamerGov/pixart_sigma/SRA/text_encoder/config.json +33 -0
  31. ProGamerGov/pixart_sigma/SRA/tokenizer/tokenizer.json +0 -0
  32. ProGamerGov/pixart_sigma/SRA/tokenizer/tokenizer_config.json +117 -0
  33. ProGamerGov/pixart_sigma/SRA/training.log +274 -0
  34. ProGamerGov/pixart_sigma/SRA/training_args.json +53 -0
  35. ProGamerGov/pixart_sigma/SRA/training_summary.json +7 -0
  36. ProGamerGov/pixart_sigma/SRA/transformer/config.json +30 -0
  37. ProGamerGov/pixart_sigma/SpeeD/checkpoint-10000/transformer/config.json +30 -0
  38. ProGamerGov/pixart_sigma/SpeeD/checkpoint-8000/transformer/config.json +30 -0
  39. ProGamerGov/pixart_sigma/SpeeD/model_index.json +24 -0
  40. ProGamerGov/pixart_sigma/SpeeD/scheduler/scheduler_config.json +32 -0
  41. ProGamerGov/pixart_sigma/SpeeD/text_encoder/config.json +33 -0
  42. ProGamerGov/pixart_sigma/SpeeD/tokenizer/tokenizer.json +0 -0
  43. ProGamerGov/pixart_sigma/SpeeD/tokenizer/tokenizer_config.json +117 -0
  44. ProGamerGov/pixart_sigma/SpeeD/training.log +268 -0
  45. ProGamerGov/pixart_sigma/SpeeD/training_args.json +45 -0
  46. ProGamerGov/pixart_sigma/SpeeD/training_summary.json +7 -0
  47. ProGamerGov/pixart_sigma/SpeeD/transformer/config.json +30 -0
  48. ProGamerGov/pixart_sigma/SpeeD/vae/config.json +38 -0
  49. ProGamerGov/run_019/training.log +134 -0
  50. ProGamerGov/sana 1.6/SRA/checkpoint-10000/transformer/config.json +26 -0
ProGamerGov/pixart_sigma/Baseline/checkpoint-10000/transformer/config.json ADDED
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ProGamerGov/pixart_sigma/Baseline/checkpoint-6000/transformer/config.json ADDED
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ProGamerGov/pixart_sigma/Baseline/checkpoint-8000/transformer/config.json ADDED
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ProGamerGov/pixart_sigma/Baseline/tokenizer/tokenizer.json ADDED
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+ Training started: 2026-08-20 07:09:04
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+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [07:09:04] Run directory: RESULTS/ProGamerGov/run_005
6
+ [07:09:04] Loading PixArt-Sigma components ...
7
+ [07:09:11] Transformer params: 610,856,096 total, 610,856,096 trainable
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+ [07:09:11] Building dataset ...
9
+ [07:09:12]
10
+ [07:09:12] ================================================================
11
+ [07:09:12] Model = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
12
+ [07:09:12] Output dir = RESULTS/ProGamerGov/run_005
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+ [07:09:12] Num examples = 90000
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+ [07:09:12] Num epochs = 1
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+ [07:09:12] Batch/device = 4
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+ [07:09:12] Grad accum = 1
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+ [07:09:12] Effective BS = 4
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+ [07:09:12] Total optim steps = 10000
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+ [07:09:12] LR = 2e-05
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+ [07:09:12] Precision = bf16
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+ [07:09:12] Resolution = 1024x1024
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+ [07:09:12] Max seq length = 300
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+ [07:09:12] ================================================================
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+ [07:09:12]
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+ 1000 | 0 | 0.137508 | 0.088257 | 1.99e-05 | 0:38:23 | 5:45:35
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+ [07:47:28] Generating 16 validation images ...
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+ [07:48:50] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0001000.png
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+ 1050 | 0 | 0.215648 | 0.094323 | 1.98e-05 | 0:41:40 | 5:55:14
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+ 1250 | 0 | 0.047702 | 0.097075 | 1.97e-05 | 0:49:20 | 5:45:20
52
+ 1300 | 0 | 0.249663 | 0.102944 | 1.97e-05 | 0:51:14 | 5:42:58
53
+ 1350 | 0 | 0.093968 | 0.102611 | 1.96e-05 | 0:53:09 | 5:40:38
54
+ 1400 | 0 | 0.018970 | 0.099624 | 1.96e-05 | 0:55:04 | 5:38:19
55
+ 1450 | 0 | 0.021159 | 0.096918 | 1.95e-05 | 0:56:59 | 5:36:02
56
+ 1500 | 0 | 0.135169 | 0.098193 | 1.95e-05 | 0:58:54 | 5:33:47
57
+ 1550 | 0 | 0.128481 | 0.099170 | 1.94e-05 | 1:00:49 | 5:31:33
58
+ 1600 | 0 | 0.135104 | 0.100293 | 1.93e-05 | 1:02:43 | 5:29:20
59
+ 1650 | 0 | 0.039562 | 0.098453 | 1.93e-05 | 1:04:38 | 5:27:08
60
+ 1700 | 0 | 0.094805 | 0.098346 | 1.92e-05 | 1:06:33 | 5:24:58
61
+ 1750 | 0 | 0.011675 | 0.095869 | 1.92e-05 | 1:08:28 | 5:22:48
62
+ 1800 | 0 | 0.116583 | 0.096445 | 1.91e-05 | 1:10:23 | 5:20:39
63
+ 1850 | 0 | 0.116688 | 0.096992 | 1.90e-05 | 1:12:18 | 5:18:31
64
+ 1900 | 0 | 0.033156 | 0.095312 | 1.89e-05 | 1:14:13 | 5:16:23
65
+ 1950 | 0 | 0.041412 | 0.093930 | 1.89e-05 | 1:16:07 | 5:14:17
66
+ 2000 | 0 | 0.015084 | 0.091959 | 1.88e-05 | 1:18:02 | 5:12:11
67
+ [08:27:12] Saved checkpoint -> RESULTS/ProGamerGov/run_005/checkpoint-2000
68
+ [08:27:12] Generating 16 validation images ...
69
+ [08:28:33] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0002000.png
70
+ 2050 | 0 | 0.445782 | 0.100589 | 1.87e-05 | 1:21:23 | 5:15:39
71
+ 2100 | 0 | 0.058438 | 0.099585 | 1.86e-05 | 1:23:18 | 5:13:24
72
+ 2150 | 0 | 0.098253 | 0.099554 | 1.85e-05 | 1:25:13 | 5:11:10
73
+ 2200 | 0 | 0.128803 | 0.100219 | 1.85e-05 | 1:27:08 | 5:08:56
74
+ 2250 | 0 | 0.067927 | 0.099501 | 1.84e-05 | 1:29:03 | 5:06:44
75
+ 2300 | 0 | 0.070267 | 0.098866 | 1.83e-05 | 1:30:58 | 5:04:32
76
+ 2350 | 0 | 0.337035 | 0.103933 | 1.82e-05 | 1:32:52 | 5:02:21
77
+ 2400 | 0 | 0.062666 | 0.103073 | 1.81e-05 | 1:34:47 | 5:00:11
78
+ 2450 | 0 | 0.100171 | 0.103014 | 1.80e-05 | 1:36:42 | 4:58:01
79
+ 2500 | 0 | 0.019157 | 0.101337 | 1.79e-05 | 1:38:37 | 4:55:52
80
+ 2550 | 0 | 0.041741 | 0.100168 | 1.78e-05 | 1:40:32 | 4:53:44
81
+ 2600 | 0 | 0.133075 | 0.100801 | 1.77e-05 | 1:42:27 | 4:51:36
82
+ 2650 | 0 | 0.076505 | 0.100343 | 1.76e-05 | 1:44:22 | 4:49:29
83
+ 2700 | 0 | 0.134061 | 0.100967 | 1.75e-05 | 1:46:17 | 4:47:22
84
+ 2750 | 0 | 0.084122 | 0.100661 | 1.74e-05 | 1:48:12 | 4:45:15
85
+ 2800 | 0 | 0.074990 | 0.100203 | 1.72e-05 | 1:50:07 | 4:43:09
86
+ 2850 | 0 | 0.158799 | 0.101231 | 1.71e-05 | 1:52:02 | 4:41:04
87
+ 2900 | 0 | 0.069902 | 0.100690 | 1.70e-05 | 1:53:56 | 4:38:58
88
+ 2950 | 0 | 0.083242 | 0.100395 | 1.69e-05 | 1:55:51 | 4:36:53
89
+ 3000 | 0 | 0.193714 | 0.101950 | 1.68e-05 | 1:57:46 | 4:34:49
90
+ [09:06:51] Generating 16 validation images ...
91
+ [09:08:12] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0003000.png
92
+ 3050 | 0 | 0.137922 | 0.102540 | 1.67e-05 | 2:01:03 | 4:35:50
93
+ 3100 | 0 | 0.079630 | 0.102170 | 1.65e-05 | 2:02:57 | 4:33:41
94
+ 3150 | 0 | 0.084735 | 0.101893 | 1.64e-05 | 2:04:52 | 4:31:33
95
+ 3200 | 0 | 0.093643 | 0.101765 | 1.63e-05 | 2:06:47 | 4:29:26
96
+ 3250 | 0 | 0.086830 | 0.101535 | 1.61e-05 | 2:08:42 | 4:27:19
97
+ 3300 | 0 | 0.013954 | 0.100208 | 1.60e-05 | 2:10:37 | 4:25:12
98
+ 3350 | 0 | 0.284630 | 0.102960 | 1.59e-05 | 2:12:32 | 4:23:06
99
+ 3400 | 0 | 0.104334 | 0.102981 | 1.57e-05 | 2:14:27 | 4:20:59
100
+ 3450 | 0 | 0.113214 | 0.103129 | 1.56e-05 | 2:16:22 | 4:18:54
101
+ 3500 | 0 | 0.041880 | 0.102254 | 1.55e-05 | 2:18:16 | 4:16:48
102
+ 3550 | 0 | 0.085637 | 0.102020 | 1.53e-05 | 2:20:11 | 4:14:43
103
+ 3600 | 0 | 0.108116 | 0.102105 | 1.52e-05 | 2:22:06 | 4:12:38
104
+ 3650 | 0 | 0.159505 | 0.102891 | 1.50e-05 | 2:24:01 | 4:10:33
105
+ 3700 | 0 | 0.027230 | 0.101868 | 1.49e-05 | 2:25:56 | 4:08:29
106
+ 3750 | 0 | 0.095076 | 0.101778 | 1.48e-05 | 2:27:51 | 4:06:25
107
+ 3800 | 0 | 0.081186 | 0.101507 | 1.46e-05 | 2:29:46 | 4:04:21
108
+ 3850 | 0 | 0.007723 | 0.100289 | 1.45e-05 | 2:31:41 | 4:02:18
109
+ 3900 | 0 | 0.041331 | 0.099533 | 1.43e-05 | 2:33:36 | 4:00:14
110
+ 3950 | 0 | 0.149961 | 0.100171 | 1.42e-05 | 2:35:31 | 3:58:11
111
+ 4000 | 0 | 0.082591 | 0.099952 | 1.40e-05 | 2:37:26 | 3:56:09
112
+ [09:46:35] Saved checkpoint -> RESULTS/ProGamerGov/run_005/checkpoint-4000
113
+ [09:46:35] Generating 16 validation images ...
114
+ [09:47:56] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0004000.png
115
+ 4050 | 0 | 0.106630 | 0.100034 | 1.39e-05 | 2:40:46 | 3:56:12
116
+ 4100 | 0 | 0.124731 | 0.100335 | 1.37e-05 | 2:42:41 | 3:54:07
117
+ 4150 | 0 | 0.111056 | 0.100464 | 1.36e-05 | 2:44:36 | 3:52:02
118
+ 4200 | 0 | 0.087801 | 0.100314 | 1.34e-05 | 2:46:31 | 3:49:58
119
+ 4250 | 0 | 0.035730 | 0.099554 | 1.32e-05 | 2:48:26 | 3:47:53
120
+ 4300 | 0 | 0.100614 | 0.099566 | 1.31e-05 | 2:50:21 | 3:45:49
121
+ 4350 | 0 | 0.018361 | 0.098633 | 1.29e-05 | 2:52:16 | 3:43:45
122
+ 4400 | 0 | 0.161905 | 0.099352 | 1.28e-05 | 2:54:11 | 3:41:41
123
+ 4450 | 0 | 0.125787 | 0.099649 | 1.26e-05 | 2:56:06 | 3:39:38
124
+ 4500 | 0 | 0.335901 | 0.102274 | 1.25e-05 | 2:58:01 | 3:37:34
125
+ 4550 | 0 | 0.335789 | 0.104840 | 1.23e-05 | 2:59:56 | 3:35:31
126
+ 4600 | 0 | 0.201848 | 0.105894 | 1.21e-05 | 3:01:50 | 3:33:28
127
+ 4650 | 0 | 0.066603 | 0.105472 | 1.20e-05 | 3:03:45 | 3:31:25
128
+ 4700 | 0 | 0.195366 | 0.106428 | 1.18e-05 | 3:05:40 | 3:29:22
129
+ 4750 | 0 | 0.117072 | 0.106540 | 1.16e-05 | 3:07:35 | 3:27:20
130
+ 4800 | 0 | 0.351648 | 0.109093 | 1.15e-05 | 3:09:30 | 3:25:17
131
+ 4850 | 0 | 0.121964 | 0.109226 | 1.13e-05 | 3:11:25 | 3:23:15
132
+ 4900 | 0 | 0.043139 | 0.108552 | 1.12e-05 | 3:13:20 | 3:21:13
133
+ 4950 | 0 | 0.317299 | 0.110660 | 1.10e-05 | 3:15:14 | 3:19:11
134
+ 5000 | 0 | 0.048271 | 0.110036 | 1.08e-05 | 3:17:09 | 3:17:09
135
+ [10:26:14] Generating 16 validation images ...
136
+ [10:27:36] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0005000.png
137
+ 5050 | 0 | 0.021848 | 0.109121 | 1.07e-05 | 3:20:26 | 3:16:28
138
+ 5100 | 0 | 0.371505 | 0.112013 | 1.05e-05 | 3:22:21 | 3:14:24
139
+ 5150 | 0 | 0.076623 | 0.112169 | 1.03e-05 | 3:24:15 | 3:12:22
140
+ 5200 | 0 | 0.073942 | 0.111816 | 1.02e-05 | 3:26:10 | 3:10:19
141
+ 5250 | 0 | 0.006589 | 0.111874 | 1.00e-05 | 3:28:05 | 3:08:16
142
+ 5300 | 0 | 0.130316 | 0.113091 | 9.83e-06 | 3:30:00 | 3:06:14
143
+ 5350 | 0 | 0.104703 | 0.113717 | 9.67e-06 | 3:31:55 | 3:04:11
144
+ 5400 | 0 | 0.236107 | 0.114929 | 9.50e-06 | 3:33:50 | 3:02:09
145
+ 5450 | 0 | 0.015675 | 0.114377 | 9.34e-06 | 3:35:45 | 3:00:07
146
+ 5500 | 0 | 0.152041 | 0.114384 | 9.17e-06 | 3:37:40 | 2:58:05
147
+ 5550 | 0 | 0.085919 | 0.111765 | 9.01e-06 | 3:39:35 | 2:56:03
148
+ 5600 | 0 | 0.020621 | 0.110889 | 8.85e-06 | 3:41:29 | 2:54:02
149
+ 5650 | 0 | 0.061935 | 0.110695 | 8.68e-06 | 3:43:24 | 2:52:00
150
+ 5700 | 0 | 0.001451 | 0.109828 | 8.52e-06 | 3:45:19 | 2:49:59
151
+ 5750 | 0 | 0.103552 | 0.110665 | 8.35e-06 | 3:47:14 | 2:47:57
152
+ 5800 | 0 | 0.114504 | 0.111481 | 8.19e-06 | 3:49:09 | 2:45:56
153
+ 5850 | 0 | 0.001043 | 0.110579 | 8.03e-06 | 3:51:04 | 2:43:55
154
+ 5900 | 0 | 0.070605 | 0.110694 | 7.87e-06 | 3:52:59 | 2:41:54
155
+ 5950 | 0 | 0.093911 | 0.111189 | 7.71e-06 | 3:54:54 | 2:39:53
156
+ 6000 | 0 | 0.246248 | 0.112276 | 7.55e-06 | 3:56:48 | 2:37:52
157
+ [11:05:58] Saved checkpoint -> RESULTS/ProGamerGov/run_005/checkpoint-6000
158
+ [11:05:58] Generating 16 validation images ...
159
+ [11:07:19] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0006000.png
160
+ 6050 | 0 | 0.422592 | 0.114346 | 7.39e-06 | 4:00:09 | 2:36:48
161
+ 6100 | 0 | 0.089657 | 0.113714 | 7.23e-06 | 4:02:04 | 2:34:46
162
+ 6150 | 0 | 0.180438 | 0.113655 | 7.07e-06 | 4:03:59 | 2:32:44
163
+ 6200 | 0 | 0.132979 | 0.114393 | 6.91e-06 | 4:05:54 | 2:30:43
164
+ 6250 | 0 | 0.072978 | 0.114646 | 6.75e-06 | 4:07:49 | 2:28:41
165
+ 6300 | 0 | 0.028643 | 0.112435 | 6.60e-06 | 4:09:44 | 2:26:40
166
+ 6350 | 0 | 0.004215 | 0.111538 | 6.44e-06 | 4:11:39 | 2:24:38
167
+ 6400 | 0 | 0.003620 | 0.111384 | 6.29e-06 | 4:13:33 | 2:22:37
168
+ 6450 | 0 | 0.007057 | 0.111243 | 6.14e-06 | 4:15:28 | 2:20:36
169
+ 6500 | 0 | 0.106109 | 0.110953 | 5.98e-06 | 4:17:23 | 2:18:35
170
+ 6550 | 0 | 0.041309 | 0.110081 | 5.83e-06 | 4:19:18 | 2:16:34
171
+ 6600 | 0 | 0.129002 | 0.110020 | 5.68e-06 | 4:21:13 | 2:14:34
172
+ 6650 | 0 | 0.079118 | 0.110416 | 5.53e-06 | 4:23:08 | 2:12:33
173
+ 6700 | 0 | 0.108248 | 0.110550 | 5.39e-06 | 4:25:03 | 2:10:32
174
+ 6750 | 0 | 0.064929 | 0.111082 | 5.24e-06 | 4:26:58 | 2:08:32
175
+ 6800 | 0 | 0.191579 | 0.111832 | 5.10e-06 | 4:28:52 | 2:06:31
176
+ 6850 | 0 | 0.115229 | 0.111818 | 4.95e-06 | 4:30:47 | 2:04:31
177
+ 6900 | 0 | 0.123865 | 0.112725 | 4.81e-06 | 4:32:42 | 2:02:31
178
+ 6950 | 0 | 0.140349 | 0.113714 | 4.67e-06 | 4:34:37 | 2:00:31
179
+ 7000 | 0 | 0.070642 | 0.114270 | 4.53e-06 | 4:36:32 | 1:58:31
180
+ [11:45:37] Generating 16 validation images ...
181
+ [11:46:58] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0007000.png
182
+ 7050 | 0 | 0.104537 | 0.110857 | 4.39e-06 | 4:39:48 | 1:57:05
183
+ 7100 | 0 | 0.070507 | 0.110978 | 4.26e-06 | 4:41:43 | 1:55:04
184
+ 7150 | 0 | 0.067530 | 0.110671 | 4.12e-06 | 4:43:38 | 1:53:03
185
+ 7200 | 0 | 0.192528 | 0.111308 | 3.99e-06 | 4:45:33 | 1:51:02
186
+ 7250 | 0 | 0.079162 | 0.111421 | 3.86e-06 | 4:47:28 | 1:49:02
187
+ 7300 | 0 | 0.062165 | 0.111339 | 3.73e-06 | 4:49:22 | 1:47:01
188
+ 7350 | 0 | 0.095154 | 0.108921 | 3.60e-06 | 4:51:17 | 1:45:01
189
+ 7400 | 0 | 0.165432 | 0.109948 | 3.47e-06 | 4:53:12 | 1:43:01
190
+ 7450 | 0 | 0.078487 | 0.109732 | 3.35e-06 | 4:55:07 | 1:41:00
191
+ 7500 | 0 | 0.149949 | 0.111039 | 3.23e-06 | 4:57:01 | 1:39:00
192
+ 7550 | 0 | 0.033870 | 0.110961 | 3.11e-06 | 4:58:56 | 1:37:00
193
+ 7600 | 0 | 0.126004 | 0.110890 | 2.99e-06 | 5:00:51 | 1:35:00
194
+ 7650 | 0 | 0.280075 | 0.112926 | 2.87e-06 | 5:02:46 | 1:33:00
195
+ 7700 | 0 | 0.076255 | 0.112348 | 2.76e-06 | 5:04:41 | 1:31:00
196
+ 7750 | 0 | 0.052550 | 0.112032 | 2.64e-06 | 5:06:36 | 1:29:00
197
+ 7800 | 0 | 0.185190 | 0.113134 | 2.53e-06 | 5:08:31 | 1:27:01
198
+ 7850 | 0 | 0.130338 | 0.112849 | 2.42e-06 | 5:10:25 | 1:25:01
199
+ 7900 | 0 | 0.053461 | 0.112685 | 2.32e-06 | 5:12:20 | 1:23:01
200
+ 7950 | 0 | 0.023162 | 0.112084 | 2.21e-06 | 5:14:15 | 1:21:02
201
+ 8000 | 0 | 0.125452 | 0.111401 | 2.11e-06 | 5:16:10 | 1:19:02
202
+ [12:25:20] Saved checkpoint -> RESULTS/ProGamerGov/run_005/checkpoint-8000
203
+ [12:25:21] Generating 16 validation images ...
204
+ [12:26:41] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0008000.png
205
+ 8050 | 0 | 0.187762 | 0.111900 | 2.01e-06 | 5:19:32 | 1:17:24
206
+ 8100 | 0 | 0.006963 | 0.111173 | 1.91e-06 | 5:21:27 | 1:15:24
207
+ 8150 | 0 | 0.153912 | 0.111865 | 1.81e-06 | 5:23:21 | 1:13:24
208
+ 8200 | 0 | 0.128720 | 0.112216 | 1.72e-06 | 5:25:16 | 1:11:24
209
+ 8250 | 0 | 0.066252 | 0.112010 | 1.63e-06 | 5:27:11 | 1:09:24
210
+ 8300 | 0 | 0.140032 | 0.113271 | 1.54e-06 | 5:29:06 | 1:07:24
211
+ 8350 | 0 | 0.076543 | 0.111190 | 1.45e-06 | 5:31:01 | 1:05:24
212
+ 8400 | 0 | 0.094822 | 0.111095 | 1.37e-06 | 5:32:56 | 1:03:24
213
+ 8450 | 0 | 0.070477 | 0.110667 | 1.29e-06 | 5:34:51 | 1:01:25
214
+ 8500 | 0 | 0.044041 | 0.110689 | 1.21e-06 | 5:36:45 | 0:59:25
215
+ 8550 | 0 | 0.069556 | 0.110528 | 1.13e-06 | 5:38:40 | 0:57:26
216
+ 8600 | 0 | 0.339329 | 0.112840 | 1.05e-06 | 5:40:35 | 0:55:26
217
+ 8650 | 0 | 0.065515 | 0.111900 | 9.80e-07 | 5:42:30 | 0:53:27
218
+ 8700 | 0 | 0.083407 | 0.112462 | 9.10e-07 | 5:44:25 | 0:51:27
219
+ 8750 | 0 | 0.009339 | 0.111605 | 8.42e-07 | 5:46:20 | 0:49:28
220
+ 8800 | 0 | 0.042258 | 0.111216 | 7.77e-07 | 5:48:15 | 0:47:29
221
+ 8850 | 0 | 0.156200 | 0.112700 | 7.14e-07 | 5:50:10 | 0:45:30
222
+ 8900 | 0 | 0.021346 | 0.112500 | 6.54e-07 | 5:52:04 | 0:43:30
223
+ 8950 | 0 | 0.002679 | 0.111028 | 5.97e-07 | 5:53:59 | 0:41:31
224
+ 9000 | 0 | 0.030879 | 0.110511 | 5.42e-07 | 5:55:54 | 0:39:32
225
+ [13:04:59] Generating 16 validation images ...
226
+ [13:06:20] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0009000.png
227
+ 9050 | 0 | 0.122077 | 0.110665 | 4.89e-07 | 5:59:10 | 0:37:42
228
+ 9100 | 0 | 0.080572 | 0.110223 | 4.40e-07 | 6:01:05 | 0:35:42
229
+ 9150 | 0 | 0.112317 | 0.110236 | 3.92e-07 | 6:03:00 | 0:33:43
230
+ 9200 | 0 | 0.125336 | 0.110611 | 3.48e-07 | 6:04:55 | 0:31:43
231
+ 9250 | 0 | 0.195038 | 0.112204 | 3.06e-07 | 6:06:50 | 0:29:44
232
+ 9300 | 0 | 0.140948 | 0.112608 | 2.67e-07 | 6:08:45 | 0:27:45
233
+ 9350 | 0 | 0.107500 | 0.113499 | 2.30e-07 | 6:10:40 | 0:25:46
234
+ 9400 | 0 | 0.117684 | 0.113057 | 1.96e-07 | 6:12:35 | 0:23:46
235
+ 9450 | 0 | 0.006223 | 0.111861 | 1.65e-07 | 6:14:30 | 0:21:47
236
+ 9500 | 0 | 0.028468 | 0.108787 | 1.36e-07 | 6:16:25 | 0:19:48
237
+ 9550 | 0 | 0.022090 | 0.105650 | 1.11e-07 | 6:18:20 | 0:17:49
238
+ 9600 | 0 | 0.127400 | 0.104906 | 8.74e-08 | 6:20:15 | 0:15:50
239
+ 9650 | 0 | 0.009913 | 0.104339 | 6.69e-08 | 6:22:10 | 0:13:51
240
+ 9700 | 0 | 0.070881 | 0.103094 | 4.92e-08 | 6:24:04 | 0:11:52
241
+ 9750 | 0 | 0.077756 | 0.102701 | 3.42e-08 | 6:25:59 | 0:09:53
242
+ 9800 | 0 | 0.104287 | 0.100227 | 2.19e-08 | 6:27:54 | 0:07:54
243
+ 9850 | 0 | 0.015682 | 0.099164 | 1.23e-08 | 6:29:49 | 0:05:56
244
+ 9900 | 0 | 0.038626 | 0.099119 | 5.47e-09 | 6:31:44 | 0:03:57
245
+ 9950 | 0 | 0.005169 | 0.095998 | 1.37e-09 | 6:33:39 | 0:01:58
246
+ 10000 | 0 | 0.187379 | 0.097389 | 0.00e+00 | 6:35:34 | 0:00:00
247
+ [13:44:43] Saved checkpoint -> RESULTS/ProGamerGov/run_005/checkpoint-10000
248
+ [13:44:44] Generating 16 validation images ...
249
+ [13:46:05] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0010000.png
250
+ [13:46:05] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.100462 ---
251
+ [13:46:05] Saving final model ...
252
+ [13:46:18] Pipeline saved -> RESULTS/ProGamerGov/run_005
253
+ [13:46:18] Generating final validation collage ...
254
+ [13:46:18] Generating 16 validation images ...
255
+ [13:47:39] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_005/validation/collage_step_0010000.png
256
+ [13:47:39]
257
+ [13:47:39] ============================================================
258
+ [13:47:39] TRAINING SUMMARY
259
+ [13:47:39] ============================================================
260
+ [13:47:39] Total steps : 200
261
+ [13:47:39] Final loss : 0.187379
262
+ [13:47:39] Avg last 100 : 0.097389
263
+ [13:47:39] Min loss : 0.000755
264
+ [13:47:39] Total time : 6:38:34
265
+ [13:47:39] Output : RESULTS/ProGamerGov/run_005
266
+ [13:47:39] ============================================================
ProGamerGov/pixart_sigma/Baseline/training_args.json ADDED
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+ Training started: 2026-08-20 07:09:40
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+ ==========================================================================================================================================================================
3
+ Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
4
+ --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
5
+ [07:09:40] Run directory: RESULTS/ProGamerGov/run_006
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+ [07:09:40] PixArt-Sigma AGD+TAM+SAD v3 | temp=0.5 curriculum=5000 max_delta=300
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+ [07:09:40] TAM: enabled=True alpha=0.9 factor=0.5
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+ [07:09:40] SAD: enabled=True temp=0.5
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+ [07:09:40] Loading PixArt-Sigma components ...
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+ [07:09:40] Transformer : PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
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+ [07:09:40] Base (T5/VAE): PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
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+ [07:09:47] Transformer params: 610,856,096 total, 610,856,096 trainable
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+ [07:09:47] Building dataset ...
14
+ [07:09:48] TAM initialised: 90000 samples tracked.
15
+ [07:09:48]
16
+ [07:09:48] ================================================================
17
+ [07:09:48] Transformer = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
18
+ [07:09:48] Base (T5/VAE) = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
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+ [07:09:48] Output dir = RESULTS/ProGamerGov/run_006
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+ [07:09:48] Num examples = 90000
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+ [07:09:48] Num epochs = 1
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+ [07:09:48] Batch/device = 4
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+ [07:09:48] Grad accum = 1
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+ [07:09:48] Effective BS = 4
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+ [07:09:48] Total optim steps = 10000
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+ [07:09:48] LR = 2e-05
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+ [07:09:48] Precision = bf16
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+ [07:09:48] Resolution = 1024x1024
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+ [07:09:48] Max seq length = 300 [Sigma: 300 vs Alpha: 120]
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+ [07:09:48] --- AGD ---
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+ [07:09:48] Temperature = 0.5
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+ [07:09:48] Curriculum steps = 5000
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+ [07:09:48] Max timestep delta = 300
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+ [07:09:48] --- TAM --- enabled=True
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+ [07:09:48] TAM alpha = 0.9
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+ [07:09:48] TAM factor = 0.5
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+ [07:09:48] --- SAD --- enabled=True
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+ [07:09:48] SAD temperature = 0.5
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+ [07:09:48] ================================================================
40
+ [07:09:48]
41
+ 50 | 0 | 0.100171 | 0.100171 | 0.101849 | 0.102444 | 0.000595 | 1.0000 | 0.0000 | 3.00 | 2.00e-06 | 0:02:43 | 9:02:55
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+ 100 | 0 | 0.063761 | 0.081966 | 0.058121 | 0.056574 | -0.001547 | 1.0000 | -0.0000 | 6.00 | 4.00e-06 | 0:05:19 | 8:47:27
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+ 150 | 0 | 0.046067 | 0.070000 | 0.048020 | 0.045154 | -0.002867 | 1.0000 | -0.0000 | 9.00 | 6.00e-06 | 0:07:55 | 8:40:31
44
+ 200 | 0 | 0.119127 | 0.082282 | 0.111311 | 0.104075 | -0.007236 | 1.0000 | -0.0000 | 12.00 | 8.00e-06 | 0:10:31 | 8:35:39
45
+ 250 | 0 | 0.109043 | 0.087634 | 0.113077 | 0.108808 | -0.004270 | 1.0000 | -0.0000 | 15.00 | 1.00e-05 | 0:13:07 | 8:31:42
46
+ 300 | 0 | 0.142980 | 0.096858 | 0.145598 | 0.137917 | -0.007681 | 1.0000 | -0.0000 | 18.00 | 1.20e-05 | 0:15:43 | 8:28:12
47
+ 350 | 0 | 0.038883 | 0.088576 | 0.047231 | 0.039214 | -0.008017 | 1.0000 | -0.0000 | 21.00 | 1.40e-05 | 0:18:18 | 8:24:55
48
+ 400 | 0 | 0.035232 | 0.081908 | 0.043233 | 0.036258 | -0.006974 | 1.0000 | -0.0000 | 24.00 | 1.60e-05 | 0:20:54 | 8:21:49
49
+ 450 | 0 | 0.004117 | 0.073265 | 0.005271 | 0.004234 | -0.001037 | 1.0000 | -0.0000 | 27.00 | 1.80e-05 | 0:23:30 | 8:18:50
50
+ 500 | 0 | 0.000500 | 0.065988 | 0.000940 | 0.000666 | -0.000274 | 1.0000 | -0.0000 | 30.00 | 2.00e-05 | 0:26:06 | 8:15:56
51
+ [07:35:46] [TAM @ 500] mean=-0.0000 std=0.0012 max=0.0066 visits=2000
52
+ 550 | 0 | 0.076547 | 0.066948 | 0.359014 | 0.117840 | -0.241174 | 1.0000 | -0.0000 | 33.00 | 2.00e-05 | 0:28:41 | 8:13:05
53
+ 600 | 0 | 0.043374 | 0.064984 | 0.055016 | 0.043566 | -0.011450 | 1.0000 | -0.0000 | 36.00 | 2.00e-05 | 0:31:17 | 8:10:16
54
+ 650 | 0 | 0.058367 | 0.064475 | 0.069109 | 0.057806 | -0.011303 | 1.0000 | -0.0000 | 39.00 | 2.00e-05 | 0:33:53 | 8:07:30
55
+ 700 | 0 | 0.026069 | 0.061731 | 0.036279 | 0.025945 | -0.010334 | 1.0000 | -0.0000 | 42.00 | 2.00e-05 | 0:36:29 | 8:04:45
56
+ 750 | 0 | 0.009592 | 0.058255 | 0.013195 | 0.009080 | -0.004115 | 1.0000 | -0.0001 | 45.00 | 2.00e-05 | 0:39:05 | 8:02:02
57
+ 800 | 0 | 0.005926 | 0.054985 | 0.012473 | 0.007940 | -0.004532 | 1.0000 | -0.0001 | 48.00 | 2.00e-05 | 0:41:40 | 7:59:18
58
+ 850 | 0 | 0.000636 | 0.051788 | 0.001727 | 0.000949 | -0.000778 | 1.0000 | -0.0001 | 51.00 | 2.00e-05 | 0:44:16 | 7:56:36
59
+ 900 | 0 | 0.032350 | 0.050708 | 0.050312 | 0.034326 | -0.015986 | 1.0000 | -0.0001 | 54.00 | 2.00e-05 | 0:46:52 | 7:53:54
60
+ 950 | 0 | 0.066590 | 0.051544 | 0.086342 | 0.068149 | -0.018193 | 1.0000 | -0.0001 | 57.00 | 2.00e-05 | 0:49:27 | 7:51:13
61
+ 1000 | 0 | 0.016106 | 0.049772 | 0.026803 | 0.016493 | -0.010311 | 1.0000 | -0.0001 | 60.00 | 2.00e-05 | 0:52:03 | 7:48:33
62
+ [08:01:44] [TAM @ 1000] mean=-0.0001 std=0.0019 max=0.0089 visits=4000
63
+ [08:01:44] Generating 16 validation images ...
64
+ [08:03:01] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0001000.png
65
+ 1050 | 0 | 0.109821 | 0.052631 | 0.126996 | 0.107051 | -0.019945 | 1.0000 | -0.0001 | 63.00 | 2.00e-05 | 0:55:56 | 7:56:53
66
+ 1100 | 0 | 0.006777 | 0.050547 | 0.015507 | 0.008496 | -0.007010 | 1.0000 | -0.0001 | 66.00 | 2.00e-05 | 0:58:32 | 7:53:38
67
+ 1150 | 0 | 0.012824 | 0.048907 | 0.022109 | 0.012518 | -0.009591 | 1.0000 | -0.0001 | 69.00 | 2.00e-05 | 1:01:07 | 7:50:26
68
+ 1200 | 0 | 0.010507 | 0.047307 | 0.020154 | 0.011545 | -0.008609 | 1.0000 | -0.0001 | 72.00 | 2.00e-05 | 1:03:43 | 7:47:17
69
+ 1250 | 0 | 0.095019 | 0.049215 | 0.136751 | 0.089857 | -0.046894 | 1.0000 | -0.0001 | 75.00 | 2.00e-05 | 1:06:18 | 7:44:11
70
+ 1300 | 0 | 0.092971 | 0.050898 | 0.365164 | 0.139255 | -0.225909 | 1.0000 | -0.0001 | 78.00 | 2.00e-05 | 1:08:54 | 7:41:07
71
+ 1350 | 0 | 0.089806 | 0.052339 | 0.391551 | 0.129929 | -0.261623 | 1.0000 | -0.0001 | 81.00 | 2.00e-05 | 1:11:29 | 7:38:05
72
+ 1400 | 0 | 0.033098 | 0.051652 | 0.063135 | 0.034541 | -0.028594 | 1.0000 | -0.0001 | 84.00 | 2.00e-05 | 1:14:05 | 7:35:05
73
+ 1450 | 0 | 0.004065 | 0.050011 | 0.011214 | 0.004299 | -0.006914 | 1.0000 | -0.0001 | 87.00 | 2.00e-05 | 1:16:40 | 7:32:07
74
+ 1500 | 0 | 0.164563 | 0.053830 | 0.258109 | 0.157026 | -0.101083 | 1.0000 | -0.0001 | 90.00 | 2.00e-05 | 1:19:16 | 7:29:10
75
+ [08:28:56] [TAM @ 1500] mean=-0.0001 std=0.0024 max=0.0115 visits=6000
76
+ 1550 | 0 | 0.030983 | 0.053093 | 0.063183 | 0.032615 | -0.030569 | 1.0000 | -0.0002 | 93.00 | 2.00e-05 | 1:21:51 | 7:26:15
77
+ 1600 | 0 | 0.009012 | 0.051715 | 0.021013 | 0.008834 | -0.012178 | 1.0000 | -0.0002 | 96.00 | 2.00e-05 | 1:24:26 | 7:23:21
78
+ 1650 | 0 | 0.026318 | 0.050946 | 0.061575 | 0.026871 | -0.034704 | 1.0000 | -0.0002 | 99.00 | 2.00e-05 | 1:27:02 | 7:20:28
79
+ 1700 | 0 | 0.035180 | 0.050482 | 0.057664 | 0.035715 | -0.021949 | 1.0000 | -0.0002 | 102.00 | 2.00e-05 | 1:29:37 | 7:17:36
80
+ 1750 | 0 | 0.250296 | 0.056191 | 0.305179 | 0.236468 | -0.068711 | 1.0000 | -0.0002 | 105.00 | 2.00e-05 | 1:32:13 | 7:14:45
81
+ 1800 | 0 | 0.131825 | 0.058292 | 0.111580 | 0.125578 | 0.013998 | 1.0000 | -0.0002 | 108.00 | 2.00e-05 | 1:34:48 | 7:11:55
82
+ 1850 | 0 | 0.059885 | 0.058335 | 0.120475 | 0.061696 | -0.058779 | 1.0000 | -0.0002 | 111.00 | 2.00e-05 | 1:37:24 | 7:09:06
83
+ 1900 | 0 | 0.033332 | 0.057677 | 0.316878 | 0.086277 | -0.230600 | 1.0000 | -0.0002 | 114.00 | 2.00e-05 | 1:39:59 | 7:06:17
84
+ 1950 | 0 | 0.135915 | 0.059683 | 0.156845 | 0.131932 | -0.024912 | 1.0000 | -0.0002 | 117.00 | 2.00e-05 | 1:42:35 | 7:03:29
85
+ 2000 | 0 | 0.009720 | 0.058434 | 0.027074 | 0.010650 | -0.016424 | 1.0000 | -0.0002 | 120.00 | 2.00e-05 | 1:45:10 | 7:00:42
86
+ [08:54:51] [TAM @ 2000] mean=-0.0002 std=0.0029 max=0.0120 visits=8000
87
+ [08:54:56] Saved checkpoint -> RESULTS/ProGamerGov/run_006/checkpoint-2000
88
+ [08:54:56] Generating 16 validation images ...
89
+ [08:56:13] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0002000.png
90
+ 2050 | 0 | 0.090544 | 0.059217 | 0.119546 | 0.088008 | -0.031537 | 1.0000 | -0.0002 | 123.00 | 2.00e-05 | 1:49:08 | 7:03:15
91
+ 2100 | 0 | 0.022315 | 0.058338 | 0.063725 | 0.023579 | -0.040146 | 1.0000 | -0.0003 | 126.00 | 2.00e-05 | 1:51:44 | 7:00:20
92
+ 2150 | 0 | 0.133268 | 0.060081 | 0.160775 | 0.131359 | -0.029416 | 1.0000 | -0.0003 | 129.00 | 2.00e-05 | 1:54:19 | 6:57:26
93
+ 2200 | 0 | 0.023091 | 0.059240 | 0.060668 | 0.023341 | -0.037327 | 1.0000 | -0.0003 | 132.00 | 2.00e-05 | 1:56:55 | 6:54:33
94
+ 2250 | 0 | 0.013881 | 0.058232 | 0.047511 | 0.014569 | -0.032942 | 1.0000 | -0.0003 | 135.00 | 2.00e-05 | 1:59:31 | 6:51:41
95
+ 2300 | 0 | 0.069126 | 0.058469 | 0.392567 | 0.101910 | -0.290658 | 1.0000 | -0.0003 | 138.00 | 2.00e-05 | 2:02:07 | 6:48:49
96
+ 2350 | 0 | 0.112064 | 0.059609 | 0.159147 | 0.107429 | -0.051718 | 1.0000 | -0.0003 | 141.00 | 2.00e-05 | 2:04:42 | 6:45:58
97
+ 2400 | 0 | 0.001910 | 0.058407 | 0.010425 | 0.002251 | -0.008174 | 1.0000 | -0.0003 | 144.00 | 2.00e-05 | 2:07:18 | 6:43:08
98
+ 2450 | 0 | 0.001576 | 0.057248 | 0.009159 | 0.001694 | -0.007465 | 1.0000 | -0.0003 | 147.00 | 2.00e-05 | 2:09:54 | 6:40:18
99
+ 2500 | 0 | 0.000243 | 0.056107 | 0.001646 | 0.000297 | -0.001350 | 1.0000 | -0.0003 | 150.00 | 2.00e-05 | 2:12:29 | 6:37:29
100
+ [09:22:10] [TAM @ 2500] mean=-0.0003 std=0.0033 max=0.0120 visits=10000
101
+ 2550 | 0 | 0.006854 | 0.055142 | 0.025446 | 0.007405 | -0.018041 | 1.0000 | -0.0004 | 153.00 | 2.00e-05 | 2:15:05 | 6:34:40
102
+ 2600 | 0 | 0.046988 | 0.054985 | 0.108284 | 0.047662 | -0.060622 | 1.0000 | -0.0004 | 156.00 | 2.00e-05 | 2:17:41 | 6:31:52
103
+ 2650 | 0 | 0.013942 | 0.054211 | 0.050209 | 0.014351 | -0.035858 | 1.0000 | -0.0004 | 159.00 | 2.00e-05 | 2:20:16 | 6:29:04
104
+ 2700 | 0 | 0.007192 | 0.053340 | 0.026347 | 0.007884 | -0.018463 | 1.0000 | -0.0004 | 162.00 | 2.00e-05 | 2:22:52 | 6:26:17
105
+ 2750 | 0 | 0.001810 | 0.052403 | 0.010638 | 0.002192 | -0.008446 | 1.0000 | -0.0004 | 165.00 | 2.00e-05 | 2:25:28 | 6:23:30
106
+ 2800 | 0 | 0.008745 | 0.051623 | 0.034513 | 0.009539 | -0.024973 | 1.0000 | -0.0004 | 168.00 | 2.00e-05 | 2:28:03 | 6:20:44
107
+ 2850 | 0 | 0.014348 | 0.050969 | 0.051015 | 0.014880 | -0.036135 | 1.0000 | -0.0004 | 171.00 | 2.00e-05 | 2:30:39 | 6:17:58
108
+ 2900 | 0 | 0.036506 | 0.050720 | 0.130153 | 0.036927 | -0.093225 | 1.0000 | -0.0004 | 174.00 | 2.00e-05 | 2:33:15 | 6:15:12
109
+ 2950 | 0 | 0.035467 | 0.050461 | 0.110657 | 0.037748 | -0.072909 | 1.0000 | -0.0005 | 177.00 | 2.00e-05 | 2:35:50 | 6:12:26
110
+ 3000 | 0 | 0.048670 | 0.050432 | 0.157421 | 0.050763 | -0.106658 | 1.0000 | -0.0005 | 180.00 | 2.00e-05 | 2:38:26 | 6:09:41
111
+ [09:48:07] [TAM @ 3000] mean=-0.0005 std=0.0037 max=0.0120 visits=12000
112
+ [09:48:07] Generating 16 validation images ...
113
+ [09:49:24] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0003000.png
114
+ 3050 | 0 | 0.075979 | 0.050850 | 0.182468 | 0.078913 | -0.103555 | 1.0000 | -0.0005 | 183.00 | 2.00e-05 | 2:42:19 | 6:09:53
115
+ 3100 | 0 | 0.031424 | 0.050537 | 0.113640 | 0.032475 | -0.081166 | 1.0000 | -0.0005 | 186.00 | 2.00e-05 | 2:44:55 | 6:07:04
116
+ 3150 | 0 | 0.061150 | 0.050706 | 0.201871 | 0.062984 | -0.138887 | 1.0000 | -0.0005 | 189.00 | 2.00e-05 | 2:47:30 | 6:04:15
117
+ 3200 | 0 | 0.006487 | 0.050015 | 0.029384 | 0.006790 | -0.022594 | 1.0000 | -0.0005 | 192.00 | 2.00e-05 | 2:50:05 | 6:01:27
118
+ 3250 | 0 | 0.045086 | 0.049939 | 0.102244 | 0.050046 | -0.052198 | 1.0000 | -0.0005 | 195.00 | 2.00e-05 | 2:52:41 | 5:58:39
119
+ 3300 | 0 | 0.019004 | 0.049470 | 0.084291 | 0.019508 | -0.064783 | 1.0000 | -0.0006 | 198.00 | 2.00e-05 | 2:55:16 | 5:55:51
120
+ 3350 | 0 | 0.017675 | 0.048996 | 0.066907 | 0.019919 | -0.046988 | 1.0000 | -0.0006 | 201.00 | 2.00e-05 | 2:57:51 | 5:53:04
121
+ 3400 | 0 | 0.052944 | 0.049054 | 0.147597 | 0.059559 | -0.088038 | 1.0000 | -0.0006 | 204.00 | 2.00e-05 | 3:00:27 | 5:50:17
122
+ 3450 | 0 | 0.065922 | 0.049298 | 0.165798 | 0.072853 | -0.092944 | 1.0000 | -0.0006 | 207.00 | 2.00e-05 | 3:03:02 | 5:47:31
123
+ 3500 | 0 | 0.085042 | 0.049809 | 0.254403 | 0.081321 | -0.173082 | 1.0000 | -0.0006 | 210.00 | 2.00e-05 | 3:05:38 | 5:44:45
124
+ [10:15:19] [TAM @ 3500] mean=-0.0006 std=0.0043 max=0.0120 visits=14000
125
+ 3550 | 0 | 0.008307 | 0.049224 | 0.050307 | 0.008848 | -0.041459 | 1.0000 | -0.0006 | 213.00 | 2.00e-05 | 3:08:13 | 5:41:59
126
+ 3600 | 0 | 0.052859 | 0.049275 | 0.153424 | 0.054748 | -0.098675 | 1.0000 | -0.0007 | 216.00 | 2.00e-05 | 3:10:49 | 5:39:14
127
+ 3650 | 0 | 0.072649 | 0.049595 | 0.434351 | 0.097346 | -0.337006 | 1.0000 | -0.0007 | 219.00 | 2.00e-05 | 3:13:24 | 5:36:28
128
+ 3700 | 0 | 0.002091 | 0.048953 | 0.014602 | 0.002197 | -0.012405 | 1.0000 | -0.0007 | 222.00 | 2.00e-05 | 3:16:00 | 5:33:43
129
+ 3750 | 0 | 0.005303 | 0.048371 | 0.038060 | 0.005785 | -0.032275 | 1.0000 | -0.0007 | 225.00 | 2.00e-05 | 3:18:35 | 5:30:59
130
+ 3800 | 0 | 0.010937 | 0.047878 | 0.072396 | 0.012149 | -0.060247 | 1.0000 | -0.0007 | 228.00 | 2.00e-05 | 3:21:10 | 5:28:14
131
+ 3850 | 0 | 0.010263 | 0.047390 | 0.063157 | 0.010407 | -0.052751 | 1.0000 | -0.0007 | 231.00 | 2.00e-05 | 3:23:46 | 5:25:30
132
+ 3900 | 0 | 0.002249 | 0.046811 | 0.026497 | 0.002404 | -0.024093 | 1.0000 | -0.0007 | 234.00 | 2.00e-05 | 3:26:21 | 5:22:46
133
+ 3950 | 0 | 0.051113 | 0.046866 | 0.111329 | 0.050773 | -0.060556 | 1.0000 | -0.0008 | 237.00 | 2.00e-05 | 3:28:57 | 5:20:02
134
+ 4000 | 0 | 0.005407 | 0.046347 | 0.052389 | 0.005700 | -0.046689 | 1.0000 | -0.0008 | 240.00 | 2.00e-05 | 3:31:32 | 5:17:19
135
+ [10:41:13] [TAM @ 4000] mean=-0.0008 std=0.0047 max=0.0120 visits=16000
136
+ [10:41:18] Saved checkpoint -> RESULTS/ProGamerGov/run_006/checkpoint-4000
137
+ [10:41:18] Generating 16 validation images ...
138
+ [10:42:35] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0004000.png
139
+ 4050 | 0 | 0.014732 | 0.045957 | 0.080104 | 0.015788 | -0.064317 | 1.0000 | -0.0008 | 243.00 | 2.00e-05 | 3:35:30 | 5:16:36
140
+ 4100 | 0 | 0.033554 | 0.045806 | 0.069015 | 0.036578 | -0.032437 | 1.0000 | -0.0008 | 246.00 | 2.00e-05 | 3:38:05 | 5:13:50
141
+ 4150 | 0 | 0.004594 | 0.045309 | 0.031107 | 0.005077 | -0.026030 | 1.0000 | -0.0008 | 249.00 | 2.00e-05 | 3:40:41 | 5:11:05
142
+ 4200 | 0 | 0.002988 | 0.044805 | 0.022455 | 0.002968 | -0.019486 | 1.0000 | -0.0009 | 252.00 | 2.00e-05 | 3:43:16 | 5:08:20
143
+ 4250 | 0 | 0.015551 | 0.044461 | 0.110567 | 0.016097 | -0.094469 | 1.0000 | -0.0009 | 255.00 | 2.00e-05 | 3:45:52 | 5:05:35
144
+ 4300 | 0 | 0.036147 | 0.044365 | 0.130524 | 0.038212 | -0.092312 | 1.0000 | -0.0009 | 258.00 | 2.00e-05 | 3:48:27 | 5:02:50
145
+ 4350 | 0 | 0.020657 | 0.044092 | 0.123467 | 0.023316 | -0.100151 | 1.0000 | -0.0009 | 261.00 | 2.00e-05 | 3:51:02 | 5:00:05
146
+ 4400 | 0 | 0.049004 | 0.044148 | 0.117924 | 0.051606 | -0.066318 | 1.0000 | -0.0009 | 264.00 | 2.00e-05 | 3:53:38 | 4:57:21
147
+ 4450 | 0 | 0.001402 | 0.043668 | 0.024629 | 0.001614 | -0.023014 | 1.0000 | -0.0009 | 267.00 | 2.00e-05 | 3:56:13 | 4:54:37
148
+ 4500 | 0 | 0.013594 | 0.043333 | 0.096083 | 0.015768 | -0.080315 | 1.0000 | -0.0010 | 270.00 | 2.00e-05 | 3:58:49 | 4:51:53
149
+ [11:08:30] [TAM @ 4500] mean=-0.0010 std=0.0052 max=0.0120 visits=18000
150
+ 4550 | 0 | 0.017104 | 0.043045 | 0.378614 | 0.041805 | -0.336809 | 1.0000 | -0.0010 | 273.00 | 2.00e-05 | 4:01:24 | 4:49:09
151
+ 4600 | 0 | 0.004450 | 0.042626 | 0.049243 | 0.005090 | -0.044152 | 1.0000 | -0.0010 | 276.00 | 2.00e-05 | 4:04:00 | 4:46:26
152
+ 4650 | 0 | 0.003096 | 0.042201 | 0.049847 | 0.003380 | -0.046467 | 1.0000 | -0.0010 | 279.00 | 2.00e-05 | 4:06:35 | 4:43:43
153
+ 4700 | 0 | 0.007087 | 0.041827 | 0.053885 | 0.008309 | -0.045576 | 1.0000 | -0.0010 | 282.00 | 2.00e-05 | 4:09:11 | 4:40:59
154
+ 4750 | 0 | 0.020225 | 0.041600 | 0.146184 | 0.021725 | -0.124459 | 1.0000 | -0.0010 | 285.00 | 2.00e-05 | 4:11:46 | 4:38:16
155
+ 4800 | 0 | 0.006153 | 0.041230 | 0.070521 | 0.006379 | -0.064142 | 1.0000 | -0.0011 | 288.00 | 2.00e-05 | 4:14:22 | 4:35:33
156
+ 4850 | 0 | 0.033364 | 0.041149 | 0.137321 | 0.035425 | -0.101896 | 1.0000 | -0.0011 | 291.00 | 2.00e-05 | 4:16:57 | 4:32:51
157
+ 4900 | 0 | 0.029833 | 0.041034 | 0.178647 | 0.031352 | -0.147295 | 1.0000 | -0.0011 | 294.00 | 2.00e-05 | 4:19:33 | 4:30:08
158
+ 4950 | 0 | 0.001912 | 0.040639 | 0.036452 | 0.002073 | -0.034379 | 1.0000 | -0.0011 | 297.00 | 2.00e-05 | 4:22:08 | 4:27:26
159
+ 5000 | 0 | 0.025935 | 0.040492 | 0.148174 | 0.029054 | -0.119120 | 1.0000 | -0.0011 | 300.00 | 2.00e-05 | 4:24:43 | 4:24:43
160
+ [11:34:24] [TAM @ 5000] mean=-0.0011 std=0.0056 max=0.0120 visits=20000
161
+ [11:34:24] Generating 16 validation images ...
162
+ [11:35:41] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0005000.png
163
+ 5050 | 0 | 0.094110 | 0.040431 | 0.085738 | 0.088634 | 0.002895 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:28:36 | 4:23:17
164
+ 5100 | 0 | 0.094461 | 0.040738 | 0.096594 | 0.093813 | -0.002782 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:31:12 | 4:20:34
165
+ 5150 | 0 | 0.001232 | 0.040290 | 0.020396 | 0.001331 | -0.019064 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:33:47 | 4:17:50
166
+ 5200 | 0 | 0.004391 | 0.039142 | 0.041321 | 0.004928 | -0.036393 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:36:23 | 4:15:07
167
+ 5250 | 0 | 0.048597 | 0.038538 | 0.148940 | 0.052683 | -0.096257 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:38:58 | 4:12:24
168
+ 5300 | 0 | 0.010690 | 0.037215 | 0.078066 | 0.011747 | -0.066320 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:41:34 | 4:09:41
169
+ 5350 | 0 | 0.110766 | 0.037934 | 0.106703 | 0.107860 | 0.001157 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:44:09 | 4:06:58
170
+ 5400 | 0 | 0.020280 | 0.037784 | 0.138512 | 0.022166 | -0.116346 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:46:44 | 4:04:15
171
+ 5450 | 0 | 0.065140 | 0.038395 | 0.221345 | 0.063481 | -0.157864 | 1.0000 | -0.0012 | 300.00 | 2.00e-05 | 4:49:19 | 4:01:33
172
+ 5500 | 0 | 0.118458 | 0.039574 | 0.174597 | 0.115471 | -0.059126 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 4:51:55 | 3:58:50
173
+ [12:01:35] [TAM @ 5500] mean=-0.0013 std=0.0059 max=0.0120 visits=22000
174
+ 5550 | 0 | 0.016974 | 0.038978 | 0.024837 | 0.018130 | -0.006707 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 4:54:30 | 3:56:08
175
+ 5600 | 0 | 0.033600 | 0.038881 | 0.036381 | 0.031225 | -0.005156 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 4:57:05 | 3:53:25
176
+ 5650 | 0 | 0.071375 | 0.039011 | 0.111930 | 0.079346 | -0.032584 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 4:59:41 | 3:50:43
177
+ 5700 | 0 | 0.040139 | 0.039151 | 0.161154 | 0.047588 | -0.113566 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 5:02:16 | 3:48:01
178
+ 5750 | 0 | 0.008656 | 0.039142 | 0.019716 | 0.009570 | -0.010147 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 5:04:51 | 3:45:20
179
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180
+ 5850 | 0 | 0.054888 | 0.042933 | 0.117087 | 0.056979 | -0.060108 | 1.0000 | -0.0013 | 300.00 | 2.00e-05 | 5:10:02 | 3:39:56
181
+ 5900 | 0 | 0.091328 | 0.043523 | 0.111343 | 0.089170 | -0.022173 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:12:37 | 3:37:15
182
+ 5950 | 0 | 0.002450 | 0.042882 | 0.024842 | 0.002882 | -0.021959 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:15:13 | 3:34:33
183
+ 6000 | 0 | 0.002750 | 0.042748 | 0.025709 | 0.002711 | -0.022998 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:17:48 | 3:31:52
184
+ [12:27:29] [TAM @ 6000] mean=-0.0014 std=0.0062 max=0.0120 visits=24000
185
+ [12:27:34] Saved checkpoint -> RESULTS/ProGamerGov/run_006/checkpoint-6000
186
+ [12:27:34] Generating 16 validation images ...
187
+ [12:28:51] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0006000.png
188
+ 6050 | 0 | 0.041510 | 0.042065 | 0.088454 | 0.044588 | -0.043866 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:21:46 | 3:30:05
189
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190
+ 6150 | 0 | 0.039790 | 0.042816 | 0.117053 | 0.042703 | -0.074350 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:26:57 | 3:24:40
191
+ 6200 | 0 | 0.016202 | 0.042873 | 0.029673 | 0.016971 | -0.012702 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:29:32 | 3:21:58
192
+ 6250 | 0 | 0.049714 | 0.042420 | 0.128876 | 0.050467 | -0.078409 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:32:08 | 3:19:16
193
+ 6300 | 0 | 0.023096 | 0.041721 | 0.115332 | 0.024294 | -0.091038 | 1.0000 | -0.0014 | 300.00 | 2.00e-05 | 5:34:43 | 3:16:35
194
+ 6350 | 0 | 0.004407 | 0.040867 | 0.033238 | 0.004508 | -0.028730 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:37:19 | 3:13:53
195
+ 6400 | 0 | 0.051440 | 0.041051 | 0.125761 | 0.051985 | -0.073777 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:39:54 | 3:11:12
196
+ 6450 | 0 | 0.153165 | 0.042542 | 0.175740 | 0.150306 | -0.025434 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:42:30 | 3:08:30
197
+ 6500 | 0 | 0.065834 | 0.041554 | 0.104836 | 0.063929 | -0.040907 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:45:05 | 3:05:49
198
+ [12:54:46] [TAM @ 6500] mean=-0.0015 std=0.0064 max=0.0120 visits=26000
199
+ 6550 | 0 | 0.088219 | 0.042127 | 0.041932 | 0.048720 | 0.006788 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:47:41 | 3:03:07
200
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201
+ 6650 | 0 | 0.002002 | 0.042095 | 0.022047 | 0.002143 | -0.019904 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:52:52 | 2:57:45
202
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203
+ 6750 | 0 | 0.029346 | 0.040281 | 0.043118 | 0.027533 | -0.015585 | 1.0000 | -0.0015 | 300.00 | 2.00e-05 | 5:58:03 | 2:52:23
204
+ 6800 | 0 | 0.175095 | 0.040714 | 0.211558 | 0.174731 | -0.036827 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:00:38 | 2:49:43
205
+ 6850 | 0 | 0.033302 | 0.040448 | 0.152557 | 0.032623 | -0.119934 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:03:14 | 2:47:02
206
+ 6900 | 0 | 0.000271 | 0.040117 | 0.003144 | 0.000404 | -0.002740 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:05:50 | 2:44:21
207
+ 6950 | 0 | 0.027018 | 0.039028 | 0.111117 | 0.029319 | -0.081798 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:08:25 | 2:41:40
208
+ 7000 | 0 | 0.001334 | 0.038944 | 0.005527 | 0.001781 | -0.003747 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:11:01 | 2:39:00
209
+ [13:20:41] [TAM @ 7000] mean=-0.0016 std=0.0067 max=0.0120 visits=28000
210
+ [13:20:41] Generating 16 validation images ...
211
+ [13:21:59] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0007000.png
212
+ 7050 | 0 | 0.025893 | 0.038298 | 0.360025 | 0.064566 | -0.295458 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:14:54 | 2:36:52
213
+ 7100 | 0 | 0.025047 | 0.038325 | 0.093016 | 0.028142 | -0.064874 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:17:29 | 2:34:11
214
+ 7150 | 0 | 0.003708 | 0.037030 | 0.046438 | 0.004073 | -0.042365 | 1.0000 | -0.0016 | 300.00 | 2.00e-05 | 6:20:04 | 2:31:30
215
+ 7200 | 0 | 0.003891 | 0.036838 | 0.044926 | 0.004360 | -0.040566 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:22:40 | 2:28:49
216
+ 7250 | 0 | 0.048974 | 0.037189 | 0.109701 | 0.050769 | -0.058932 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:25:15 | 2:26:08
217
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218
+ 7350 | 0 | 0.001115 | 0.036355 | 0.025948 | 0.001189 | -0.024759 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:30:26 | 2:20:46
219
+ 7400 | 0 | 0.271731 | 0.039053 | 0.285497 | 0.268800 | -0.016697 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:33:02 | 2:18:05
220
+ 7450 | 0 | 0.045062 | 0.039488 | 0.092896 | 0.048295 | -0.044601 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:35:37 | 2:15:25
221
+ 7500 | 0 | 0.224479 | 0.041730 | 0.227868 | 0.219911 | -0.007957 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:38:13 | 2:12:44
222
+ [13:47:53] [TAM @ 7500] mean=-0.0017 std=0.0069 max=0.0120 visits=30000
223
+ 7550 | 0 | 0.136609 | 0.043028 | 0.174068 | 0.134459 | -0.039609 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:40:48 | 2:10:03
224
+ 7600 | 0 | 0.017127 | 0.042729 | 0.092115 | 0.017597 | -0.074519 | 1.0000 | -0.0017 | 300.00 | 2.00e-05 | 6:43:24 | 2:07:23
225
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226
+ 7700 | 0 | 0.086411 | 0.044711 | 0.178373 | 0.089374 | -0.089000 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 6:48:34 | 2:02:02
227
+ 7750 | 0 | 0.035018 | 0.045043 | 0.207872 | 0.036861 | -0.171011 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 6:51:10 | 1:59:22
228
+ 7800 | 0 | 0.119119 | 0.046147 | 0.118208 | 0.117854 | -0.000354 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 6:53:45 | 1:56:42
229
+ 7850 | 0 | 0.068950 | 0.046693 | 0.172057 | 0.074154 | -0.097903 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 6:56:21 | 1:54:01
230
+ 7900 | 0 | 0.066326 | 0.046991 | 0.065773 | 0.060763 | -0.005010 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 6:58:56 | 1:51:21
231
+ 7950 | 0 | 0.001966 | 0.046656 | 0.009978 | 0.002281 | -0.007697 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 7:01:31 | 1:48:41
232
+ 8000 | 0 | 0.021611 | 0.046385 | 0.082239 | 0.022990 | -0.059249 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 7:04:07 | 1:46:01
233
+ [14:13:48] [TAM @ 8000] mean=-0.0018 std=0.0071 max=0.0120 visits=32000
234
+ [14:13:53] Saved checkpoint -> RESULTS/ProGamerGov/run_006/checkpoint-8000
235
+ [14:13:54] Generating 16 validation images ...
236
+ [14:15:10] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0008000.png
237
+ 8050 | 0 | 0.044879 | 0.046074 | 0.385441 | 0.066656 | -0.318785 | 1.0000 | -0.0018 | 300.00 | 2.00e-05 | 7:08:06 | 1:43:42
238
+ 8100 | 0 | 0.032671 | 0.046087 | 0.082619 | 0.033991 | -0.048629 | 1.0000 | -0.0019 | 300.00 | 2.00e-05 | 7:10:41 | 1:41:01
239
+ 8150 | 0 | 0.167148 | 0.047147 | 0.207001 | 0.167069 | -0.039932 | 1.0000 | -0.0019 | 300.00 | 2.00e-05 | 7:13:17 | 1:38:21
240
+ 8200 | 0 | 0.054883 | 0.047631 | 0.066660 | 0.054761 | -0.011898 | 1.0000 | -0.0019 | 300.00 | 2.00e-05 | 7:15:52 | 1:35:40
241
+ 8250 | 0 | 0.012306 | 0.047303 | 0.043172 | 0.012875 | -0.030297 | 1.0000 | -0.0019 | 300.00 | 2.00e-05 | 7:18:28 | 1:33:00
242
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243
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244
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245
+ 8450 | 0 | 0.052819 | 0.047475 | 0.090446 | 0.054507 | -0.035938 | 1.0000 | -0.0019 | 300.00 | 2.00e-05 | 7:28:49 | 1:22:19
246
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247
+ [14:41:05] [TAM @ 8500] mean=-0.0020 std=0.0073 max=0.0120 visits=34000
248
+ 8550 | 0 | 0.001533 | 0.046577 | 0.002558 | 0.001780 | -0.000778 | 1.0000 | -0.0020 | 300.00 | 2.00e-05 | 7:34:00 | 1:16:59
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250
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251
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252
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253
+ 8800 | 0 | 0.016869 | 0.046788 | 0.092531 | 0.019194 | -0.073337 | 1.0000 | -0.0020 | 300.00 | 2.00e-05 | 7:46:57 | 1:03:40
254
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255
+ 8900 | 0 | 0.130243 | 0.048805 | 0.169416 | 0.129466 | -0.039950 | 1.0000 | -0.0020 | 300.00 | 2.00e-05 | 7:52:08 | 0:58:21
256
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257
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258
+ [15:06:59] [TAM @ 9000] mean=-0.0021 std=0.0075 max=0.0120 visits=36000
259
+ [15:06:59] Generating 16 validation images ...
260
+ [15:08:16] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0009000.png
261
+ 9050 | 0 | 0.029577 | 0.049173 | 0.333596 | 0.068441 | -0.265155 | 1.0000 | -0.0021 | 300.00 | 2.00e-05 | 8:01:11 | 0:50:30
262
+ 9100 | 0 | 0.080799 | 0.049645 | 0.182316 | 0.081800 | -0.100516 | 1.0000 | -0.0021 | 300.00 | 2.00e-05 | 8:03:46 | 0:47:50
263
+ 9150 | 0 | 0.004494 | 0.049644 | 0.024460 | 0.004541 | -0.019919 | 1.0000 | -0.0021 | 300.00 | 2.00e-05 | 8:06:22 | 0:45:10
264
+ 9200 | 0 | 0.012032 | 0.049734 | 0.098386 | 0.013439 | -0.084947 | 1.0000 | -0.0021 | 300.00 | 2.00e-05 | 8:08:57 | 0:42:31
265
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266
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267
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268
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269
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270
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271
+ [15:34:10] [TAM @ 9500] mean=-0.0022 std=0.0077 max=0.0120 visits=38000
272
+ 9550 | 0 | 0.000101 | 0.051558 | 0.003163 | 0.000115 | -0.003048 | 1.0000 | -0.0022 | 300.00 | 2.00e-05 | 8:27:05 | 0:23:53
273
+ 9600 | 0 | 0.002595 | 0.051540 | 0.007630 | 0.003077 | -0.004553 | 1.0000 | -0.0022 | 300.00 | 2.00e-05 | 8:29:40 | 0:21:14
274
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275
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276
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277
+ 9800 | 0 | 0.014172 | 0.052883 | 0.371551 | 0.037362 | -0.334189 | 1.0000 | -0.0022 | 300.00 | 2.00e-05 | 8:40:02 | 0:10:36
278
+ 9850 | 0 | 0.067719 | 0.053227 | 0.070651 | 0.065422 | -0.005229 | 1.0000 | -0.0023 | 300.00 | 2.00e-05 | 8:42:37 | 0:07:57
279
+ 9900 | 0 | 0.084687 | 0.053775 | 0.122341 | 0.091452 | -0.030889 | 1.0000 | -0.0023 | 300.00 | 2.00e-05 | 8:45:13 | 0:05:18
280
+ 9950 | 0 | 0.057382 | 0.054330 | 0.172673 | 0.060052 | -0.112621 | 1.0000 | -0.0023 | 300.00 | 2.00e-05 | 8:47:48 | 0:02:39
281
+ 10000 | 0 | 0.006861 | 0.054139 | 0.047145 | 0.007062 | -0.040083 | 1.0000 | -0.0023 | 300.00 | 2.00e-05 | 8:50:24 | 0:00:00
282
+ [16:00:04] [TAM @ 10000] mean=-0.0023 std=0.0078 max=0.0120 visits=40000
283
+ [16:00:09] Saved checkpoint -> RESULTS/ProGamerGov/run_006/checkpoint-10000
284
+ [16:00:10] Generating 16 validation images ...
285
+ [16:01:27] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0010000.png
286
+ [16:01:27] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.049772 ---
287
+ [16:01:27] Saving final model ...
288
+ [16:01:40] Pipeline saved -> RESULTS/ProGamerGov/run_006
289
+ [16:01:40] Generating final validation collage ...
290
+ [16:01:40] Generating 16 validation images ...
291
+ [16:02:57] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_006/validation/collage_step_0010000.png
292
+ [16:02:57]
293
+ [16:02:57] ============================================================
294
+ [16:02:57] TRAINING SUMMARY
295
+ [16:02:57] ============================================================
296
+ [16:02:57] Total steps : 200
297
+ [16:02:57] Final loss : 0.006861
298
+ [16:02:57] Avg last 100 : 0.054139
299
+ [16:02:57] Min loss : 0.000101
300
+ [16:02:57] Total time : 8:53:16
301
+ [16:02:57] Output : RESULTS/ProGamerGov/run_006
302
+ [16:02:57] ============================================================
ProGamerGov/pixart_sigma/RAD/training_args.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "pretrained_model_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-1024-MS",
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+ "base_model_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
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+ "revision": null,
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+ "cache_dir": null,
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+ "data_dir": "../data/ProGamerGov",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "proportion_empty_prompts": 0.1,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 1024,
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+ "train_batch_size": 4,
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+ "max_train_steps": 10000,
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+ "num_train_epochs": 1,
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+ "gradient_accumulation_steps": 1,
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+ "gradient_checkpointing": true,
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+ "learning_rate": 2e-05,
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+ "scale_lr": false,
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+ Training started: 2026-08-21 05:49:40
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [05:49:40] Run directory: RESULTS/ProGamerGov/run_012
6
+ [05:49:40] Loading PixArt-Sigma components ...
7
+ [05:49:48] Transformer params: 610,856,096 total, 610,856,096 trainable
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+ [05:49:48] Building SRA teacher (EMA copy of transformer) and projection head ...
9
+ [05:49:48] Alignment: student block 6 -> teacher block 14 (of 28)
10
+ [05:49:48] Time interval k ~ U(0, 0.2) (fraction of num_train_timesteps), teacher_t = clamp(student_t - k*T, 0, T-1)
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+ [05:49:48] Loss type: sml1, EMA decay: 0.9999
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+ [05:49:48] Align weight: progress-based decay (default) -- start_frac=0.15, span_frac=0.35
13
+ [05:49:48] SRA projection head params: 5,311,872
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+ [05:49:48] Building dataset ...
15
+ [05:49:49] SRA teacher initialized (synced with student weights).
16
+ [05:49:49]
17
+ [05:49:49] ================================================================
18
+ [05:49:49] Model = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
19
+ [05:49:49] Output dir = RESULTS/ProGamerGov/run_012
20
+ [05:49:49] Num examples = 90000
21
+ [05:49:49] Num epochs = 1
22
+ [05:49:49] Batch/device = 4
23
+ [05:49:49] Grad accum = 1
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+ [05:49:49] Effective BS = 4
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+ [05:49:49] Total optim steps = 10000
26
+ [05:49:49] LR = 2e-05
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+ [05:49:49] Precision = bf16
28
+ [05:49:49] Resolution = 1024x1024
29
+ [05:49:49] Max seq length = 300
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+ [05:49:49] ================================================================
31
+ [05:49:49]
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+ 150 | 0 | 0.239763 | 0.250963 | 6.00e-06 | 0:06:58 | 7:38:15 | Gen 0.116683 | Align 0.615398
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+ 750 | 0 | 0.170734 | 0.234716 | 2.00e-05 | 0:34:15 | 7:02:25 | Gen 0.054951 | Align 0.578915
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+ 800 | 0 | 0.247901 | 0.235540 | 2.00e-05 | 0:36:31 | 7:00:01 | Gen 0.137452 | Align 0.552247
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+ 850 | 0 | 0.188272 | 0.232760 | 1.99e-05 | 0:38:47 | 6:57:38 | Gen 0.081879 | Align 0.531966
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+ 900 | 0 | 0.184625 | 0.230086 | 1.99e-05 | 0:41:04 | 6:55:16 | Gen 0.075611 | Align 0.545069
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+ 950 | 0 | 0.256954 | 0.231500 | 1.99e-05 | 0:43:20 | 6:52:55 | Gen 0.152509 | Align 0.522226
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+ 1000 | 0 | 0.128320 | 0.226341 | 1.99e-05 | 0:45:37 | 6:50:34 | Gen 0.017997 | Align 0.551613
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+ [06:35:17] Generating 16 validation images ...
53
+ [06:36:39] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0001000.png
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+ 1650 | 0 | 0.131954 | 0.226046 | 1.93e-05 | 1:16:32 | 6:27:21 | Gen 0.034918 | Align 0.535150
67
+ 1700 | 0 | 0.098070 | 0.222282 | 1.92e-05 | 1:18:48 | 6:24:48 | Gen 0.006097 | Align 0.524190
68
+ 1750 | 0 | 0.271967 | 0.223702 | 1.92e-05 | 1:21:05 | 6:22:16 | Gen 0.179486 | Align 0.544711
69
+ 1800 | 0 | 0.188116 | 0.222713 | 1.91e-05 | 1:23:21 | 6:19:45 | Gen 0.103139 | Align 0.517253
70
+ 1850 | 0 | 0.225303 | 0.222783 | 1.90e-05 | 1:25:38 | 6:17:15 | Gen 0.143046 | Align 0.517439
71
+ 1900 | 0 | 0.180123 | 0.221661 | 1.89e-05 | 1:27:54 | 6:14:45 | Gen 0.095252 | Align 0.551737
72
+ 1950 | 0 | 0.135310 | 0.219447 | 1.89e-05 | 1:30:10 | 6:12:16 | Gen 0.056289 | Align 0.530881
73
+ 2000 | 0 | 0.491812 | 0.226256 | 1.88e-05 | 1:32:27 | 6:09:48 | Gen 0.415632 | Align 0.528908
74
+ [07:22:13] Saved checkpoint -> RESULTS/ProGamerGov/run_012/checkpoint-2000
75
+ [07:22:13] Generating 16 validation images ...
76
+ [07:23:35] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0002000.png
77
+ 2050 | 0 | 0.119683 | 0.223656 | 1.87e-05 | 1:36:11 | 6:13:03 | Gen 0.041546 | Align 0.560640
78
+ 2100 | 0 | 0.137808 | 0.221612 | 1.86e-05 | 1:38:28 | 6:10:26 | Gen 0.065117 | Align 0.539002
79
+ 2150 | 0 | 0.068849 | 0.218060 | 1.85e-05 | 1:40:44 | 6:07:50 | Gen 0.003201 | Align 0.503064
80
+ 2200 | 0 | 0.133919 | 0.216148 | 1.85e-05 | 1:43:01 | 6:05:15 | Gen 0.068852 | Align 0.515281
81
+ 2250 | 0 | 0.265667 | 0.217248 | 1.84e-05 | 1:45:17 | 6:02:41 | Gen 0.198737 | Align 0.547757
82
+ 2300 | 0 | 0.182985 | 0.216503 | 1.83e-05 | 1:47:34 | 6:00:07 | Gen 0.120817 | Align 0.525805
83
+ 2350 | 0 | 0.224911 | 0.216682 | 1.82e-05 | 1:49:50 | 5:57:34 | Gen 0.162827 | Align 0.542651
84
+ 2400 | 0 | 0.171098 | 0.215732 | 1.81e-05 | 1:52:07 | 5:55:02 | Gen 0.113162 | Align 0.523323
85
+ 2450 | 0 | 0.263316 | 0.216703 | 1.80e-05 | 1:54:23 | 5:52:31 | Gen 0.204241 | Align 0.551460
86
+ 2500 | 0 | 0.082385 | 0.214017 | 1.79e-05 | 1:56:40 | 5:50:00 | Gen 0.029087 | Align 0.514179
87
+ 2550 | 0 | 0.092302 | 0.211630 | 1.78e-05 | 1:58:56 | 5:47:30 | Gen 0.039427 | Align 0.527146
88
+ 2600 | 0 | 0.119519 | 0.209859 | 1.77e-05 | 2:01:13 | 5:45:00 | Gen 0.069146 | Align 0.519000
89
+ 2650 | 0 | 0.128541 | 0.208325 | 1.76e-05 | 2:03:29 | 5:42:31 | Gen 0.077978 | Align 0.538375
90
+ 2700 | 0 | 0.133939 | 0.206947 | 1.75e-05 | 2:05:46 | 5:40:02 | Gen 0.085448 | Align 0.533581
91
+ 2750 | 0 | 0.133006 | 0.205603 | 1.74e-05 | 2:08:02 | 5:37:33 | Gen 0.085409 | Align 0.541261
92
+ 2800 | 0 | 0.212237 | 0.205721 | 1.72e-05 | 2:10:19 | 5:35:06 | Gen 0.166344 | Align 0.539331
93
+ 2850 | 0 | 0.120271 | 0.204222 | 1.71e-05 | 2:12:35 | 5:32:38 | Gen 0.075614 | Align 0.542358
94
+ 2900 | 0 | 0.163138 | 0.203514 | 1.70e-05 | 2:14:52 | 5:30:11 | Gen 0.119706 | Align 0.545120
95
+ 2950 | 0 | 0.207510 | 0.203582 | 1.69e-05 | 2:17:08 | 5:27:44 | Gen 0.165839 | Align 0.540515
96
+ 3000 | 0 | 0.091205 | 0.201709 | 1.68e-05 | 2:19:24 | 5:25:18 | Gen 0.054431 | Align 0.492944
97
+ [08:09:05] Generating 16 validation images ...
98
+ [08:10:28] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0003000.png
99
+ 3050 | 0 | 0.143882 | 0.200761 | 1.67e-05 | 2:23:04 | 5:26:00 | Gen 0.104976 | Align 0.538967
100
+ 3100 | 0 | 0.206980 | 0.200861 | 1.65e-05 | 2:25:20 | 5:23:30 | Gen 0.169858 | Align 0.531453
101
+ 3150 | 0 | 0.204840 | 0.200924 | 1.64e-05 | 2:27:37 | 5:21:00 | Gen 0.168483 | Align 0.537886
102
+ 3200 | 0 | 0.171603 | 0.200466 | 1.63e-05 | 2:29:53 | 5:18:31 | Gen 0.137916 | Align 0.515072
103
+ 3250 | 0 | 0.103481 | 0.198974 | 1.61e-05 | 2:32:09 | 5:16:02 | Gen 0.072699 | Align 0.486380
104
+ 3300 | 0 | 0.203802 | 0.199047 | 1.60e-05 | 2:34:26 | 5:13:33 | Gen 0.171850 | Align 0.521756
105
+ 3350 | 0 | 0.128912 | 0.198000 | 1.59e-05 | 2:36:42 | 5:11:04 | Gen 0.098699 | Align 0.509852
106
+ 3400 | 0 | 0.034691 | 0.195599 | 1.57e-05 | 2:38:58 | 5:08:36 | Gen 0.004990 | Align 0.517991
107
+ 3450 | 0 | 0.158430 | 0.195060 | 1.56e-05 | 2:41:15 | 5:06:09 | Gen 0.128979 | Align 0.530796
108
+ 3500 | 0 | 0.181699 | 0.194869 | 1.55e-05 | 2:43:31 | 5:03:41 | Gen 0.154012 | Align 0.515698
109
+ 3550 | 0 | 0.107550 | 0.193639 | 1.53e-05 | 2:45:48 | 5:01:14 | Gen 0.079642 | Align 0.537193
110
+ 3600 | 0 | 0.140410 | 0.192900 | 1.52e-05 | 2:48:04 | 4:58:47 | Gen 0.113592 | Align 0.533477
111
+ 3650 | 0 | 0.058638 | 0.191061 | 1.50e-05 | 2:50:20 | 4:56:21 | Gen 0.032615 | Align 0.534970
112
+ 3700 | 0 | 0.070635 | 0.189433 | 1.49e-05 | 2:52:37 | 4:53:55 | Gen 0.045510 | Align 0.533779
113
+ 3750 | 0 | 0.204905 | 0.189640 | 1.48e-05 | 2:54:53 | 4:51:29 | Gen 0.180486 | Align 0.536136
114
+ 3800 | 0 | 0.128261 | 0.188832 | 1.46e-05 | 2:57:09 | 4:49:03 | Gen 0.105118 | Align 0.525122
115
+ 3850 | 0 | 0.122694 | 0.187973 | 1.45e-05 | 2:59:26 | 4:46:37 | Gen 0.099978 | Align 0.532658
116
+ 3900 | 0 | 0.186699 | 0.187957 | 1.43e-05 | 3:01:42 | 4:44:12 | Gen 0.165123 | Align 0.522853
117
+ 3950 | 0 | 0.081959 | 0.186615 | 1.42e-05 | 3:03:58 | 4:41:47 | Gen 0.060516 | Align 0.536992
118
+ 4000 | 0 | 0.118480 | 0.185763 | 1.40e-05 | 3:06:15 | 4:39:22 | Gen 0.098640 | Align 0.513478
119
+ [08:56:01] Saved checkpoint -> RESULTS/ProGamerGov/run_012/checkpoint-4000
120
+ [08:56:01] Generating 16 validation images ...
121
+ [08:57:23] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0004000.png
122
+ 4050 | 0 | 0.132401 | 0.185105 | 1.39e-05 | 3:09:59 | 4:39:07 | Gen 0.112375 | Align 0.535632
123
+ 4100 | 0 | 0.364825 | 0.187296 | 1.37e-05 | 3:12:15 | 4:36:40 | Gen 0.346148 | Align 0.516218
124
+ 4150 | 0 | 0.151313 | 0.186863 | 1.36e-05 | 3:14:32 | 4:34:13 | Gen 0.132617 | Align 0.534065
125
+ 4200 | 0 | 0.200610 | 0.187026 | 1.34e-05 | 3:16:48 | 4:31:47 | Gen 0.181897 | Align 0.552405
126
+ 4250 | 0 | 0.166252 | 0.186782 | 1.32e-05 | 3:19:05 | 4:29:21 | Gen 0.148021 | Align 0.556170
127
+ 4300 | 0 | 0.088042 | 0.185634 | 1.31e-05 | 3:21:21 | 4:26:55 | Gen 0.072251 | Align 0.497842
128
+ 4350 | 0 | 0.155727 | 0.185290 | 1.29e-05 | 3:23:38 | 4:24:29 | Gen 0.139276 | Align 0.536005
129
+ 4400 | 0 | 0.159880 | 0.185001 | 1.28e-05 | 3:25:54 | 4:22:03 | Gen 0.144668 | Align 0.512210
130
+ 4450 | 0 | 0.153946 | 0.184652 | 1.26e-05 | 3:28:10 | 4:19:38 | Gen 0.139440 | Align 0.504770
131
+ 4500 | 0 | 0.054375 | 0.183205 | 1.25e-05 | 3:30:27 | 4:17:13 | Gen 0.040466 | Align 0.500168
132
+ 4550 | 0 | 0.083482 | 0.182109 | 1.23e-05 | 3:32:43 | 4:14:48 | Gen 0.069162 | Align 0.532205
133
+ 4600 | 0 | 0.090179 | 0.181110 | 1.21e-05 | 3:34:59 | 4:12:23 | Gen 0.076678 | Align 0.518505
134
+ 4650 | 0 | 0.073173 | 0.179949 | 1.20e-05 | 3:37:16 | 4:09:58 | Gen 0.059562 | Align 0.540232
135
+ 4700 | 0 | 0.136055 | 0.179482 | 1.18e-05 | 3:39:32 | 4:07:34 | Gen 0.122905 | Align 0.539379
136
+ 4750 | 0 | 0.097760 | 0.178622 | 1.16e-05 | 3:41:49 | 4:05:10 | Gen 0.085124 | Align 0.535656
137
+ 4800 | 0 | 0.046974 | 0.177251 | 1.15e-05 | 3:44:05 | 4:02:45 | Gen 0.034865 | Align 0.530452
138
+ 4850 | 0 | 0.329038 | 0.178816 | 1.13e-05 | 3:46:21 | 4:00:21 | Gen 0.316162 | Align 0.582919
139
+ 4900 | 0 | 0.012077 | 0.177114 | 1.12e-05 | 3:48:38 | 3:57:58 | Gen 0.001765 | Align 0.482428
140
+ 4950 | 0 | 0.079433 | 0.176127 | 1.10e-05 | 3:50:54 | 3:55:34 | Gen 0.069039 | Align 0.502557
141
+ 5000 | 0 | 0.075886 | 0.175125 | 1.08e-05 | 3:53:11 | 3:53:11 | Gen 0.065436 | Align 0.522133
142
+ [09:42:51] Generating 16 validation images ...
143
+ [09:44:13] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0005000.png
144
+ 5050 | 0 | 0.059671 | 0.172728 | 1.07e-05 | 3:56:49 | 3:52:08 | Gen 0.049958 | Align 0.501568
145
+ 5100 | 0 | 0.171274 | 0.172303 | 1.05e-05 | 3:59:05 | 3:49:43 | Gen 0.162018 | Align 0.493946
146
+ 5150 | 0 | 0.068870 | 0.170594 | 1.03e-05 | 4:01:22 | 3:47:18 | Gen 0.059907 | Align 0.494325
147
+ 5200 | 0 | 0.142776 | 0.169878 | 1.02e-05 | 4:03:38 | 3:44:54 | Gen 0.133156 | Align 0.548281
148
+ 5250 | 0 | 0.102518 | 0.168712 | 1.00e-05 | 4:05:55 | 3:42:29 | Gen 0.093297 | Align 0.543105
149
+ 5300 | 0 | 0.121057 | 0.168255 | 9.83e-06 | 4:08:11 | 3:40:05 | Gen 0.112505 | Align 0.520527
150
+ 5350 | 0 | 0.429618 | 0.171102 | 9.67e-06 | 4:10:28 | 3:37:41 | Gen 0.421317 | Align 0.522199
151
+ 5400 | 0 | 0.079539 | 0.170126 | 9.50e-06 | 4:12:44 | 3:35:17 | Gen 0.071896 | Align 0.496843
152
+ 5450 | 0 | 0.114089 | 0.169353 | 9.34e-06 | 4:15:00 | 3:32:54 | Gen 0.105904 | Align 0.549887
153
+ 5500 | 0 | 0.370641 | 0.170161 | 9.17e-06 | 4:17:17 | 3:30:30 | Gen 0.362583 | Align 0.559499
154
+ 5550 | 0 | 0.127067 | 0.169608 | 9.01e-06 | 4:19:33 | 3:28:06 | Gen 0.119398 | Align 0.550247
155
+ 5600 | 0 | 0.043430 | 0.167337 | 8.85e-06 | 4:21:50 | 3:25:43 | Gen 0.037003 | Align 0.476512
156
+ 5650 | 0 | 0.161113 | 0.166543 | 8.68e-06 | 4:24:06 | 3:23:20 | Gen 0.153797 | Align 0.560574
157
+ 5700 | 0 | 0.146396 | 0.163006 | 8.52e-06 | 4:26:22 | 3:20:57 | Gen 0.139523 | Align 0.544268
158
+ 5750 | 0 | 0.101068 | 0.162309 | 8.35e-06 | 4:28:39 | 3:18:34 | Gen 0.094542 | Align 0.534107
159
+ 5800 | 0 | 0.049612 | 0.160326 | 8.19e-06 | 4:30:55 | 3:16:11 | Gen 0.043334 | Align 0.530991
160
+ 5850 | 0 | 0.155151 | 0.159995 | 8.03e-06 | 4:33:12 | 3:13:48 | Gen 0.149098 | Align 0.529045
161
+ 5900 | 0 | 0.079712 | 0.158946 | 7.87e-06 | 4:35:28 | 3:11:26 | Gen 0.073741 | Align 0.539415
162
+ 5950 | 0 | 0.122362 | 0.157600 | 7.71e-06 | 4:37:45 | 3:09:03 | Gen 0.117206 | Align 0.481239
163
+ 6000 | 0 | 0.303589 | 0.159352 | 7.55e-06 | 4:40:01 | 3:06:41 | Gen 0.298160 | Align 0.523733
164
+ [10:29:47] Saved checkpoint -> RESULTS/ProGamerGov/run_012/checkpoint-6000
165
+ [10:29:48] Generating 16 validation images ...
166
+ [10:31:09] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0006000.png
167
+ 6050 | 0 | 0.131384 | 0.158617 | 7.39e-06 | 4:43:45 | 3:05:15 | Gen 0.125942 | Align 0.542583
168
+ 6100 | 0 | 0.244957 | 0.156651 | 7.23e-06 | 4:46:02 | 3:02:52 | Gen 0.239941 | Align 0.516840
169
+ 6150 | 0 | 0.062322 | 0.155482 | 7.07e-06 | 4:48:18 | 3:00:29 | Gen 0.057170 | Align 0.548518
170
+ 6200 | 0 | 0.088390 | 0.154364 | 6.91e-06 | 4:50:35 | 2:58:06 | Gen 0.083432 | Align 0.545645
171
+ 6250 | 0 | 0.096495 | 0.153843 | 6.75e-06 | 4:52:51 | 2:55:43 | Gen 0.092041 | Align 0.506496
172
+ 6300 | 0 | 0.076626 | 0.152489 | 6.60e-06 | 4:55:08 | 2:53:19 | Gen 0.072076 | Align 0.534628
173
+ 6350 | 0 | 0.049709 | 0.150809 | 6.44e-06 | 4:57:24 | 2:50:56 | Gen 0.045344 | Align 0.530097
174
+ 6400 | 0 | 0.188038 | 0.150377 | 6.29e-06 | 4:59:40 | 2:48:33 | Gen 0.183768 | Align 0.535960
175
+ 6450 | 0 | 0.081135 | 0.147171 | 6.14e-06 | 5:01:56 | 2:46:10 | Gen 0.077041 | Align 0.530960
176
+ 6500 | 0 | 0.110073 | 0.147118 | 5.98e-06 | 5:04:11 | 2:43:47 | Gen 0.105931 | Align 0.555148
177
+ 6550 | 0 | 0.083178 | 0.146736 | 5.83e-06 | 5:06:27 | 2:41:25 | Gen 0.079579 | Align 0.498654
178
+ 6600 | 0 | 0.037121 | 0.143839 | 5.68e-06 | 5:08:43 | 2:39:02 | Gen 0.033425 | Align 0.529097
179
+ 6650 | 0 | 0.594707 | 0.148467 | 5.53e-06 | 5:10:59 | 2:36:39 | Gen 0.590907 | Align 0.562208
180
+ 6700 | 0 | 0.081333 | 0.148299 | 5.39e-06 | 5:13:14 | 2:34:17 | Gen 0.077926 | Align 0.520905
181
+ 6750 | 0 | 0.077611 | 0.146356 | 5.24e-06 | 5:15:30 | 2:31:54 | Gen 0.074439 | Align 0.501077
182
+ 6800 | 0 | 0.106852 | 0.145543 | 5.10e-06 | 5:17:46 | 2:29:32 | Gen 0.103619 | Align 0.527916
183
+ 6850 | 0 | 0.086056 | 0.144151 | 4.95e-06 | 5:20:01 | 2:27:09 | Gen 0.082992 | Align 0.517102
184
+ 6900 | 0 | 0.056287 | 0.142912 | 4.81e-06 | 5:22:17 | 2:24:47 | Gen 0.053309 | Align 0.519363
185
+ 6950 | 0 | 0.030715 | 0.141866 | 4.67e-06 | 5:24:32 | 2:22:25 | Gen 0.027895 | Align 0.508269
186
+ 7000 | 0 | 0.084871 | 0.137797 | 4.53e-06 | 5:26:48 | 2:20:03 | Gen 0.081958 | Align 0.542585
187
+ [11:16:29] Generating 16 validation images ...
188
+ [11:17:50] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0007000.png
189
+ 7050 | 0 | 0.083725 | 0.137437 | 4.39e-06 | 5:30:26 | 2:18:16 | Gen 0.080878 | Align 0.548102
190
+ 7100 | 0 | 0.015149 | 0.136211 | 4.26e-06 | 5:32:41 | 2:15:53 | Gen 0.012619 | Align 0.503251
191
+ 7150 | 0 | 0.068603 | 0.136208 | 4.12e-06 | 5:34:57 | 2:13:30 | Gen 0.066056 | Align 0.523586
192
+ 7200 | 0 | 0.104154 | 0.135911 | 3.99e-06 | 5:37:13 | 2:11:08 | Gen 0.101638 | Align 0.534661
193
+ 7250 | 0 | 0.089974 | 0.134154 | 3.86e-06 | 5:39:29 | 2:08:46 | Gen 0.087528 | Align 0.536870
194
+ 7300 | 0 | 0.104574 | 0.133369 | 3.73e-06 | 5:41:45 | 2:06:24 | Gen 0.102187 | Align 0.541555
195
+ 7350 | 0 | 0.008493 | 0.131205 | 3.60e-06 | 5:44:00 | 2:04:01 | Gen 0.006291 | Align 0.516120
196
+ 7400 | 0 | 0.266697 | 0.132161 | 3.47e-06 | 5:46:16 | 2:01:39 | Gen 0.264577 | Align 0.513727
197
+ 7450 | 0 | 0.015726 | 0.129685 | 3.35e-06 | 5:48:32 | 1:59:17 | Gen 0.013639 | Align 0.522601
198
+ 7500 | 0 | 0.027316 | 0.129135 | 3.23e-06 | 5:50:48 | 1:56:56 | Gen 0.025300 | Align 0.521655
199
+ 7550 | 0 | 0.082297 | 0.129035 | 3.11e-06 | 5:53:03 | 1:54:34 | Gen 0.080393 | Align 0.509127
200
+ 7600 | 0 | 0.032893 | 0.128168 | 2.99e-06 | 5:55:19 | 1:52:12 | Gen 0.030898 | Align 0.551503
201
+ 7650 | 0 | 0.145552 | 0.128339 | 2.87e-06 | 5:57:35 | 1:49:50 | Gen 0.143649 | Align 0.543716
202
+ 7700 | 0 | 0.103180 | 0.128031 | 2.76e-06 | 5:59:51 | 1:47:29 | Gen 0.101288 | Align 0.558709
203
+ 7750 | 0 | 0.044215 | 0.127143 | 2.64e-06 | 6:02:06 | 1:45:07 | Gen 0.042388 | Align 0.557189
204
+ 7800 | 0 | 0.103874 | 0.126059 | 2.53e-06 | 6:04:22 | 1:42:46 | Gen 0.102171 | Align 0.537087
205
+ 7850 | 0 | 0.183201 | 0.126689 | 2.42e-06 | 6:06:38 | 1:40:25 | Gen 0.181500 | Align 0.554124
206
+ 7900 | 0 | 0.081390 | 0.125871 | 2.32e-06 | 6:08:54 | 1:38:03 | Gen 0.079878 | Align 0.509257
207
+ 7950 | 0 | 0.216665 | 0.125963 | 2.21e-06 | 6:11:09 | 1:35:42 | Gen 0.215100 | Align 0.544584
208
+ 8000 | 0 | 0.073042 | 0.125781 | 2.11e-06 | 6:13:25 | 1:33:21 | Gen 0.071518 | Align 0.547855
209
+ [12:03:11] Saved checkpoint -> RESULTS/ProGamerGov/run_012/checkpoint-8000
210
+ [12:03:12] Generating 16 validation images ...
211
+ [12:04:33] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0008000.png
212
+ 8050 | 0 | 0.062808 | 0.124970 | 2.01e-06 | 6:17:09 | 1:31:21 | Gen 0.061386 | Align 0.528278
213
+ 8100 | 0 | 0.044746 | 0.123348 | 1.91e-06 | 6:19:25 | 1:28:59 | Gen 0.043405 | Align 0.515118
214
+ 8150 | 0 | 0.166780 | 0.122967 | 1.81e-06 | 6:21:40 | 1:26:38 | Gen 0.165403 | Align 0.546338
215
+ 8200 | 0 | 0.068591 | 0.121937 | 1.72e-06 | 6:23:56 | 1:24:16 | Gen 0.067243 | Align 0.552739
216
+ 8250 | 0 | 0.098405 | 0.121887 | 1.63e-06 | 6:26:12 | 1:21:55 | Gen 0.097113 | Align 0.547564
217
+ 8300 | 0 | 0.150995 | 0.121358 | 1.54e-06 | 6:28:27 | 1:19:33 | Gen 0.149793 | Align 0.526783
218
+ 8350 | 0 | 0.090957 | 0.120979 | 1.45e-06 | 6:30:43 | 1:17:12 | Gen 0.089761 | Align 0.541377
219
+ 8400 | 0 | 0.073650 | 0.121369 | 1.37e-06 | 6:32:59 | 1:14:51 | Gen 0.072511 | Align 0.533287
220
+ 8450 | 0 | 0.341131 | 0.123196 | 1.29e-06 | 6:35:14 | 1:12:30 | Gen 0.340166 | Align 0.466491
221
+ 8500 | 0 | 0.013490 | 0.121513 | 1.21e-06 | 6:37:30 | 1:10:08 | Gen 0.012426 | Align 0.531875
222
+ 8550 | 0 | 0.237150 | 0.122809 | 1.13e-06 | 6:39:46 | 1:07:47 | Gen 0.236092 | Align 0.546151
223
+ 8600 | 0 | 0.345656 | 0.124862 | 1.05e-06 | 6:42:02 | 1:05:26 | Gen 0.344625 | Align 0.550626
224
+ 8650 | 0 | 0.114659 | 0.125422 | 9.80e-07 | 6:44:17 | 1:03:05 | Gen 0.113703 | Align 0.527209
225
+ 8700 | 0 | 0.086608 | 0.125582 | 9.10e-07 | 6:46:33 | 1:00:44 | Gen 0.085638 | Align 0.552673
226
+ 8750 | 0 | 0.065263 | 0.124185 | 8.42e-07 | 6:48:48 | 0:58:24 | Gen 0.064358 | Align 0.532860
227
+ 8800 | 0 | 0.087358 | 0.123776 | 7.77e-07 | 6:51:04 | 0:56:03 | Gen 0.086591 | Align 0.466634
228
+ 8850 | 0 | 0.033292 | 0.122882 | 7.14e-07 | 6:53:20 | 0:53:42 | Gen 0.032430 | Align 0.542396
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+ 8900 | 0 | 0.017683 | 0.121192 | 6.54e-07 | 6:55:35 | 0:51:21 | Gen 0.016886 | Align 0.518053
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+ 8950 | 0 | 0.063520 | 0.121008 | 5.97e-07 | 6:57:51 | 0:49:01 | Gen 0.062710 | Align 0.544050
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+ 9000 | 0 | 0.132107 | 0.121144 | 5.42e-07 | 7:00:07 | 0:46:40 | Gen 0.131311 | Align 0.552374
232
+ [12:49:47] Generating 16 validation images ...
233
+ [12:51:09] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0009000.png
234
+ 9050 | 0 | 0.003770 | 0.119858 | 4.89e-07 | 7:03:44 | 0:44:28 | Gen 0.003128 | Align 0.460759
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+ 9100 | 0 | 0.092666 | 0.117136 | 4.40e-07 | 7:06:00 | 0:42:07 | Gen 0.092022 | Align 0.477559
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+ 9150 | 0 | 0.212670 | 0.117750 | 3.92e-07 | 7:08:16 | 0:39:47 | Gen 0.211955 | Align 0.547921
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+ 9200 | 0 | 0.140621 | 0.117150 | 3.48e-07 | 7:10:32 | 0:37:26 | Gen 0.139916 | Align 0.558635
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+ 9250 | 0 | 0.249607 | 0.117983 | 3.06e-07 | 7:12:48 | 0:35:05 | Gen 0.248953 | Align 0.535713
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+ 9300 | 0 | 0.165804 | 0.118761 | 2.67e-07 | 7:15:04 | 0:32:44 | Gen 0.165179 | Align 0.527821
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+ 9350 | 0 | 0.098986 | 0.118194 | 2.30e-07 | 7:17:20 | 0:30:24 | Gen 0.098368 | Align 0.540021
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+ 9400 | 0 | 0.096965 | 0.117564 | 1.96e-07 | 7:19:36 | 0:28:03 | Gen 0.096367 | Align 0.540547
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+ 9600 | 0 | 0.182403 | 0.118310 | 8.74e-08 | 7:28:41 | 0:18:41 | Gen 0.181871 | Align 0.547982
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+ 9650 | 0 | 0.150740 | 0.119086 | 6.69e-08 | 7:30:57 | 0:16:21 | Gen 0.150249 | Align 0.523043
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+ 9700 | 0 | 0.042408 | 0.118150 | 4.92e-08 | 7:33:13 | 0:14:01 | Gen 0.041965 | Align 0.486939
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+ 9750 | 0 | 0.235918 | 0.119531 | 3.42e-08 | 7:35:29 | 0:11:40 | Gen 0.235447 | Align 0.535722
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+ 9800 | 0 | 0.080864 | 0.119870 | 2.19e-08 | 7:37:45 | 0:09:20 | Gen 0.080403 | Align 0.542260
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+ 9850 | 0 | 0.059444 | 0.117174 | 1.23e-08 | 7:40:02 | 0:07:00 | Gen 0.058983 | Align 0.559773
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+ 9900 | 0 | 0.092798 | 0.117981 | 5.47e-09 | 7:42:18 | 0:04:40 | Gen 0.092371 | Align 0.535956
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+ 9950 | 0 | 0.044361 | 0.117631 | 1.37e-09 | 7:44:34 | 0:02:20 | Gen 0.043950 | Align 0.532740
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+ 10000 | 0 | 0.025497 | 0.117127 | 0.00e+00 | 7:46:51 | 0:00:00 | Gen 0.025095 | Align 0.538835
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+ [13:36:37] Saved checkpoint -> RESULTS/ProGamerGov/run_012/checkpoint-10000
255
+ [13:36:38] Generating 16 validation images ...
256
+ [13:37:59] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0010000.png
257
+ [13:37:59] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.134380 ---
258
+ [13:37:59] Saving final model ...
259
+ [13:38:12] Pipeline saved -> RESULTS/ProGamerGov/run_012
260
+ [13:38:13] SRA teacher + projection head saved -> RESULTS/ProGamerGov/run_012/sra (both are training-only auxiliaries; not needed for inference)
261
+ [13:38:13] Generating final validation collage ...
262
+ [13:38:13] Generating 16 validation images ...
263
+ [13:39:34] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_012/validation/collage_step_0010000.png
264
+ [13:39:34]
265
+ [13:39:34] ============================================================
266
+ [13:39:34] TRAINING SUMMARY
267
+ [13:39:34] ============================================================
268
+ [13:39:34] Total steps : 200
269
+ [13:39:34] Final loss : 0.025497
270
+ [13:39:34] Avg last 100 : 0.117127
271
+ [13:39:34] Min loss : 0.003770
272
+ [13:39:34] Total time : 7:49:54
273
+ [13:39:34] Output : RESULTS/ProGamerGov/run_012
274
+ [13:39:34] ============================================================
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+ }
ProGamerGov/pixart_sigma/SpeeD/training.log ADDED
@@ -0,0 +1,268 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-21 02:28:49
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [02:28:49] Run directory: RESULTS/ProGamerGov/run_009
6
+ [02:28:49] Loading PixArt-Sigma components ...
7
+ [02:28:57] SpeeD-style sampling ENABLED (logit-normal, SANA logic): lam=0.6, tau=700, meaningful band=[113, 887) of 1000
8
+ [02:28:59] Transformer params: 610,856,096 total, 610,856,096 trainable
9
+ [02:28:59] Building dataset ...
10
+ [02:28:59]
11
+ [02:28:59] ================================================================
12
+ [02:28:59] Model = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
13
+ [02:28:59] Output dir = RESULTS/ProGamerGov/run_009
14
+ [02:28:59] Num examples = 90000
15
+ [02:28:59] Num epochs = 1
16
+ [02:28:59] Batch/device = 4
17
+ [02:28:59] Grad accum = 1
18
+ [02:28:59] Effective BS = 4
19
+ [02:28:59] Total optim steps = 10000
20
+ [02:28:59] LR = 2e-05
21
+ [02:28:59] Precision = bf16
22
+ [02:28:59] Resolution = 1024x1024
23
+ [02:28:59] Max seq length = 300
24
+ [02:28:59] SpeeD = True (logit-normal / SANA logic)
25
+ [02:28:59] ================================================================
26
+ [02:28:59]
27
+ 50 | 0 | 0.036511 | 0.036511 | 2.00e-06 | 0:02:04 | 6:52:50
28
+ 100 | 0 | 0.091357 | 0.063934 | 4.00e-06 | 0:03:59 | 6:34:54
29
+ 150 | 0 | 0.049408 | 0.059092 | 6.00e-06 | 0:05:54 | 6:27:47
30
+ 200 | 0 | 0.046489 | 0.055941 | 8.00e-06 | 0:07:49 | 6:23:12
31
+ 250 | 0 | 0.049868 | 0.054727 | 1.00e-05 | 0:09:44 | 6:19:38
32
+ 300 | 0 | 0.062252 | 0.055981 | 1.20e-05 | 0:11:38 | 6:16:37
33
+ 350 | 0 | 0.046882 | 0.054681 | 1.40e-05 | 0:13:33 | 6:13:55
34
+ 400 | 0 | 0.025519 | 0.051036 | 1.60e-05 | 0:15:28 | 6:11:24
35
+ 450 | 0 | 0.052240 | 0.051170 | 1.80e-05 | 0:17:23 | 6:09:03
36
+ 500 | 0 | 0.056119 | 0.051665 | 2.00e-05 | 0:19:18 | 6:06:45
37
+ 550 | 0 | 0.031749 | 0.049854 | 2.00e-05 | 0:21:13 | 6:04:32
38
+ 600 | 0 | 0.075108 | 0.051959 | 2.00e-05 | 0:23:07 | 6:02:22
39
+ 650 | 0 | 0.030918 | 0.050340 | 2.00e-05 | 0:25:02 | 6:00:17
40
+ 700 | 0 | 0.096997 | 0.053673 | 2.00e-05 | 0:26:57 | 5:58:12
41
+ 750 | 0 | 0.055044 | 0.053764 | 2.00e-05 | 0:28:52 | 5:56:10
42
+ 800 | 0 | 0.045960 | 0.053276 | 2.00e-05 | 0:30:47 | 5:54:07
43
+ 850 | 0 | 0.093937 | 0.055668 | 1.99e-05 | 0:32:42 | 5:52:06
44
+ 900 | 0 | 0.024941 | 0.053961 | 1.99e-05 | 0:34:37 | 5:50:05
45
+ 950 | 0 | 0.022139 | 0.052286 | 1.99e-05 | 0:36:32 | 5:48:06
46
+ 1000 | 0 | 0.050186 | 0.052181 | 1.99e-05 | 0:38:27 | 5:46:06
47
+ [03:07:17] Generating 16 validation images ...
48
+ [03:08:38] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0001000.png
49
+ 1050 | 0 | 0.053060 | 0.052223 | 1.98e-05 | 0:41:43 | 5:55:43
50
+ 1100 | 0 | 0.070712 | 0.053063 | 1.98e-05 | 0:43:38 | 5:53:08
51
+ 1150 | 0 | 0.073479 | 0.053951 | 1.98e-05 | 0:45:33 | 5:50:38
52
+ 1200 | 0 | 0.047822 | 0.053696 | 1.97e-05 | 0:47:28 | 5:48:10
53
+ 1250 | 0 | 0.044489 | 0.053327 | 1.97e-05 | 0:49:23 | 5:45:44
54
+ 1300 | 0 | 0.090293 | 0.054749 | 1.97e-05 | 0:51:18 | 5:43:21
55
+ 1350 | 0 | 0.048530 | 0.054519 | 1.96e-05 | 0:53:13 | 5:41:01
56
+ 1400 | 0 | 0.097946 | 0.056070 | 1.96e-05 | 0:55:08 | 5:38:42
57
+ 1450 | 0 | 0.129042 | 0.058586 | 1.95e-05 | 0:57:03 | 5:36:24
58
+ 1500 | 0 | 0.076666 | 0.059189 | 1.95e-05 | 0:58:57 | 5:34:08
59
+ 1550 | 0 | 0.086266 | 0.060062 | 1.94e-05 | 1:00:52 | 5:31:53
60
+ 1600 | 0 | 0.039317 | 0.059414 | 1.93e-05 | 1:02:47 | 5:29:40
61
+ 1650 | 0 | 0.107152 | 0.060861 | 1.93e-05 | 1:04:42 | 5:27:28
62
+ 1700 | 0 | 0.039271 | 0.060226 | 1.92e-05 | 1:06:37 | 5:25:18
63
+ 1750 | 0 | 0.035241 | 0.059512 | 1.92e-05 | 1:08:32 | 5:23:08
64
+ 1800 | 0 | 0.026132 | 0.058585 | 1.91e-05 | 1:10:27 | 5:20:59
65
+ 1850 | 0 | 0.026284 | 0.057712 | 1.90e-05 | 1:12:22 | 5:18:50
66
+ 1900 | 0 | 0.043692 | 0.057343 | 1.89e-05 | 1:14:17 | 5:16:43
67
+ 1950 | 0 | 0.072828 | 0.057740 | 1.89e-05 | 1:16:12 | 5:14:36
68
+ 2000 | 0 | 0.090203 | 0.058551 | 1.88e-05 | 1:18:07 | 5:12:30
69
+ [03:47:02] Saved checkpoint -> RESULTS/ProGamerGov/run_009/checkpoint-2000
70
+ [03:47:02] Generating 16 validation images ...
71
+ [03:48:23] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.053142 | 0.058419 | 1.87e-05 | 1:21:28 | 5:15:59
73
+ 2100 | 0 | 0.073922 | 0.058788 | 1.86e-05 | 1:23:23 | 5:13:44
74
+ 2150 | 0 | 0.070408 | 0.059059 | 1.85e-05 | 1:25:18 | 5:11:30
75
+ 2200 | 0 | 0.013927 | 0.058033 | 1.85e-05 | 1:27:13 | 5:09:16
76
+ 2250 | 0 | 0.020062 | 0.057189 | 1.84e-05 | 1:29:08 | 5:07:03
77
+ 2300 | 0 | 0.083779 | 0.057767 | 1.83e-05 | 1:31:03 | 5:04:51
78
+ 2350 | 0 | 0.047591 | 0.057551 | 1.82e-05 | 1:32:58 | 5:02:39
79
+ 2400 | 0 | 0.093880 | 0.058308 | 1.81e-05 | 1:34:53 | 5:00:28
80
+ 2450 | 0 | 0.094234 | 0.059041 | 1.80e-05 | 1:36:48 | 4:58:18
81
+ 2500 | 0 | 0.058352 | 0.059027 | 1.79e-05 | 1:38:43 | 4:56:09
82
+ 2550 | 0 | 0.075880 | 0.059357 | 1.78e-05 | 1:40:37 | 4:54:00
83
+ 2600 | 0 | 0.017428 | 0.058551 | 1.77e-05 | 1:42:32 | 4:51:52
84
+ 2650 | 0 | 0.027983 | 0.057974 | 1.76e-05 | 1:44:27 | 4:49:44
85
+ 2700 | 0 | 0.037161 | 0.057589 | 1.75e-05 | 1:46:22 | 4:47:37
86
+ 2750 | 0 | 0.094623 | 0.058262 | 1.74e-05 | 1:48:17 | 4:45:30
87
+ 2800 | 0 | 0.095739 | 0.058931 | 1.72e-05 | 1:50:12 | 4:43:23
88
+ 2850 | 0 | 0.105659 | 0.059751 | 1.71e-05 | 1:52:07 | 4:41:17
89
+ 2900 | 0 | 0.154527 | 0.061385 | 1.70e-05 | 1:54:02 | 4:39:11
90
+ 2950 | 0 | 0.050001 | 0.061192 | 1.69e-05 | 1:55:57 | 4:37:06
91
+ 3000 | 0 | 0.039109 | 0.060824 | 1.68e-05 | 1:57:52 | 4:35:01
92
+ [04:26:42] Generating 16 validation images ...
93
+ [04:28:03] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.012296 | 0.060029 | 1.67e-05 | 2:01:08 | 4:36:02
95
+ 3100 | 0 | 0.121020 | 0.061012 | 1.65e-05 | 2:03:03 | 4:33:54
96
+ 3150 | 0 | 0.055976 | 0.060933 | 1.64e-05 | 2:04:58 | 4:31:46
97
+ 3200 | 0 | 0.020585 | 0.060302 | 1.63e-05 | 2:06:53 | 4:29:38
98
+ 3250 | 0 | 0.040682 | 0.060000 | 1.61e-05 | 2:08:48 | 4:27:31
99
+ 3300 | 0 | 0.120285 | 0.060914 | 1.60e-05 | 2:10:43 | 4:25:24
100
+ 3350 | 0 | 0.040165 | 0.060604 | 1.59e-05 | 2:12:38 | 4:23:17
101
+ 3400 | 0 | 0.088519 | 0.061014 | 1.57e-05 | 2:14:33 | 4:21:11
102
+ 3450 | 0 | 0.098413 | 0.061556 | 1.56e-05 | 2:16:28 | 4:19:05
103
+ 3500 | 0 | 0.049265 | 0.061381 | 1.55e-05 | 2:18:23 | 4:17:00
104
+ 3550 | 0 | 0.025457 | 0.060875 | 1.53e-05 | 2:20:18 | 4:14:54
105
+ 3600 | 0 | 0.065706 | 0.060942 | 1.52e-05 | 2:22:13 | 4:12:49
106
+ 3650 | 0 | 0.045973 | 0.060737 | 1.50e-05 | 2:24:08 | 4:10:45
107
+ 3700 | 0 | 0.016267 | 0.060136 | 1.49e-05 | 2:26:03 | 4:08:40
108
+ 3750 | 0 | 0.091325 | 0.060552 | 1.48e-05 | 2:27:57 | 4:06:36
109
+ 3800 | 0 | 0.070093 | 0.060677 | 1.46e-05 | 2:29:52 | 4:04:32
110
+ 3850 | 0 | 0.125139 | 0.061515 | 1.45e-05 | 2:31:47 | 4:02:28
111
+ 3900 | 0 | 0.121907 | 0.062289 | 1.43e-05 | 2:33:42 | 4:00:25
112
+ 3950 | 0 | 0.021580 | 0.061774 | 1.42e-05 | 2:35:37 | 3:58:22
113
+ 4000 | 0 | 0.117223 | 0.062467 | 1.40e-05 | 2:37:32 | 3:56:18
114
+ [05:06:27] Saved checkpoint -> RESULTS/ProGamerGov/run_009/checkpoint-4000
115
+ [05:06:27] Generating 16 validation images ...
116
+ [05:07:48] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.095178 | 0.062870 | 1.39e-05 | 2:40:53 | 3:56:22
118
+ 4100 | 0 | 0.055195 | 0.062777 | 1.37e-05 | 2:42:48 | 3:54:17
119
+ 4150 | 0 | 0.079272 | 0.062976 | 1.36e-05 | 2:44:43 | 3:52:12
120
+ 4200 | 0 | 0.016772 | 0.062426 | 1.34e-05 | 2:46:38 | 3:50:07
121
+ 4250 | 0 | 0.059257 | 0.062388 | 1.32e-05 | 2:48:33 | 3:48:03
122
+ 4300 | 0 | 0.069435 | 0.062470 | 1.31e-05 | 2:50:28 | 3:45:58
123
+ 4350 | 0 | 0.027151 | 0.062064 | 1.29e-05 | 2:52:23 | 3:43:54
124
+ 4400 | 0 | 0.110211 | 0.062611 | 1.28e-05 | 2:54:18 | 3:41:50
125
+ 4450 | 0 | 0.131531 | 0.063386 | 1.26e-05 | 2:56:13 | 3:39:47
126
+ 4500 | 0 | 0.042878 | 0.063158 | 1.25e-05 | 2:58:08 | 3:37:43
127
+ 4550 | 0 | 0.024480 | 0.062733 | 1.23e-05 | 3:00:03 | 3:35:40
128
+ 4600 | 0 | 0.049184 | 0.062586 | 1.21e-05 | 3:01:58 | 3:33:37
129
+ 4650 | 0 | 0.092632 | 0.062909 | 1.20e-05 | 3:03:53 | 3:31:34
130
+ 4700 | 0 | 0.065011 | 0.062931 | 1.18e-05 | 3:05:48 | 3:29:31
131
+ 4750 | 0 | 0.061393 | 0.062915 | 1.16e-05 | 3:07:43 | 3:27:28
132
+ 4800 | 0 | 0.049882 | 0.062779 | 1.15e-05 | 3:09:38 | 3:25:26
133
+ 4850 | 0 | 0.045744 | 0.062603 | 1.13e-05 | 3:11:33 | 3:23:23
134
+ 4900 | 0 | 0.033993 | 0.062312 | 1.12e-05 | 3:13:28 | 3:21:21
135
+ 4950 | 0 | 0.085354 | 0.062544 | 1.10e-05 | 3:15:22 | 3:19:19
136
+ 5000 | 0 | 0.097089 | 0.062890 | 1.08e-05 | 3:17:17 | 3:17:17
137
+ [05:46:08] Generating 16 validation images ...
138
+ [05:47:29] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.019606 | 0.062721 | 1.07e-05 | 3:20:34 | 3:16:36
140
+ 5100 | 0 | 0.066815 | 0.062475 | 1.05e-05 | 3:22:29 | 3:14:33
141
+ 5150 | 0 | 0.056611 | 0.062547 | 1.03e-05 | 3:24:24 | 3:12:30
142
+ 5200 | 0 | 0.040745 | 0.062490 | 1.02e-05 | 3:26:19 | 3:10:27
143
+ 5250 | 0 | 0.084133 | 0.062832 | 1.00e-05 | 3:28:14 | 3:08:24
144
+ 5300 | 0 | 0.122280 | 0.063433 | 9.83e-06 | 3:30:09 | 3:06:22
145
+ 5350 | 0 | 0.109694 | 0.064061 | 9.67e-06 | 3:32:04 | 3:04:19
146
+ 5400 | 0 | 0.041454 | 0.064220 | 9.50e-06 | 3:33:59 | 3:02:17
147
+ 5450 | 0 | 0.021650 | 0.063914 | 9.34e-06 | 3:35:54 | 3:00:15
148
+ 5500 | 0 | 0.054551 | 0.063899 | 9.17e-06 | 3:37:49 | 2:58:13
149
+ 5550 | 0 | 0.033114 | 0.063912 | 9.01e-06 | 3:39:44 | 2:56:11
150
+ 5600 | 0 | 0.038129 | 0.063543 | 8.85e-06 | 3:41:39 | 2:54:09
151
+ 5650 | 0 | 0.073796 | 0.063971 | 8.68e-06 | 3:43:34 | 2:52:07
152
+ 5700 | 0 | 0.013995 | 0.063141 | 8.52e-06 | 3:45:29 | 2:50:06
153
+ 5750 | 0 | 0.055515 | 0.063146 | 8.35e-06 | 3:47:24 | 2:48:05
154
+ 5800 | 0 | 0.067594 | 0.063362 | 8.19e-06 | 3:49:19 | 2:46:03
155
+ 5850 | 0 | 0.057799 | 0.063001 | 8.03e-06 | 3:51:14 | 2:44:02
156
+ 5900 | 0 | 0.007437 | 0.062826 | 7.87e-06 | 3:53:09 | 2:42:01
157
+ 5950 | 0 | 0.096515 | 0.063570 | 7.71e-06 | 3:55:04 | 2:40:00
158
+ 6000 | 0 | 0.074522 | 0.063813 | 7.55e-06 | 3:56:59 | 2:37:59
159
+ [06:25:54] Saved checkpoint -> RESULTS/ProGamerGov/run_009/checkpoint-6000
160
+ [06:25:55] Generating 16 validation images ...
161
+ [06:27:16] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0006000.png
162
+ 6050 | 0 | 0.049496 | 0.063777 | 7.39e-06 | 4:00:21 | 2:36:55
163
+ 6100 | 0 | 0.067225 | 0.063743 | 7.23e-06 | 4:02:16 | 2:34:53
164
+ 6150 | 0 | 0.126109 | 0.064269 | 7.07e-06 | 4:04:11 | 2:32:51
165
+ 6200 | 0 | 0.068881 | 0.064479 | 6.91e-06 | 4:06:06 | 2:30:50
166
+ 6250 | 0 | 0.065197 | 0.064687 | 6.75e-06 | 4:08:01 | 2:28:48
167
+ 6300 | 0 | 0.022306 | 0.064007 | 6.60e-06 | 4:09:56 | 2:26:47
168
+ 6350 | 0 | 0.055329 | 0.064075 | 6.44e-06 | 4:11:51 | 2:24:46
169
+ 6400 | 0 | 0.098808 | 0.064083 | 6.29e-06 | 4:13:46 | 2:22:44
170
+ 6450 | 0 | 0.068466 | 0.063477 | 6.14e-06 | 4:15:41 | 2:20:43
171
+ 6500 | 0 | 0.135443 | 0.064065 | 5.98e-06 | 4:17:36 | 2:18:42
172
+ 6550 | 0 | 0.021331 | 0.063416 | 5.83e-06 | 4:19:31 | 2:16:41
173
+ 6600 | 0 | 0.011079 | 0.063134 | 5.68e-06 | 4:21:25 | 2:14:40
174
+ 6650 | 0 | 0.041917 | 0.062481 | 5.53e-06 | 4:23:20 | 2:12:39
175
+ 6700 | 0 | 0.012602 | 0.062214 | 5.39e-06 | 4:25:15 | 2:10:39
176
+ 6750 | 0 | 0.093389 | 0.062796 | 5.24e-06 | 4:27:10 | 2:08:38
177
+ 6800 | 0 | 0.036130 | 0.062896 | 5.10e-06 | 4:29:05 | 2:06:38
178
+ 6850 | 0 | 0.094824 | 0.063581 | 4.95e-06 | 4:31:00 | 2:04:37
179
+ 6900 | 0 | 0.010093 | 0.063245 | 4.81e-06 | 4:32:55 | 2:02:37
180
+ 6950 | 0 | 0.046750 | 0.062985 | 4.67e-06 | 4:34:50 | 2:00:36
181
+ 7000 | 0 | 0.021777 | 0.062300 | 4.53e-06 | 4:36:45 | 1:58:36
182
+ [07:05:35] Generating 16 validation images ...
183
+ [07:06:56] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0007000.png
184
+ 7050 | 0 | 0.007721 | 0.061846 | 4.39e-06 | 4:40:01 | 1:57:10
185
+ 7100 | 0 | 0.121881 | 0.062326 | 4.26e-06 | 4:41:56 | 1:55:09
186
+ 7150 | 0 | 0.044613 | 0.062068 | 4.12e-06 | 4:43:51 | 1:53:08
187
+ 7200 | 0 | 0.018925 | 0.062118 | 3.99e-06 | 4:45:46 | 1:51:08
188
+ 7250 | 0 | 0.074550 | 0.062663 | 3.86e-06 | 4:47:41 | 1:49:07
189
+ 7300 | 0 | 0.063287 | 0.062458 | 3.73e-06 | 4:49:36 | 1:47:06
190
+ 7350 | 0 | 0.088411 | 0.062866 | 3.60e-06 | 4:51:31 | 1:45:06
191
+ 7400 | 0 | 0.017006 | 0.062097 | 3.47e-06 | 4:53:26 | 1:43:06
192
+ 7450 | 0 | 0.090560 | 0.062060 | 3.35e-06 | 4:55:21 | 1:41:05
193
+ 7500 | 0 | 0.010731 | 0.061584 | 3.23e-06 | 4:57:16 | 1:39:05
194
+ 7550 | 0 | 0.037402 | 0.061199 | 3.11e-06 | 4:59:11 | 1:37:05
195
+ 7600 | 0 | 0.005731 | 0.061082 | 2.99e-06 | 5:01:06 | 1:35:05
196
+ 7650 | 0 | 0.066507 | 0.061468 | 2.87e-06 | 5:03:01 | 1:33:05
197
+ 7700 | 0 | 0.066740 | 0.061763 | 2.76e-06 | 5:04:56 | 1:31:05
198
+ 7750 | 0 | 0.057217 | 0.061389 | 2.64e-06 | 5:06:51 | 1:29:05
199
+ 7800 | 0 | 0.104874 | 0.061481 | 2.53e-06 | 5:08:46 | 1:27:05
200
+ 7850 | 0 | 0.073073 | 0.061155 | 2.42e-06 | 5:10:41 | 1:25:05
201
+ 7900 | 0 | 0.129865 | 0.060908 | 2.32e-06 | 5:12:36 | 1:23:05
202
+ 7950 | 0 | 0.005277 | 0.060461 | 2.21e-06 | 5:14:31 | 1:21:06
203
+ 8000 | 0 | 0.003820 | 0.060108 | 2.11e-06 | 5:16:26 | 1:19:06
204
+ [07:45:21] Saved checkpoint -> RESULTS/ProGamerGov/run_009/checkpoint-8000
205
+ [07:45:22] Generating 16 validation images ...
206
+ [07:46:43] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0008000.png
207
+ 8050 | 0 | 0.077647 | 0.060762 | 2.01e-06 | 5:19:48 | 1:17:28
208
+ 8100 | 0 | 0.036461 | 0.059916 | 1.91e-06 | 5:21:43 | 1:15:27
209
+ 8150 | 0 | 0.030103 | 0.059657 | 1.81e-06 | 5:23:38 | 1:13:27
210
+ 8200 | 0 | 0.050265 | 0.059954 | 1.72e-06 | 5:25:33 | 1:11:27
211
+ 8250 | 0 | 0.017258 | 0.059720 | 1.63e-06 | 5:27:28 | 1:09:27
212
+ 8300 | 0 | 0.053310 | 0.059050 | 1.54e-06 | 5:29:23 | 1:07:27
213
+ 8350 | 0 | 0.092802 | 0.059577 | 1.45e-06 | 5:31:18 | 1:05:28
214
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+ 9000 | 0 | 0.084748 | 0.059035 | 5.42e-07 | 5:56:13 | 0:39:34
227
+ [08:25:03] Generating 16 validation images ...
228
+ [08:26:24] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0009000.png
229
+ 9050 | 0 | 0.068847 | 0.058771 | 4.89e-07 | 5:59:29 | 0:37:44
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+ 9950 | 0 | 0.083380 | 0.059704 | 1.37e-09 | 6:33:59 | 0:01:58
248
+ 10000 | 0 | 0.052664 | 0.059259 | 0.00e+00 | 6:35:54 | 0:00:00
249
+ [09:04:48] Saved checkpoint -> RESULTS/ProGamerGov/run_009/checkpoint-10000
250
+ [09:04:49] Generating 16 validation images ...
251
+ [09:06:11] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0010000.png
252
+ [09:06:11] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.058161 ---
253
+ [09:06:11] Saving final model ...
254
+ [09:06:23] Pipeline saved -> RESULTS/ProGamerGov/run_009
255
+ [09:06:23] Generating final validation collage ...
256
+ [09:06:23] Generating 16 validation images ...
257
+ [09:07:44] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_009/validation/collage_step_0010000.png
258
+ [09:07:44]
259
+ [09:07:44] ============================================================
260
+ [09:07:44] TRAINING SUMMARY
261
+ [09:07:44] ============================================================
262
+ [09:07:44] Total steps : 200
263
+ [09:07:44] Final loss : 0.052664
264
+ [09:07:44] Avg last 100 : 0.059259
265
+ [09:07:44] Min loss : 0.003820
266
+ [09:07:44] Total time : 6:38:54
267
+ [09:07:44] Output : RESULTS/ProGamerGov/run_009
268
+ [09:07:44] ============================================================
ProGamerGov/pixart_sigma/SpeeD/training_args.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "pretrained_model_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-1024-MS",
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+ "base_model_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
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+ "revision": null,
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+ "data_dir": "../data/ProGamerGov",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "proportion_empty_prompts": 0.1,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 1024,
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+ "max_train_steps": 10000,
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+ "gradient_accumulation_steps": 1,
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+ "gradient_checkpointing": false,
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+ "learning_rate": 2e-05,
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+ "lr_warmup_steps": 500,
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+ "adam_weight_decay": 0.01,
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+ "adam_epsilon": 1e-08,
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+ "mixed_precision": "bf16",
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+ "checkpointing_steps": 2000,
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+ "speed_faster": true,
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+ "speed_tau": 700,
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+ "speed_floor": 0.1,
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+ "dataloader_num_workers": 4,
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+ "output_dir": "RESULTS/ProGamerGov/run_009"
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+ }
ProGamerGov/pixart_sigma/SpeeD/training_summary.json ADDED
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+ {
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+ "total_steps": 200,
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+ }
ProGamerGov/pixart_sigma/SpeeD/transformer/config.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "PixArtTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-1024-MS",
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+ "activation_fn": "gelu-approximate",
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+ "attention_bias": true,
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+ "attention_head_dim": 72,
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+ "attention_type": "default",
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+ "caption_channels": 4096,
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+ "cross_attention_dim": 1152,
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+ "double_self_attention": false,
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+ "dropout": 0.0,
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+ "in_channels": 4,
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+ "interpolation_scale": 2,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "norm_num_groups": 32,
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+ "norm_type": "ada_norm_single",
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+ "num_attention_heads": 16,
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+ "num_embeds_ada_norm": 1000,
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+ "sample_size": 128,
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+ "upcast_attention": false,
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+ "use_additional_conditions": false,
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+ "use_linear_projection": false
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+ }
ProGamerGov/pixart_sigma/SpeeD/vae/config.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "AutoencoderKL",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
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+ "act_fn": "silu",
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+ "block_out_channels": [
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+ 128,
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+ 256,
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+ 512,
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+ 512
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+ "down_block_types": [
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+ "DownEncoderBlock2D",
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+ "DownEncoderBlock2D",
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+ "DownEncoderBlock2D",
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+ "DownEncoderBlock2D"
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+ ],
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+ "force_upcast": false,
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+ "in_channels": 3,
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+ "sample_size": 512,
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+ "scaling_factor": 0.13025,
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+ "shift_factor": null,
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+ "up_block_types": [
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+ "UpDecoderBlock2D",
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+ "UpDecoderBlock2D",
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+ "UpDecoderBlock2D",
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+ "UpDecoderBlock2D"
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+ ],
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+ "use_post_quant_conv": true,
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+ "use_quant_conv": true
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+ }
ProGamerGov/run_019/training.log ADDED
@@ -0,0 +1,134 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-24 17:27:14
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [17:27:14] Run directory: RESULTS/ProGamerGov/run_019
6
+ [17:27:14] Base model: black-forest-labs/FLUX.2-klein-base-4B
7
+ [17:27:14] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
8
+ [17:27:14] Loading pretrained FLUX.2-klein components ...
9
+ [17:27:19] transformer.config.guidance_embeds = False (guidance ignored (base/unguided model))
10
+ [17:27:25] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
11
+ [17:27:25] VAE scale factor: 8 (x2 for patchify = 16 pixels per packed token)
12
+ [17:27:25] Building dataset ...
13
+ [17:27:25] Step-based training: 10000 steps (~1 epochs over dataset)
14
+ [17:27:29]
15
+ [17:27:29] ================================================================
16
+ [17:27:29] Output dir = RESULTS/ProGamerGov/run_019
17
+ [17:27:29] Num examples = 90000
18
+ [17:27:29] Num epochs = 1
19
+ [17:27:29] Batch/device = 1
20
+ [17:27:29] Grad accum = 1
21
+ [17:27:29] Effective BS = 3
22
+ [17:27:29] Total optim steps = 10000
23
+ [17:27:29] LR = 1e-05
24
+ [17:27:29] Precision = bf16
25
+ [17:27:29] Text encoder layers= (9, 18, 27)
26
+ [17:27:29] Log every = 10 steps
27
+ [17:27:29] Validate every = 1000 steps
28
+ [17:27:29] Checkpoint every = 1000 steps
29
+ [17:27:29] ================================================================
30
+ [17:27:29]
31
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+ 860 | 0 | 1.064639 | 0.851445 | 9.86e-06 | 0:15:56 | 2:49:20
117
+ 870 | 0 | 0.742423 | 0.850192 | 9.85e-06 | 0:16:06 | 2:49:07
118
+ 880 | 0 | 0.749712 | 0.849050 | 9.85e-06 | 0:16:17 | 2:48:54
119
+ 890 | 0 | 1.075167 | 0.851591 | 9.84e-06 | 0:16:28 | 2:48:40
120
+ 900 | 0 | 0.642522 | 0.849268 | 9.84e-06 | 0:16:39 | 2:48:29
121
+ 910 | 0 | 0.652698 | 0.847108 | 9.84e-06 | 0:16:50 | 2:48:16
122
+ 920 | 0 | 0.608013 | 0.844509 | 9.83e-06 | 0:17:01 | 2:48:03
123
+ 930 | 0 | 1.140266 | 0.847689 | 9.83e-06 | 0:17:12 | 2:47:50
124
+ 940 | 0 | 1.122559 | 0.850613 | 9.82e-06 | 0:17:23 | 2:47:39
125
+ 950 | 0 | 0.824600 | 0.850340 | 9.82e-06 | 0:17:34 | 2:47:26
126
+ 960 | 0 | 0.813872 | 0.849960 | 9.81e-06 | 0:17:45 | 2:47:13
127
+ 970 | 0 | 1.090501 | 0.852440 | 9.81e-06 | 0:17:56 | 2:47:00
128
+ 980 | 0 | 0.780807 | 0.851709 | 9.81e-06 | 0:18:07 | 2:46:48
129
+ 990 | 0 | 1.168022 | 0.854904 | 9.80e-06 | 0:18:18 | 2:46:36
130
+ 1000 | 0 | 1.185015 | 0.858205 | 9.80e-06 | 0:18:29 | 2:46:23
131
+ [17:46:16] Saved checkpoint -> RESULTS/ProGamerGov/run_019/checkpoint-1000
132
+ [17:46:16] Generating 16 validation images ...
133
+ [17:48:34] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_019/validation/collage_step_0001000.png
134
+ 1010 | 0 | 0.968947 | 0.857166 | 9.79e-06 | 0:21:30 | 3:11:28
ProGamerGov/sana 1.6/SRA/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "guidance_embeds": false,
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+ "guidance_embeds_scale": 0.1,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }