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  1. ProGamerGov/pixart_sigma/SRA/checkpoint-8000/transformer/config.json +30 -0
  2. ProGamerGov/pixart_sigma/SRA/scheduler/scheduler_config.json +32 -0
  3. ProGamerGov/pixart_sigma/SRA/vae/config.json +38 -0
  4. ProGamerGov/pixart_sigma/TD/checkpoint-10000/transformer/config.json +30 -0
  5. ProGamerGov/pixart_sigma/TD/checkpoint-8000/transformer/config.json +30 -0
  6. ProGamerGov/pixart_sigma/TD/model_index.json +24 -0
  7. ProGamerGov/pixart_sigma/TD/scheduler/scheduler_config.json +32 -0
  8. ProGamerGov/pixart_sigma/TD/text_encoder/config.json +33 -0
  9. ProGamerGov/pixart_sigma/TD/tokenizer/tokenizer.json +0 -0
  10. ProGamerGov/pixart_sigma/TD/tokenizer/tokenizer_config.json +117 -0
  11. ProGamerGov/pixart_sigma/TD/training.log +468 -0
  12. ProGamerGov/pixart_sigma/TD/training_args.json +53 -0
  13. ProGamerGov/pixart_sigma/TD/training_summary.json +7 -0
  14. ProGamerGov/pixart_sigma/TD/transformer/config.json +30 -0
  15. ProGamerGov/pixart_sigma/TD/vae/config.json +38 -0
  16. ProGamerGov/run_016/checkpoint-10000/model.safetensors +3 -0
  17. ProGamerGov/run_016/checkpoint-10000/optimizer.bin +3 -0
  18. ProGamerGov/run_016/checkpoint-10000/random_states_0.pkl +3 -0
  19. ProGamerGov/run_016/checkpoint-10000/scheduler.bin +3 -0
  20. ProGamerGov/run_016/checkpoint-10000/transformer/diffusion_pytorch_model.safetensors +3 -0
  21. ProGamerGov/run_016/checkpoint-6000/model.safetensors +3 -0
  22. ProGamerGov/run_016/checkpoint-6000/random_states_0.pkl +3 -0
  23. ProGamerGov/run_016/checkpoint-6000/scheduler.bin +3 -0
  24. ProGamerGov/run_016/validation/collage_step_0001000.png +3 -0
  25. ProGamerGov/run_016/validation/collage_step_0002000.png +3 -0
  26. ProGamerGov/run_016/validation/collage_step_0003000.png +3 -0
  27. ProGamerGov/run_016/validation/collage_step_0004000.png +3 -0
  28. ProGamerGov/run_016/validation/collage_step_0005000.png +3 -0
  29. ProGamerGov/run_016/validation/collage_step_0006000.png +3 -0
  30. ProGamerGov/run_016/validation/collage_step_0007000.png +3 -0
  31. ProGamerGov/run_016/validation/collage_step_0008000.png +3 -0
  32. ProGamerGov/run_016/validation/collage_step_0009000.png +3 -0
  33. ProGamerGov/run_016/validation/collage_step_0010000.png +3 -0
  34. ProGamerGov/run_017/checkpoint-10000/transformer/config.json +24 -0
  35. ProGamerGov/run_017/checkpoint-8000/transformer/config.json +24 -0
  36. ProGamerGov/run_017/training.log +314 -0
  37. ProGamerGov/run_017/training_args.json +52 -0
  38. ProGamerGov/run_017/training_summary.json +7 -0
  39. ProGamerGov/run_017/transformer/config.json +24 -0
  40. ProGamerGov/sana 0.6/Baseline/checkpoint-10000/transformer/config.json +26 -0
  41. ProGamerGov/sana 0.6/Baseline/model_index.json +24 -0
  42. ProGamerGov/sana 0.6/Baseline/scheduler/scheduler_config.json +40 -0
  43. ProGamerGov/sana 0.6/Baseline/text_encoder/config.json +68 -0
  44. ProGamerGov/sana 0.6/Baseline/tokenizer/chat_template.jinja +4 -0
  45. ProGamerGov/sana 0.6/Baseline/tokenizer/tokenizer_config.json +20 -0
  46. ProGamerGov/sana 0.6/Baseline/training.log +270 -0
  47. ProGamerGov/sana 0.6/Baseline/training_args.json +46 -0
  48. ProGamerGov/sana 0.6/Baseline/training_summary.json +7 -0
  49. ProGamerGov/sana 0.6/Baseline/transformer/config.json +26 -0
  50. ProGamerGov/sana 0.6/Baseline/vae/config.json +92 -0
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+ Training started: 2026-08-21 09:56:36
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+ ==========================================================================================
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+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
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+ ------------------------------------------------------------------------------------------
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+ [09:56:36] Run directory: RESULTS/ProGamerGov/run_015
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+ [09:56:36] Loading PixArt-Sigma components ...
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+ [09:56:43] Transformer params: 610,856,096 total, 610,856,096 trainable
8
+ [09:56:43] TD ENABLED: cloning frozen EMA target transformer (ema_tau=0.999, update_freq=1 steps, k_idx=1.0, one_idx=0.3333333333333333, lambda=1.0, weighted=False, sigma_range=[0.002,80.0], rho=7.0, steps=18, sigma_data=0.5)
9
+ [09:56:43] Building dataset ...
10
+ [09:56:44]
11
+ [09:56:44] ================================================================
12
+ [09:56:44] Model = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
13
+ [09:56:44] Output dir = RESULTS/ProGamerGov/run_015
14
+ [09:56:44] Num examples = 90000
15
+ [09:56:44] Num epochs = 1
16
+ [09:56:44] Batch/device = 4
17
+ [09:56:44] Grad accum = 1
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+ [09:56:44] Effective BS = 4
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+ [09:56:44] Total optim steps = 10000
20
+ [09:56:44] LR = 2e-05
21
+ [09:56:44] Precision = bf16
22
+ [09:56:44] Resolution = 1024x1024
23
+ [09:56:44] Max seq length = 300
24
+ [09:56:44] TD = True
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+ [09:56:44] ================================================================
26
+ [09:56:44]
27
+ 50 | 0 | 0.115197 | 0.115197 | 2.00e-06 | 0:02:40 | 8:52:36
28
+ [09:59:17] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001781
29
+ 100 | 0 | 0.082977 | 0.099087 | 4.00e-06 | 0:05:12 | 8:35:29
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+ [10:01:49] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000772
31
+ 150 | 0 | 0.061752 | 0.086642 | 6.00e-06 | 0:07:44 | 8:28:54
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+ [10:04:21] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000884
33
+ 200 | 0 | 0.110243 | 0.092542 | 8.00e-06 | 0:10:17 | 8:24:13
34
+ [10:06:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001021
35
+ 250 | 0 | 0.001597 | 0.074353 | 1.00e-05 | 0:12:50 | 8:20:33
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+ [10:09:26] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001046
37
+ 300 | 0 | 0.008976 | 0.063457 | 1.20e-05 | 0:15:23 | 8:17:27
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+ [10:11:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000366
39
+ 350 | 0 | 0.042841 | 0.060512 | 1.40e-05 | 0:17:55 | 8:14:04
40
+ [10:14:31] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000714
41
+ 400 | 0 | 0.116045 | 0.067453 | 1.60e-05 | 0:20:27 | 8:10:55
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+ [10:17:03] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001415
43
+ 450 | 0 | 0.071400 | 0.067892 | 1.80e-05 | 0:22:59 | 8:07:51
44
+ [10:19:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000490
45
+ 500 | 0 | 0.152442 | 0.076347 | 2.00e-05 | 0:25:31 | 8:04:59
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+ [10:22:08] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001103
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+ 550 | 0 | 0.629213 | 0.126607 | 2.00e-05 | 0:28:03 | 8:02:09
48
+ [10:24:40] TD diagnostics: frac_valid=0.500, td_loss_mean=0.000760
49
+ 600 | 0 | 0.109335 | 0.125168 | 2.00e-05 | 0:30:36 | 7:59:32
50
+ [10:27:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001071
51
+ 650 | 0 | 0.082699 | 0.121901 | 2.00e-05 | 0:33:09 | 7:56:54
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+ [10:29:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001343
53
+ 700 | 0 | 0.089042 | 0.119554 | 2.00e-05 | 0:35:41 | 7:54:14
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+ [10:32:18] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000833
55
+ 750 | 0 | 0.020324 | 0.112939 | 2.00e-05 | 0:38:14 | 7:51:38
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+ [10:34:51] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000644
57
+ 800 | 0 | 0.033524 | 0.107975 | 2.00e-05 | 0:40:46 | 7:48:57
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+ [10:37:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000624
59
+ 850 | 0 | 0.092312 | 0.107054 | 1.99e-05 | 0:43:19 | 7:46:21
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+ [10:39:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001052
61
+ 900 | 0 | 0.059947 | 0.104437 | 1.99e-05 | 0:45:51 | 7:43:44
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+ [10:42:28] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000727
63
+ 950 | 0 | 0.045236 | 0.101321 | 1.99e-05 | 0:48:24 | 7:41:05
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+ [10:45:00] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000855
65
+ 1000 | 0 | 0.138162 | 0.103163 | 1.99e-05 | 0:50:56 | 7:38:30
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+ [10:47:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000596
67
+ [10:47:33] Generating 16 validation images ...
68
+ [10:48:54] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0001000.png
69
+ 1050 | 0 | 0.216332 | 0.108552 | 1.98e-05 | 0:54:50 | 7:47:28
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+ [10:51:27] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000704
71
+ 1100 | 0 | 0.154021 | 0.110619 | 1.98e-05 | 0:57:22 | 7:44:12
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+ [10:53:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001102
73
+ 1150 | 0 | 0.187555 | 0.113964 | 1.98e-05 | 0:59:54 | 7:41:00
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+ [10:56:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001240
75
+ 1200 | 0 | 0.060362 | 0.111731 | 1.97e-05 | 1:02:26 | 7:37:52
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+ [10:59:02] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001489
77
+ 1250 | 0 | 0.048319 | 0.109194 | 1.97e-05 | 1:04:57 | 7:34:42
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+ [11:01:34] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000710
79
+ 1300 | 0 | 0.250208 | 0.114618 | 1.97e-05 | 1:07:29 | 7:31:38
80
+ [11:04:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000390
81
+ 1350 | 0 | 0.095033 | 0.113892 | 1.96e-05 | 1:10:01 | 7:28:40
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+ [11:06:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001038
83
+ 1400 | 0 | 0.019566 | 0.110524 | 1.96e-05 | 1:12:33 | 7:25:45
84
+ [11:09:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000594
85
+ 1450 | 0 | 0.021866 | 0.107466 | 1.95e-05 | 1:15:05 | 7:22:47
86
+ [11:11:42] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000692
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+ 1500 | 0 | 0.136196 | 0.108424 | 1.95e-05 | 1:17:37 | 7:19:53
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+ [11:14:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001002
89
+ 1550 | 0 | 0.128833 | 0.109082 | 1.94e-05 | 1:20:08 | 7:16:56
90
+ [11:16:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000342
91
+ 1600 | 0 | 0.135879 | 0.109920 | 1.93e-05 | 1:22:40 | 7:14:03
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+ [11:19:17] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000961
93
+ 1650 | 0 | 0.040314 | 0.107811 | 1.93e-05 | 1:25:12 | 7:11:13
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+ [11:21:49] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000742
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+ 1700 | 0 | 0.095715 | 0.107455 | 1.92e-05 | 1:27:45 | 7:08:25
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+ [11:24:21] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001185
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+ 1750 | 0 | 0.012252 | 0.104735 | 1.92e-05 | 1:30:16 | 7:05:36
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+ [11:26:53] TD diagnostics: frac_valid=0.500, td_loss_mean=0.001100
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+ 1800 | 0 | 0.117695 | 0.105095 | 1.91e-05 | 1:32:49 | 7:02:51
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+ [11:29:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001093
101
+ 1850 | 0 | 0.117661 | 0.105434 | 1.90e-05 | 1:35:21 | 7:00:05
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+ [11:31:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000971
103
+ 1900 | 0 | 0.033618 | 0.103544 | 1.89e-05 | 1:37:53 | 6:57:20
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+ [11:34:30] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000543
105
+ 1950 | 0 | 0.042182 | 0.101971 | 1.89e-05 | 1:40:25 | 6:54:32
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+ [11:37:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000764
107
+ 2000 | 0 | 0.015999 | 0.099822 | 1.88e-05 | 1:42:56 | 6:51:45
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+ [11:39:33] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001213
109
+ [11:39:38] Saved checkpoint -> RESULTS/ProGamerGov/run_015/checkpoint-2000
110
+ [11:39:38] Generating 16 validation images ...
111
+ [11:40:59] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0002000.png
112
+ 2050 | 0 | 0.446592 | 0.108280 | 1.87e-05 | 1:46:53 | 6:54:33
113
+ [11:43:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000768
114
+ 2100 | 0 | 0.059406 | 0.107116 | 1.86e-05 | 1:49:26 | 6:51:41
115
+ [11:46:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000932
116
+ 2150 | 0 | 0.099732 | 0.106944 | 1.85e-05 | 1:51:58 | 6:48:50
117
+ [11:48:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001456
118
+ 2200 | 0 | 0.129673 | 0.107461 | 1.85e-05 | 1:54:29 | 6:45:56
119
+ [11:51:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000924
120
+ 2250 | 0 | 0.068643 | 0.106598 | 1.84e-05 | 1:57:01 | 6:43:06
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+ [11:53:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000672
122
+ 2300 | 0 | 0.071042 | 0.105825 | 1.83e-05 | 1:59:34 | 6:40:18
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+ [11:56:10] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000926
124
+ 2350 | 0 | 0.337541 | 0.110755 | 1.82e-05 | 2:02:05 | 6:37:28
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+ [11:58:42] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000509
126
+ 2400 | 0 | 0.063732 | 0.109776 | 1.81e-05 | 2:04:38 | 6:34:40
127
+ [12:01:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001052
128
+ 2450 | 0 | 0.101008 | 0.109597 | 1.80e-05 | 2:07:09 | 6:31:52
129
+ [12:03:46] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000831
130
+ 2500 | 0 | 0.019948 | 0.107804 | 1.79e-05 | 2:09:41 | 6:29:03
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+ [12:06:17] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000992
132
+ 2550 | 0 | 0.042507 | 0.106523 | 1.78e-05 | 2:12:13 | 6:26:17
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+ [12:08:49] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000719
134
+ 2600 | 0 | 0.134030 | 0.107052 | 1.77e-05 | 2:14:45 | 6:23:31
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+ [12:11:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000918
136
+ 2650 | 0 | 0.076782 | 0.106481 | 1.76e-05 | 2:17:17 | 6:20:47
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+ [12:13:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000259
138
+ 2700 | 0 | 0.135410 | 0.107017 | 1.75e-05 | 2:19:49 | 6:18:01
139
+ [12:16:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001390
140
+ 2750 | 0 | 0.084675 | 0.106611 | 1.74e-05 | 2:22:21 | 6:15:17
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+ [12:18:57] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000686
142
+ 2800 | 0 | 0.075692 | 0.106059 | 1.72e-05 | 2:24:52 | 6:12:33
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+ [12:21:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000700
144
+ 2850 | 0 | 0.159930 | 0.107004 | 1.71e-05 | 2:27:25 | 6:09:50
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+ [12:24:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001132
146
+ 2900 | 0 | 0.070704 | 0.106378 | 1.70e-05 | 2:29:56 | 6:07:06
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+ [12:26:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000826
148
+ 2950 | 0 | 0.084687 | 0.106010 | 1.69e-05 | 2:32:28 | 6:04:23
149
+ [12:29:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001427
150
+ 3000 | 0 | 0.194666 | 0.107488 | 1.68e-05 | 2:35:00 | 6:01:40
151
+ [12:31:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000885
152
+ [12:31:37] Generating 16 validation images ...
153
+ [12:32:58] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0003000.png
154
+ 3050 | 0 | 0.139025 | 0.108005 | 1.67e-05 | 2:38:53 | 6:02:04
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+ [12:35:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001065
156
+ 3100 | 0 | 0.080787 | 0.107566 | 1.65e-05 | 2:41:25 | 5:59:18
157
+ [12:38:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001178
158
+ 3150 | 0 | 0.085615 | 0.107217 | 1.64e-05 | 2:43:57 | 5:56:32
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+ [12:40:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000860
160
+ 3200 | 0 | 0.094714 | 0.107022 | 1.63e-05 | 2:46:29 | 5:53:47
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+ [12:43:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001053
162
+ 3250 | 0 | 0.088103 | 0.106731 | 1.61e-05 | 2:49:00 | 5:51:01
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+ [12:45:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001292
164
+ 3300 | 0 | 0.014760 | 0.105337 | 1.60e-05 | 2:51:33 | 5:48:18
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+ [12:48:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000769
166
+ 3350 | 0 | 0.285266 | 0.108023 | 1.59e-05 | 2:54:04 | 5:45:33
167
+ [12:50:41] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000571
168
+ 3400 | 0 | 0.104851 | 0.107976 | 1.57e-05 | 2:56:37 | 5:42:51
169
+ [12:53:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000482
170
+ 3450 | 0 | 0.114372 | 0.108069 | 1.56e-05 | 2:59:09 | 5:40:09
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+ [12:55:46] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001064
172
+ 3500 | 0 | 0.043331 | 0.107144 | 1.55e-05 | 3:01:42 | 5:37:26
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+ [12:58:18] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001444
174
+ 3550 | 0 | 0.086086 | 0.106848 | 1.53e-05 | 3:04:14 | 5:34:44
175
+ [13:00:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000399
176
+ 3600 | 0 | 0.108893 | 0.106876 | 1.52e-05 | 3:06:46 | 5:32:02
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+ [13:03:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000753
178
+ 3650 | 0 | 0.159851 | 0.107602 | 1.50e-05 | 3:09:18 | 5:29:21
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+ [13:05:55] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000305
180
+ 3700 | 0 | 0.027989 | 0.106526 | 1.49e-05 | 3:11:50 | 5:26:39
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+ [13:08:27] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000900
182
+ 3750 | 0 | 0.095866 | 0.106384 | 1.48e-05 | 3:14:23 | 5:23:58
183
+ [13:10:59] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000989
184
+ 3800 | 0 | 0.082697 | 0.106072 | 1.46e-05 | 3:16:55 | 5:21:17
185
+ [13:13:32] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001466
186
+ 3850 | 0 | 0.008495 | 0.104805 | 1.45e-05 | 3:19:27 | 5:18:36
187
+ [13:16:04] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000758
188
+ 3900 | 0 | 0.042283 | 0.104003 | 1.43e-05 | 3:21:59 | 5:15:56
189
+ [13:18:36] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000943
190
+ 3950 | 0 | 0.150826 | 0.104596 | 1.42e-05 | 3:24:32 | 5:13:16
191
+ [13:21:08] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000832
192
+ 4000 | 0 | 0.083272 | 0.104329 | 1.40e-05 | 3:27:04 | 5:10:36
193
+ [13:23:40] TD diagnostics: frac_valid=0.500, td_loss_mean=0.001165
194
+ [13:23:45] Saved checkpoint -> RESULTS/ProGamerGov/run_015/checkpoint-4000
195
+ [13:23:45] Generating 16 validation images ...
196
+ [13:25:06] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0004000.png
197
+ 4050 | 0 | 0.107576 | 0.104369 | 1.39e-05 | 3:31:02 | 5:10:03
198
+ [13:27:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000967
199
+ 4100 | 0 | 0.125890 | 0.104632 | 1.37e-05 | 3:33:34 | 5:07:20
200
+ [13:30:11] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001196
201
+ 4150 | 0 | 0.111961 | 0.104720 | 1.36e-05 | 3:36:07 | 5:04:39
202
+ [13:32:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000864
203
+ 4200 | 0 | 0.088656 | 0.104529 | 1.34e-05 | 3:38:39 | 5:01:57
204
+ [13:35:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000816
205
+ 4250 | 0 | 0.036428 | 0.103728 | 1.32e-05 | 3:41:12 | 4:59:16
206
+ [13:37:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000707
207
+ 4300 | 0 | 0.101320 | 0.103700 | 1.31e-05 | 3:43:44 | 4:56:35
208
+ [13:40:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000719
209
+ 4350 | 0 | 0.018961 | 0.102726 | 1.29e-05 | 3:46:16 | 4:53:54
210
+ [13:42:53] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000611
211
+ 4400 | 0 | 0.162834 | 0.103409 | 1.28e-05 | 3:48:49 | 4:51:13
212
+ [13:45:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000986
213
+ 4450 | 0 | 0.127224 | 0.103676 | 1.26e-05 | 3:51:21 | 4:48:32
214
+ [13:47:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001479
215
+ 4500 | 0 | 0.336031 | 0.106258 | 1.25e-05 | 3:53:53 | 4:45:52
216
+ [13:50:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000869
217
+ 4550 | 0 | 0.335993 | 0.108783 | 1.23e-05 | 3:56:25 | 4:43:11
218
+ [13:53:02] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000276
219
+ 4600 | 0 | 0.202650 | 0.109803 | 1.21e-05 | 3:58:57 | 4:40:31
220
+ [13:55:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000638
221
+ 4650 | 0 | 0.067479 | 0.109348 | 1.20e-05 | 4:01:30 | 4:37:51
222
+ [13:58:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000848
223
+ 4700 | 0 | 0.196552 | 0.110276 | 1.18e-05 | 4:04:02 | 4:35:11
224
+ [14:00:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001124
225
+ 4750 | 0 | 0.117423 | 0.110351 | 1.16e-05 | 4:06:34 | 4:32:31
226
+ [14:03:11] TD diagnostics: frac_valid=0.500, td_loss_mean=0.000440
227
+ 4800 | 0 | 0.352237 | 0.112870 | 1.15e-05 | 4:09:06 | 4:29:52
228
+ [14:05:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000523
229
+ 4850 | 0 | 0.123165 | 0.112977 | 1.13e-05 | 4:11:39 | 4:27:13
230
+ [14:08:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001200
231
+ 4900 | 0 | 0.043880 | 0.112272 | 1.12e-05 | 4:14:11 | 4:24:33
232
+ [14:10:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000683
233
+ 4950 | 0 | 0.317679 | 0.114346 | 1.10e-05 | 4:16:43 | 4:21:54
234
+ [14:13:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000406
235
+ 5000 | 0 | 0.049538 | 0.113698 | 1.08e-05 | 4:19:15 | 4:19:15
236
+ [14:15:52] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001271
237
+ [14:15:52] Generating 16 validation images ...
238
+ [14:17:13] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0005000.png
239
+ 5050 | 0 | 0.022666 | 0.112773 | 1.07e-05 | 4:23:08 | 4:17:56
240
+ [14:19:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000815
241
+ 5100 | 0 | 0.372111 | 0.115664 | 1.05e-05 | 4:25:41 | 4:15:16
242
+ [14:22:17] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000584
243
+ 5150 | 0 | 0.077431 | 0.115821 | 1.03e-05 | 4:28:13 | 4:12:35
244
+ [14:24:49] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001010
245
+ 5200 | 0 | 0.074502 | 0.115464 | 1.02e-05 | 4:30:45 | 4:09:55
246
+ [14:27:22] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000522
247
+ 5250 | 0 | 0.007146 | 0.115519 | 1.00e-05 | 4:33:17 | 4:07:15
248
+ [14:29:54] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000677
249
+ 5300 | 0 | 0.131319 | 0.116743 | 9.83e-06 | 4:35:49 | 4:04:36
250
+ [14:32:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000980
251
+ 5350 | 0 | 0.105977 | 0.117374 | 9.67e-06 | 4:38:21 | 4:01:56
252
+ [14:34:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001243
253
+ 5400 | 0 | 0.237714 | 0.118591 | 9.50e-06 | 4:40:53 | 3:59:16
254
+ [14:37:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001569
255
+ 5450 | 0 | 0.016152 | 0.118038 | 9.34e-06 | 4:43:25 | 3:56:37
256
+ [14:40:02] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000579
257
+ 5500 | 0 | 0.152689 | 0.118041 | 9.17e-06 | 4:45:57 | 3:53:57
258
+ [14:42:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000667
259
+ 5550 | 0 | 0.086662 | 0.112615 | 9.01e-06 | 4:48:29 | 3:51:19
260
+ [14:45:06] TD diagnostics: frac_valid=0.500, td_loss_mean=0.001193
261
+ 5600 | 0 | 0.021030 | 0.111732 | 8.85e-06 | 4:51:02 | 3:48:40
262
+ [14:47:38] TD diagnostics: frac_valid=0.500, td_loss_mean=0.000681
263
+ 5650 | 0 | 0.062327 | 0.111528 | 8.68e-06 | 4:53:34 | 3:46:01
264
+ [14:50:11] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000344
265
+ 5700 | 0 | 0.002048 | 0.110658 | 8.52e-06 | 4:56:06 | 3:43:23
266
+ [14:52:43] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000706
267
+ 5750 | 0 | 0.104434 | 0.111500 | 8.35e-06 | 4:58:39 | 3:40:44
268
+ [14:55:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000876
269
+ 5800 | 0 | 0.115280 | 0.112317 | 8.19e-06 | 5:01:12 | 3:38:06
270
+ [14:57:48] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000983
271
+ 5850 | 0 | 0.001863 | 0.111413 | 8.03e-06 | 5:03:44 | 3:35:28
272
+ [15:00:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000806
273
+ 5900 | 0 | 0.071296 | 0.111526 | 7.87e-06 | 5:06:16 | 3:32:50
274
+ [15:02:53] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000656
275
+ 5950 | 0 | 0.094828 | 0.112022 | 7.71e-06 | 5:08:49 | 3:30:12
276
+ [15:05:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000873
277
+ 6000 | 0 | 0.247846 | 0.113119 | 7.55e-06 | 5:11:21 | 3:27:34
278
+ [15:07:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001571
279
+ [15:08:02] Saved checkpoint -> RESULTS/ProGamerGov/run_015/checkpoint-6000
280
+ [15:08:03] Generating 16 validation images ...
281
+ [15:09:24] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0006000.png
282
+ 6050 | 0 | 0.422847 | 0.115184 | 7.39e-06 | 5:15:20 | 3:25:53
283
+ [15:11:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000122
284
+ 6100 | 0 | 0.091017 | 0.114554 | 7.23e-06 | 5:17:52 | 3:23:13
285
+ [15:14:29] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001742
286
+ 6150 | 0 | 0.181271 | 0.114491 | 7.07e-06 | 5:20:24 | 3:20:35
287
+ [15:17:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000818
288
+ 6200 | 0 | 0.134120 | 0.115229 | 6.91e-06 | 5:22:57 | 3:17:56
289
+ [15:19:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001104
290
+ 6250 | 0 | 0.073508 | 0.115481 | 6.75e-06 | 5:25:29 | 3:15:17
291
+ [15:22:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000469
292
+ 6300 | 0 | 0.029706 | 0.113276 | 6.60e-06 | 5:28:01 | 3:12:39
293
+ [15:24:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001021
294
+ 6350 | 0 | 0.004770 | 0.112373 | 6.44e-06 | 5:30:33 | 3:10:00
295
+ [15:27:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000527
296
+ 6400 | 0 | 0.005426 | 0.112232 | 6.29e-06 | 5:33:06 | 3:07:22
297
+ [15:29:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001770
298
+ 6450 | 0 | 0.007427 | 0.112087 | 6.14e-06 | 5:35:38 | 3:04:44
299
+ [15:32:15] TD diagnostics: frac_valid=0.500, td_loss_mean=0.000617
300
+ 6500 | 0 | 0.106994 | 0.111795 | 5.98e-06 | 5:38:10 | 3:02:05
301
+ [15:34:47] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001146
302
+ 6550 | 0 | 0.042031 | 0.110927 | 5.83e-06 | 5:40:42 | 2:59:27
303
+ [15:37:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000695
304
+ 6600 | 0 | 0.129563 | 0.110864 | 5.68e-06 | 5:43:15 | 2:56:49
305
+ [15:39:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000509
306
+ 6650 | 0 | 0.079851 | 0.111259 | 5.53e-06 | 5:45:46 | 2:54:11
307
+ [15:42:23] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000919
308
+ 6700 | 0 | 0.108903 | 0.111391 | 5.39e-06 | 5:48:19 | 2:51:33
309
+ [15:44:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000678
310
+ 6750 | 0 | 0.065972 | 0.111928 | 5.24e-06 | 5:50:51 | 2:48:55
311
+ [15:47:28] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001034
312
+ 6800 | 0 | 0.193110 | 0.112683 | 5.10e-06 | 5:53:23 | 2:46:18
313
+ [15:50:00] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001553
314
+ 6850 | 0 | 0.116428 | 0.112670 | 4.95e-06 | 5:55:55 | 2:43:40
315
+ [15:52:32] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001178
316
+ 6900 | 0 | 0.124649 | 0.113581 | 4.81e-06 | 5:58:27 | 2:41:03
317
+ [15:55:04] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000963
318
+ 6950 | 0 | 0.141205 | 0.114571 | 4.67e-06 | 6:01:00 | 2:38:25
319
+ [15:57:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000899
320
+ 7000 | 0 | 0.071667 | 0.115127 | 4.53e-06 | 6:03:32 | 2:35:48
321
+ [16:00:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000972
322
+ [16:00:09] Generating 16 validation images ...
323
+ [16:01:30] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0007000.png
324
+ 7050 | 0 | 0.105086 | 0.111712 | 4.39e-06 | 6:07:25 | 2:33:44
325
+ [16:04:02] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000564
326
+ 7100 | 0 | 0.071242 | 0.111831 | 4.26e-06 | 6:09:57 | 2:31:06
327
+ [16:06:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000705
328
+ 7150 | 0 | 0.067899 | 0.111512 | 4.12e-06 | 6:12:29 | 2:28:28
329
+ [16:09:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000373
330
+ 7200 | 0 | 0.193721 | 0.112153 | 3.99e-06 | 6:15:01 | 2:25:50
331
+ [16:11:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001135
332
+ 7250 | 0 | 0.079641 | 0.112263 | 3.86e-06 | 6:17:34 | 2:23:13
333
+ [16:14:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000441
334
+ 7300 | 0 | 0.063276 | 0.112185 | 3.73e-06 | 6:20:06 | 2:20:35
335
+ [16:16:42] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001376
336
+ 7350 | 0 | 0.095716 | 0.109767 | 3.60e-06 | 6:22:38 | 2:17:57
337
+ [16:19:15] TD diagnostics: frac_valid=0.500, td_loss_mean=0.000920
338
+ 7400 | 0 | 0.166692 | 0.110797 | 3.47e-06 | 6:25:11 | 2:15:20
339
+ [16:21:47] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001239
340
+ 7450 | 0 | 0.079511 | 0.110582 | 3.35e-06 | 6:27:43 | 2:12:42
341
+ [16:24:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001003
342
+ 7500 | 0 | 0.150357 | 0.111886 | 3.23e-06 | 6:30:15 | 2:10:05
343
+ [16:26:52] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000488
344
+ 7550 | 0 | 0.034433 | 0.111805 | 3.11e-06 | 6:32:47 | 2:07:27
345
+ [16:29:24] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000491
346
+ 7600 | 0 | 0.127135 | 0.111736 | 2.99e-06 | 6:35:20 | 2:04:50
347
+ [16:31:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001079
348
+ 7650 | 0 | 0.280537 | 0.113774 | 2.87e-06 | 6:37:51 | 2:02:13
349
+ [16:34:28] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000435
350
+ 7700 | 0 | 0.076875 | 0.113188 | 2.76e-06 | 6:40:24 | 1:59:36
351
+ [16:37:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000570
352
+ 7750 | 0 | 0.053279 | 0.112874 | 2.64e-06 | 6:42:57 | 1:56:59
353
+ [16:39:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000708
354
+ 7800 | 0 | 0.186249 | 0.113980 | 2.53e-06 | 6:45:29 | 1:54:22
355
+ [16:42:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001080
356
+ 7850 | 0 | 0.131363 | 0.113694 | 2.42e-06 | 6:48:01 | 1:51:45
357
+ [16:44:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001013
358
+ 7900 | 0 | 0.054569 | 0.113533 | 2.32e-06 | 6:50:33 | 1:49:08
359
+ [16:47:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001085
360
+ 7950 | 0 | 0.023748 | 0.112923 | 2.21e-06 | 6:53:05 | 1:46:31
361
+ [16:49:42] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000751
362
+ 8000 | 0 | 0.125868 | 0.112235 | 2.11e-06 | 6:55:37 | 1:43:54
363
+ [16:52:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000358
364
+ [16:52:19] Saved checkpoint -> RESULTS/ProGamerGov/run_015/checkpoint-8000
365
+ [16:52:20] Generating 16 validation images ...
366
+ [16:53:41] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0008000.png
367
+ 8050 | 0 | 0.188829 | 0.112733 | 2.01e-06 | 6:59:36 | 1:41:38
368
+ [16:56:13] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001380
369
+ 8100 | 0 | 0.007747 | 0.112003 | 1.91e-06 | 7:02:08 | 1:39:01
370
+ [16:58:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000763
371
+ 8150 | 0 | 0.154599 | 0.112693 | 1.81e-06 | 7:04:41 | 1:36:24
372
+ [17:01:18] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000833
373
+ 8200 | 0 | 0.129756 | 0.113043 | 1.72e-06 | 7:07:13 | 1:33:46
374
+ [17:03:50] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001001
375
+ 8250 | 0 | 0.067064 | 0.112833 | 1.63e-06 | 7:09:46 | 1:31:09
376
+ [17:06:22] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000785
377
+ 8300 | 0 | 0.141176 | 0.114097 | 1.54e-06 | 7:12:18 | 1:28:32
378
+ [17:08:55] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001108
379
+ 8350 | 0 | 0.077237 | 0.112017 | 1.45e-06 | 7:14:50 | 1:25:55
380
+ [17:11:27] TD diagnostics: frac_valid=0.500, td_loss_mean=0.001233
381
+ 8400 | 0 | 0.095346 | 0.111922 | 1.37e-06 | 7:17:22 | 1:23:18
382
+ [17:13:59] TD diagnostics: frac_valid=0.750, td_loss_mean=0.000600
383
+ 8450 | 0 | 0.071405 | 0.111492 | 1.29e-06 | 7:19:54 | 1:20:41
384
+ [17:16:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000871
385
+ 8500 | 0 | 0.044979 | 0.111509 | 1.21e-06 | 7:22:26 | 1:18:04
386
+ [17:19:03] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000934
387
+ 8550 | 0 | 0.070023 | 0.111348 | 1.13e-06 | 7:24:59 | 1:15:27
388
+ [17:21:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000451
389
+ 8600 | 0 | 0.340217 | 0.113661 | 1.05e-06 | 7:27:31 | 1:12:51
390
+ [17:24:07] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000810
391
+ 8650 | 0 | 0.066386 | 0.112726 | 9.80e-07 | 7:30:03 | 1:10:14
392
+ [17:26:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000869
393
+ 8700 | 0 | 0.084096 | 0.113288 | 9.10e-07 | 7:32:35 | 1:07:37
394
+ [17:29:12] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000700
395
+ 8750 | 0 | 0.009979 | 0.112429 | 8.42e-07 | 7:35:07 | 1:05:01
396
+ [17:31:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000619
397
+ 8800 | 0 | 0.043036 | 0.112032 | 7.77e-07 | 7:37:39 | 1:02:24
398
+ [17:34:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000786
399
+ 8850 | 0 | 0.157459 | 0.113522 | 7.14e-07 | 7:40:12 | 0:59:48
400
+ [17:36:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001187
401
+ 8900 | 0 | 0.022809 | 0.113327 | 6.54e-07 | 7:42:44 | 0:57:11
402
+ [17:39:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001444
403
+ 8950 | 0 | 0.003422 | 0.111853 | 5.97e-07 | 7:45:17 | 0:54:35
404
+ [17:41:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000715
405
+ 9000 | 0 | 0.031539 | 0.111336 | 5.42e-07 | 7:47:49 | 0:51:58
406
+ [17:44:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000615
407
+ [17:44:26] Generating 16 validation images ...
408
+ [17:45:47] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0009000.png
409
+ 9050 | 0 | 0.123747 | 0.111497 | 4.89e-07 | 7:51:43 | 0:49:31
410
+ [17:48:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001687
411
+ 9100 | 0 | 0.081356 | 0.111052 | 4.40e-07 | 7:54:15 | 0:46:54
412
+ [17:50:52] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000778
413
+ 9150 | 0 | 0.113433 | 0.111067 | 3.92e-07 | 7:56:47 | 0:44:17
414
+ [17:53:24] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001136
415
+ 9200 | 0 | 0.125834 | 0.111438 | 3.48e-07 | 7:59:20 | 0:41:40
416
+ [17:55:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000548
417
+ 9250 | 0 | 0.196414 | 0.113038 | 3.06e-07 | 8:01:53 | 0:39:04
418
+ [17:58:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001370
419
+ 9300 | 0 | 0.142141 | 0.113447 | 2.67e-07 | 8:04:24 | 0:36:27
420
+ [18:01:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001197
421
+ 9350 | 0 | 0.108347 | 0.114340 | 2.30e-07 | 8:06:57 | 0:33:51
422
+ [18:03:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000793
423
+ 9400 | 0 | 0.118371 | 0.113896 | 1.96e-07 | 8:09:30 | 0:31:14
424
+ [18:06:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000636
425
+ 9450 | 0 | 0.007153 | 0.112695 | 1.65e-07 | 8:12:02 | 0:28:38
426
+ [18:08:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000929
427
+ 9500 | 0 | 0.028997 | 0.109625 | 1.36e-07 | 8:14:34 | 0:26:01
428
+ [18:11:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000507
429
+ 9550 | 0 | 0.022713 | 0.106492 | 1.11e-07 | 8:17:06 | 0:23:25
430
+ [18:13:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000644
431
+ 9600 | 0 | 0.128659 | 0.105752 | 8.74e-08 | 8:19:38 | 0:20:49
432
+ [18:16:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001237
433
+ 9650 | 0 | 0.011839 | 0.105196 | 6.69e-08 | 8:22:10 | 0:18:12
434
+ [18:18:47] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001910
435
+ 9700 | 0 | 0.071718 | 0.103947 | 4.92e-08 | 8:24:43 | 0:15:36
436
+ [18:21:20] TD diagnostics: frac_valid=0.750, td_loss_mean=0.001002
437
+ 9750 | 0 | 0.078566 | 0.103559 | 3.42e-08 | 8:27:16 | 0:13:00
438
+ [18:23:52] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000822
439
+ 9800 | 0 | 0.105193 | 0.101088 | 2.19e-08 | 8:29:48 | 0:10:24
440
+ [18:26:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000892
441
+ 9850 | 0 | 0.016291 | 0.100020 | 1.23e-08 | 8:32:20 | 0:07:48
442
+ [18:28:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000607
443
+ 9900 | 0 | 0.039259 | 0.099973 | 5.47e-09 | 8:34:52 | 0:05:12
444
+ [18:31:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000583
445
+ 9950 | 0 | 0.006075 | 0.096857 | 1.37e-09 | 8:37:25 | 0:02:36
446
+ [18:34:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000906
447
+ 10000 | 0 | 0.188606 | 0.098248 | 0.00e+00 | 8:39:58 | 0:00:00
448
+ [18:36:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.001190
449
+ [18:36:39] Saved checkpoint -> RESULTS/ProGamerGov/run_015/checkpoint-10000
450
+ [18:36:40] Generating 16 validation images ...
451
+ [18:38:01] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0010000.png
452
+ [18:38:01] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.102261 ---
453
+ [18:38:01] Saving final model ...
454
+ [18:38:15] Pipeline saved -> RESULTS/ProGamerGov/run_015
455
+ [18:38:15] Generating final validation collage ...
456
+ [18:38:15] Generating 16 validation images ...
457
+ [18:39:36] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_015/validation/collage_step_0010000.png
458
+ [18:39:36]
459
+ [18:39:36] ============================================================
460
+ [18:39:36] TRAINING SUMMARY
461
+ [18:39:36] ============================================================
462
+ [18:39:36] Total steps : 200
463
+ [18:39:36] Final loss : 0.188606
464
+ [18:39:36] Avg last 100 : 0.098248
465
+ [18:39:36] Min loss : 0.001597
466
+ [18:39:36] Total time : 8:42:59
467
+ [18:39:36] Output : RESULTS/ProGamerGov/run_015
468
+ [18:39:36] ============================================================
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+ Training started: 2026-08-22 18:36:43
2
+ ==========================================================================================================================================================================
3
+ Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
4
+ --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
5
+ [18:36:43] Run directory: RESULTS/ProGamerGov/run_017
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+ [18:36:43] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
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+ [18:36:43] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
8
+ [18:36:43] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
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+ [18:36:43] TAM: enabled=True, alpha=0.9, factor=0.5
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+ [18:36:43] SAD: enabled=True, temperature=0.5
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+ [18:36:47] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
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+ [18:36:47] guidance_embeds=False -> passing a real guidance tensor (scale=1.0) every forward call, training and validation alike.
13
+ [18:36:47] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
14
+ [18:36:53] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
15
+ [18:36:53] 90000 cached samples
16
+ [18:36:53] TAM initialised: 90000 samples tracked.
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+ [18:36:54]
18
+ [18:36:54] ========================================================================
19
+ [18:36:54] Model = black-forest-labs/FLUX.2-klein-4B
20
+ [18:36:54] Output dir = RESULTS/ProGamerGov/run_017
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+ [18:36:54] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
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+ [18:36:54] Num examples = 90000
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+ [18:36:54] Num epochs = 1
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+ [18:36:54] Batch/device = 1
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+ [18:36:54] Grad accum = 1
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+ [18:36:54] Effective BS = 1
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+ [18:36:54] Total optim steps = 10000
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+ [18:36:54] LR = 1e-05
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+ [18:36:54] Precision = bf16
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+ [18:36:54] Resolution = 1024x1024
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+ [18:36:54] Grad checkpointing = True
32
+ [18:36:54] Guidance scale = 1.0
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+ [18:36:54] Validate every = 1000 steps
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+ [18:36:54] --- AGD Easy-to-Hard Curriculum ---
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+ [18:36:54] AGD temperature = 0.1
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+ [18:36:54] Curriculum steps = 5000
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+ [18:36:54] Max timestep delta = 300
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+ [18:36:54] --- TAM: Temporal Advantage Memory ---
39
+ [18:36:54] TAM enabled = True
40
+ [18:36:54] TAM alpha (EMA decay) = 0.9
41
+ [18:36:54] TAM factor (modulation)= 0.5
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+ [18:36:54] TAM log every = 500 steps
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+ [18:36:54] --- SAD: Spectral Advantage Decomposition ---
44
+ [18:36:54] SAD enabled = True
45
+ [18:36:54] SAD temperature = 0.5
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+ [18:36:54] ========================================================================
47
+ [18:36:54]
48
+ 50 | 0 | 1.093012 | 1.093012 | 1.099094 | 1.070203 | -0.028891 | 1.0000 | -0.0000 | 3.00 | 1.00e-06 | 0:02:24 | 8:00:27
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+ 100 | 0 | 0.565971 | 0.829492 | 0.559110 | 0.563517 | 0.004407 | 1.0000 | -0.0000 | 6.00 | 2.00e-06 | 0:04:37 | 7:38:02
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+ 150 | 0 | 0.813721 | 0.824235 | 0.836231 | 0.822731 | -0.013499 | 1.0000 | 0.0000 | 9.00 | 3.00e-06 | 0:06:50 | 7:29:10
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+ 200 | 0 | 0.873413 | 0.836529 | 0.831109 | 0.829279 | -0.001829 | 1.0000 | 0.0000 | 12.00 | 4.00e-06 | 0:09:03 | 7:23:36
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+ 850 | 0 | 0.511057 | 0.670500 | 0.561386 | 0.509062 | -0.052324 | 1.0000 | -0.0000 | 51.00 | 1.00e-05 | 0:37:51 | 6:47:31
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+ 900 | 0 | 0.658482 | 0.669832 | 0.656009 | 0.681849 | 0.025840 | 1.0000 | -0.0000 | 54.00 | 1.00e-05 | 0:40:04 | 6:45:12
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+ 950 | 0 | 0.916357 | 0.682807 | 0.754853 | 0.888996 | 0.134143 | 1.0000 | -0.0000 | 57.00 | 1.00e-05 | 0:42:17 | 6:42:52
68
+ 1000 | 0 | 0.916371 | 0.694485 | 1.009864 | 0.916512 | -0.093351 | 1.0000 | -0.0000 | 60.00 | 1.00e-05 | 0:44:30 | 6:40:33
69
+ [19:21:13] [TAM stats @ step 1000] mean=-0.0000 std=0.0003 max=0.0264 min=-0.0135 visits=1000
70
+ [19:21:13] Generating 16 validation images ...
71
+ [19:21:56] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0001000.png
72
+ 1050 | 0 | 0.557732 | 0.687973 | 0.575004 | 0.563549 | -0.011454 | 1.0000 | -0.0000 | 63.00 | 1.00e-05 | 0:47:25 | 6:44:18
73
+ 1100 | 0 | 0.583447 | 0.683222 | 0.630042 | 0.599495 | -0.030547 | 1.0000 | -0.0000 | 66.00 | 1.00e-05 | 0:49:38 | 6:41:39
74
+ 1150 | 0 | 0.585041 | 0.678953 | 0.578308 | 0.588446 | 0.010139 | 1.0000 | -0.0000 | 69.00 | 1.00e-05 | 0:51:51 | 6:39:02
75
+ 1200 | 0 | 0.651161 | 0.677795 | 0.630293 | 0.643939 | 0.013645 | 1.0000 | -0.0000 | 72.00 | 1.00e-05 | 0:54:03 | 6:36:27
76
+ 1250 | 0 | 0.512210 | 0.671172 | 0.537100 | 0.508777 | -0.028323 | 1.0000 | -0.0000 | 75.00 | 1.00e-05 | 0:56:16 | 6:33:54
77
+ 1300 | 0 | 0.619304 | 0.669177 | 0.562522 | 0.620933 | 0.058410 | 1.0000 | -0.0000 | 78.00 | 1.00e-05 | 0:58:29 | 6:31:23
78
+ 1350 | 0 | 0.611293 | 0.667033 | 0.579427 | 0.611698 | 0.032271 | 1.0000 | -0.0000 | 81.00 | 1.00e-05 | 1:00:41 | 6:28:53
79
+ 1400 | 0 | 0.595230 | 0.664469 | 0.626282 | 0.585311 | -0.040971 | 1.0000 | -0.0000 | 84.00 | 1.00e-05 | 1:02:54 | 6:26:24
80
+ 1450 | 0 | 0.582013 | 0.661625 | 0.654679 | 0.596940 | -0.057739 | 1.0000 | -0.0000 | 87.00 | 1.00e-05 | 1:05:06 | 6:23:57
81
+ 1500 | 0 | 0.807040 | 0.666473 | 0.835332 | 0.796096 | -0.039236 | 1.0000 | -0.0000 | 90.00 | 1.00e-05 | 1:07:19 | 6:21:30
82
+ [19:44:02] [TAM stats @ step 1500] mean=-0.0000 std=0.0006 max=0.0264 min=-0.0262 visits=1500
83
+ 1550 | 0 | 0.571498 | 0.663409 | 0.593652 | 0.577053 | -0.016600 | 1.0000 | -0.0000 | 93.00 | 1.00e-05 | 1:09:32 | 6:19:05
84
+ 1600 | 0 | 0.764344 | 0.666563 | 0.764798 | 0.761028 | -0.003770 | 1.0000 | -0.0000 | 96.00 | 1.00e-05 | 1:11:44 | 6:16:40
85
+ 1650 | 0 | 0.606171 | 0.664733 | 0.646627 | 0.604350 | -0.042276 | 1.0000 | -0.0000 | 99.00 | 1.00e-05 | 1:13:57 | 6:14:15
86
+ 1700 | 0 | 0.769243 | 0.667807 | 0.765482 | 0.752716 | -0.012766 | 1.0000 | -0.0000 | 102.00 | 1.00e-05 | 1:16:09 | 6:11:52
87
+ 1750 | 0 | 0.601030 | 0.665899 | 0.699392 | 0.588098 | -0.111294 | 1.0000 | -0.0000 | 105.00 | 1.00e-05 | 1:18:22 | 6:09:29
88
+ 1800 | 0 | 0.536006 | 0.662291 | 0.486625 | 0.531723 | 0.045098 | 1.0000 | -0.0000 | 108.00 | 1.00e-05 | 1:20:35 | 6:07:07
89
+ 1850 | 0 | 0.602901 | 0.660686 | 0.577329 | 0.598524 | 0.021195 | 1.0000 | -0.0000 | 111.00 | 1.00e-05 | 1:22:47 | 6:04:45
90
+ 1900 | 0 | 0.690113 | 0.661460 | 0.745305 | 0.683425 | -0.061880 | 1.0000 | -0.0000 | 114.00 | 1.00e-05 | 1:25:00 | 6:02:24
91
+ 1950 | 0 | 0.653010 | 0.661243 | 0.660347 | 0.657218 | -0.003129 | 1.0000 | -0.0000 | 117.00 | 1.00e-05 | 1:27:13 | 6:00:05
92
+ 2000 | 0 | 0.463277 | 0.656294 | 0.421116 | 0.464428 | 0.043312 | 1.0000 | -0.0000 | 120.00 | 1.00e-05 | 1:29:26 | 5:57:45
93
+ [20:06:09] [TAM stats @ step 2000] mean=-0.0000 std=0.0008 max=0.0264 min=-0.0262 visits=2000
94
+ [20:06:51] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-2000
95
+ [20:06:51] Generating 16 validation images ...
96
+ [20:07:32] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0002000.png
97
+ 2050 | 0 | 0.776614 | 0.659229 | 0.539879 | 0.764834 | 0.224955 | 1.0000 | -0.0000 | 123.00 | 1.00e-05 | 1:33:02 | 6:00:48
98
+ 2100 | 0 | 0.716715 | 0.660598 | 0.831303 | 0.710455 | -0.120848 | 1.0000 | -0.0000 | 126.00 | 1.00e-05 | 1:35:15 | 5:58:19
99
+ 2150 | 0 | 0.618032 | 0.659608 | 0.599003 | 0.618814 | 0.019811 | 1.0000 | 0.0000 | 129.00 | 1.00e-05 | 1:37:27 | 5:55:50
100
+ 2200 | 0 | 0.558970 | 0.657320 | 0.582863 | 0.562496 | -0.020367 | 1.0000 | 0.0000 | 132.00 | 1.00e-05 | 1:39:40 | 5:53:23
101
+ 2250 | 0 | 0.670380 | 0.657611 | 0.932317 | 0.673979 | -0.258338 | 1.0000 | 0.0000 | 135.00 | 1.00e-05 | 1:41:53 | 5:50:56
102
+ 2300 | 0 | 0.887330 | 0.662605 | 0.661274 | 0.866662 | 0.205388 | 1.0000 | 0.0000 | 138.00 | 1.00e-05 | 1:44:05 | 5:48:29
103
+ 2350 | 0 | 0.815394 | 0.665855 | 0.647839 | 0.816209 | 0.168370 | 1.0000 | 0.0000 | 141.00 | 1.00e-05 | 1:46:18 | 5:46:03
104
+ 2400 | 0 | 0.708262 | 0.666739 | 0.632405 | 0.711714 | 0.079309 | 1.0000 | 0.0000 | 144.00 | 1.00e-05 | 1:48:30 | 5:43:38
105
+ 2450 | 0 | 0.424603 | 0.661797 | 0.408896 | 0.421475 | 0.012579 | 1.0000 | 0.0000 | 147.00 | 1.00e-05 | 1:50:43 | 5:41:13
106
+ 2500 | 0 | 0.900450 | 0.666570 | 0.713652 | 0.904676 | 0.191024 | 1.0000 | 0.0000 | 150.00 | 1.00e-05 | 1:52:56 | 5:38:49
107
+ [20:29:39] [TAM stats @ step 2500] mean=0.0000 std=0.0011 max=0.0277 min=-0.0336 visits=2500
108
+ 2550 | 0 | 0.711970 | 0.667461 | 0.782604 | 0.705772 | -0.076832 | 1.0000 | 0.0000 | 153.00 | 1.00e-05 | 1:55:08 | 5:36:24
109
+ 2600 | 0 | 0.521097 | 0.664646 | 0.545964 | 0.510252 | -0.035712 | 1.0000 | 0.0000 | 156.00 | 1.00e-05 | 1:57:21 | 5:34:01
110
+ 2650 | 0 | 0.779616 | 0.666815 | 0.670023 | 0.759403 | 0.089381 | 1.0000 | 0.0000 | 159.00 | 1.00e-05 | 1:59:34 | 5:31:38
111
+ 2700 | 0 | 0.580726 | 0.665221 | 0.303840 | 0.447680 | 0.143840 | 1.0000 | 0.0000 | 162.00 | 1.00e-05 | 2:01:46 | 5:29:15
112
+ 2750 | 0 | 0.651274 | 0.664967 | 0.652560 | 0.657941 | 0.005381 | 1.0000 | 0.0000 | 165.00 | 1.00e-05 | 2:03:59 | 5:26:53
113
+ 2800 | 0 | 0.541256 | 0.662758 | 0.588611 | 0.543793 | -0.044818 | 1.0000 | 0.0000 | 168.00 | 1.00e-05 | 2:06:12 | 5:24:31
114
+ 2850 | 0 | 0.879913 | 0.666568 | 0.559131 | 0.867650 | 0.308519 | 1.0000 | 0.0000 | 171.00 | 1.00e-05 | 2:08:24 | 5:22:09
115
+ 2900 | 0 | 0.710510 | 0.667325 | 0.584025 | 0.699269 | 0.115245 | 1.0000 | 0.0000 | 174.00 | 1.00e-05 | 2:10:37 | 5:19:48
116
+ 2950 | 0 | 0.794565 | 0.669482 | 0.751873 | 0.777431 | 0.025559 | 1.0000 | 0.0000 | 177.00 | 1.00e-05 | 2:12:50 | 5:17:27
117
+ 3000 | 0 | 1.017624 | 0.675284 | 0.681623 | 0.991012 | 0.309388 | 1.0000 | 0.0000 | 180.00 | 1.00e-05 | 2:15:03 | 5:15:07
118
+ [20:51:46] [TAM stats @ step 3000] mean=0.0000 std=0.0014 max=0.0364 min=-0.0336 visits=3000
119
+ [20:51:46] Generating 16 validation images ...
120
+ [20:52:28] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0003000.png
121
+ 3050 | 0 | 0.618580 | 0.674355 | 0.589870 | 0.635040 | 0.045170 | 1.0000 | 0.0000 | 183.00 | 1.00e-05 | 2:17:58 | 5:14:23
122
+ 3100 | 0 | 0.948045 | 0.678769 | 0.712153 | 0.915685 | 0.203532 | 1.0000 | 0.0000 | 186.00 | 1.00e-05 | 2:20:10 | 5:12:00
123
+ 3150 | 0 | 0.877237 | 0.681920 | 0.739390 | 0.897119 | 0.157729 | 1.0000 | 0.0000 | 189.00 | 1.00e-05 | 2:22:23 | 5:09:38
124
+ 3200 | 0 | 0.589685 | 0.680478 | 0.665522 | 0.588698 | -0.076824 | 1.0000 | 0.0000 | 192.00 | 1.00e-05 | 2:24:36 | 5:07:16
125
+ 3250 | 0 | 0.691465 | 0.680647 | 0.656080 | 0.665744 | 0.009665 | 1.0000 | 0.0000 | 195.00 | 1.00e-05 | 2:26:48 | 5:04:55
126
+ 3300 | 0 | 0.642140 | 0.680064 | 0.481267 | 0.622471 | 0.141204 | 1.0000 | 0.0000 | 198.00 | 1.00e-05 | 2:29:01 | 5:02:34
127
+ 3350 | 0 | 0.548147 | 0.678095 | 0.599679 | 0.569557 | -0.030122 | 1.0000 | 0.0000 | 201.00 | 1.00e-05 | 2:31:14 | 5:00:12
128
+ 3400 | 0 | 0.747693 | 0.679119 | 0.576478 | 0.738439 | 0.161961 | 1.0000 | 0.0000 | 204.00 | 1.00e-05 | 2:33:26 | 4:57:52
129
+ 3450 | 0 | 0.250801 | 0.672911 | 0.378847 | 0.256674 | -0.122172 | 1.0000 | 0.0000 | 207.00 | 1.00e-05 | 2:35:39 | 4:55:31
130
+ 3500 | 0 | 0.962569 | 0.677049 | 0.754477 | 0.957884 | 0.203407 | 1.0000 | 0.0000 | 210.00 | 1.00e-05 | 2:37:52 | 4:53:11
131
+ [21:14:35] [TAM stats @ step 3500] mean=0.0000 std=0.0017 max=0.0365 min=-0.0349 visits=3500
132
+ 3550 | 0 | 0.441219 | 0.673727 | 0.634553 | 0.450121 | -0.184432 | 1.0000 | 0.0000 | 213.00 | 1.00e-05 | 2:40:05 | 4:50:51
133
+ 3600 | 0 | 0.391287 | 0.669805 | 0.438241 | 0.395553 | -0.042687 | 1.0000 | 0.0000 | 216.00 | 1.00e-05 | 2:42:17 | 4:48:31
134
+ 3650 | 0 | 0.827763 | 0.671968 | 0.663651 | 0.797013 | 0.133362 | 1.0000 | 0.0000 | 219.00 | 1.00e-05 | 2:44:30 | 4:46:12
135
+ 3700 | 0 | 0.351422 | 0.667637 | 0.447120 | 0.352652 | -0.094468 | 1.0000 | 0.0000 | 222.00 | 1.00e-05 | 2:46:43 | 4:43:53
136
+ 3750 | 0 | 0.613709 | 0.666918 | 0.855945 | 0.603378 | -0.252567 | 1.0000 | 0.0000 | 225.00 | 1.00e-05 | 2:48:56 | 4:41:33
137
+ 3800 | 0 | 0.618711 | 0.666283 | 0.449575 | 0.635242 | 0.185667 | 1.0000 | 0.0000 | 228.00 | 1.00e-05 | 2:51:09 | 4:39:14
138
+ 3850 | 0 | 0.580786 | 0.665173 | 0.656609 | 0.575424 | -0.081185 | 1.0000 | 0.0000 | 231.00 | 1.00e-05 | 2:53:22 | 4:36:56
139
+ 3900 | 0 | 0.551184 | 0.663712 | 0.615247 | 0.518483 | -0.096764 | 1.0000 | 0.0000 | 234.00 | 1.00e-05 | 2:55:34 | 4:34:37
140
+ 3950 | 0 | 0.648914 | 0.663524 | 0.398617 | 0.680253 | 0.281636 | 1.0000 | 0.0000 | 237.00 | 1.00e-05 | 2:57:47 | 4:32:19
141
+ 4000 | 0 | 0.669692 | 0.663601 | 0.734156 | 0.649914 | -0.084241 | 1.0000 | 0.0000 | 240.00 | 1.00e-05 | 3:00:01 | 4:30:02
142
+ [21:36:44] [TAM stats @ step 4000] mean=0.0000 std=0.0020 max=0.0365 min=-0.0349 visits=4000
143
+ [21:37:27] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-4000
144
+ [21:37:27] Generating 16 validation images ...
145
+ [21:38:07] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0004000.png
146
+ 4050 | 0 | 0.741884 | 0.664568 | 0.391942 | 0.749461 | 0.357519 | 1.0000 | 0.0000 | 243.00 | 1.00e-05 | 3:03:37 | 4:29:45
147
+ 4100 | 0 | 0.545886 | 0.663121 | 0.539300 | 0.560628 | 0.021328 | 1.0000 | 0.0000 | 246.00 | 1.00e-05 | 3:05:49 | 4:27:24
148
+ 4150 | 0 | 0.350939 | 0.659359 | 0.293738 | 0.315980 | 0.022242 | 1.0000 | 0.0000 | 249.00 | 1.00e-05 | 3:08:02 | 4:25:04
149
+ 4200 | 0 | 0.902601 | 0.662255 | 0.807738 | 0.883710 | 0.075971 | 1.0000 | 0.0000 | 252.00 | 1.00e-05 | 3:10:15 | 4:22:44
150
+ 4250 | 0 | 0.794943 | 0.663816 | 0.677288 | 0.776954 | 0.099666 | 1.0000 | 0.0000 | 255.00 | 1.00e-05 | 3:12:28 | 4:20:24
151
+ 4300 | 0 | 0.634026 | 0.663470 | 0.587913 | 0.617067 | 0.029153 | 1.0000 | 0.0001 | 258.00 | 1.00e-05 | 3:14:41 | 4:18:04
152
+ 4350 | 0 | 0.579848 | 0.662509 | 0.585734 | 0.546832 | -0.038902 | 1.0000 | 0.0001 | 261.00 | 1.00e-05 | 3:16:53 | 4:15:44
153
+ 4400 | 0 | 0.798482 | 0.664054 | 0.715856 | 0.801856 | 0.086000 | 1.0000 | 0.0001 | 264.00 | 1.00e-05 | 3:19:06 | 4:13:24
154
+ 4450 | 0 | 0.654936 | 0.663951 | 0.864402 | 0.643205 | -0.221197 | 1.0000 | 0.0001 | 267.00 | 1.00e-05 | 3:21:19 | 4:11:05
155
+ 4500 | 0 | 0.527457 | 0.662435 | 0.558566 | 0.531509 | -0.027057 | 1.0000 | 0.0001 | 270.00 | 1.00e-05 | 3:23:31 | 4:08:45
156
+ [22:00:15] [TAM stats @ step 4500] mean=0.0001 std=0.0023 max=0.0435 min=-0.0439 visits=4500
157
+ 4550 | 0 | 0.668645 | 0.662503 | 0.603586 | 0.623866 | 0.020280 | 1.0000 | 0.0001 | 273.00 | 1.00e-05 | 3:25:44 | 4:06:26
158
+ 4600 | 0 | 0.820884 | 0.664224 | 0.469486 | 0.810968 | 0.341482 | 1.0000 | 0.0001 | 276.00 | 1.00e-05 | 3:27:57 | 4:04:07
159
+ 4650 | 0 | 0.802955 | 0.665716 | 0.519687 | 0.827255 | 0.307568 | 1.0000 | 0.0001 | 279.00 | 1.00e-05 | 3:30:09 | 4:01:48
160
+ 4700 | 0 | 0.754753 | 0.666663 | 0.531507 | 0.783576 | 0.252069 | 1.0000 | 0.0001 | 282.00 | 1.00e-05 | 3:32:22 | 3:59:29
161
+ 4750 | 0 | 0.731147 | 0.667342 | 0.445242 | 0.712434 | 0.267192 | 1.0000 | 0.0001 | 285.00 | 1.00e-05 | 3:34:35 | 3:57:10
162
+ 4800 | 0 | 0.862576 | 0.669376 | 0.587769 | 0.890922 | 0.303153 | 1.0000 | 0.0001 | 288.00 | 1.00e-05 | 3:36:47 | 3:54:51
163
+ 4850 | 0 | 0.653679 | 0.669214 | 0.433746 | 0.692447 | 0.258702 | 1.0000 | 0.0001 | 291.00 | 1.00e-05 | 3:39:00 | 3:52:33
164
+ 4900 | 0 | 0.611506 | 0.668625 | 0.857428 | 0.613482 | -0.243946 | 1.0000 | 0.0001 | 294.00 | 1.00e-05 | 3:41:12 | 3:50:14
165
+ 4950 | 0 | 0.419432 | 0.666108 | 0.500956 | 0.433759 | -0.067198 | 1.0000 | 0.0001 | 297.00 | 1.00e-05 | 3:43:25 | 3:47:56
166
+ 5000 | 0 | 0.443638 | 0.663883 | 0.573990 | 0.455265 | -0.118725 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:45:38 | 3:45:38
167
+ [22:22:21] [TAM stats @ step 5000] mean=0.0001 std=0.0027 max=0.0435 min=-0.0439 visits=5000
168
+ [22:22:21] Generating 16 validation images ...
169
+ [22:23:02] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0005000.png
170
+ 5050 | 0 | 0.928396 | 0.662237 | 0.787726 | 0.963172 | 0.175446 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:48:32 | 3:44:00
171
+ 5100 | 0 | 0.651728 | 0.663095 | 0.582620 | 0.631627 | 0.049007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:50:44 | 3:41:41
172
+ 5150 | 0 | 0.795792 | 0.662915 | 0.736877 | 0.791653 | 0.054777 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:52:57 | 3:39:23
173
+ 5200 | 0 | 0.689843 | 0.661080 | 0.795035 | 0.694739 | -0.100296 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:55:10 | 3:37:04
174
+ 5250 | 0 | 0.639378 | 0.661614 | 0.616187 | 0.608882 | -0.007304 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:57:23 | 3:34:46
175
+ 5300 | 0 | 0.421400 | 0.658775 | 0.412854 | 0.431711 | 0.018857 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:59:35 | 3:32:28
176
+ 5350 | 0 | 0.618205 | 0.658646 | 0.584070 | 0.602101 | 0.018031 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:01:48 | 3:30:10
177
+ 5400 | 0 | 0.754829 | 0.659980 | 0.675227 | 0.767017 | 0.091790 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:04:00 | 3:27:51
178
+ 5450 | 0 | 0.677403 | 0.660742 | 0.403903 | 0.692762 | 0.288858 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:06:13 | 3:25:33
179
+ 5500 | 0 | 0.510099 | 0.659396 | 0.512412 | 0.513960 | 0.001547 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:08:26 | 3:23:15
180
+ [22:45:09] [TAM stats @ step 5500] mean=0.0001 std=0.0028 max=0.0435 min=-0.0439 visits=5500
181
+ 5550 | 0 | 0.645903 | 0.658022 | 0.453173 | 0.620698 | 0.167525 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:10:38 | 3:20:58
182
+ 5600 | 0 | 0.658185 | 0.659787 | 0.677368 | 0.684747 | 0.007379 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:12:51 | 3:18:40
183
+ 5650 | 0 | 0.614591 | 0.659787 | 0.479413 | 0.597124 | 0.117711 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:15:04 | 3:16:22
184
+ 5700 | 0 | 0.676478 | 0.661357 | 0.667730 | 0.674443 | 0.006713 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:17:16 | 3:14:05
185
+ 5750 | 0 | 0.596642 | 0.660127 | 0.642285 | 0.575175 | -0.067110 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:19:29 | 3:11:47
186
+ 5800 | 0 | 0.516308 | 0.658961 | 0.621929 | 0.531078 | -0.090851 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:21:42 | 3:09:30
187
+ 5850 | 0 | 0.327797 | 0.657128 | 0.354220 | 0.340783 | -0.013437 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:23:54 | 3:07:13
188
+ 5900 | 0 | 0.869087 | 0.659234 | 0.721429 | 0.852408 | 0.130979 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:26:07 | 3:04:55
189
+ 5950 | 0 | 0.397190 | 0.654043 | 0.396812 | 0.397534 | 0.000722 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:28:19 | 3:02:38
190
+ 6000 | 0 | 0.621907 | 0.651098 | 0.807958 | 0.603113 | -0.204845 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:30:32 | 3:00:21
191
+ [23:07:15] [TAM stats @ step 6000] mean=0.0001 std=0.0029 max=0.0435 min=-0.0439 visits=6000
192
+ [23:07:57] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-6000
193
+ [23:08:02] Removed old checkpoint: checkpoint-2000
194
+ [23:08:02] Generating 16 validation images ...
195
+ [23:08:43] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0006000.png
196
+ 6050 | 0 | 0.465887 | 0.650179 | 0.699569 | 0.464757 | -0.234812 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:34:13 | 2:59:02
197
+ 6100 | 0 | 0.462485 | 0.648970 | 0.378775 | 0.468167 | 0.089392 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:36:26 | 2:56:44
198
+ 6150 | 0 | 0.783355 | 0.650953 | 0.733716 | 0.801170 | 0.067454 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:38:39 | 2:54:26
199
+ 6200 | 0 | 0.614791 | 0.650589 | 0.605982 | 0.609569 | 0.003587 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:40:52 | 2:52:08
200
+ 6250 | 0 | 0.605221 | 0.651519 | 0.549831 | 0.601806 | 0.051975 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:43:05 | 2:49:51
201
+ 6300 | 0 | 0.434721 | 0.649674 | 0.473119 | 0.446638 | -0.026481 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:45:18 | 2:47:33
202
+ 6350 | 0 | 0.683359 | 0.650394 | 0.685110 | 0.699453 | 0.014343 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:47:31 | 2:45:16
203
+ 6400 | 0 | 0.591378 | 0.650356 | 0.436858 | 0.609362 | 0.172504 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:49:43 | 2:42:58
204
+ 6450 | 0 | 0.848977 | 0.653025 | 0.822718 | 0.877300 | 0.054582 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:51:56 | 2:40:40
205
+ 6500 | 0 | 0.460106 | 0.649556 | 0.544788 | 0.465608 | -0.079180 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:54:09 | 2:38:23
206
+ [23:30:52] [TAM stats @ step 6500] mean=0.0001 std=0.0031 max=0.0435 min=-0.0439 visits=6500
207
+ 6550 | 0 | 0.788561 | 0.651727 | 0.647784 | 0.797953 | 0.150168 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:56:21 | 2:36:06
208
+ 6600 | 0 | 0.370942 | 0.647793 | 0.370997 | 0.373455 | 0.002458 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:58:34 | 2:33:48
209
+ 6650 | 0 | 0.617213 | 0.647903 | 0.761161 | 0.602092 | -0.159069 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:00:47 | 2:31:31
210
+ 6700 | 0 | 0.545372 | 0.645664 | 0.519952 | 0.563217 | 0.043265 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:03:00 | 2:29:14
211
+ 6750 | 0 | 0.863078 | 0.648285 | 0.599028 | 0.836580 | 0.237552 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:05:13 | 2:26:57
212
+ 6800 | 0 | 0.536369 | 0.648288 | 0.369128 | 0.557708 | 0.188580 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:07:26 | 2:24:40
213
+ 6850 | 0 | 0.474009 | 0.647000 | 0.472560 | 0.485750 | 0.013190 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:09:38 | 2:22:23
214
+ 6900 | 0 | 0.490738 | 0.645006 | 0.482551 | 0.478277 | -0.004275 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:11:51 | 2:20:06
215
+ 6950 | 0 | 0.670677 | 0.645182 | 0.771000 | 0.667991 | -0.103009 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:14:04 | 2:17:50
216
+ 7000 | 0 | 0.456509 | 0.645115 | 0.581888 | 0.468101 | -0.113787 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:16:17 | 2:15:33
217
+ [23:53:00] [TAM stats @ step 7000] mean=0.0001 std=0.0032 max=0.0435 min=-0.0439 visits=7000
218
+ [23:53:00] Generating 16 validation images ...
219
+ [23:53:42] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0007000.png
220
+ 7050 | 0 | 0.772888 | 0.645077 | 0.693117 | 0.769091 | 0.075974 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:19:12 | 2:13:34
221
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222
+ 7150 | 0 | 0.647570 | 0.645313 | 0.614450 | 0.658108 | 0.043658 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:23:37 | 2:08:59
223
+ 7200 | 0 | 0.671678 | 0.646440 | 0.683145 | 0.680588 | -0.002557 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:25:50 | 2:06:42
224
+ 7250 | 0 | 0.540972 | 0.645146 | 0.639375 | 0.541579 | -0.097796 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:28:02 | 2:04:25
225
+ 7300 | 0 | 0.842439 | 0.644697 | 1.103974 | 0.826966 | -0.277008 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:30:15 | 2:02:08
226
+ 7350 | 0 | 0.697050 | 0.643514 | 0.553382 | 0.703798 | 0.150416 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:32:27 | 1:59:52
227
+ 7400 | 0 | 0.672023 | 0.643151 | 0.594398 | 0.638035 | 0.043637 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:34:40 | 1:57:35
228
+ 7450 | 0 | 0.449965 | 0.643405 | 0.439028 | 0.440387 | 0.001359 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:36:53 | 1:55:18
229
+ 7500 | 0 | 0.918945 | 0.643590 | 0.812530 | 0.916537 | 0.104007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:39:05 | 1:53:01
230
+ [00:15:48] [TAM stats @ step 7500] mean=0.0001 std=0.0033 max=0.0435 min=-0.0439 visits=7500
231
+ 7550 | 0 | 0.423890 | 0.640709 | 0.458398 | 0.443408 | -0.014990 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:41:18 | 1:50:45
232
+ 7600 | 0 | 0.864621 | 0.644144 | 0.823548 | 0.888836 | 0.065287 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:43:30 | 1:48:28
233
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234
+ 7700 | 0 | 0.821051 | 0.646012 | 0.486307 | 0.725099 | 0.238791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:47:56 | 1:43:55
235
+ 7750 | 0 | 0.782671 | 0.647326 | 0.699635 | 0.734669 | 0.035034 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:50:08 | 1:41:39
236
+ 7800 | 0 | 0.685644 | 0.648770 | 0.927974 | 0.671275 | -0.256699 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:52:21 | 1:39:22
237
+ 7850 | 0 | 0.805611 | 0.648027 | 0.488341 | 0.814450 | 0.326109 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:54:33 | 1:37:06
238
+ 7900 | 0 | 0.837916 | 0.649301 | 0.636682 | 0.849571 | 0.212889 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:56:46 | 1:34:50
239
+ 7950 | 0 | 0.469528 | 0.646051 | 0.544504 | 0.475388 | -0.069116 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:58:58 | 1:32:34
240
+ 8000 | 0 | 0.799098 | 0.643866 | 0.507164 | 0.776641 | 0.269477 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:01:11 | 1:30:17
241
+ [00:37:54] [TAM stats @ step 8000] mean=0.0002 std=0.0034 max=0.0435 min=-0.0439 visits=8000
242
+ [00:38:34] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-8000
243
+ [00:38:39] Removed old checkpoint: checkpoint-4000
244
+ [00:38:39] Generating 16 validation images ...
245
+ [00:39:20] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0008000.png
246
+ 8050 | 0 | 0.857482 | 0.646255 | 0.380697 | 0.867724 | 0.487027 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:04:49 | 1:28:22
247
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248
+ 8150 | 0 | 0.893211 | 0.643437 | 0.800426 | 0.857957 | 0.057531 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:09:14 | 1:23:49
249
+ 8200 | 0 | 0.393257 | 0.641473 | 0.513774 | 0.388475 | -0.125298 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:11:27 | 1:21:32
250
+ 8250 | 0 | 0.914652 | 0.643704 | 0.700041 | 0.926738 | 0.226697 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:13:39 | 1:19:15
251
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252
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253
+ 8400 | 0 | 0.383451 | 0.641410 | 0.393643 | 0.375537 | -0.018106 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:20:17 | 1:12:26
254
+ 8450 | 0 | 0.436934 | 0.643271 | 0.418458 | 0.450770 | 0.032312 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:22:30 | 1:10:09
255
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256
+ [01:01:25] [TAM stats @ step 8500] mean=0.0002 std=0.0035 max=0.0487 min=-0.0439 visits=8500
257
+ 8550 | 0 | 0.529121 | 0.641676 | 0.486845 | 0.540424 | 0.053578 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:26:55 | 1:05:37
258
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259
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260
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261
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262
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263
+ 8850 | 0 | 0.845508 | 0.644699 | 0.568908 | 0.839195 | 0.270287 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:40:10 | 0:52:00
264
+ 8900 | 0 | 0.514735 | 0.644335 | 0.500682 | 0.500185 | -0.000497 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:42:23 | 0:49:44
265
+ 8950 | 0 | 0.705599 | 0.644902 | 0.462659 | 0.722450 | 0.259791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:44:35 | 0:47:27
266
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267
+ [01:23:31] [TAM stats @ step 9000] mean=0.0002 std=0.0036 max=0.0487 min=-0.0439 visits=9000
268
+ [01:23:31] Generating 16 validation images ...
269
+ [01:24:13] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0009000.png
270
+ 9050 | 0 | 0.459718 | 0.640646 | 0.467812 | 0.448347 | -0.019465 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:49:42 | 0:43:00
271
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272
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273
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275
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276
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277
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278
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279
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280
+ [01:46:18] [TAM stats @ step 9500] mean=0.0002 std=0.0037 max=0.0487 min=-0.0439 visits=9500
281
+ 9550 | 0 | 0.788629 | 0.639561 | 0.594864 | 0.780507 | 0.185643 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:11:48 | 0:20:20
282
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283
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284
+ 9700 | 0 | 0.723182 | 0.637596 | 0.634502 | 0.702528 | 0.068026 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:18:26 | 0:13:33
285
+ 9750 | 0 | 0.798912 | 0.638273 | 0.706050 | 0.803823 | 0.097773 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:20:38 | 0:11:17
286
+ 9800 | 0 | 0.634127 | 0.635989 | 0.641321 | 0.631771 | -0.009550 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:22:51 | 0:09:02
287
+ 9850 | 0 | 0.897657 | 0.638429 | 0.726108 | 0.759340 | 0.033232 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:25:03 | 0:06:46
288
+ 9900 | 0 | 0.662188 | 0.638936 | 0.859363 | 0.655081 | -0.204281 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:27:16 | 0:04:31
289
+ 9950 | 0 | 0.418150 | 0.638923 | 0.337044 | 0.430689 | 0.093645 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:29:29 | 0:02:15
290
+ 10000 | 0 | 0.516653 | 0.639653 | 0.623027 | 0.528765 | -0.094262 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:31:41 | 0:00:00
291
+ [02:08:24] [TAM stats @ step 10000] mean=0.0002 std=0.0038 max=0.0487 min=-0.0439 visits=10000
292
+ [02:09:05] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-10000
293
+ [02:09:10] Removed old checkpoint: checkpoint-6000
294
+ [02:09:10] Generating 16 validation images ...
295
+ [02:09:51] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png
296
+ [02:09:51] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.631166 ---
297
+ [02:09:51] Saving final model ...
298
+ [02:10:01] Transformer saved -> RESULTS/ProGamerGov/run_017/transformer
299
+ [02:10:01] TAM scores saved -> RESULTS/ProGamerGov/run_017/tam_final.pt
300
+ [02:10:01] Final TAM stats: {'mean_score': 0.000214742700336501, 'std_score': 0.0038001262582838535, 'max_score': 0.04870268702507019, 'min_score': -0.04385202005505562, 'total_visits': 10000}
301
+ [02:10:01] Generating final validation collage ...
302
+ [02:10:01] Generating 16 validation images ...
303
+ [02:10:42] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png
304
+ [02:10:42]
305
+ [02:10:42] ============================================================
306
+ [02:10:42] TRAINING SUMMARY
307
+ [02:10:42] ============================================================
308
+ [02:10:42] Total steps : 200
309
+ [02:10:42] Final loss : 0.516653
310
+ [02:10:42] Avg last 100 : 0.639653
311
+ [02:10:42] Min loss : 0.250801
312
+ [02:10:42] Total time : 7:33:59
313
+ [02:10:42] Output : RESULTS/ProGamerGov/run_017
314
+ [02:10:42] ============================================================
ProGamerGov/run_017/training_args.json ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "pretrained_model_name_or_path": "black-forest-labs/FLUX.2-klein-4B",
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+ "data_dir": "../data/ProGamerGov",
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+ "max_captions_per_image": 5,
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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": 1,
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+ "max_train_steps": 10000,
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+ "num_train_epochs": 1,
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+ "learning_rate": 1e-05,
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+ "lr_warmup_steps": 500,
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+ "adam_beta2": 0.999,
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+ "adam_epsilon": 1e-08,
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+ "max_grad_norm": 1.0,
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+ "mixed_precision": "bf16",
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+ "validation_prompts_file": null,
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+ "validation_inference_steps": 4,
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+ "guidance_scale": 1.0,
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+ "log_every_n_steps": 50,
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+ "weighting_scheme": "logit_normal",
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+ "logit_mean": 0.0,
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+ "logit_std": 1.0,
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+ "mode_scale": 1.29,
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+ "max_sequence_length": 512,
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+ "advantage_temperature": 0.1,
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+ "curriculum_steps": 5000,
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+ "max_timestep_delta": 300,
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+ "use_tam": true,
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+ "tam_alpha": 0.9,
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+ "tam_factor": 0.5,
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+ "tam_log_steps": 500,
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+ "use_sad": true,
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+ "sad_temperature": 0.5,
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+ "dataloader_num_workers": 4,
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+ "pin_memory": false,
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+ "output_dir": "RESULTS/ProGamerGov/run_017"
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+ }
ProGamerGov/run_017/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
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+ {
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+ "total_steps": 200,
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+ "final_loss": 0.5166530609130859,
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+ "avg_last_100": 0.6396528366208076,
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+ "min_loss": 0.250800758600235,
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+ "total_time": "7:33:59"
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+ }
ProGamerGov/run_017/transformer/config.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "Flux2Transformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "black-forest-labs/FLUX.2-klein-4B",
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+ "attention_head_dim": 128,
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+ "axes_dims_rope": [
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+ 32,
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+ "eps": 1e-06,
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+ "guidance_embeds": false,
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+ "in_channels": 128,
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+ "joint_attention_dim": 7680,
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+ "mlp_ratio": 3.0,
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+ "num_attention_heads": 24,
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+ "num_layers": 5,
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+ "num_single_layers": 20,
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+ "out_channels": null,
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+ "patch_size": 1,
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+ "rope_theta": 2000,
23
+ "timestep_guidance_channels": 256
24
+ }
ProGamerGov/sana 0.6/Baseline/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_600M_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": 1152,
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+ "cross_attention_head_dim": 72,
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+ "dropout": 0.0,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "norm_elementwise_affine": false,
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+ "num_attention_heads": 36,
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+ "num_cross_attention_heads": 16,
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+ "num_layers": 28,
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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,
25
+ "timestep_scale": 1.0
26
+ }
ProGamerGov/sana 0.6/Baseline/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaPipeline",
3
+ "_diffusers_version": "0.37.1",
4
+ "scheduler": [
5
+ "diffusers",
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+ "FlowMatchEulerDiscreteScheduler"
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+ ],
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+ "text_encoder": [
9
+ "transformers",
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+ "Gemma2Model"
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+ ],
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+ "tokenizer": [
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+ "transformers",
14
+ "GemmaTokenizer"
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+ ],
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+ "transformer": [
17
+ "diffusers",
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+ "SanaTransformer2DModel"
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+ ],
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+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderDC"
23
+ ]
24
+ }
ProGamerGov/sana 0.6/Baseline/scheduler/scheduler_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
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+ "algorithm_type": "dpmsolver++",
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+ "base_image_seq_len": 256,
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+ "base_shift": 0.5,
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+ "beta_end": 0.02,
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+ "beta_schedule": "linear",
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+ "beta_start": 0.0001,
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+ "dynamic_thresholding_ratio": 0.995,
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+ "euler_at_final": false,
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+ "final_sigmas_type": "zero",
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+ "flow_shift": 3.0,
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+ "invert_sigmas": false,
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+ "lambda_min_clipped": -Infinity,
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+ "lower_order_final": true,
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+ "max_image_seq_len": 4096,
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+ "max_shift": 1.15,
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+ "num_train_timesteps": 1000,
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+ "prediction_type": "flow_prediction",
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+ "rescale_betas_zero_snr": false,
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+ "sample_max_value": 1.0,
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+ "shift": 1.0,
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+ "shift_terminal": null,
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+ "solver_order": 2,
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+ "solver_type": "midpoint",
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+ "steps_offset": 0,
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+ "stochastic_sampling": false,
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+ "thresholding": false,
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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
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+ "trained_betas": null,
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+ "use_beta_sigmas": false,
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+ "use_dynamic_shifting": false,
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+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
37
+ "use_karras_sigmas": false,
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+ "use_lu_lambdas": false,
39
+ "variance_type": null
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+ }
ProGamerGov/sana 0.6/Baseline/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Gemma2Model"
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+ ],
5
+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "attn_logit_softcapping": 50.0,
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+ "bos_token_id": 2,
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+ "cache_implementation": "hybrid",
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+ "dtype": "bfloat16",
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+ "eos_token_id": [
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+ 1,
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+ 107
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+ ],
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+ "final_logit_softcapping": 30.0,
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+ "head_dim": 256,
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_activation": "gelu_pytorch_tanh",
19
+ "hidden_size": 2304,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 9216,
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+ "layer_types": [
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+ "sliding_attention",
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+ "full_attention",
25
+ "sliding_attention",
26
+ "full_attention",
27
+ "sliding_attention",
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+ "full_attention",
29
+ "sliding_attention",
30
+ "full_attention",
31
+ "sliding_attention",
32
+ "full_attention",
33
+ "sliding_attention",
34
+ "full_attention",
35
+ "sliding_attention",
36
+ "full_attention",
37
+ "sliding_attention",
38
+ "full_attention",
39
+ "sliding_attention",
40
+ "full_attention",
41
+ "sliding_attention",
42
+ "full_attention",
43
+ "sliding_attention",
44
+ "full_attention",
45
+ "sliding_attention",
46
+ "full_attention",
47
+ "sliding_attention",
48
+ "full_attention"
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+ ],
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+ "max_position_embeddings": 8192,
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+ "model_type": "gemma2",
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+ "num_attention_heads": 8,
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+ "num_hidden_layers": 26,
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+ "num_key_value_heads": 4,
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+ "pad_token_id": 0,
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+ "query_pre_attn_scalar": 256,
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+ "rms_norm_eps": 1e-06,
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+ "rope_parameters": {
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+ "rope_theta": 10000.0,
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+ "rope_type": "default"
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+ },
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.9.0",
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+ "use_bidirectional_attention": null,
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+ "use_cache": true,
67
+ "vocab_size": 256000
68
+ }
ProGamerGov/sana 0.6/Baseline/tokenizer/chat_template.jinja ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
2
+ ' + message['content'] | trim + '<end_of_turn>
3
+ ' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
4
+ '}}{% endif %}
ProGamerGov/sana 0.6/Baseline/tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": "tokenizers",
3
+ "bos_token": "<bos>",
4
+ "clean_up_tokenization_spaces": false,
5
+ "eos_token": "<eos>",
6
+ "extra_special_tokens": [
7
+ "<start_of_turn>",
8
+ "<end_of_turn>"
9
+ ],
10
+ "is_local": false,
11
+ "local_files_only": false,
12
+ "mask_token": "<mask>",
13
+ "model_max_length": 1000000000000000019884624838656,
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+ "pad_token": "<pad>",
15
+ "sp_model_kwargs": {},
16
+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
20
+ }
ProGamerGov/sana 0.6/Baseline/training.log ADDED
@@ -0,0 +1,270 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-07-30 18:09:32
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [18:09:32] Run directory: RESULTS/ProGamerGov/run_001
6
+ [18:09:32] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [18:09:32] Loading pretrained SANA components ...
8
+ [18:09:48] Transformer params: 591,747,872 total, 591,747,872 trainable
9
+ [18:09:48] Building dataset ...
10
+ [18:09:48] Step-based training: 10000 steps (~1 epochs over dataset)
11
+ [18:09:48]
12
+ [18:09:48] ================================================================
13
+ [18:09:48] Output dir = RESULTS/ProGamerGov/run_001
14
+ [18:09:48] Num examples = 90000
15
+ [18:09:48] Num epochs = 1
16
+ [18:09:48] Batch/device = 8
17
+ [18:09:48] Grad accum = 1
18
+ [18:09:48] Effective BS = 8
19
+ [18:09:48] Total optim steps = 10000
20
+ [18:09:48] LR = 0.0001
21
+ [18:09:48] Precision = bf16
22
+ [18:09:48] Log every = 50 steps
23
+ [18:09:48] Validate every = 1000 steps
24
+ [18:09:48] Checkpoint every = 2000 steps
25
+ [18:09:48] ================================================================
26
+ [18:09:48]
27
+ 50 | 0 | 0.799470 | 0.799470 | 1.00e-05 | 0:01:55 | 6:22:44
28
+ 100 | 0 | 0.798438 | 0.798954 | 2.00e-05 | 0:03:33 | 5:52:15
29
+ 150 | 0 | 0.824712 | 0.807540 | 3.00e-05 | 0:05:11 | 5:40:50
30
+ 200 | 0 | 0.814816 | 0.809359 | 4.00e-05 | 0:06:49 | 5:34:24
31
+ 250 | 0 | 0.895391 | 0.826566 | 5.00e-05 | 0:08:27 | 5:29:57
32
+ 300 | 0 | 0.847235 | 0.830010 | 6.00e-05 | 0:10:05 | 5:26:21
33
+ 350 | 0 | 0.886025 | 0.838013 | 7.00e-05 | 0:11:43 | 5:23:24
34
+ 400 | 0 | 0.690853 | 0.819618 | 8.00e-05 | 0:13:22 | 5:20:51
35
+ 450 | 0 | 0.832449 | 0.821043 | 9.00e-05 | 0:15:00 | 5:18:30
36
+ 500 | 0 | 0.831552 | 0.822094 | 1.00e-04 | 0:16:38 | 5:16:16
37
+ 550 | 0 | 0.920912 | 0.831078 | 1.00e-04 | 0:18:17 | 5:14:08
38
+ 600 | 0 | 0.796854 | 0.828226 | 1.00e-04 | 0:19:55 | 5:12:06
39
+ 650 | 0 | 0.853559 | 0.830174 | 9.99e-05 | 0:21:33 | 5:10:07
40
+ 700 | 0 | 0.967170 | 0.839960 | 9.99e-05 | 0:23:11 | 5:08:10
41
+ 750 | 0 | 0.851478 | 0.840728 | 9.98e-05 | 0:24:50 | 5:06:17
42
+ 800 | 0 | 0.794251 | 0.837823 | 9.98e-05 | 0:26:28 | 5:04:25
43
+ 850 | 0 | 0.851252 | 0.838613 | 9.97e-05 | 0:28:06 | 5:02:34
44
+ 900 | 0 | 0.799675 | 0.836450 | 9.96e-05 | 0:29:44 | 5:00:45
45
+ 950 | 0 | 0.800709 | 0.834568 | 9.94e-05 | 0:31:22 | 4:58:57
46
+ 1000 | 0 | 0.916697 | 0.838675 | 9.93e-05 | 0:33:01 | 4:57:11
47
+ [18:42:34] Generating 16 validation images ...
48
+ [18:43:06] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0001000.png
49
+ 1050 | 0 | 0.886986 | 0.840975 | 9.92e-05 | 0:35:12 | 5:00:07
50
+ 1100 | 0 | 0.898359 | 0.843584 | 9.90e-05 | 0:36:50 | 4:58:08
51
+ 1150 | 0 | 0.930405 | 0.847359 | 9.88e-05 | 0:38:29 | 4:56:11
52
+ 1200 | 0 | 0.888625 | 0.849078 | 9.87e-05 | 0:40:07 | 4:54:15
53
+ 1250 | 0 | 0.861225 | 0.849564 | 9.85e-05 | 0:41:45 | 4:52:20
54
+ 1300 | 0 | 0.933150 | 0.852779 | 9.83e-05 | 0:43:24 | 4:50:27
55
+ 1350 | 0 | 0.791676 | 0.850516 | 9.80e-05 | 0:45:02 | 4:48:34
56
+ 1400 | 0 | 0.840127 | 0.850145 | 9.78e-05 | 0:46:40 | 4:46:43
57
+ 1450 | 0 | 0.872889 | 0.850929 | 9.76e-05 | 0:48:18 | 4:44:53
58
+ 1500 | 0 | 0.825475 | 0.850080 | 9.73e-05 | 0:49:57 | 4:43:03
59
+ 1550 | 0 | 0.882321 | 0.851121 | 9.70e-05 | 0:51:35 | 4:41:14
60
+ 1600 | 0 | 0.881325 | 0.852064 | 9.67e-05 | 0:53:13 | 4:39:26
61
+ 1650 | 0 | 0.923120 | 0.854218 | 9.64e-05 | 0:54:51 | 4:37:39
62
+ 1700 | 0 | 0.869847 | 0.854677 | 9.61e-05 | 0:56:30 | 4:35:52
63
+ 1750 | 0 | 0.903213 | 0.856064 | 9.58e-05 | 0:58:08 | 4:34:05
64
+ 1800 | 0 | 0.830759 | 0.855361 | 9.55e-05 | 0:59:46 | 4:32:19
65
+ 1850 | 0 | 0.988764 | 0.858967 | 9.51e-05 | 1:01:25 | 4:30:33
66
+ 1900 | 0 | 0.965785 | 0.861778 | 9.47e-05 | 1:03:03 | 4:28:49
67
+ 1950 | 0 | 0.858582 | 0.861696 | 9.44e-05 | 1:04:41 | 4:27:04
68
+ 2000 | 0 | 0.906750 | 0.862822 | 9.40e-05 | 1:06:19 | 4:25:19
69
+ [19:15:56] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-2000
70
+ [19:15:57] Generating 16 validation images ...
71
+ [19:16:29] Validation at step 2000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.889825 | 0.863481 | 9.36e-05 | 1:08:35 | 4:26:00
73
+ 2100 | 0 | 0.830000 | 0.862683 | 9.32e-05 | 1:10:13 | 4:24:12
74
+ 2150 | 0 | 0.808607 | 0.861426 | 9.27e-05 | 1:11:52 | 4:22:24
75
+ 2200 | 0 | 0.778298 | 0.859537 | 9.23e-05 | 1:13:30 | 4:20:36
76
+ 2250 | 0 | 0.795049 | 0.858104 | 9.19e-05 | 1:15:08 | 4:18:49
77
+ 2300 | 0 | 1.016137 | 0.861539 | 9.14e-05 | 1:16:46 | 4:17:03
78
+ 2350 | 0 | 0.811559 | 0.860476 | 9.09e-05 | 1:18:25 | 4:15:16
79
+ 2400 | 0 | 0.845207 | 0.860158 | 9.05e-05 | 1:20:03 | 4:13:30
80
+ 2450 | 0 | 0.889794 | 0.860762 | 9.00e-05 | 1:21:41 | 4:11:45
81
+ 2500 | 0 | 0.861217 | 0.860771 | 8.95e-05 | 1:23:19 | 4:09:59
82
+ 2550 | 0 | 0.872515 | 0.861002 | 8.89e-05 | 1:24:58 | 4:08:14
83
+ 2600 | 0 | 0.954797 | 0.862806 | 8.84e-05 | 1:26:36 | 4:06:29
84
+ 2650 | 0 | 1.129153 | 0.867831 | 8.79e-05 | 1:28:14 | 4:04:45
85
+ 2700 | 0 | 1.000374 | 0.870285 | 8.73e-05 | 1:29:52 | 4:03:00
86
+ 2750 | 0 | 1.066935 | 0.873861 | 8.68e-05 | 1:31:31 | 4:01:16
87
+ 2800 | 0 | 0.993778 | 0.876002 | 8.62e-05 | 1:33:09 | 3:59:32
88
+ 2850 | 0 | 1.131861 | 0.880491 | 8.56e-05 | 1:34:47 | 3:57:48
89
+ 2900 | 0 | 0.962817 | 0.881910 | 8.51e-05 | 1:36:25 | 3:56:04
90
+ 2950 | 0 | 0.842167 | 0.881237 | 8.45e-05 | 1:38:03 | 3:54:21
91
+ 3000 | 0 | 1.131742 | 0.885412 | 8.39e-05 | 1:39:41 | 3:52:37
92
+ [19:49:14] Generating 16 validation images ...
93
+ [19:49:47] Validation at step 3000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0003000.png
94
+ 3050 | 0 | 1.119178 | 0.889244 | 8.33e-05 | 1:41:53 | 3:52:11
95
+ 3100 | 0 | 0.990171 | 0.890872 | 8.26e-05 | 1:43:31 | 3:50:26
96
+ 3150 | 0 | 0.963370 | 0.892023 | 8.20e-05 | 1:45:09 | 3:48:41
97
+ 3200 | 0 | 0.781964 | 0.890303 | 8.14e-05 | 1:46:47 | 3:46:56
98
+ 3250 | 0 | 0.915751 | 0.890695 | 8.07e-05 | 1:48:25 | 3:45:11
99
+ 3300 | 0 | 0.989680 | 0.892194 | 8.01e-05 | 1:50:03 | 3:43:27
100
+ 3350 | 0 | 0.971338 | 0.893376 | 7.94e-05 | 1:51:41 | 3:41:42
101
+ 3400 | 0 | 1.059340 | 0.895816 | 7.87e-05 | 1:53:19 | 3:39:58
102
+ 3450 | 0 | 1.023327 | 0.897664 | 7.80e-05 | 1:54:57 | 3:38:15
103
+ 3500 | 0 | 0.917961 | 0.897954 | 7.73e-05 | 1:56:35 | 3:36:31
104
+ 3550 | 0 | 1.004711 | 0.899458 | 7.67e-05 | 1:58:13 | 3:34:48
105
+ 3600 | 0 | 0.919632 | 0.899738 | 7.59e-05 | 1:59:51 | 3:33:05
106
+ 3650 | 0 | 1.110108 | 0.902620 | 7.52e-05 | 2:01:29 | 3:31:22
107
+ 3700 | 0 | 1.083226 | 0.905060 | 7.45e-05 | 2:03:07 | 3:29:39
108
+ 3750 | 0 | 0.921222 | 0.905276 | 7.38e-05 | 2:04:45 | 3:27:56
109
+ 3800 | 0 | 0.988811 | 0.906375 | 7.31e-05 | 2:06:23 | 3:26:13
110
+ 3850 | 0 | 1.029722 | 0.907977 | 7.23e-05 | 2:08:01 | 3:24:30
111
+ 3900 | 0 | 0.990001 | 0.909029 | 7.16e-05 | 2:09:39 | 3:22:47
112
+ 3950 | 0 | 0.891849 | 0.908811 | 7.08e-05 | 2:11:17 | 3:21:05
113
+ 4000 | 0 | 0.811283 | 0.907592 | 7.01e-05 | 2:12:55 | 3:19:23
114
+ [20:22:32] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-4000
115
+ [20:22:32] Generating 16 validation images ...
116
+ [20:23:05] Validation at step 4000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.816589 | 0.906468 | 6.93e-05 | 2:15:12 | 3:18:37
118
+ 4100 | 0 | 0.874575 | 0.906080 | 6.86e-05 | 2:16:50 | 3:16:54
119
+ 4150 | 0 | 1.010207 | 0.907334 | 6.78e-05 | 2:18:28 | 3:15:11
120
+ 4200 | 0 | 0.941848 | 0.907745 | 6.70e-05 | 2:20:06 | 3:13:28
121
+ 4250 | 0 | 0.963756 | 0.908404 | 6.62e-05 | 2:21:44 | 3:11:45
122
+ 4300 | 0 | 0.862514 | 0.907870 | 6.55e-05 | 2:23:22 | 3:10:02
123
+ 4350 | 0 | 0.855139 | 0.907264 | 6.47e-05 | 2:25:00 | 3:08:20
124
+ 4400 | 0 | 0.897653 | 0.907155 | 6.39e-05 | 2:26:38 | 3:06:37
125
+ 4450 | 0 | 0.870156 | 0.906739 | 6.31e-05 | 2:28:16 | 3:04:55
126
+ 4500 | 0 | 0.825225 | 0.905834 | 6.23e-05 | 2:29:54 | 3:03:13
127
+ 4550 | 0 | 0.925418 | 0.906049 | 6.15e-05 | 2:31:32 | 3:01:31
128
+ 4600 | 0 | 0.891087 | 0.905886 | 6.07e-05 | 2:33:10 | 2:59:48
129
+ 4650 | 0 | 0.904814 | 0.905875 | 5.99e-05 | 2:34:48 | 2:58:06
130
+ 4700 | 0 | 0.906233 | 0.905878 | 5.90e-05 | 2:36:26 | 2:56:24
131
+ 4750 | 0 | 0.911564 | 0.905938 | 5.82e-05 | 2:38:04 | 2:54:42
132
+ 4800 | 0 | 1.026092 | 0.907190 | 5.74e-05 | 2:39:42 | 2:53:00
133
+ 4850 | 0 | 0.911921 | 0.907239 | 5.66e-05 | 2:41:20 | 2:51:18
134
+ 4900 | 0 | 0.970340 | 0.907883 | 5.58e-05 | 2:42:58 | 2:49:37
135
+ 4950 | 0 | 0.941380 | 0.908221 | 5.50e-05 | 2:44:36 | 2:47:55
136
+ 5000 | 0 | 0.977509 | 0.908914 | 5.41e-05 | 2:46:15 | 2:46:15
137
+ [20:55:48] Generating 16 validation images ...
138
+ [20:56:20] Validation at step 5000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.887390 | 0.909793 | 5.33e-05 | 2:48:27 | 2:45:07
140
+ 5100 | 0 | 0.912966 | 0.910938 | 5.25e-05 | 2:50:06 | 2:43:25
141
+ 5150 | 0 | 0.780389 | 0.910495 | 5.17e-05 | 2:51:44 | 2:41:43
142
+ 5200 | 0 | 0.844749 | 0.910794 | 5.08e-05 | 2:53:21 | 2:40:01
143
+ 5250 | 0 | 0.880902 | 0.910649 | 5.00e-05 | 2:54:59 | 2:38:19
144
+ 5300 | 0 | 0.885210 | 0.911029 | 4.92e-05 | 2:56:37 | 2:36:37
145
+ 5350 | 0 | 0.950308 | 0.911672 | 4.83e-05 | 2:58:15 | 2:34:56
146
+ 5400 | 0 | 0.797604 | 0.912740 | 4.75e-05 | 2:59:53 | 2:33:14
147
+ 5450 | 0 | 0.908853 | 0.913504 | 4.67e-05 | 3:01:31 | 2:31:32
148
+ 5500 | 0 | 0.856772 | 0.913756 | 4.59e-05 | 3:03:09 | 2:29:51
149
+ 5550 | 0 | 0.969207 | 0.914239 | 4.50e-05 | 3:04:47 | 2:28:09
150
+ 5600 | 0 | 0.803005 | 0.914300 | 4.42e-05 | 3:06:25 | 2:26:28
151
+ 5650 | 0 | 0.894628 | 0.914711 | 4.34e-05 | 3:08:03 | 2:24:46
152
+ 5700 | 0 | 0.881048 | 0.913850 | 4.26e-05 | 3:09:41 | 2:23:05
153
+ 5750 | 0 | 0.872326 | 0.914058 | 4.18e-05 | 3:11:18 | 2:21:24
154
+ 5800 | 0 | 0.787108 | 0.913987 | 4.10e-05 | 3:12:57 | 2:19:43
155
+ 5850 | 0 | 0.868874 | 0.914163 | 4.01e-05 | 3:14:35 | 2:18:02
156
+ 5900 | 0 | 0.799625 | 0.914163 | 3.93e-05 | 3:16:13 | 2:16:21
157
+ 5950 | 0 | 0.984805 | 0.916003 | 3.85e-05 | 3:17:51 | 2:14:40
158
+ 6000 | 0 | 0.873688 | 0.915573 | 3.77e-05 | 3:19:28 | 2:12:59
159
+ [21:29:05] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-6000
160
+ [21:29:06] Generating 16 validation images ...
161
+ [21:29:38] Validation at step 6000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0006000.png
162
+ 6050 | 0 | 0.828862 | 0.914992 | 3.69e-05 | 3:21:44 | 2:11:43
163
+ 6100 | 0 | 0.879111 | 0.914800 | 3.61e-05 | 3:23:22 | 2:10:01
164
+ 6150 | 0 | 0.845687 | 0.913952 | 3.53e-05 | 3:25:00 | 2:08:20
165
+ 6200 | 0 | 0.931584 | 0.914382 | 3.45e-05 | 3:26:38 | 2:06:39
166
+ 6250 | 0 | 1.016896 | 0.915939 | 3.38e-05 | 3:28:16 | 2:04:57
167
+ 6300 | 0 | 0.934398 | 0.915951 | 3.30e-05 | 3:29:54 | 2:03:16
168
+ 6350 | 0 | 0.906240 | 0.917097 | 3.22e-05 | 3:31:32 | 2:01:35
169
+ 6400 | 0 | 0.769435 | 0.916390 | 3.14e-05 | 3:33:09 | 1:59:54
170
+ 6450 | 0 | 0.882191 | 0.916483 | 3.07e-05 | 3:34:47 | 1:58:13
171
+ 6500 | 0 | 0.862953 | 0.916858 | 2.99e-05 | 3:36:25 | 1:56:32
172
+ 6550 | 0 | 0.824518 | 0.916280 | 2.92e-05 | 3:38:04 | 1:54:51
173
+ 6600 | 0 | 0.893326 | 0.916400 | 2.84e-05 | 3:39:42 | 1:53:11
174
+ 6650 | 0 | 0.819687 | 0.915365 | 2.77e-05 | 3:41:21 | 1:51:30
175
+ 6700 | 0 | 0.916055 | 0.915827 | 2.69e-05 | 3:42:59 | 1:49:50
176
+ 6750 | 0 | 0.948720 | 0.916283 | 2.62e-05 | 3:44:38 | 1:48:09
177
+ 6800 | 0 | 0.960946 | 0.917584 | 2.55e-05 | 3:46:16 | 1:46:28
178
+ 6850 | 0 | 1.014503 | 0.917842 | 2.48e-05 | 3:47:54 | 1:44:48
179
+ 6900 | 0 | 0.889137 | 0.917075 | 2.41e-05 | 3:49:32 | 1:43:07
180
+ 6950 | 0 | 0.962627 | 0.918116 | 2.33e-05 | 3:51:11 | 1:41:27
181
+ 7000 | 0 | 0.778368 | 0.916832 | 2.27e-05 | 3:52:49 | 1:39:47
182
+ [22:02:22] Generating 16 validation images ...
183
+ [22:02:54] Validation at step 7000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0007000.png
184
+ 7050 | 0 | 0.871048 | 0.916644 | 2.20e-05 | 3:55:00 | 1:38:20
185
+ 7100 | 0 | 0.869746 | 0.917042 | 2.13e-05 | 3:56:39 | 1:36:39
186
+ 7150 | 0 | 0.911777 | 0.918073 | 2.06e-05 | 3:58:17 | 1:34:59
187
+ 7200 | 0 | 0.876258 | 0.919053 | 1.99e-05 | 3:59:56 | 1:33:18
188
+ 7250 | 0 | 0.818232 | 0.919285 | 1.93e-05 | 4:01:34 | 1:31:37
189
+ 7300 | 0 | 0.899722 | 0.918121 | 1.86e-05 | 4:03:11 | 1:29:56
190
+ 7350 | 0 | 0.906697 | 0.919072 | 1.80e-05 | 4:04:49 | 1:28:16
191
+ 7400 | 0 | 0.834157 | 0.918961 | 1.74e-05 | 4:06:27 | 1:26:35
192
+ 7450 | 0 | 0.847203 | 0.918536 | 1.67e-05 | 4:08:05 | 1:24:54
193
+ 7500 | 0 | 0.810573 | 0.918029 | 1.61e-05 | 4:09:43 | 1:23:14
194
+ 7550 | 0 | 0.869055 | 0.917995 | 1.55e-05 | 4:11:21 | 1:21:33
195
+ 7600 | 0 | 0.857670 | 0.917023 | 1.49e-05 | 4:12:59 | 1:19:53
196
+ 7650 | 0 | 0.877504 | 0.914507 | 1.44e-05 | 4:14:37 | 1:18:12
197
+ 7700 | 0 | 0.886261 | 0.913366 | 1.38e-05 | 4:16:15 | 1:16:32
198
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199
+ 7800 | 0 | 0.803114 | 0.909749 | 1.27e-05 | 4:19:31 | 1:13:11
200
+ 7850 | 0 | 0.993062 | 0.908361 | 1.21e-05 | 4:21:09 | 1:11:31
201
+ 7900 | 0 | 0.781279 | 0.906545 | 1.16e-05 | 4:22:47 | 1:09:51
202
+ 7950 | 0 | 0.793462 | 0.906058 | 1.11e-05 | 4:24:25 | 1:08:11
203
+ 8000 | 0 | 0.898292 | 0.903724 | 1.05e-05 | 4:26:03 | 1:06:30
204
+ [22:35:40] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-8000
205
+ [22:35:41] Removed old checkpoint: checkpoint-2000
206
+ [22:35:41] Generating 16 validation images ...
207
+ [22:36:13] Validation at step 8000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0008000.png
208
+ 8050 | 0 | 0.866118 | 0.901193 | 1.00e-05 | 4:28:20 | 1:05:00
209
+ 8100 | 0 | 0.866950 | 0.899961 | 9.55e-06 | 4:29:58 | 1:03:19
210
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211
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212
+ 8250 | 0 | 0.868918 | 0.900776 | 8.14e-06 | 4:34:53 | 0:58:18
213
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214
+ 8350 | 0 | 0.886925 | 0.898903 | 7.26e-06 | 4:38:09 | 0:54:57
215
+ 8400 | 0 | 0.877886 | 0.897088 | 6.84e-06 | 4:39:47 | 0:53:17
216
+ 8450 | 0 | 0.948566 | 0.896340 | 6.43e-06 | 4:41:25 | 0:51:37
217
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218
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219
+ 8600 | 0 | 0.799881 | 0.893777 | 5.26e-06 | 4:46:18 | 0:46:36
220
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221
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222
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223
+ 8800 | 0 | 0.990275 | 0.890131 | 3.89e-06 | 4:52:50 | 0:39:55
224
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225
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226
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227
+ 9000 | 0 | 0.927735 | 0.888010 | 2.71e-06 | 4:59:22 | 0:33:15
228
+ [23:08:54] Generating 16 validation images ...
229
+ [23:09:27] Validation at step 9000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0009000.png
230
+ 9050 | 0 | 0.889963 | 0.888743 | 2.45e-06 | 5:01:33 | 0:31:39
231
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232
+ 9150 | 0 | 0.914126 | 0.887481 | 1.96e-06 | 5:04:49 | 0:28:18
233
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234
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235
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236
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237
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238
+ 9450 | 0 | 0.870507 | 0.884048 | 8.25e-07 | 5:14:36 | 0:18:18
239
+ 9500 | 0 | 0.965388 | 0.885450 | 6.82e-07 | 5:16:14 | 0:16:38
240
+ 9550 | 0 | 0.864041 | 0.884836 | 5.53e-07 | 5:17:52 | 0:14:58
241
+ 9600 | 0 | 0.882852 | 0.884753 | 4.37e-07 | 5:19:29 | 0:13:18
242
+ 9650 | 0 | 0.868315 | 0.884388 | 3.35e-07 | 5:21:07 | 0:11:38
243
+ 9700 | 0 | 0.878077 | 0.884107 | 2.46e-07 | 5:22:45 | 0:09:58
244
+ 9750 | 0 | 0.786280 | 0.882854 | 1.71e-07 | 5:24:23 | 0:08:19
245
+ 9800 | 0 | 0.926351 | 0.881857 | 1.09e-07 | 5:26:01 | 0:06:39
246
+ 9850 | 0 | 0.916499 | 0.881902 | 6.15e-08 | 5:27:39 | 0:04:59
247
+ 9900 | 0 | 0.880474 | 0.881004 | 2.73e-08 | 5:29:17 | 0:03:19
248
+ 9950 | 0 | 0.883694 | 0.880427 | 6.83e-09 | 5:30:55 | 0:01:39
249
+ 10000 | 0 | 0.949349 | 0.880145 | 0.00e+00 | 5:32:33 | 0:00:00
250
+ [23:42:09] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-10000
251
+ [23:42:10] Removed old checkpoint: checkpoint-4000
252
+ [23:42:10] Generating 16 validation images ...
253
+ [23:42:42] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0010000.png
254
+ [23:42:43] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.890270 ---
255
+ [23:42:43] Saving final model ...
256
+ [23:42:51] Pipeline saved -> RESULTS/ProGamerGov/run_001
257
+ [23:42:51] Generating final validation collage ...
258
+ [23:42:51] Generating 16 validation images ...
259
+ [23:43:22] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0010000.png
260
+ [23:43:23]
261
+ [23:43:23] ============================================================
262
+ [23:43:23] TRAINING SUMMARY
263
+ [23:43:23] ============================================================
264
+ [23:43:23] Total steps : 200
265
+ [23:43:23] Final loss : 0.949349
266
+ [23:43:23] Avg last 100 : 0.880145
267
+ [23:43:23] Min loss : 0.690853
268
+ [23:43:23] Total time : 5:33:51
269
+ [23:43:23] Output : RESULTS/ProGamerGov/run_001
270
+ [23:43:23] ============================================================
ProGamerGov/sana 0.6/Baseline/training_args.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "lr_num_cycles": 1,
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+ "dataloader_num_workers": 4,
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+ "pin_memory": false,
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+ "output_dir": "RESULTS/ProGamerGov/run_001"
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+ }
ProGamerGov/sana 0.6/Baseline/training_summary.json ADDED
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+ {
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ProGamerGov/sana 0.6/Baseline/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_600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "caption_channels": 2304,
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+ "num_attention_heads": 36,
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+ "num_cross_attention_heads": 16,
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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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+ }
ProGamerGov/sana 0.6/Baseline/vae/config.json ADDED
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1
+ {
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+ "_class_name": "AutoencoderDC",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_600M_1024px_diffusers",
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+ "attention_head_dim": 32,
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+ "decoder_act_fns": "silu",
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+ "decoder_block_out_channels": [
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+ "decoder_block_types": [
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ "decoder_conv_act_fn": "relu",
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+ "decoder_in_shortcut": true,
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+ "encoder_block_types": [
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+ "ResBlock",
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+ "ResBlock",
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ }