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  1. ProGamerGov/.current_run +1 -0
  2. ProGamerGov/run_016/checkpoint-10000/transformer/config.json +24 -0
  3. ProGamerGov/run_016/checkpoint-6000/transformer/config.json +24 -0
  4. ProGamerGov/run_016/checkpoint-8000/transformer/config.json +24 -0
  5. ProGamerGov/run_016/training.log +273 -0
  6. ProGamerGov/run_016/training_args.json +43 -0
  7. ProGamerGov/run_016/training_summary.json +7 -0
  8. ProGamerGov/run_016/transformer/config.json +24 -0
  9. ProGamerGov/run_018/checkpoint-10000/transformer/config.json +24 -0
  10. ProGamerGov/run_018/checkpoint-6000/transformer/config.json +24 -0
  11. ProGamerGov/run_018/checkpoint-8000/transformer/config.json +24 -0
  12. ProGamerGov/run_018/training.log +275 -0
  13. ProGamerGov/run_018/training_args.json +47 -0
  14. ProGamerGov/run_018/training_summary.json +7 -0
  15. ProGamerGov/run_018/transformer/config.json +24 -0
  16. ProGamerGov/sana 1.6/Baseline/checkpoint-10000/transformer/config.json +26 -0
  17. ProGamerGov/sana 1.6/Baseline/model_index.json +24 -0
  18. ProGamerGov/sana 1.6/Baseline/scheduler/scheduler_config.json +40 -0
  19. ProGamerGov/sana 1.6/Baseline/text_encoder/config.json +68 -0
  20. ProGamerGov/sana 1.6/Baseline/tokenizer/chat_template.jinja +4 -0
  21. ProGamerGov/sana 1.6/Baseline/tokenizer/tokenizer_config.json +20 -0
  22. ProGamerGov/sana 1.6/Baseline/training.log +270 -0
  23. ProGamerGov/sana 1.6/Baseline/training_args.json +46 -0
  24. ProGamerGov/sana 1.6/Baseline/training_summary.json +7 -0
  25. ProGamerGov/sana 1.6/Baseline/transformer/config.json +26 -0
  26. ProGamerGov/sana 1.6/Baseline/vae/config.json +92 -0
  27. ProGamerGov/sana 1.6/RAD/checkpoint-10000/transformer/config.json +26 -0
  28. ProGamerGov/sana 1.6/RAD/model_index.json +24 -0
  29. ProGamerGov/sana 1.6/RAD/scheduler/scheduler_config.json +40 -0
  30. ProGamerGov/sana 1.6/RAD/text_encoder/config.json +68 -0
  31. ProGamerGov/sana 1.6/RAD/tokenizer/chat_template.jinja +4 -0
  32. ProGamerGov/sana 1.6/RAD/tokenizer/tokenizer_config.json +20 -0
  33. ProGamerGov/sana 1.6/RAD/training.log +303 -0
  34. ProGamerGov/sana 1.6/RAD/training_args.json +55 -0
  35. ProGamerGov/sana 1.6/RAD/training_summary.json +7 -0
  36. ProGamerGov/sana 1.6/RAD/transformer/config.json +26 -0
  37. ProGamerGov/sana 1.6/RAD/vae/config.json +92 -0
  38. ProGamerGov/sana 1.6/SpeeD/checkpoint-10000/transformer/config.json +26 -0
  39. ProGamerGov/sana 1.6/SpeeD/checkpoint-6000/transformer/config.json +26 -0
  40. ProGamerGov/sana 1.6/SpeeD/checkpoint-8000/transformer/config.json +26 -0
  41. ProGamerGov/sana 1.6/SpeeD/model_index.json +24 -0
  42. ProGamerGov/sana 1.6/SpeeD/scheduler/scheduler_config.json +40 -0
  43. ProGamerGov/sana 1.6/SpeeD/text_encoder/config.json +68 -0
  44. ProGamerGov/sana 1.6/SpeeD/tokenizer/chat_template.jinja +4 -0
  45. ProGamerGov/sana 1.6/SpeeD/tokenizer/tokenizer_config.json +20 -0
  46. ProGamerGov/sana 1.6/SpeeD/training.log +272 -0
  47. ProGamerGov/sana 1.6/SpeeD/training_args.json +50 -0
  48. ProGamerGov/sana 1.6/SpeeD/training_summary.json +7 -0
  49. ProGamerGov/sana 1.6/SpeeD/transformer/config.json +26 -0
  50. ProGamerGov/sana 1.6/SpeeD/vae/config.json +92 -0
ProGamerGov/.current_run ADDED
@@ -0,0 +1 @@
 
 
1
+ RESULTS/ProGamerGov/run_021
ProGamerGov/run_016/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "Flux2Transformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_name_or_path": "black-forest-labs/FLUX.2-klein-4B",
5
+ "attention_head_dim": 128,
6
+ "axes_dims_rope": [
7
+ 32,
8
+ 32,
9
+ 32,
10
+ 32
11
+ ],
12
+ "eps": 1e-06,
13
+ "guidance_embeds": false,
14
+ "in_channels": 128,
15
+ "joint_attention_dim": 7680,
16
+ "mlp_ratio": 3.0,
17
+ "num_attention_heads": 24,
18
+ "num_layers": 5,
19
+ "num_single_layers": 20,
20
+ "out_channels": null,
21
+ "patch_size": 1,
22
+ "rope_theta": 2000,
23
+ "timestep_guidance_channels": 256
24
+ }
ProGamerGov/run_016/checkpoint-6000/transformer/config.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "Flux2Transformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_name_or_path": "black-forest-labs/FLUX.2-klein-4B",
5
+ "attention_head_dim": 128,
6
+ "axes_dims_rope": [
7
+ 32,
8
+ 32,
9
+ 32,
10
+ 32
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+ ],
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+ "eps": 1e-06,
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+ "guidance_embeds": false,
14
+ "in_channels": 128,
15
+ "joint_attention_dim": 7680,
16
+ "mlp_ratio": 3.0,
17
+ "num_attention_heads": 24,
18
+ "num_layers": 5,
19
+ "num_single_layers": 20,
20
+ "out_channels": null,
21
+ "patch_size": 1,
22
+ "rope_theta": 2000,
23
+ "timestep_guidance_channels": 256
24
+ }
ProGamerGov/run_016/checkpoint-8000/transformer/config.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "Flux2Transformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_name_or_path": "black-forest-labs/FLUX.2-klein-4B",
5
+ "attention_head_dim": 128,
6
+ "axes_dims_rope": [
7
+ 32,
8
+ 32,
9
+ 32,
10
+ 32
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+ ],
12
+ "eps": 1e-06,
13
+ "guidance_embeds": false,
14
+ "in_channels": 128,
15
+ "joint_attention_dim": 7680,
16
+ "mlp_ratio": 3.0,
17
+ "num_attention_heads": 24,
18
+ "num_layers": 5,
19
+ "num_single_layers": 20,
20
+ "out_channels": null,
21
+ "patch_size": 1,
22
+ "rope_theta": 2000,
23
+ "timestep_guidance_channels": 256
24
+ }
ProGamerGov/run_016/training.log ADDED
@@ -0,0 +1,273 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-22 17:33:49
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [17:33:49] Run directory: RESULTS/ProGamerGov/run_016
6
+ [17:33:49] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
7
+ [17:33:49] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
8
+ [17:33:52] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
9
+ [17:33:52] guidance_embeds=False (reported True on this config) -- but guidance=None is passed every forward call, training and validation alike, matching Flux2KleinPipeline's own denoising loop for this step-distilled checkpoint. --guidance_scale=1.0 is not currently used by the transformer call; kept for reference/documentation only.
10
+ [17:33:52] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
11
+ [17:33:58] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
12
+ [17:33:58] 90000 cached samples
13
+ [17:33:59]
14
+ [17:33:59] ================================================================
15
+ [17:33:59] Model = black-forest-labs/FLUX.2-klein-4B
16
+ [17:33:59] Output dir = RESULTS/ProGamerGov/run_016
17
+ [17:33:59] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
18
+ [17:33:59] Num examples = 90000
19
+ [17:33:59] Num epochs = 1
20
+ [17:33:59] Batch/device = 1
21
+ [17:33:59] Grad accum = 1
22
+ [17:33:59] Effective BS = 1
23
+ [17:33:59] Total optim steps = 10000
24
+ [17:33:59] LR = 1e-05
25
+ [17:33:59] Precision = bf16
26
+ [17:33:59] Resolution = 1024x1024
27
+ [17:33:59] Grad checkpointing = True
28
+ [17:33:59] Guidance scale = 1.0 (not used -- transformer always gets guidance=None)
29
+ [17:33:59] Validate every = 1000 steps
30
+ [17:33:59] ================================================================
31
+ [17:33:59]
32
+ 50 | 0 | 0.844045 | 0.844045 | 1.00e-06 | 0:01:59 | 6:34:56
33
+ 100 | 0 | 0.652930 | 0.748488 | 2.00e-06 | 0:03:48 | 6:16:13
34
+ 150 | 0 | 0.921907 | 0.806294 | 3.00e-06 | 0:05:37 | 6:08:54
35
+ 200 | 0 | 0.813576 | 0.808114 | 4.00e-06 | 0:07:26 | 6:04:19
36
+ 250 | 0 | 0.704891 | 0.787470 | 5.00e-06 | 0:09:15 | 6:00:57
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+ 300 | 0 | 0.708629 | 0.774330 | 6.00e-06 | 0:11:04 | 5:58:01
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+ 350 | 0 | 0.801067 | 0.778149 | 7.00e-06 | 0:12:53 | 5:55:25
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+ 400 | 0 | 0.792704 | 0.779969 | 8.00e-06 | 0:14:42 | 5:53:03
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+ 450 | 0 | 0.575577 | 0.757258 | 9.00e-06 | 0:16:31 | 5:50:49
41
+ 500 | 0 | 0.460811 | 0.727614 | 1.00e-05 | 0:18:20 | 5:48:37
42
+ 550 | 0 | 0.983956 | 0.750917 | 1.00e-05 | 0:20:10 | 5:46:31
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+ 600 | 0 | 0.535964 | 0.733005 | 1.00e-05 | 0:21:59 | 5:44:26
44
+ 650 | 0 | 0.828358 | 0.740340 | 9.99e-06 | 0:23:48 | 5:42:24
45
+ 700 | 0 | 0.535246 | 0.725690 | 9.99e-06 | 0:25:37 | 5:40:23
46
+ 750 | 0 | 1.024390 | 0.745603 | 9.98e-06 | 0:27:26 | 5:38:24
47
+ 800 | 0 | 0.862118 | 0.752886 | 9.98e-06 | 0:29:15 | 5:36:28
48
+ 850 | 0 | 0.771348 | 0.753972 | 9.97e-06 | 0:31:04 | 5:34:31
49
+ 900 | 0 | 0.606651 | 0.745787 | 9.96e-06 | 0:32:53 | 5:32:36
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+ 950 | 0 | 0.589058 | 0.737538 | 9.94e-06 | 0:34:42 | 5:30:41
51
+ 1000 | 0 | 1.178144 | 0.759568 | 9.93e-06 | 0:36:31 | 5:28:47
52
+ [18:10:21] Generating 16 validation images ...
53
+ [18:11:03] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0001000.png
54
+ 1050 | 0 | 0.740070 | 0.758640 | 9.92e-06 | 0:39:03 | 5:32:57
55
+ 1100 | 0 | 0.846790 | 0.762647 | 9.90e-06 | 0:40:52 | 5:30:45
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+ 1150 | 0 | 0.635369 | 0.757113 | 9.88e-06 | 0:42:41 | 5:28:35
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+ 1750 | 0 | 0.951827 | 0.776470 | 9.58e-06 | 1:04:30 | 5:04:08
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+ 1800 | 0 | 0.527240 | 0.769547 | 9.55e-06 | 1:06:19 | 5:02:09
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73
+ 2000 | 0 | 0.492052 | 0.767748 | 9.40e-06 | 1:13:35 | 4:54:23
74
+ [18:48:07] Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-2000
75
+ [18:48:07] Generating 16 validation images ...
76
+ [18:48:49] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0002000.png
77
+ 2050 | 0 | 0.407144 | 0.758953 | 9.36e-06 | 1:16:49 | 4:57:55
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+ 3000 | 0 | 0.534343 | 0.735582 | 8.39e-06 | 1:51:21 | 4:19:50
97
+ [19:25:11] Generating 16 validation images ...
98
+ [19:25:53] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0003000.png
99
+ 3050 | 0 | 0.681797 | 0.734700 | 8.33e-06 | 1:53:53 | 4:19:30
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118
+ 4000 | 0 | 0.964902 | 0.724434 | 7.01e-06 | 2:28:24 | 3:42:36
119
+ [20:02:59] Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-4000
120
+ [20:02:59] Generating 16 validation images ...
121
+ [20:03:41] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0004000.png
122
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140
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141
+ 5000 | 0 | 0.772082 | 0.711312 | 5.41e-06 | 3:06:11 | 3:06:11
142
+ [20:40:00] Generating 16 validation images ...
143
+ [20:40:43] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0005000.png
144
+ 5050 | 0 | 0.644466 | 0.709317 | 5.33e-06 | 3:08:42 | 3:04:58
145
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146
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147
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148
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149
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150
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151
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152
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153
+ 5500 | 0 | 0.683173 | 0.708274 | 4.59e-06 | 3:25:03 | 2:47:46
154
+ 5550 | 0 | 0.461650 | 0.703051 | 4.50e-06 | 3:26:52 | 2:45:52
155
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156
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157
+ 5700 | 0 | 0.775521 | 0.706384 | 4.26e-06 | 3:32:19 | 2:40:10
158
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159
+ 5800 | 0 | 0.678720 | 0.700036 | 4.10e-06 | 3:35:57 | 2:36:22
160
+ 5850 | 0 | 0.319320 | 0.695516 | 4.01e-06 | 3:37:46 | 2:34:29
161
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162
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163
+ 6000 | 0 | 0.783877 | 0.700202 | 3.77e-06 | 3:43:13 | 2:28:48
164
+ [21:17:47] Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-6000
165
+ [21:17:48] Generating 16 validation images ...
166
+ [21:18:29] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0006000.png
167
+ 6050 | 0 | 0.479470 | 0.697596 | 3.69e-06 | 3:46:29 | 2:27:52
168
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169
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170
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171
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172
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177
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178
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179
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180
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181
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182
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183
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184
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185
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186
+ 7000 | 0 | 0.627520 | 0.673746 | 2.27e-06 | 4:21:00 | 1:51:51
187
+ [21:54:49] Generating 16 validation images ...
188
+ [21:55:32] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0007000.png
189
+ 7050 | 0 | 0.665177 | 0.676326 | 2.20e-06 | 4:23:31 | 1:50:16
190
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191
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192
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194
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195
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196
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197
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198
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199
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200
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201
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202
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203
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204
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205
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206
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207
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208
+ 8000 | 0 | 0.706895 | 0.679834 | 1.05e-06 | 4:58:02 | 1:14:30
209
+ [22:32:34] Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-8000
210
+ [22:32:39] Generating 16 validation images ...
211
+ [22:33:21] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0008000.png
212
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213
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214
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215
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216
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217
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218
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219
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220
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221
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222
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223
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224
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225
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226
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227
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231
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232
+ [23:09:40] Generating 16 validation images ...
233
+ [23:10:23] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0009000.png
234
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235
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236
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237
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243
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244
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245
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246
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247
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248
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249
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250
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251
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252
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253
+ 10000 | 0 | 0.897058 | 0.685503 | 0.00e+00 | 6:12:53 | 0:00:00
254
+ [23:47:22] Saved checkpoint -> RESULTS/ProGamerGov/run_016/checkpoint-10000
255
+ [23:47:27] Generating 16 validation images ...
256
+ [23:48:09] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0010000.png
257
+ [23:48:09] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.692563 ---
258
+ [23:48:09] Saving final model ...
259
+ [23:48:18] Transformer saved -> RESULTS/ProGamerGov/run_016/transformer
260
+ [23:48:18] Generating final validation collage ...
261
+ [23:48:18] Generating 16 validation images ...
262
+ [23:49:00] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_016/validation/collage_step_0010000.png
263
+ [23:49:01]
264
+ [23:49:01] ============================================================
265
+ [23:49:01] TRAINING SUMMARY
266
+ [23:49:01] ============================================================
267
+ [23:49:01] Total steps : 200
268
+ [23:49:01] Final loss : 0.897058
269
+ [23:49:01] Avg last 100 : 0.685503
270
+ [23:49:01] Min loss : 0.124226
271
+ [23:49:01] Total time : 6:15:11
272
+ [23:49:01] Output : RESULTS/ProGamerGov/run_016
273
+ [23:49:01] ============================================================
ProGamerGov/run_016/training_args.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "output_dir": "RESULTS/ProGamerGov/run_016"
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+ }
ProGamerGov/run_016/training_summary.json ADDED
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+ {
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ProGamerGov/run_016/transformer/config.json ADDED
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+ "rope_theta": 2000,
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+ "timestep_guidance_channels": 256
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+ }
ProGamerGov/run_018/checkpoint-10000/transformer/config.json ADDED
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+ {
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+ "_class_name": "Flux2Transformer2DModel",
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ProGamerGov/run_018/checkpoint-6000/transformer/config.json ADDED
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+ {
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ProGamerGov/run_018/checkpoint-8000/transformer/config.json ADDED
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1
+ {
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+ "timestep_guidance_channels": 256
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+ }
ProGamerGov/run_018/training.log ADDED
@@ -0,0 +1,275 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-22 18:50:29
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [18:50:29] Run directory: RESULTS/ProGamerGov/run_018
6
+ [18:50:29] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
7
+ [18:50:29] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
8
+ [18:50:30] SpeeD-style sampling ENABLED: lam=0.6, tau=700, meaningful band=[113, 887) of 1000
9
+ [18:50:30] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
10
+ [18:50:30] guidance_embeds=False (reported True on this config) -- but guidance=None is passed every forward call, training and validation alike, matching Flux2KleinPipeline's own denoising loop for this step-distilled checkpoint. --guidance_scale=1.0 is not currently used by the transformer call; kept for reference/documentation only.
11
+ [18:50:30] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
12
+ [18:50:36] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
13
+ [18:50:36] 90000 cached samples
14
+ [18:50:37]
15
+ [18:50:37] ================================================================
16
+ [18:50:37] Model = black-forest-labs/FLUX.2-klein-4B
17
+ [18:50:37] Output dir = RESULTS/ProGamerGov/run_018
18
+ [18:50:37] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
19
+ [18:50:37] Num examples = 90000
20
+ [18:50:37] Num epochs = 1
21
+ [18:50:37] Batch/device = 1
22
+ [18:50:37] Grad accum = 1
23
+ [18:50:37] Effective BS = 1
24
+ [18:50:37] Total optim steps = 10000
25
+ [18:50:37] LR = 1e-05
26
+ [18:50:37] Precision = bf16
27
+ [18:50:37] Resolution = 1024x1024
28
+ [18:50:37] Grad checkpointing = True
29
+ [18:50:37] Guidance scale = 1.0 (not used -- transformer always gets guidance=None)
30
+ [18:50:37] SpeeD = True
31
+ [18:50:37] Validate every = 1000 steps
32
+ [18:50:37] ================================================================
33
+ [18:50:37]
34
+ 50 | 0 | 0.761020 | 0.761020 | 1.00e-06 | 0:01:57 | 6:28:43
35
+ 100 | 0 | 0.572676 | 0.666848 | 2.00e-06 | 0:03:46 | 6:13:26
36
+ 150 | 0 | 0.674377 | 0.669358 | 3.00e-06 | 0:05:35 | 6:07:07
37
+ 200 | 0 | 0.904937 | 0.728252 | 4.00e-06 | 0:07:24 | 6:03:04
38
+ 250 | 0 | 0.762255 | 0.735053 | 5.00e-06 | 0:09:13 | 6:00:00
39
+ 300 | 0 | 0.792788 | 0.744675 | 6.00e-06 | 0:11:03 | 5:57:24
40
+ 350 | 0 | 0.511440 | 0.711356 | 7.00e-06 | 0:12:52 | 5:55:02
41
+ 400 | 0 | 0.450266 | 0.678720 | 8.00e-06 | 0:14:42 | 5:52:51
42
+ 450 | 0 | 0.703710 | 0.681496 | 9.00e-06 | 0:16:31 | 5:50:41
43
+ 500 | 0 | 0.647240 | 0.678071 | 1.00e-05 | 0:18:20 | 5:48:32
44
+ 550 | 0 | 0.902152 | 0.698442 | 1.00e-05 | 0:20:09 | 5:46:27
45
+ 600 | 0 | 0.498093 | 0.681746 | 1.00e-05 | 0:21:59 | 5:44:25
46
+ 650 | 0 | 0.775572 | 0.688963 | 9.99e-06 | 0:23:48 | 5:42:24
47
+ 700 | 0 | 0.742702 | 0.692802 | 9.99e-06 | 0:25:37 | 5:40:25
48
+ 750 | 0 | 0.900727 | 0.706664 | 9.98e-06 | 0:27:26 | 5:38:27
49
+ 800 | 0 | 0.773486 | 0.710840 | 9.98e-06 | 0:29:15 | 5:36:32
50
+ 850 | 0 | 0.430566 | 0.694353 | 9.97e-06 | 0:31:04 | 5:34:35
51
+ 900 | 0 | 0.421865 | 0.679215 | 9.96e-06 | 0:32:54 | 5:32:39
52
+ 950 | 0 | 0.523938 | 0.671043 | 9.94e-06 | 0:34:43 | 5:30:44
53
+ 1000 | 0 | 0.673268 | 0.671154 | 9.93e-06 | 0:36:32 | 5:28:51
54
+ [19:27:02] Generating 16 validation images ...
55
+ [19:27:44] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0001000.png
56
+ 1050 | 0 | 0.720171 | 0.673488 | 9.92e-06 | 0:39:04 | 5:33:00
57
+ 1100 | 0 | 0.504183 | 0.665792 | 9.90e-06 | 0:40:53 | 5:30:48
58
+ 1150 | 0 | 0.660088 | 0.665544 | 9.88e-06 | 0:42:42 | 5:28:38
59
+ 1200 | 0 | 0.841142 | 0.672861 | 9.87e-06 | 0:44:31 | 5:26:30
60
+ 1250 | 0 | 0.681029 | 0.673188 | 9.85e-06 | 0:46:20 | 5:24:24
61
+ 1300 | 0 | 0.546649 | 0.668321 | 9.83e-06 | 0:48:09 | 5:22:18
62
+ 1350 | 0 | 0.536198 | 0.663427 | 9.80e-06 | 0:49:58 | 5:20:15
63
+ 1400 | 0 | 0.735299 | 0.665994 | 9.78e-06 | 0:51:47 | 5:18:11
64
+ 1450 | 0 | 0.744431 | 0.668699 | 9.76e-06 | 0:53:37 | 5:16:09
65
+ 1500 | 0 | 0.758483 | 0.671692 | 9.73e-06 | 0:55:26 | 5:14:08
66
+ 1550 | 0 | 0.683875 | 0.672085 | 9.70e-06 | 0:57:15 | 5:12:08
67
+ 1600 | 0 | 0.724436 | 0.673721 | 9.67e-06 | 0:59:04 | 5:10:08
68
+ 1650 | 0 | 0.342724 | 0.663690 | 9.64e-06 | 1:00:53 | 5:08:09
69
+ 1700 | 0 | 0.770714 | 0.666838 | 9.61e-06 | 1:02:42 | 5:06:10
70
+ 1750 | 0 | 0.631731 | 0.665835 | 9.58e-06 | 1:04:31 | 5:04:13
71
+ 1800 | 0 | 0.610855 | 0.664308 | 9.55e-06 | 1:06:20 | 5:02:15
72
+ 1850 | 0 | 0.695544 | 0.665152 | 9.51e-06 | 1:08:10 | 5:00:18
73
+ 1900 | 0 | 0.959079 | 0.672887 | 9.47e-06 | 1:09:59 | 4:58:21
74
+ 1950 | 0 | 0.796306 | 0.676052 | 9.44e-06 | 1:11:48 | 4:56:25
75
+ 2000 | 0 | 0.355835 | 0.668046 | 9.40e-06 | 1:13:37 | 4:54:29
76
+ [20:04:47] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-2000
77
+ [20:04:47] Generating 16 validation images ...
78
+ [20:05:28] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0002000.png
79
+ 2050 | 0 | 0.536604 | 0.664840 | 9.36e-06 | 1:16:47 | 4:57:48
80
+ 2100 | 0 | 0.961804 | 0.671911 | 9.32e-06 | 1:18:36 | 4:55:43
81
+ 2150 | 0 | 0.603210 | 0.670313 | 9.27e-06 | 1:20:25 | 4:53:39
82
+ 2200 | 0 | 0.634995 | 0.669511 | 9.23e-06 | 1:22:14 | 4:51:35
83
+ 2250 | 0 | 0.600841 | 0.667985 | 9.19e-06 | 1:24:03 | 4:49:33
84
+ 2300 | 0 | 0.502905 | 0.664396 | 9.14e-06 | 1:25:53 | 4:47:31
85
+ 2350 | 0 | 0.463089 | 0.660113 | 9.09e-06 | 1:27:42 | 4:45:30
86
+ 2400 | 0 | 0.825593 | 0.663560 | 9.05e-06 | 1:29:31 | 4:43:29
87
+ 2450 | 0 | 0.495716 | 0.660135 | 9.00e-06 | 1:31:20 | 4:41:29
88
+ 2500 | 0 | 0.514061 | 0.657213 | 8.95e-06 | 1:33:09 | 4:39:29
89
+ 2550 | 0 | 0.708354 | 0.658216 | 8.89e-06 | 1:34:58 | 4:37:29
90
+ 2600 | 0 | 0.457276 | 0.654352 | 8.84e-06 | 1:36:47 | 4:35:30
91
+ 2650 | 0 | 0.448803 | 0.650474 | 8.79e-06 | 1:38:36 | 4:33:31
92
+ 2700 | 0 | 0.113090 | 0.640522 | 8.73e-06 | 1:40:26 | 4:31:32
93
+ 2750 | 0 | 0.592570 | 0.639650 | 8.68e-06 | 1:42:15 | 4:29:34
94
+ 2800 | 0 | 0.511009 | 0.637353 | 8.62e-06 | 1:44:04 | 4:27:36
95
+ 2850 | 0 | 0.565049 | 0.636085 | 8.56e-06 | 1:45:53 | 4:25:39
96
+ 2900 | 0 | 0.518851 | 0.634063 | 8.51e-06 | 1:47:42 | 4:23:42
97
+ 2950 | 0 | 0.716703 | 0.635464 | 8.45e-06 | 1:49:31 | 4:21:45
98
+ 3000 | 0 | 0.664326 | 0.635945 | 8.39e-06 | 1:51:20 | 4:19:48
99
+ [20:41:51] Generating 16 validation images ...
100
+ [20:42:33] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0003000.png
101
+ 3050 | 0 | 0.523798 | 0.634106 | 8.33e-06 | 1:53:52 | 4:19:28
102
+ 3100 | 0 | 0.606493 | 0.633661 | 8.26e-06 | 1:55:41 | 4:17:30
103
+ 3150 | 0 | 0.777488 | 0.635944 | 8.20e-06 | 1:57:30 | 4:15:32
104
+ 3200 | 0 | 0.667732 | 0.636441 | 8.14e-06 | 1:59:19 | 4:13:34
105
+ 3250 | 0 | 0.893967 | 0.640403 | 8.07e-06 | 2:01:08 | 4:11:37
106
+ 3300 | 0 | 0.499797 | 0.638272 | 8.01e-06 | 2:02:58 | 4:09:39
107
+ 3350 | 0 | 0.649849 | 0.638445 | 7.94e-06 | 2:04:47 | 4:07:42
108
+ 3400 | 0 | 0.732191 | 0.639824 | 7.87e-06 | 2:06:36 | 4:05:45
109
+ 3450 | 0 | 0.282430 | 0.634644 | 7.80e-06 | 2:08:25 | 4:03:49
110
+ 3500 | 0 | 0.934846 | 0.638933 | 7.73e-06 | 2:10:14 | 4:01:53
111
+ 3550 | 0 | 0.472063 | 0.636582 | 7.67e-06 | 2:12:04 | 3:59:57
112
+ 3600 | 0 | 0.515245 | 0.634897 | 7.59e-06 | 2:13:53 | 3:58:01
113
+ 3650 | 0 | 0.659222 | 0.635230 | 7.52e-06 | 2:15:42 | 3:56:05
114
+ 3700 | 0 | 0.276531 | 0.630383 | 7.45e-06 | 2:17:31 | 3:54:09
115
+ 3750 | 0 | 0.590938 | 0.629857 | 7.38e-06 | 2:19:20 | 3:52:14
116
+ 3800 | 0 | 0.411546 | 0.626985 | 7.31e-06 | 2:21:09 | 3:50:19
117
+ 3850 | 0 | 0.879161 | 0.630260 | 7.23e-06 | 2:22:59 | 3:48:24
118
+ 3900 | 0 | 0.433162 | 0.627733 | 7.16e-06 | 2:24:48 | 3:46:29
119
+ 3950 | 0 | 0.341327 | 0.624107 | 7.08e-06 | 2:26:37 | 3:44:34
120
+ 4000 | 0 | 0.729220 | 0.625421 | 7.01e-06 | 2:28:26 | 3:42:39
121
+ [21:19:37] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-4000
122
+ [21:19:37] Generating 16 validation images ...
123
+ [21:20:19] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0004000.png
124
+ 4050 | 0 | 0.255107 | 0.620850 | 6.93e-06 | 2:31:38 | 3:42:46
125
+ 4100 | 0 | 0.650460 | 0.621211 | 6.86e-06 | 2:33:27 | 3:40:49
126
+ 4150 | 0 | 0.360316 | 0.618067 | 6.78e-06 | 2:35:16 | 3:38:52
127
+ 4200 | 0 | 0.504823 | 0.616719 | 6.70e-06 | 2:37:05 | 3:36:56
128
+ 4250 | 0 | 0.870258 | 0.619702 | 6.62e-06 | 2:38:54 | 3:35:00
129
+ 4300 | 0 | 0.647028 | 0.620020 | 6.55e-06 | 2:40:43 | 3:33:03
130
+ 4350 | 0 | 0.765289 | 0.621690 | 6.47e-06 | 2:42:33 | 3:31:07
131
+ 4400 | 0 | 0.580132 | 0.621217 | 6.39e-06 | 2:44:22 | 3:29:11
132
+ 4450 | 0 | 0.827515 | 0.623535 | 6.31e-06 | 2:46:11 | 3:27:16
133
+ 4500 | 0 | 0.851775 | 0.626071 | 6.23e-06 | 2:48:00 | 3:25:20
134
+ 4550 | 0 | 0.726066 | 0.627170 | 6.15e-06 | 2:49:49 | 3:23:25
135
+ 4600 | 0 | 0.531263 | 0.626128 | 6.07e-06 | 2:51:38 | 3:21:29
136
+ 4650 | 0 | 0.657586 | 0.626466 | 5.99e-06 | 2:53:27 | 3:19:34
137
+ 4700 | 0 | 0.727293 | 0.627538 | 5.90e-06 | 2:55:17 | 3:17:39
138
+ 4750 | 0 | 0.328424 | 0.624390 | 5.82e-06 | 2:57:06 | 3:15:44
139
+ 4800 | 0 | 0.726476 | 0.625453 | 5.74e-06 | 2:58:55 | 3:13:50
140
+ 4850 | 0 | 0.471430 | 0.623865 | 5.66e-06 | 3:00:44 | 3:11:55
141
+ 4900 | 0 | 0.827302 | 0.625941 | 5.58e-06 | 3:02:33 | 3:10:00
142
+ 4950 | 0 | 0.525034 | 0.624922 | 5.50e-06 | 3:04:22 | 3:08:06
143
+ 5000 | 0 | 0.605660 | 0.624729 | 5.41e-06 | 3:06:11 | 3:06:11
144
+ [21:56:42] Generating 16 validation images ...
145
+ [21:57:24] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0005000.png
146
+ 5050 | 0 | 0.380732 | 0.620927 | 5.33e-06 | 3:08:43 | 3:04:59
147
+ 5100 | 0 | 0.440874 | 0.619609 | 5.25e-06 | 3:10:32 | 3:03:04
148
+ 5150 | 0 | 0.857515 | 0.621440 | 5.17e-06 | 3:12:22 | 3:01:09
149
+ 5200 | 0 | 0.754832 | 0.619939 | 5.08e-06 | 3:14:11 | 2:59:14
150
+ 5250 | 0 | 0.899261 | 0.621309 | 5.00e-06 | 3:16:00 | 2:57:20
151
+ 5300 | 0 | 0.534402 | 0.618725 | 4.92e-06 | 3:17:49 | 2:55:25
152
+ 5350 | 0 | 0.775805 | 0.621369 | 4.83e-06 | 3:19:38 | 2:53:31
153
+ 5400 | 0 | 0.717468 | 0.624041 | 4.75e-06 | 3:21:27 | 2:51:37
154
+ 5450 | 0 | 0.277718 | 0.619781 | 4.67e-06 | 3:23:17 | 2:49:42
155
+ 5500 | 0 | 0.438344 | 0.617692 | 4.59e-06 | 3:25:06 | 2:47:48
156
+ 5550 | 0 | 0.532574 | 0.613996 | 4.50e-06 | 3:26:55 | 2:45:54
157
+ 5600 | 0 | 0.854819 | 0.617563 | 4.42e-06 | 3:28:44 | 2:44:00
158
+ 5650 | 0 | 0.333531 | 0.613143 | 4.34e-06 | 3:30:33 | 2:42:06
159
+ 5700 | 0 | 0.933609 | 0.615052 | 4.26e-06 | 3:32:22 | 2:40:12
160
+ 5750 | 0 | 0.451421 | 0.610559 | 4.18e-06 | 3:34:11 | 2:38:19
161
+ 5800 | 0 | 0.647467 | 0.609299 | 4.10e-06 | 3:36:00 | 2:36:25
162
+ 5850 | 0 | 0.429078 | 0.609284 | 4.01e-06 | 3:37:49 | 2:34:31
163
+ 5900 | 0 | 0.888964 | 0.613955 | 3.93e-06 | 3:39:38 | 2:32:38
164
+ 5950 | 0 | 0.504128 | 0.613757 | 3.85e-06 | 3:41:28 | 2:30:44
165
+ 6000 | 0 | 0.790120 | 0.614925 | 3.77e-06 | 3:43:17 | 2:28:51
166
+ [22:34:27] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-6000
167
+ [22:34:27] Generating 16 validation images ...
168
+ [22:35:09] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0006000.png
169
+ 6050 | 0 | 0.369469 | 0.611418 | 3.69e-06 | 3:46:28 | 2:27:51
170
+ 6100 | 0 | 0.429366 | 0.610670 | 3.61e-06 | 3:48:17 | 2:25:57
171
+ 6150 | 0 | 1.025803 | 0.614327 | 3.53e-06 | 3:50:06 | 2:24:03
172
+ 6200 | 0 | 0.749738 | 0.613413 | 3.45e-06 | 3:51:55 | 2:22:08
173
+ 6250 | 0 | 0.724368 | 0.613847 | 3.38e-06 | 3:53:44 | 2:20:14
174
+ 6300 | 0 | 0.584411 | 0.614224 | 3.30e-06 | 3:55:33 | 2:18:20
175
+ 6350 | 0 | 0.774367 | 0.616606 | 3.22e-06 | 3:57:22 | 2:16:26
176
+ 6400 | 0 | 0.412115 | 0.613374 | 3.14e-06 | 3:59:12 | 2:14:33
177
+ 6450 | 0 | 0.678081 | 0.612711 | 3.07e-06 | 4:01:01 | 2:12:39
178
+ 6500 | 0 | 0.564307 | 0.610769 | 2.99e-06 | 4:02:50 | 2:10:45
179
+ 6550 | 0 | 0.677870 | 0.610709 | 2.92e-06 | 4:04:39 | 2:08:51
180
+ 6600 | 0 | 0.375461 | 0.607219 | 2.84e-06 | 4:06:28 | 2:06:58
181
+ 6650 | 0 | 0.487625 | 0.608668 | 2.77e-06 | 4:08:17 | 2:05:04
182
+ 6700 | 0 | 0.684896 | 0.607810 | 2.69e-06 | 4:10:06 | 2:03:11
183
+ 6750 | 0 | 0.645590 | 0.607948 | 2.62e-06 | 4:11:55 | 2:01:18
184
+ 6800 | 0 | 0.361577 | 0.605456 | 2.55e-06 | 4:13:45 | 1:59:24
185
+ 6850 | 0 | 0.506211 | 0.603562 | 2.48e-06 | 4:15:34 | 1:57:31
186
+ 6900 | 0 | 0.590476 | 0.599876 | 2.41e-06 | 4:17:23 | 1:55:38
187
+ 6950 | 0 | 0.683290 | 0.598746 | 2.33e-06 | 4:19:12 | 1:53:45
188
+ 7000 | 0 | 0.590297 | 0.601091 | 2.27e-06 | 4:21:01 | 1:51:52
189
+ [23:11:31] Generating 16 validation images ...
190
+ [23:12:13] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0007000.png
191
+ 7050 | 0 | 0.519910 | 0.600924 | 2.20e-06 | 4:23:32 | 1:50:16
192
+ 7100 | 0 | 0.737133 | 0.598677 | 2.13e-06 | 4:25:21 | 1:48:23
193
+ 7150 | 0 | 0.779485 | 0.600440 | 2.06e-06 | 4:27:10 | 1:46:29
194
+ 7200 | 0 | 1.018547 | 0.604275 | 1.99e-06 | 4:29:00 | 1:44:36
195
+ 7250 | 0 | 0.734757 | 0.605615 | 1.93e-06 | 4:30:49 | 1:42:43
196
+ 7300 | 0 | 0.822829 | 0.608814 | 1.86e-06 | 4:32:38 | 1:40:50
197
+ 7350 | 0 | 0.866251 | 0.612845 | 1.80e-06 | 4:34:27 | 1:38:57
198
+ 7400 | 0 | 0.544195 | 0.610031 | 1.74e-06 | 4:36:16 | 1:37:04
199
+ 7450 | 0 | 0.506983 | 0.610144 | 1.67e-06 | 4:38:05 | 1:35:11
200
+ 7500 | 0 | 0.648300 | 0.611486 | 1.61e-06 | 4:39:55 | 1:33:18
201
+ 7550 | 0 | 0.422223 | 0.608625 | 1.55e-06 | 4:41:44 | 1:31:25
202
+ 7600 | 0 | 0.830445 | 0.612357 | 1.49e-06 | 4:43:33 | 1:29:32
203
+ 7650 | 0 | 0.466621 | 0.612535 | 1.44e-06 | 4:45:22 | 1:27:39
204
+ 7700 | 0 | 0.391113 | 0.615315 | 1.38e-06 | 4:47:11 | 1:25:47
205
+ 7750 | 0 | 0.701306 | 0.616403 | 1.32e-06 | 4:49:00 | 1:23:54
206
+ 7800 | 0 | 0.433111 | 0.615624 | 1.27e-06 | 4:50:49 | 1:22:01
207
+ 7850 | 0 | 0.618752 | 0.616161 | 1.21e-06 | 4:52:38 | 1:20:09
208
+ 7900 | 0 | 0.819925 | 0.619171 | 1.16e-06 | 4:54:27 | 1:18:16
209
+ 7950 | 0 | 0.720247 | 0.619207 | 1.11e-06 | 4:56:17 | 1:16:24
210
+ 8000 | 0 | 0.642377 | 0.618987 | 1.05e-06 | 4:58:06 | 1:14:31
211
+ [23:49:15] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-8000
212
+ [23:49:20] Generating 16 validation images ...
213
+ [23:50:01] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0008000.png
214
+ 8050 | 0 | 0.304639 | 0.616796 | 1.00e-06 | 5:01:20 | 1:12:59
215
+ 8100 | 0 | 0.898171 | 0.619713 | 9.55e-07 | 5:03:09 | 1:11:06
216
+ 8150 | 0 | 0.798818 | 0.619926 | 9.07e-07 | 5:04:58 | 1:09:13
217
+ 8200 | 0 | 0.393776 | 0.617186 | 8.60e-07 | 5:06:47 | 1:07:20
218
+ 8250 | 0 | 0.714404 | 0.615391 | 8.14e-07 | 5:08:36 | 1:05:27
219
+ 8300 | 0 | 0.828479 | 0.618677 | 7.70e-07 | 5:10:25 | 1:03:34
220
+ 8350 | 0 | 0.881135 | 0.620990 | 7.26e-07 | 5:12:15 | 1:01:42
221
+ 8400 | 0 | 0.608163 | 0.619750 | 6.84e-07 | 5:14:04 | 0:59:49
222
+ 8450 | 0 | 0.606774 | 0.622993 | 6.43e-07 | 5:15:53 | 0:57:56
223
+ 8500 | 0 | 0.909910 | 0.622744 | 6.03e-07 | 5:17:42 | 0:56:03
224
+ 8550 | 0 | 0.653581 | 0.624559 | 5.64e-07 | 5:19:31 | 0:54:11
225
+ 8600 | 0 | 0.403321 | 0.623440 | 5.26e-07 | 5:21:20 | 0:52:18
226
+ 8650 | 0 | 0.544049 | 0.622288 | 4.90e-07 | 5:23:09 | 0:50:26
227
+ 8700 | 0 | 0.791996 | 0.627443 | 4.55e-07 | 5:24:58 | 0:48:33
228
+ 8750 | 0 | 0.483575 | 0.626369 | 4.21e-07 | 5:26:47 | 0:46:41
229
+ 8800 | 0 | 0.680668 | 0.629061 | 3.89e-07 | 5:28:37 | 0:44:48
230
+ 8850 | 0 | 0.738090 | 0.627650 | 3.57e-07 | 5:30:26 | 0:42:56
231
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232
+ 8950 | 0 | 0.628495 | 0.632247 | 2.98e-07 | 5:34:04 | 0:39:11
233
+ 9000 | 0 | 0.547764 | 0.630433 | 2.71e-07 | 5:35:53 | 0:37:19
234
+ [00:26:23] Generating 16 validation images ...
235
+ [00:27:05] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0009000.png
236
+ 9050 | 0 | 0.570652 | 0.633588 | 2.45e-07 | 5:38:24 | 0:35:31
237
+ 9100 | 0 | 0.246126 | 0.629545 | 2.20e-07 | 5:40:13 | 0:33:38
238
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+ 9300 | 0 | 0.821652 | 0.632797 | 1.33e-07 | 5:47:29 | 0:26:09
242
+ 9350 | 0 | 0.956076 | 0.634705 | 1.15e-07 | 5:49:19 | 0:24:17
243
+ 9400 | 0 | 0.688568 | 0.635789 | 9.81e-08 | 5:51:08 | 0:22:24
244
+ 9450 | 0 | 1.007166 | 0.637586 | 8.25e-08 | 5:52:57 | 0:20:32
245
+ 9500 | 0 | 0.779667 | 0.636865 | 6.82e-08 | 5:54:46 | 0:18:40
246
+ 9550 | 0 | 0.882170 | 0.638426 | 5.53e-08 | 5:56:35 | 0:16:48
247
+ 9600 | 0 | 0.410812 | 0.637221 | 4.37e-08 | 5:58:24 | 0:14:56
248
+ 9650 | 0 | 0.881950 | 0.639465 | 3.35e-08 | 6:00:13 | 0:13:03
249
+ 9700 | 0 | 0.530797 | 0.637500 | 2.46e-08 | 6:02:02 | 0:11:11
250
+ 9750 | 0 | 0.617919 | 0.640395 | 1.71e-08 | 6:03:51 | 0:09:19
251
+ 9800 | 0 | 0.851323 | 0.641643 | 1.09e-08 | 6:05:40 | 0:07:27
252
+ 9850 | 0 | 0.312509 | 0.640054 | 6.15e-09 | 6:07:29 | 0:05:35
253
+ 9900 | 0 | 0.785227 | 0.639633 | 2.73e-09 | 6:09:18 | 0:03:43
254
+ 9950 | 0 | 0.369201 | 0.638075 | 6.83e-10 | 6:11:08 | 0:01:51
255
+ 10000 | 0 | 0.410511 | 0.636123 | 0.00e+00 | 6:12:57 | 0:00:00
256
+ [01:04:06] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-10000
257
+ [01:04:12] Generating 16 validation images ...
258
+ [01:04:53] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png
259
+ [01:04:53] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.602060 ---
260
+ [01:04:53] Saving final model ...
261
+ [01:05:02] Transformer saved -> RESULTS/ProGamerGov/run_018/transformer
262
+ [01:05:02] Generating final validation collage ...
263
+ [01:05:02] Generating 16 validation images ...
264
+ [01:05:43] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png
265
+ [01:05:44]
266
+ [01:05:44] ============================================================
267
+ [01:05:44] TRAINING SUMMARY
268
+ [01:05:44] ============================================================
269
+ [01:05:44] Total steps : 200
270
+ [01:05:44] Final loss : 0.410511
271
+ [01:05:44] Avg last 100 : 0.636123
272
+ [01:05:44] Min loss : 0.113090
273
+ [01:05:44] Total time : 6:15:14
274
+ [01:05:44] Output : RESULTS/ProGamerGov/run_018
275
+ [01:05:44] ============================================================
ProGamerGov/run_018/training_args.json ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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_018"
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+ }
ProGamerGov/run_018/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
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+ "total_steps": 200,
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+ "avg_last_100": 0.6361234520375728,
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+ "total_time": "6:15:14"
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+ }
ProGamerGov/run_018/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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+ "axes_dims_rope": [
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+ 32,
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+ "eps": 1e-06,
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+ "patch_size": 1,
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+ "rope_theta": 2000,
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+ "timestep_guidance_channels": 256
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+ }
ProGamerGov/sana 1.6/Baseline/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/Baseline/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaPipeline",
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+ "_diffusers_version": "0.37.1",
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+ "scheduler": [
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+ "diffusers",
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+ "FlowMatchEulerDiscreteScheduler"
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+ ],
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+ "text_encoder": [
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+ "transformers",
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+ "Gemma2Model"
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+ ],
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+ "tokenizer": [
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+ "transformers",
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+ "GemmaTokenizer"
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+ ],
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+ "transformer": [
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+ "diffusers",
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+ "SanaTransformer2DModel"
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+ ],
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+ "vae": [
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+ "diffusers",
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+ "AutoencoderDC"
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+ ]
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+ }
ProGamerGov/sana 1.6/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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+ "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_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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+ "solver_type": "midpoint",
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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_exponential_sigmas": false,
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+ "use_karras_sigmas": false,
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+ "use_lu_lambdas": false,
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+ "variance_type": null
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+ }
ProGamerGov/sana 1.6/Baseline/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "architectures": [
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+ "Gemma2Model"
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+ ],
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+ "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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+ "head_dim": 256,
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+ "hidden_activation": "gelu_pytorch_tanh",
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+ "hidden_size": 2304,
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+ "intermediate_size": 9216,
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
30
+ "full_attention",
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+ "sliding_attention",
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+ "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",
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+ "sliding_attention",
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+ "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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+ "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,
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+ "vocab_size": 256000
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+ }
ProGamerGov/sana 1.6/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 1.6/Baseline/tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": "tokenizers",
3
+ "bos_token": "<bos>",
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "<eos>",
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+ "extra_special_tokens": [
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+ "<start_of_turn>",
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+ "<end_of_turn>"
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+ ],
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+ "is_local": false,
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+ "local_files_only": false,
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+ "mask_token": "<mask>",
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+ "model_max_length": 1000000000000000019884624838656,
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+ "pad_token": "<pad>",
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+ "sp_model_kwargs": {},
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+ "spaces_between_special_tokens": false,
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+ "tokenizer_class": "GemmaTokenizer",
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+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
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+ }
ProGamerGov/sana 1.6/Baseline/training.log ADDED
@@ -0,0 +1,270 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-07-30 18:18:53
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [18:18:53] Run directory: RESULTS/ProGamerGov/run_003
6
+ [18:18:53] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [18:18:53] Loading pretrained SANA components ...
8
+ [18:19:07] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [18:19:07] Building dataset ...
10
+ [18:19:07] Step-based training: 10000 steps (~1 epochs over dataset)
11
+ [18:19:08]
12
+ [18:19:08] ================================================================
13
+ [18:19:08] Output dir = RESULTS/ProGamerGov/run_003
14
+ [18:19:08] Num examples = 90000
15
+ [18:19:08] Num epochs = 1
16
+ [18:19:08] Batch/device = 4
17
+ [18:19:08] Grad accum = 1
18
+ [18:19:08] Effective BS = 4
19
+ [18:19:08] Total optim steps = 10000
20
+ [18:19:08] LR = 0.0001
21
+ [18:19:08] Precision = bf16
22
+ [18:19:08] Log every = 50 steps
23
+ [18:19:08] Validate every = 1000 steps
24
+ [18:19:08] Checkpoint every = 2000 steps
25
+ [18:19:08] ================================================================
26
+ [18:19:08]
27
+ 50 | 0 | 0.815749 | 0.815749 | 1.00e-05 | 0:01:24 | 4:40:36
28
+ 100 | 0 | 0.982565 | 0.899157 | 2.00e-05 | 0:02:33 | 4:13:34
29
+ 150 | 0 | 0.960870 | 0.919728 | 3.00e-05 | 0:03:42 | 4:04:01
30
+ 200 | 0 | 0.825544 | 0.896182 | 4.00e-05 | 0:04:52 | 3:58:41
31
+ 250 | 0 | 0.678750 | 0.852696 | 5.00e-05 | 0:06:01 | 3:55:00
32
+ 300 | 0 | 0.928138 | 0.865269 | 6.00e-05 | 0:07:10 | 3:52:07
33
+ 350 | 0 | 0.954366 | 0.877998 | 7.00e-05 | 0:08:19 | 3:49:44
34
+ 400 | 0 | 1.152667 | 0.912331 | 8.00e-05 | 0:09:29 | 3:47:40
35
+ 450 | 0 | 0.953716 | 0.916930 | 9.00e-05 | 0:10:38 | 3:45:48
36
+ 500 | 0 | 1.470214 | 0.972258 | 1.00e-04 | 0:11:47 | 3:44:04
37
+ 550 | 0 | 1.643123 | 1.033246 | 1.00e-04 | 0:12:56 | 3:42:27
38
+ 600 | 0 | 1.817363 | 1.098589 | 1.00e-04 | 0:14:06 | 3:40:54
39
+ 650 | 0 | 1.024133 | 1.092861 | 9.99e-05 | 0:15:15 | 3:39:24
40
+ 700 | 0 | 1.142526 | 1.096409 | 9.99e-05 | 0:16:24 | 3:37:58
41
+ 750 | 0 | 1.313435 | 1.110877 | 9.98e-05 | 0:17:33 | 3:36:34
42
+ 800 | 0 | 1.166861 | 1.114376 | 9.98e-05 | 0:18:42 | 3:35:12
43
+ 850 | 0 | 1.093884 | 1.113171 | 9.97e-05 | 0:19:51 | 3:33:51
44
+ 900 | 0 | 1.030968 | 1.108604 | 9.96e-05 | 0:21:01 | 3:32:32
45
+ 950 | 0 | 0.946283 | 1.100061 | 9.94e-05 | 0:22:10 | 3:31:14
46
+ 1000 | 0 | 0.961828 | 1.093149 | 9.93e-05 | 0:23:19 | 3:29:57
47
+ [18:42:13] Generating 16 validation images ...
48
+ [18:43:08] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0001000.png
49
+ 1050 | 0 | 0.990989 | 1.088284 | 9.92e-05 | 0:25:25 | 3:36:39
50
+ 1100 | 0 | 0.914160 | 1.080370 | 9.90e-05 | 0:26:34 | 3:34:59
51
+ 1150 | 0 | 1.206221 | 1.085841 | 9.88e-05 | 0:27:43 | 3:33:22
52
+ 1200 | 0 | 1.028404 | 1.083448 | 9.87e-05 | 0:28:52 | 3:31:47
53
+ 1250 | 0 | 1.073258 | 1.083041 | 9.85e-05 | 0:30:02 | 3:30:14
54
+ 1300 | 0 | 1.500000 | 1.099077 | 9.83e-05 | 0:31:11 | 3:28:43
55
+ 1350 | 0 | 0.921353 | 1.092495 | 9.80e-05 | 0:32:20 | 3:27:14
56
+ 1400 | 0 | 1.137284 | 1.094095 | 9.78e-05 | 0:33:29 | 3:25:46
57
+ 1450 | 0 | 1.243445 | 1.099245 | 9.76e-05 | 0:34:39 | 3:24:20
58
+ 1500 | 0 | 1.109141 | 1.099575 | 9.73e-05 | 0:35:48 | 3:22:54
59
+ 1550 | 0 | 0.966506 | 1.095282 | 9.70e-05 | 0:36:57 | 3:21:30
60
+ 1600 | 0 | 0.910670 | 1.089513 | 9.67e-05 | 0:38:07 | 3:20:06
61
+ 1650 | 0 | 0.950542 | 1.085302 | 9.64e-05 | 0:39:16 | 3:18:44
62
+ 1700 | 0 | 0.837149 | 1.078003 | 9.61e-05 | 0:40:25 | 3:17:22
63
+ 1750 | 0 | 1.292492 | 1.084131 | 9.58e-05 | 0:41:34 | 3:16:02
64
+ 1800 | 0 | 1.396178 | 1.092799 | 9.55e-05 | 0:42:44 | 3:14:41
65
+ 1850 | 0 | 1.146720 | 1.094257 | 9.51e-05 | 0:43:53 | 3:13:22
66
+ 1900 | 0 | 1.018360 | 1.092259 | 9.47e-05 | 0:45:02 | 3:12:03
67
+ 1950 | 0 | 1.058419 | 1.091392 | 9.44e-05 | 0:46:12 | 3:10:44
68
+ 2000 | 0 | 1.234478 | 1.094969 | 9.40e-05 | 0:47:21 | 3:09:26
69
+ [19:06:32] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-2000
70
+ [19:06:33] Generating 16 validation images ...
71
+ [19:07:24] Validation at step 2000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0002000.png
72
+ 2050 | 0 | 1.114116 | 1.095436 | 9.36e-05 | 0:49:41 | 3:12:40
73
+ 2100 | 0 | 0.812334 | 1.088695 | 9.32e-05 | 0:50:50 | 3:11:15
74
+ 2150 | 0 | 0.829609 | 1.082670 | 9.27e-05 | 0:51:59 | 3:09:50
75
+ 2200 | 0 | 1.048287 | 1.081889 | 9.23e-05 | 0:53:08 | 3:08:26
76
+ 2250 | 0 | 1.060541 | 1.081414 | 9.19e-05 | 0:54:18 | 3:07:02
77
+ 2300 | 0 | 0.845381 | 1.076283 | 9.14e-05 | 0:55:27 | 3:05:39
78
+ 2350 | 0 | 0.894316 | 1.072411 | 9.09e-05 | 0:56:36 | 3:04:17
79
+ 2400 | 0 | 1.114319 | 1.073284 | 9.05e-05 | 0:57:45 | 3:02:55
80
+ 2450 | 0 | 1.017800 | 1.072152 | 9.00e-05 | 0:58:55 | 3:01:34
81
+ 2500 | 0 | 1.044732 | 1.071604 | 8.95e-05 | 1:00:04 | 3:00:13
82
+ 2550 | 0 | 0.918935 | 1.068610 | 8.89e-05 | 1:01:13 | 2:58:53
83
+ 2600 | 0 | 0.865523 | 1.064705 | 8.84e-05 | 1:02:22 | 2:57:33
84
+ 2650 | 0 | 0.956783 | 1.062668 | 8.79e-05 | 1:03:32 | 2:56:13
85
+ 2700 | 0 | 1.050756 | 1.062448 | 8.73e-05 | 1:04:41 | 2:54:54
86
+ 2750 | 0 | 1.157938 | 1.064184 | 8.68e-05 | 1:05:50 | 2:53:35
87
+ 2800 | 0 | 1.002661 | 1.063085 | 8.62e-05 | 1:06:59 | 2:52:17
88
+ 2850 | 0 | 1.042267 | 1.062720 | 8.56e-05 | 1:08:09 | 2:50:59
89
+ 2900 | 0 | 0.961772 | 1.060980 | 8.51e-05 | 1:09:18 | 2:49:41
90
+ 2950 | 0 | 0.952895 | 1.059148 | 8.45e-05 | 1:10:27 | 2:48:23
91
+ 3000 | 0 | 0.988988 | 1.057978 | 8.39e-05 | 1:11:37 | 2:47:06
92
+ [19:30:30] Generating 16 validation images ...
93
+ [19:31:24] Validation at step 3000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.862571 | 1.054775 | 8.33e-05 | 1:13:41 | 2:47:54
95
+ 3100 | 0 | 1.161334 | 1.056494 | 8.26e-05 | 1:14:50 | 2:46:34
96
+ 3150 | 0 | 0.895091 | 1.053932 | 8.20e-05 | 1:15:59 | 2:45:15
97
+ 3200 | 0 | 1.124416 | 1.055033 | 8.14e-05 | 1:17:08 | 2:43:56
98
+ 3250 | 0 | 0.740002 | 1.050186 | 8.07e-05 | 1:18:18 | 2:42:37
99
+ 3300 | 0 | 0.715947 | 1.045122 | 8.01e-05 | 1:19:27 | 2:41:19
100
+ 3350 | 0 | 1.063003 | 1.045389 | 7.94e-05 | 1:20:36 | 2:40:01
101
+ 3400 | 0 | 0.970660 | 1.044290 | 7.87e-05 | 1:21:45 | 2:38:43
102
+ 3450 | 0 | 0.925158 | 1.042564 | 7.80e-05 | 1:22:55 | 2:37:25
103
+ 3500 | 0 | 1.066453 | 1.042905 | 7.73e-05 | 1:24:04 | 2:36:08
104
+ 3550 | 0 | 1.018572 | 1.042562 | 7.67e-05 | 1:25:13 | 2:34:51
105
+ 3600 | 0 | 1.040998 | 1.042540 | 7.59e-05 | 1:26:22 | 2:33:34
106
+ 3650 | 0 | 1.003717 | 1.042009 | 7.52e-05 | 1:27:32 | 2:32:17
107
+ 3700 | 0 | 0.956757 | 1.040856 | 7.45e-05 | 1:28:41 | 2:31:00
108
+ 3750 | 0 | 0.949499 | 1.039638 | 7.38e-05 | 1:29:50 | 2:29:44
109
+ 3800 | 0 | 1.023899 | 1.039431 | 7.31e-05 | 1:30:59 | 2:28:28
110
+ 3850 | 0 | 1.010755 | 1.039059 | 7.23e-05 | 1:32:08 | 2:27:11
111
+ 3900 | 0 | 0.975408 | 1.038243 | 7.16e-05 | 1:33:17 | 2:25:55
112
+ 3950 | 0 | 1.048515 | 1.038373 | 7.08e-05 | 1:34:26 | 2:24:39
113
+ 4000 | 0 | 0.931662 | 1.037039 | 7.01e-05 | 1:35:35 | 2:23:23
114
+ [19:54:43] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-4000
115
+ [19:54:43] Generating 16 validation images ...
116
+ [19:55:35] Validation at step 4000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.859330 | 1.034845 | 6.93e-05 | 1:37:51 | 2:23:46
118
+ 4100 | 0 | 1.014230 | 1.034594 | 6.86e-05 | 1:39:00 | 2:22:28
119
+ 4150 | 0 | 0.727602 | 1.030895 | 6.78e-05 | 1:40:09 | 2:21:11
120
+ 4200 | 0 | 0.904561 | 1.029391 | 6.70e-05 | 1:41:18 | 2:19:53
121
+ 4250 | 0 | 0.772582 | 1.026370 | 6.62e-05 | 1:42:27 | 2:18:36
122
+ 4300 | 0 | 0.725272 | 1.022869 | 6.55e-05 | 1:43:36 | 2:17:20
123
+ 4350 | 0 | 0.884276 | 1.021276 | 6.47e-05 | 1:44:45 | 2:16:03
124
+ 4400 | 0 | 1.036478 | 1.021448 | 6.39e-05 | 1:45:54 | 2:14:47
125
+ 4450 | 0 | 1.057694 | 1.021856 | 6.31e-05 | 1:47:03 | 2:13:30
126
+ 4500 | 0 | 0.901860 | 1.020522 | 6.23e-05 | 1:48:12 | 2:12:14
127
+ 4550 | 0 | 0.823535 | 1.018358 | 6.15e-05 | 1:49:21 | 2:10:58
128
+ 4600 | 0 | 0.863589 | 1.016675 | 6.07e-05 | 1:50:30 | 2:09:43
129
+ 4650 | 0 | 0.792530 | 1.014265 | 5.99e-05 | 1:51:39 | 2:08:27
130
+ 4700 | 0 | 0.895299 | 1.013000 | 5.90e-05 | 1:52:48 | 2:07:12
131
+ 4750 | 0 | 0.847244 | 1.011255 | 5.82e-05 | 1:53:57 | 2:05:57
132
+ 4800 | 0 | 0.924736 | 1.010353 | 5.74e-05 | 1:55:06 | 2:04:42
133
+ 4850 | 0 | 0.749610 | 1.007665 | 5.66e-05 | 1:56:15 | 2:03:27
134
+ 4900 | 0 | 0.981714 | 1.007401 | 5.58e-05 | 1:57:24 | 2:02:12
135
+ 4950 | 0 | 0.948758 | 1.006808 | 5.50e-05 | 1:58:33 | 2:00:57
136
+ 5000 | 0 | 1.035211 | 1.007092 | 5.41e-05 | 1:59:42 | 1:59:42
137
+ [20:18:37] Generating 16 validation images ...
138
+ [20:19:32] Validation at step 5000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.878594 | 1.007721 | 5.33e-05 | 2:01:47 | 1:59:23
140
+ 5100 | 0 | 0.949238 | 1.007387 | 5.25e-05 | 2:02:56 | 1:58:07
141
+ 5150 | 0 | 0.919279 | 1.006972 | 5.17e-05 | 2:04:05 | 1:56:51
142
+ 5200 | 0 | 1.005620 | 1.008772 | 5.08e-05 | 2:05:14 | 1:55:36
143
+ 5250 | 0 | 1.114248 | 1.013127 | 5.00e-05 | 2:06:23 | 1:54:21
144
+ 5300 | 0 | 0.992711 | 1.013773 | 4.92e-05 | 2:07:32 | 1:53:06
145
+ 5350 | 0 | 0.969761 | 1.013927 | 4.83e-05 | 2:08:41 | 1:51:51
146
+ 5400 | 0 | 0.929932 | 1.011700 | 4.75e-05 | 2:09:50 | 1:50:36
147
+ 5450 | 0 | 0.696781 | 1.009130 | 4.67e-05 | 2:10:59 | 1:49:21
148
+ 5500 | 0 | 0.920083 | 1.003629 | 4.59e-05 | 2:12:08 | 1:48:06
149
+ 5550 | 0 | 0.909864 | 0.996296 | 4.50e-05 | 2:13:17 | 1:46:52
150
+ 5600 | 0 | 0.904116 | 0.987164 | 4.42e-05 | 2:14:26 | 1:45:37
151
+ 5650 | 0 | 0.912575 | 0.986048 | 4.34e-05 | 2:15:35 | 1:44:23
152
+ 5700 | 0 | 0.781090 | 0.982434 | 4.26e-05 | 2:16:44 | 1:43:09
153
+ 5750 | 0 | 1.018395 | 0.979484 | 4.18e-05 | 2:17:53 | 1:41:55
154
+ 5800 | 0 | 0.962829 | 0.977443 | 4.10e-05 | 2:19:02 | 1:40:40
155
+ 5850 | 0 | 1.041885 | 0.976923 | 4.01e-05 | 2:20:11 | 1:39:26
156
+ 5900 | 0 | 0.998920 | 0.976603 | 3.93e-05 | 2:21:20 | 1:38:13
157
+ 5950 | 0 | 0.777575 | 0.974916 | 3.85e-05 | 2:22:29 | 1:36:59
158
+ 6000 | 0 | 0.768695 | 0.972984 | 3.77e-05 | 2:23:38 | 1:35:45
159
+ [20:42:46] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-6000
160
+ [20:42:47] Generating 16 validation images ...
161
+ [20:43:39] Validation at step 6000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0006000.png
162
+ 6050 | 0 | 1.020824 | 0.973283 | 3.69e-05 | 2:25:55 | 1:35:16
163
+ 6100 | 0 | 0.816242 | 0.972304 | 3.61e-05 | 2:27:04 | 1:34:01
164
+ 6150 | 0 | 0.961096 | 0.969852 | 3.53e-05 | 2:28:13 | 1:32:47
165
+ 6200 | 0 | 0.803369 | 0.967602 | 3.45e-05 | 2:29:22 | 1:31:33
166
+ 6250 | 0 | 0.917572 | 0.966045 | 3.38e-05 | 2:30:31 | 1:30:18
167
+ 6300 | 0 | 0.843045 | 0.959476 | 3.30e-05 | 2:31:40 | 1:29:04
168
+ 6350 | 0 | 0.889279 | 0.959155 | 3.22e-05 | 2:32:49 | 1:27:50
169
+ 6400 | 0 | 0.845976 | 0.956242 | 3.14e-05 | 2:33:58 | 1:26:36
170
+ 6450 | 0 | 0.948436 | 0.953292 | 3.07e-05 | 2:35:07 | 1:25:22
171
+ 6500 | 0 | 0.752682 | 0.949727 | 2.99e-05 | 2:36:16 | 1:24:09
172
+ 6550 | 0 | 0.964141 | 0.949703 | 2.92e-05 | 2:37:26 | 1:22:55
173
+ 6600 | 0 | 0.752220 | 0.948119 | 2.84e-05 | 2:38:35 | 1:21:41
174
+ 6650 | 0 | 0.943286 | 0.948046 | 2.77e-05 | 2:39:44 | 1:20:28
175
+ 6700 | 0 | 1.068700 | 0.950362 | 2.69e-05 | 2:40:53 | 1:19:14
176
+ 6750 | 0 | 0.830914 | 0.945746 | 2.62e-05 | 2:42:03 | 1:18:01
177
+ 6800 | 0 | 0.826877 | 0.940053 | 2.55e-05 | 2:43:12 | 1:16:48
178
+ 6850 | 0 | 0.888236 | 0.937468 | 2.48e-05 | 2:44:20 | 1:15:34
179
+ 6900 | 0 | 0.826845 | 0.935553 | 2.41e-05 | 2:45:29 | 1:14:21
180
+ 6950 | 0 | 0.981274 | 0.934782 | 2.33e-05 | 2:46:38 | 1:13:08
181
+ 7000 | 0 | 0.892652 | 0.931363 | 2.27e-05 | 2:47:47 | 1:11:54
182
+ [21:06:41] Generating 16 validation images ...
183
+ [21:07:35] Validation at step 7000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0007000.png
184
+ 7050 | 0 | 0.955018 | 0.929772 | 2.20e-05 | 2:49:50 | 1:11:04
185
+ 7100 | 0 | 0.964398 | 0.931293 | 2.13e-05 | 2:50:59 | 1:09:50
186
+ 7150 | 0 | 1.019650 | 0.933193 | 2.06e-05 | 2:52:08 | 1:08:37
187
+ 7200 | 0 | 0.940415 | 0.932115 | 1.99e-05 | 2:53:17 | 1:07:23
188
+ 7250 | 0 | 1.044968 | 0.931959 | 1.93e-05 | 2:54:26 | 1:06:10
189
+ 7300 | 0 | 0.863247 | 0.932138 | 1.86e-05 | 2:55:35 | 1:04:56
190
+ 7350 | 0 | 0.864393 | 0.931838 | 1.80e-05 | 2:56:44 | 1:03:43
191
+ 7400 | 0 | 0.942066 | 0.930116 | 1.74e-05 | 2:57:53 | 1:02:30
192
+ 7450 | 0 | 0.885562 | 0.928793 | 1.67e-05 | 2:59:02 | 1:01:16
193
+ 7500 | 0 | 0.848259 | 0.926829 | 1.61e-05 | 3:00:11 | 1:00:03
194
+ 7550 | 0 | 1.054548 | 0.928185 | 1.55e-05 | 3:01:20 | 0:58:50
195
+ 7600 | 0 | 0.934697 | 0.928877 | 1.49e-05 | 3:02:29 | 0:57:37
196
+ 7650 | 0 | 0.885699 | 0.928166 | 1.44e-05 | 3:03:38 | 0:56:24
197
+ 7700 | 0 | 0.862592 | 0.926284 | 1.38e-05 | 3:04:47 | 0:55:11
198
+ 7750 | 0 | 0.886616 | 0.923571 | 1.32e-05 | 3:05:56 | 0:53:59
199
+ 7800 | 0 | 0.742283 | 0.920967 | 1.27e-05 | 3:07:05 | 0:52:46
200
+ 7850 | 0 | 1.069608 | 0.921241 | 1.21e-05 | 3:08:14 | 0:51:33
201
+ 7900 | 0 | 0.873218 | 0.920355 | 1.16e-05 | 3:09:23 | 0:50:20
202
+ 7950 | 0 | 0.812325 | 0.918949 | 1.11e-05 | 3:10:32 | 0:49:08
203
+ 8000 | 0 | 0.842676 | 0.917486 | 1.05e-05 | 3:11:41 | 0:47:55
204
+ [21:30:53] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-8000
205
+ [21:30:55] Removed old checkpoint: checkpoint-2000
206
+ [21:30:56] Generating 16 validation images ...
207
+ [21:31:49] Validation at step 8000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0008000.png
208
+ 8050 | 0 | 0.684963 | 0.915710 | 1.00e-05 | 3:14:05 | 0:47:00
209
+ 8100 | 0 | 0.778903 | 0.911886 | 9.55e-06 | 3:15:14 | 0:45:47
210
+ 8150 | 0 | 0.852016 | 0.911455 | 9.07e-06 | 3:16:23 | 0:44:34
211
+ 8200 | 0 | 0.896381 | 0.909175 | 8.60e-06 | 3:17:32 | 0:43:21
212
+ 8250 | 0 | 0.961369 | 0.911388 | 8.14e-06 | 3:18:41 | 0:42:08
213
+ 8300 | 0 | 0.829162 | 0.912521 | 7.70e-06 | 3:19:50 | 0:40:55
214
+ 8350 | 0 | 0.819499 | 0.910086 | 7.26e-06 | 3:20:59 | 0:39:42
215
+ 8400 | 0 | 0.936986 | 0.909749 | 6.84e-06 | 3:22:08 | 0:38:30
216
+ 8450 | 0 | 0.982770 | 0.910325 | 6.43e-06 | 3:23:17 | 0:37:17
217
+ 8500 | 0 | 0.836373 | 0.908024 | 6.03e-06 | 3:24:26 | 0:36:04
218
+ 8550 | 0 | 0.925367 | 0.907092 | 5.64e-06 | 3:25:35 | 0:34:51
219
+ 8600 | 0 | 0.894257 | 0.905625 | 5.26e-06 | 3:26:44 | 0:33:39
220
+ 8650 | 0 | 0.873904 | 0.904327 | 4.90e-06 | 3:27:53 | 0:32:26
221
+ 8700 | 0 | 1.052462 | 0.905284 | 4.55e-06 | 3:29:02 | 0:31:14
222
+ 8750 | 0 | 0.871765 | 0.904506 | 4.21e-06 | 3:30:11 | 0:30:01
223
+ 8800 | 0 | 0.840165 | 0.902669 | 3.89e-06 | 3:31:21 | 0:28:49
224
+ 8850 | 0 | 0.938528 | 0.901947 | 3.57e-06 | 3:32:30 | 0:27:36
225
+ 8900 | 0 | 0.954593 | 0.901738 | 3.27e-06 | 3:33:39 | 0:26:24
226
+ 8950 | 0 | 0.888799 | 0.900141 | 2.98e-06 | 3:34:48 | 0:25:12
227
+ 9000 | 0 | 0.941931 | 0.900244 | 2.71e-06 | 3:35:57 | 0:23:59
228
+ [21:54:51] Generating 16 validation images ...
229
+ [21:55:45] Validation at step 9000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0009000.png
230
+ 9050 | 0 | 0.991770 | 0.901568 | 2.45e-06 | 3:38:01 | 0:22:53
231
+ 9100 | 0 | 0.869348 | 0.900120 | 2.20e-06 | 3:39:10 | 0:21:40
232
+ 9150 | 0 | 0.842476 | 0.901268 | 1.96e-06 | 3:40:20 | 0:20:28
233
+ 9200 | 0 | 0.872501 | 0.900948 | 1.74e-06 | 3:41:29 | 0:19:15
234
+ 9250 | 0 | 0.809817 | 0.901320 | 1.53e-06 | 3:42:38 | 0:18:03
235
+ 9300 | 0 | 0.755905 | 0.901626 | 1.33e-06 | 3:43:47 | 0:16:50
236
+ 9350 | 0 | 0.983542 | 0.902619 | 1.15e-06 | 3:44:57 | 0:15:38
237
+ 9400 | 0 | 0.971019 | 0.901964 | 9.81e-07 | 3:46:06 | 0:14:25
238
+ 9450 | 0 | 0.970837 | 0.901096 | 8.25e-07 | 3:47:15 | 0:13:13
239
+ 9500 | 0 | 0.923229 | 0.901310 | 6.82e-07 | 3:48:24 | 0:12:01
240
+ 9550 | 0 | 0.900369 | 0.902078 | 5.53e-07 | 3:49:34 | 0:10:49
241
+ 9600 | 0 | 0.857794 | 0.902020 | 4.37e-07 | 3:50:43 | 0:09:36
242
+ 9650 | 0 | 0.812674 | 0.902221 | 3.35e-07 | 3:51:52 | 0:08:24
243
+ 9700 | 0 | 0.921737 | 0.902486 | 2.46e-07 | 3:53:01 | 0:07:12
244
+ 9750 | 0 | 0.952329 | 0.903537 | 1.71e-07 | 3:54:10 | 0:06:00
245
+ 9800 | 0 | 0.943614 | 0.903725 | 1.09e-07 | 3:55:19 | 0:04:48
246
+ 9850 | 0 | 0.880109 | 0.905030 | 6.15e-08 | 3:56:28 | 0:03:36
247
+ 9900 | 0 | 0.965225 | 0.904866 | 2.73e-08 | 3:57:37 | 0:02:24
248
+ 9950 | 0 | 0.870074 | 0.904079 | 6.83e-09 | 3:58:46 | 0:01:11
249
+ 10000 | 0 | 0.844888 | 0.902175 | 0.00e+00 | 3:59:55 | 0:00:00
250
+ [22:19:05] Saved checkpoint -> RESULTS/ProGamerGov/run_003/checkpoint-10000
251
+ [22:19:07] Removed old checkpoint: checkpoint-4000
252
+ [22:19:08] Generating 16 validation images ...
253
+ [22:20:02] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0010000.png
254
+ [22:20:02] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.957547 ---
255
+ [22:20:02] Saving final model ...
256
+ [22:20:13] Pipeline saved -> RESULTS/ProGamerGov/run_003
257
+ [22:20:13] Generating final validation collage ...
258
+ [22:20:13] Generating 16 validation images ...
259
+ [22:21:06] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_003/validation/collage_step_0010000.png
260
+ [22:21:06]
261
+ [22:21:06] ============================================================
262
+ [22:21:06] TRAINING SUMMARY
263
+ [22:21:06] ============================================================
264
+ [22:21:06] Total steps : 200
265
+ [22:21:06] Final loss : 0.844888
266
+ [22:21:06] Avg last 100 : 0.902175
267
+ [22:21:06] Min loss : 0.678750
268
+ [22:21:06] Total time : 4:02:13
269
+ [22:21:06] Output : RESULTS/ProGamerGov/run_003
270
+ [22:21:06] ============================================================
ProGamerGov/sana 1.6/Baseline/training_args.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
3
+ "revision": null,
4
+ "variant": null,
5
+ "cache_dir": null,
6
+ "data_dir": "../data/ProGamerGov",
7
+ "caption_file_train": "caption_train.json",
8
+ "caption_file_val": "caption_val.json",
9
+ "images_dir": "images",
10
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+ "optimizer": "AdamW",
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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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+ "allow_tf32": false,
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+ "checkpointing_steps": 2000,
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+ "checkpoints_total_limit": 3,
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+ "resume_from_checkpoint": null,
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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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+ "mode_scale": 1.29,
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+ "max_sequence_length": 256,
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+ "dataloader_num_workers": 4,
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+ "pin_memory": false,
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+ "output_dir": "RESULTS/ProGamerGov/run_003"
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+ }
ProGamerGov/sana 1.6/Baseline/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
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+ {
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ProGamerGov/sana 1.6/Baseline/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/Baseline/vae/config.json ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "_class_name": "AutoencoderDC",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "decoder_block_out_channels": [
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+ 256,
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+ ],
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+ "decoder_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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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "decoder_conv_act_fn": "relu",
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+ "decoder_in_shortcut": true,
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+ "decoder_layers_per_block": [
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+ 3,
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+ 3,
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+ 3
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+ "decoder_norm_types": "rms_norm",
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+ "decoder_qkv_multiscales": [
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+ ],
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+ 128,
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+ 256,
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+ 512,
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+ 512,
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+ 1024,
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+ 1024
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+ ],
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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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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "encoder_layers_per_block": [
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+ 2,
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+ 3
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+ ],
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+ "latent_channels": 32,
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+ "scaling_factor": 0.41407,
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+ "upsample_block_type": "interpolate"
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+ }
ProGamerGov/sana 1.6/RAD/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/RAD/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaPipeline",
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+ "_diffusers_version": "0.37.1",
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+ "scheduler": [
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+ "diffusers",
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+ "FlowMatchEulerDiscreteScheduler"
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+ ],
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+ "text_encoder": [
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+ "transformers",
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+ "Gemma2Model"
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+ ],
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+ "tokenizer": [
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+ "transformers",
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+ "GemmaTokenizer"
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+ ],
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+ "transformer": [
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+ "diffusers",
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+ "SanaTransformer2DModel"
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+ ],
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+ "vae": [
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+ "diffusers",
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+ "AutoencoderDC"
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+ ]
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+ }
ProGamerGov/sana 1.6/RAD/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,
34
+ "use_dynamic_shifting": false,
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+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
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+ "use_karras_sigmas": false,
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+ "use_lu_lambdas": false,
39
+ "variance_type": null
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+ }
ProGamerGov/sana 1.6/RAD/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "architectures": [
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+ "Gemma2Model"
4
+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
7
+ "attn_logit_softcapping": 50.0,
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+ "bos_token_id": 2,
9
+ "cache_implementation": "hybrid",
10
+ "dtype": "bfloat16",
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+ "eos_token_id": [
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+ 1,
13
+ 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",
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+ "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",
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+ "sliding_attention",
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+ "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"
49
+ ],
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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,
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+ "vocab_size": 256000
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+ }
ProGamerGov/sana 1.6/RAD/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 1.6/RAD/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": {},
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+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
20
+ }
ProGamerGov/sana 1.6/RAD/training.log ADDED
@@ -0,0 +1,303 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-07-30 18:20:12
2
+ ==========================================================================================================================================================================
3
+ Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
4
+ --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
5
+ [18:20:12] Run directory: RESULTS/ProGamerGov/run_004
6
+ [18:20:12] cuDNN SDPA disabled -- Flash/math backend for bf16 compatibility
7
+ [18:20:12] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
8
+ [18:20:12] TAM: enabled=True, alpha=0.9, factor=0.5
9
+ [18:20:12] SAD: enabled=True, temperature=0.5
10
+ [18:20:12] Loading pretrained SANA components ...
11
+ [18:20:22] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
12
+ [18:20:22] Building dataset ...
13
+ [18:20:22] TAM initialised: 90000 samples tracked.
14
+ [18:20:23]
15
+ [18:20:23] ========================================================================
16
+ [18:20:23] Output dir = RESULTS/ProGamerGov/run_004
17
+ [18:20:23] Num examples = 90000
18
+ [18:20:23] Num epochs = 1
19
+ [18:20:23] Batch/device = 4
20
+ [18:20:23] Effective BS = 4
21
+ [18:20:23] Total optim steps = 10000
22
+ [18:20:23] LR = 0.0001
23
+ [18:20:23] Precision = bf16
24
+ [18:20:23] --- AGD Easy-to-Hard Curriculum ---
25
+ [18:20:23] AGD temperature = 0.1
26
+ [18:20:23] Curriculum steps = 5000
27
+ [18:20:23] Max timestep delta = 300
28
+ [18:20:23] --- TAM: Temporal Advantage Memory ---
29
+ [18:20:23] TAM enabled = True
30
+ [18:20:23] TAM alpha (EMA decay) = 0.9
31
+ [18:20:23] TAM factor (modulation)= 0.5
32
+ [18:20:23] TAM log every = 500 steps
33
+ [18:20:23] --- SAD: Spectral Advantage Decomposition ---
34
+ [18:20:23] SAD enabled = True
35
+ [18:20:23] SAD temperature = 0.5
36
+ [18:20:23] ========================================================================
37
+ [18:20:23]
38
+ 50 | 0 | 0.810242 | 0.810242 | 0.804439 | 0.809014 | 0.004575 | 1.0000 | 0.0000 | 3.00 | 1.00e-05 | 0:01:44 | 5:47:38
39
+ 100 | 0 | 1.018091 | 0.914167 | 0.970133 | 0.992847 | 0.022714 | 1.0000 | 0.0000 | 6.00 | 2.00e-05 | 0:03:17 | 5:25:42
40
+ 150 | 0 | 1.062044 | 0.963459 | 0.964811 | 1.006552 | 0.041741 | 1.0000 | 0.0000 | 9.00 | 3.00e-05 | 0:04:50 | 5:17:35
41
+ 200 | 0 | 0.815101 | 0.926370 | 0.839228 | 0.825435 | -0.013793 | 1.0000 | 0.0000 | 12.00 | 4.00e-05 | 0:06:22 | 5:12:41
42
+ 250 | 0 | 0.658892 | 0.872874 | 0.693496 | 0.677372 | -0.016124 | 1.0000 | 0.0000 | 15.00 | 5.00e-05 | 0:07:55 | 5:09:11
43
+ 300 | 0 | 0.813449 | 0.862970 | 0.937633 | 0.885155 | -0.052478 | 1.0000 | 0.0000 | 18.00 | 6.00e-05 | 0:09:28 | 5:06:15
44
+ 350 | 0 | 1.103443 | 0.897323 | 0.948776 | 1.031861 | 0.083085 | 1.0000 | 0.0000 | 21.00 | 7.00e-05 | 0:11:01 | 5:03:44
45
+ 400 | 0 | 1.320503 | 0.950221 | 1.112449 | 1.169165 | 0.056716 | 1.0000 | 0.0000 | 24.00 | 8.00e-05 | 0:12:33 | 5:01:28
46
+ 450 | 0 | 1.738393 | 1.037795 | 1.712109 | 1.721338 | 0.009229 | 1.0000 | 0.0000 | 27.00 | 9.00e-05 | 0:14:06 | 4:59:20
47
+ 500 | 0 | 1.210066 | 1.055022 | 1.178921 | 1.233654 | 0.054733 | 1.0000 | 0.0000 | 30.00 | 1.00e-04 | 0:15:38 | 4:57:19
48
+ [18:35:51] [TAM stats @ step 500] mean=0.0000 std=0.0019 max=0.1444 min=-0.1183 visits=2000
49
+ 550 | 0 | 1.021578 | 1.051982 | 1.062308 | 0.964388 | -0.097920 | 1.0000 | 0.0000 | 33.00 | 1.00e-04 | 0:17:11 | 4:55:23
50
+ 600 | 0 | 1.427044 | 1.083237 | 1.442959 | 1.405832 | -0.037127 | 1.0000 | 0.0000 | 36.00 | 1.00e-04 | 0:18:44 | 4:53:32
51
+ 650 | 0 | 0.786217 | 1.060390 | 0.929072 | 0.837216 | -0.091857 | 1.0000 | 0.0000 | 39.00 | 1.00e-04 | 0:20:16 | 4:51:43
52
+ 700 | 0 | 1.116608 | 1.064405 | 1.019179 | 1.125574 | 0.106395 | 1.0000 | 0.0000 | 42.00 | 1.00e-04 | 0:21:49 | 4:49:56
53
+ 750 | 0 | 1.087907 | 1.065972 | 0.923965 | 1.045702 | 0.121737 | 1.0000 | 0.0000 | 45.00 | 1.00e-04 | 0:23:22 | 4:48:12
54
+ 800 | 0 | 1.272051 | 1.078852 | 1.371965 | 1.147853 | -0.224112 | 1.0000 | 0.0000 | 48.00 | 1.00e-04 | 0:24:54 | 4:46:29
55
+ 850 | 0 | 1.297269 | 1.091700 | 1.413149 | 1.152148 | -0.261002 | 1.0000 | 0.0000 | 51.00 | 1.00e-04 | 0:26:27 | 4:44:47
56
+ 900 | 0 | 1.091734 | 1.091702 | 1.167496 | 1.110667 | -0.056828 | 1.0000 | 0.0000 | 54.00 | 1.00e-04 | 0:27:59 | 4:43:06
57
+ 950 | 0 | 1.170995 | 1.095875 | 1.083302 | 1.194672 | 0.111370 | 1.0000 | 0.0000 | 57.00 | 1.00e-04 | 0:29:32 | 4:41:26
58
+ 1000 | 0 | 1.065105 | 1.094337 | 1.048679 | 0.990802 | -0.057876 | 1.0000 | 0.0000 | 60.00 | 1.00e-04 | 0:31:05 | 4:39:48
59
+ [18:51:17] [TAM stats @ step 1000] mean=0.0000 std=0.0055 max=0.2285 min=-0.1929 visits=4000
60
+ [18:51:17] Generating 16 validation images ...
61
+ [18:52:10] Validation at step 1000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0001000.png
62
+ 1050 | 0 | 1.515685 | 1.114401 | 1.343650 | 1.322178 | -0.021472 | 1.0000 | 0.0000 | 63.00 | 1.00e-04 | 0:33:31 | 4:45:45
63
+ 1100 | 0 | 1.520571 | 1.132863 | 1.215215 | 1.346910 | 0.131694 | 1.0000 | 0.0000 | 66.00 | 1.00e-04 | 0:35:04 | 4:43:43
64
+ 1150 | 0 | 1.839871 | 1.163603 | 1.642179 | 1.256748 | -0.385431 | 1.0000 | 0.0000 | 69.00 | 1.00e-04 | 0:36:36 | 4:41:44
65
+ 1200 | 0 | 1.367294 | 1.172090 | 1.489228 | 1.471644 | -0.017585 | 1.0000 | 0.0001 | 72.00 | 1.00e-04 | 0:38:09 | 4:39:47
66
+ 1250 | 0 | 1.457433 | 1.183504 | 1.758693 | 1.328179 | -0.430514 | 1.0000 | 0.0000 | 75.00 | 1.00e-04 | 0:39:41 | 4:37:52
67
+ 1300 | 0 | 1.313884 | 1.188518 | 1.048473 | 1.178466 | 0.129993 | 1.0000 | 0.0000 | 78.00 | 1.00e-04 | 0:41:14 | 4:35:59
68
+ 1350 | 0 | 1.041961 | 1.183090 | 1.017860 | 1.140245 | 0.122385 | 1.0000 | 0.0000 | 81.00 | 1.00e-04 | 0:42:47 | 4:34:08
69
+ 1400 | 0 | 1.465519 | 1.193177 | 1.113260 | 1.278368 | 0.165108 | 1.0000 | 0.0000 | 84.00 | 1.00e-04 | 0:44:19 | 4:32:18
70
+ 1450 | 0 | 1.335313 | 1.198078 | 1.075735 | 1.181579 | 0.105843 | 1.0000 | 0.0000 | 87.00 | 1.00e-04 | 0:45:52 | 4:30:29
71
+ 1500 | 0 | 1.260905 | 1.200172 | 1.049323 | 1.174869 | 0.125546 | 1.0000 | 0.0001 | 90.00 | 1.00e-04 | 0:47:24 | 4:28:41
72
+ [19:07:37] [TAM stats @ step 1500] mean=0.0001 std=0.0080 max=0.2285 min=-0.2059 visits=6000
73
+ 1550 | 0 | 0.995371 | 1.193566 | 1.024914 | 0.934503 | -0.090411 | 1.0000 | 0.0001 | 93.00 | 1.00e-04 | 0:48:57 | 4:26:53
74
+ 1600 | 0 | 0.896746 | 1.184290 | 0.970050 | 0.874871 | -0.095179 | 1.0000 | 0.0001 | 96.00 | 1.00e-04 | 0:50:30 | 4:25:07
75
+ 1650 | 0 | 0.900749 | 1.175698 | 0.903167 | 0.884286 | -0.018881 | 1.0000 | 0.0000 | 99.00 | 1.00e-04 | 0:52:02 | 4:23:22
76
+ 1700 | 0 | 0.866637 | 1.166608 | 0.876539 | 0.828086 | -0.048453 | 1.0000 | 0.0000 | 102.00 | 1.00e-04 | 0:53:35 | 4:21:38
77
+ 1750 | 0 | 1.058629 | 1.163523 | 1.070802 | 1.067235 | -0.003567 | 1.0000 | 0.0000 | 105.00 | 1.00e-04 | 0:55:07 | 4:19:54
78
+ 1800 | 0 | 1.479444 | 1.172299 | 1.023114 | 1.219545 | 0.196431 | 1.0000 | 0.0000 | 108.00 | 1.00e-04 | 0:56:40 | 4:18:10
79
+ 1850 | 0 | 1.059218 | 1.169242 | 1.144119 | 1.073663 | -0.070456 | 1.0000 | 0.0000 | 111.00 | 1.00e-04 | 0:58:13 | 4:16:28
80
+ 1900 | 0 | 0.994132 | 1.164634 | 0.993018 | 0.903998 | -0.089020 | 1.0000 | 0.0000 | 114.00 | 1.00e-04 | 0:59:45 | 4:14:46
81
+ 1950 | 0 | 1.010548 | 1.160683 | 1.000411 | 0.996929 | -0.003482 | 1.0000 | 0.0000 | 117.00 | 1.00e-04 | 1:01:18 | 4:13:04
82
+ 2000 | 0 | 1.008132 | 1.156869 | 1.020542 | 0.951005 | -0.069537 | 1.0000 | 0.0000 | 120.00 | 1.00e-04 | 1:02:50 | 4:11:23
83
+ [19:23:03] [TAM stats @ step 2000] mean=0.0000 std=0.0087 max=0.2285 min=-0.2059 visits=8000
84
+ [19:23:16] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-2000
85
+ [19:23:16] Generating 16 validation images ...
86
+ [19:24:10] Validation at step 2000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0002000.png
87
+ 2050 | 0 | 0.886770 | 1.150282 | 0.781961 | 0.819657 | 0.037696 | 1.0000 | 0.0000 | 123.00 | 1.00e-04 | 1:05:30 | 4:14:03
88
+ 2100 | 0 | 0.836595 | 1.142813 | 0.724783 | 0.729270 | 0.004487 | 1.0000 | 0.0000 | 126.00 | 1.00e-04 | 1:07:03 | 4:12:16
89
+ 2150 | 0 | 0.828952 | 1.135514 | 0.765844 | 0.769968 | 0.004123 | 1.0000 | 0.0000 | 129.00 | 1.00e-04 | 1:08:36 | 4:10:29
90
+ 2200 | 0 | 1.041495 | 1.133377 | 1.135831 | 1.024932 | -0.110899 | 1.0000 | -0.0000 | 132.00 | 1.00e-04 | 1:10:08 | 4:08:42
91
+ 2250 | 0 | 0.926216 | 1.128773 | 0.879953 | 0.870673 | -0.009280 | 1.0000 | -0.0000 | 135.00 | 1.00e-04 | 1:11:41 | 4:06:56
92
+ 2300 | 0 | 0.828897 | 1.122254 | 0.716183 | 0.791938 | 0.075756 | 1.0000 | -0.0000 | 138.00 | 1.00e-04 | 1:13:14 | 4:05:11
93
+ 2350 | 0 | 0.881278 | 1.117127 | 0.911142 | 0.859446 | -0.051696 | 1.0000 | -0.0000 | 141.00 | 1.00e-04 | 1:14:47 | 4:03:27
94
+ 2400 | 0 | 0.900298 | 1.112610 | 0.914707 | 0.879012 | -0.035695 | 1.0000 | -0.0000 | 144.00 | 1.00e-04 | 1:16:19 | 4:01:42
95
+ 2450 | 0 | 1.011031 | 1.110537 | 1.072761 | 1.003461 | -0.069300 | 1.0000 | -0.0000 | 147.00 | 1.00e-04 | 1:17:52 | 3:59:59
96
+ 2500 | 0 | 0.991300 | 1.108152 | 0.920567 | 0.943518 | 0.022951 | 1.0000 | -0.0000 | 150.00 | 1.00e-04 | 1:19:25 | 3:58:15
97
+ [19:39:37] [TAM stats @ step 2500] mean=-0.0000 std=0.0089 max=0.2285 min=-0.2059 visits=10000
98
+ 2550 | 0 | 1.118182 | 1.108349 | 0.823427 | 0.980765 | 0.157338 | 1.0000 | -0.0000 | 153.00 | 1.00e-04 | 1:20:57 | 3:56:32
99
+ 2600 | 0 | 0.847328 | 1.103329 | 0.906753 | 0.818482 | -0.088272 | 1.0000 | -0.0001 | 156.00 | 1.00e-04 | 1:22:30 | 3:54:50
100
+ 2650 | 0 | 1.102342 | 1.103311 | 0.987182 | 1.034298 | 0.047116 | 1.0000 | -0.0001 | 159.00 | 1.00e-04 | 1:24:03 | 3:53:07
101
+ 2700 | 0 | 1.003616 | 1.101464 | 0.851344 | 0.960204 | 0.108860 | 1.0000 | -0.0001 | 162.00 | 1.00e-04 | 1:25:35 | 3:51:25
102
+ 2750 | 0 | 0.926433 | 1.098282 | 0.981602 | 0.902058 | -0.079544 | 1.0000 | -0.0001 | 165.00 | 1.00e-04 | 1:27:08 | 3:49:45
103
+ 2800 | 0 | 0.853742 | 1.093915 | 1.044483 | 0.881818 | -0.162666 | 1.0000 | -0.0001 | 168.00 | 1.00e-04 | 1:28:41 | 3:48:04
104
+ 2850 | 0 | 0.915629 | 1.090787 | 1.052711 | 0.919901 | -0.132810 | 1.0000 | -0.0001 | 171.00 | 1.00e-04 | 1:30:14 | 3:46:23
105
+ 2900 | 0 | 0.982289 | 1.088917 | 1.002873 | 0.981664 | -0.021209 | 1.0000 | -0.0001 | 174.00 | 1.00e-04 | 1:31:46 | 3:44:42
106
+ 2950 | 0 | 0.846531 | 1.084808 | 0.913790 | 0.888570 | -0.025220 | 1.0000 | -0.0001 | 177.00 | 1.00e-04 | 1:33:19 | 3:43:01
107
+ 3000 | 0 | 1.097709 | 1.085023 | 0.838451 | 1.015936 | 0.177484 | 1.0000 | -0.0001 | 180.00 | 1.00e-04 | 1:34:51 | 3:41:21
108
+ [19:55:04] [TAM stats @ step 3000] mean=-0.0001 std=0.0094 max=0.2285 min=-0.2059 visits=12000
109
+ [19:55:04] Generating 16 validation images ...
110
+ [19:55:58] Validation at step 3000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0003000.png
111
+ 3050 | 0 | 0.828134 | 1.080812 | 0.724195 | 0.791889 | 0.067694 | 1.0000 | -0.0001 | 183.00 | 1.00e-04 | 1:37:19 | 3:41:46
112
+ 3100 | 0 | 1.056289 | 1.080417 | 0.926033 | 1.019454 | 0.093421 | 1.0000 | -0.0001 | 186.00 | 1.00e-04 | 1:38:52 | 3:40:04
113
+ 3150 | 0 | 1.025692 | 1.079548 | 0.813699 | 0.896919 | 0.083221 | 1.0000 | -0.0001 | 189.00 | 1.00e-04 | 1:40:25 | 3:38:22
114
+ 3200 | 0 | 1.416875 | 1.084819 | 1.060050 | 1.008985 | -0.051065 | 1.0000 | -0.0001 | 192.00 | 1.00e-04 | 1:41:58 | 3:36:41
115
+ 3250 | 0 | 0.803083 | 1.080484 | 0.725173 | 0.786561 | 0.061388 | 1.0000 | -0.0001 | 195.00 | 1.00e-04 | 1:43:31 | 3:35:00
116
+ 3300 | 0 | 0.896286 | 1.077693 | 0.658787 | 0.784853 | 0.126065 | 1.0000 | -0.0001 | 198.00 | 1.00e-04 | 1:45:04 | 3:33:19
117
+ 3350 | 0 | 0.913741 | 1.075246 | 1.032608 | 0.921129 | -0.111479 | 1.0000 | -0.0001 | 201.00 | 1.00e-04 | 1:46:36 | 3:31:38
118
+ 3400 | 0 | 1.043492 | 1.074779 | 0.884612 | 0.884166 | -0.000446 | 1.0000 | -0.0001 | 204.00 | 1.00e-04 | 1:48:09 | 3:29:57
119
+ 3450 | 0 | 0.950841 | 1.072983 | 0.946222 | 0.875769 | -0.070453 | 1.0000 | -0.0001 | 207.00 | 1.00e-04 | 1:49:42 | 3:28:16
120
+ 3500 | 0 | 0.964372 | 1.071432 | 0.940725 | 0.908755 | -0.031970 | 1.0000 | -0.0001 | 210.00 | 1.00e-04 | 1:51:15 | 3:26:36
121
+ [20:11:27] [TAM stats @ step 3500] mean=-0.0001 std=0.0097 max=0.2285 min=-0.2059 visits=14000
122
+ 3550 | 0 | 0.961540 | 1.069884 | 0.970226 | 0.930306 | -0.039920 | 1.0000 | -0.0001 | 213.00 | 1.00e-04 | 1:52:48 | 3:24:57
123
+ 3600 | 0 | 1.125715 | 1.070659 | 1.078895 | 1.141289 | 0.062394 | 1.0000 | -0.0001 | 216.00 | 1.00e-04 | 1:54:20 | 3:23:16
124
+ 3650 | 0 | 0.816041 | 1.067171 | 0.894594 | 0.843689 | -0.050905 | 1.0000 | -0.0001 | 219.00 | 1.00e-04 | 1:55:53 | 3:21:37
125
+ 3700 | 0 | 0.870535 | 1.064514 | 0.915421 | 0.920764 | 0.005343 | 1.0000 | -0.0001 | 222.00 | 1.00e-04 | 1:57:26 | 3:19:57
126
+ 3750 | 0 | 0.865484 | 1.061860 | 0.956282 | 0.861320 | -0.094962 | 1.0000 | -0.0001 | 225.00 | 1.00e-04 | 1:58:58 | 3:18:17
127
+ 3800 | 0 | 1.053589 | 1.061752 | 1.023609 | 1.026290 | 0.002682 | 1.0000 | -0.0001 | 228.00 | 1.00e-04 | 2:00:31 | 3:16:38
128
+ 3850 | 0 | 1.268392 | 1.064435 | 1.050783 | 1.140508 | 0.089725 | 1.0000 | -0.0001 | 231.00 | 1.00e-04 | 2:02:04 | 3:14:59
129
+ 3900 | 0 | 1.115252 | 1.065087 | 0.984733 | 1.003919 | 0.019187 | 1.0000 | -0.0001 | 234.00 | 1.00e-04 | 2:03:36 | 3:13:20
130
+ 3950 | 0 | 0.933002 | 1.063415 | 0.971425 | 0.870248 | -0.101178 | 1.0000 | -0.0001 | 237.00 | 1.00e-04 | 2:05:09 | 3:11:41
131
+ 4000 | 0 | 1.200942 | 1.065134 | 1.026415 | 0.978081 | -0.048335 | 1.0000 | -0.0001 | 240.00 | 1.00e-04 | 2:06:41 | 3:10:02
132
+ [20:26:54] [TAM stats @ step 4000] mean=-0.0001 std=0.0101 max=0.2285 min=-0.2059 visits=16000
133
+ [20:27:08] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-4000
134
+ [20:27:08] Generating 16 validation images ...
135
+ [20:28:01] Validation at step 4000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0004000.png
136
+ 4050 | 0 | 0.851512 | 1.062497 | 1.056084 | 0.768530 | -0.287553 | 1.0000 | -0.0001 | 243.00 | 1.00e-04 | 2:09:21 | 3:10:03
137
+ 4100 | 0 | 0.935876 | 1.060952 | 1.270155 | 1.017976 | -0.252179 | 1.0000 | -0.0001 | 246.00 | 1.00e-04 | 2:10:54 | 3:08:22
138
+ 4150 | 0 | 0.866764 | 1.058613 | 0.959604 | 0.934108 | -0.025496 | 1.0000 | -0.0002 | 249.00 | 1.00e-04 | 2:12:27 | 3:06:42
139
+ 4200 | 0 | 1.178742 | 1.060043 | 0.995701 | 1.096487 | 0.100786 | 1.0000 | -0.0002 | 252.00 | 1.00e-04 | 2:13:59 | 3:05:02
140
+ 4250 | 0 | 0.891449 | 1.058059 | 0.898946 | 0.785397 | -0.113549 | 1.0000 | -0.0002 | 255.00 | 1.00e-04 | 2:15:32 | 3:03:22
141
+ 4300 | 0 | 0.749307 | 1.054469 | 0.778410 | 0.662080 | -0.116330 | 1.0000 | -0.0002 | 258.00 | 1.00e-04 | 2:17:05 | 3:01:42
142
+ 4350 | 0 | 1.012764 | 1.053990 | 0.862725 | 0.848733 | -0.013991 | 1.0000 | -0.0002 | 261.00 | 1.00e-04 | 2:18:37 | 3:00:03
143
+ 4400 | 0 | 0.894335 | 1.052176 | 0.879525 | 0.810509 | -0.069016 | 1.0000 | -0.0002 | 264.00 | 1.00e-04 | 2:20:10 | 2:58:24
144
+ 4450 | 0 | 1.056037 | 1.052219 | 1.078803 | 1.023453 | -0.055350 | 1.0000 | -0.0002 | 267.00 | 1.00e-04 | 2:21:43 | 2:56:45
145
+ 4500 | 0 | 0.874142 | 1.050240 | 0.934741 | 0.833909 | -0.100833 | 1.0000 | -0.0002 | 270.00 | 1.00e-04 | 2:23:16 | 2:55:06
146
+ [20:43:28] [TAM stats @ step 4500] mean=-0.0002 std=0.0106 max=0.2285 min=-0.2059 visits=18000
147
+ 4550 | 0 | 1.560866 | 1.055852 | 0.854046 | 1.011258 | 0.157212 | 1.0000 | -0.0002 | 273.00 | 1.00e-04 | 2:24:49 | 2:53:27
148
+ 4600 | 0 | 1.184124 | 1.057246 | 0.840874 | 0.920455 | 0.079581 | 1.0000 | -0.0002 | 276.00 | 1.00e-04 | 2:26:22 | 2:51:49
149
+ 4650 | 0 | 1.075440 | 1.057442 | 0.924026 | 0.976543 | 0.052517 | 1.0000 | -0.0002 | 279.00 | 1.00e-04 | 2:27:54 | 2:50:10
150
+ 4700 | 0 | 0.941256 | 1.056206 | 0.947869 | 0.821435 | -0.126434 | 1.0000 | -0.0002 | 282.00 | 1.00e-04 | 2:29:27 | 2:48:32
151
+ 4750 | 0 | 1.021279 | 1.055838 | 0.840875 | 1.036481 | 0.195606 | 1.0000 | -0.0002 | 285.00 | 1.00e-04 | 2:31:00 | 2:46:54
152
+ 4800 | 0 | 0.956341 | 1.054801 | 1.067577 | 0.971774 | -0.095803 | 1.0000 | -0.0002 | 288.00 | 1.00e-04 | 2:32:33 | 2:45:16
153
+ 4850 | 0 | 1.181948 | 1.056112 | 0.991892 | 1.114351 | 0.122459 | 1.0000 | -0.0002 | 291.00 | 1.00e-04 | 2:34:06 | 2:43:38
154
+ 4900 | 0 | 1.247516 | 1.058065 | 1.158795 | 1.126297 | -0.032498 | 1.0000 | -0.0002 | 294.00 | 1.00e-04 | 2:35:39 | 2:42:00
155
+ 4950 | 0 | 1.245759 | 1.059961 | 1.022448 | 1.044727 | 0.022279 | 1.0000 | -0.0003 | 297.00 | 1.00e-04 | 2:37:12 | 2:40:22
156
+ 5000 | 0 | 1.078961 | 1.060151 | 1.098224 | 1.089119 | -0.009105 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:38:45 | 2:38:45
157
+ [20:58:57] [TAM stats @ step 5000] mean=-0.0003 std=0.0112 max=0.2285 min=-0.2059 visits=20000
158
+ [20:58:57] Generating 16 validation images ...
159
+ [20:59:50] Validation at step 5000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0005000.png
160
+ 5050 | 0 | 1.032526 | 1.062374 | 0.957618 | 1.000147 | 0.042530 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:41:10 | 2:37:59
161
+ 5100 | 0 | 1.225372 | 1.064447 | 1.052916 | 1.119719 | 0.066803 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:42:43 | 2:36:20
162
+ 5150 | 0 | 0.872173 | 1.062548 | 0.999240 | 0.884224 | -0.115016 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:44:16 | 2:34:42
163
+ 5200 | 0 | 0.905715 | 1.063454 | 0.989110 | 0.931548 | -0.057562 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:45:49 | 2:33:03
164
+ 5250 | 0 | 1.105802 | 1.067923 | 1.092449 | 1.094936 | 0.002487 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:47:21 | 2:31:25
165
+ 5300 | 0 | 1.192205 | 1.071711 | 1.185721 | 1.134429 | -0.051293 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:48:54 | 2:29:47
166
+ 5350 | 0 | 1.059500 | 1.071272 | 0.955722 | 1.069492 | 0.113770 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:50:26 | 2:28:08
167
+ 5400 | 0 | 0.863448 | 1.066701 | 0.914226 | 0.899583 | -0.014643 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 2:51:59 | 2:26:30
168
+ 5450 | 0 | 1.424587 | 1.063563 | 1.079245 | 1.131957 | 0.052713 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 2:53:32 | 2:24:52
169
+ 5500 | 0 | 0.943642 | 1.060899 | 0.994349 | 0.956523 | -0.037826 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:55:05 | 2:23:15
170
+ [21:15:17] [TAM stats @ step 5500] mean=-0.0003 std=0.0118 max=0.2327 min=-0.2059 visits=22000
171
+ 5550 | 0 | 1.111540 | 1.061798 | 0.967984 | 1.022690 | 0.054706 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:56:38 | 2:21:37
172
+ 5600 | 0 | 1.092461 | 1.058452 | 1.050276 | 1.000572 | -0.049704 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:58:11 | 2:20:00
173
+ 5650 | 0 | 0.940478 | 1.059995 | 0.948090 | 0.859588 | -0.088502 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 2:59:45 | 2:18:23
174
+ 5700 | 0 | 0.795232 | 1.056781 | 0.825452 | 0.762361 | -0.063091 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:01:18 | 2:16:46
175
+ 5750 | 0 | 1.094902 | 1.056851 | 1.125313 | 1.071452 | -0.053861 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:02:51 | 2:15:09
176
+ 5800 | 0 | 1.058877 | 1.054720 | 1.073620 | 0.918962 | -0.154658 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:04:24 | 2:13:32
177
+ 5850 | 0 | 1.063260 | 1.052379 | 1.053842 | 1.067232 | 0.013390 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:05:57 | 2:11:55
178
+ 5900 | 0 | 1.056710 | 1.052029 | 1.148929 | 1.042114 | -0.106815 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:07:30 | 2:10:18
179
+ 5950 | 0 | 0.854033 | 1.048860 | 0.849288 | 0.900266 | 0.050978 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:09:03 | 2:08:41
180
+ 6000 | 0 | 0.722753 | 1.045436 | 0.705830 | 0.708347 | 0.002517 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:10:36 | 2:07:04
181
+ [21:30:48] [TAM stats @ step 6000] mean=-0.0003 std=0.0120 max=0.2327 min=-0.2059 visits=24000
182
+ [21:31:02] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-6000
183
+ [21:31:02] Generating 16 validation images ...
184
+ [21:31:55] Validation at step 6000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0006000.png
185
+ 6050 | 0 | 1.051591 | 1.040795 | 1.019126 | 0.976591 | -0.042534 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:13:16 | 2:06:11
186
+ 6100 | 0 | 0.940255 | 1.034992 | 1.038378 | 0.932578 | -0.105799 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:14:49 | 2:04:33
187
+ 6150 | 0 | 1.311138 | 1.029705 | 1.110618 | 1.120945 | 0.010327 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:16:22 | 2:02:56
188
+ 6200 | 0 | 0.821566 | 1.024247 | 0.922201 | 0.776303 | -0.145898 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 3:17:55 | 2:01:18
189
+ 6250 | 0 | 0.874443 | 1.018417 | 0.901900 | 0.882995 | -0.018905 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:19:28 | 1:59:41
190
+ 6300 | 0 | 1.024832 | 1.015527 | 0.886639 | 1.014814 | 0.128175 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:21:01 | 1:58:03
191
+ 6350 | 0 | 0.865700 | 1.013764 | 1.020449 | 0.912448 | -0.108001 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:22:34 | 1:56:26
192
+ 6400 | 0 | 1.109933 | 1.010208 | 0.971062 | 1.022491 | 0.051429 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:24:07 | 1:54:49
193
+ 6450 | 0 | 0.936496 | 1.006220 | 0.956387 | 0.914065 | -0.042322 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:25:40 | 1:53:12
194
+ 6500 | 0 | 0.772560 | 1.001337 | 0.846949 | 0.799550 | -0.047400 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:27:13 | 1:51:34
195
+ [21:47:25] [TAM stats @ step 6500] mean=-0.0004 std=0.0122 max=0.2327 min=-0.2059 visits=26000
196
+ 6550 | 0 | 0.780051 | 0.999184 | 0.863564 | 0.857816 | -0.005748 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:28:46 | 1:49:57
197
+ 6600 | 0 | 0.869299 | 0.998909 | 0.924778 | 0.947239 | 0.022462 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:30:19 | 1:48:21
198
+ 6650 | 0 | 1.112282 | 1.001024 | 1.025132 | 1.035718 | 0.010585 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:31:52 | 1:46:44
199
+ 6700 | 0 | 1.098767 | 1.003346 | 1.076909 | 1.084782 | 0.007874 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:33:25 | 1:45:07
200
+ 6750 | 0 | 0.908877 | 1.001848 | 0.937526 | 0.888491 | -0.049035 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:34:58 | 1:43:30
201
+ 6800 | 0 | 0.873096 | 0.995785 | 0.863918 | 0.872334 | 0.008417 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:36:30 | 1:41:53
202
+ 6850 | 0 | 0.941544 | 0.994608 | 0.911253 | 0.887000 | -0.024254 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:38:03 | 1:40:16
203
+ 6900 | 0 | 1.051783 | 0.995185 | 0.919782 | 0.851934 | -0.067849 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:39:36 | 1:38:39
204
+ 6950 | 0 | 1.499839 | 1.000077 | 1.005493 | 1.308779 | 0.303285 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:41:09 | 1:37:03
205
+ 7000 | 0 | 0.919788 | 0.999194 | 0.979766 | 0.838805 | -0.140961 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:42:41 | 1:35:26
206
+ [22:02:54] [TAM stats @ step 7000] mean=-0.0004 std=0.0125 max=0.2327 min=-0.2059 visits=28000
207
+ [22:02:54] Generating 16 validation images ...
208
+ [22:03:48] Validation at step 7000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0007000.png
209
+ 7050 | 0 | 1.096906 | 1.001295 | 0.935664 | 1.070307 | 0.134644 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:45:08 | 1:34:12
210
+ 7100 | 0 | 1.180413 | 1.004734 | 1.059324 | 1.127362 | 0.068037 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:46:41 | 1:32:35
211
+ 7150 | 0 | 0.993639 | 1.006380 | 1.120308 | 1.016395 | -0.103913 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:48:14 | 1:30:58
212
+ 7200 | 0 | 1.247641 | 1.008442 | 1.168587 | 1.208105 | 0.039518 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:49:46 | 1:29:21
213
+ 7250 | 0 | 1.101887 | 1.010199 | 1.015476 | 1.034032 | 0.018556 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:51:19 | 1:27:44
214
+ 7300 | 0 | 1.252662 | 1.014436 | 0.985286 | 1.168520 | 0.183235 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:52:52 | 1:26:08
215
+ 7350 | 0 | 0.884280 | 1.014466 | 0.990929 | 0.857919 | -0.133011 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:54:25 | 1:24:31
216
+ 7400 | 0 | 1.119897 | 1.016662 | 0.938034 | 1.095286 | 0.157253 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:55:58 | 1:22:54
217
+ 7450 | 0 | 0.826965 | 1.014822 | 0.942125 | 0.865948 | -0.076177 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:57:31 | 1:21:18
218
+ 7500 | 0 | 1.069535 | 1.015604 | 0.822705 | 0.961568 | 0.138863 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 3:59:04 | 1:19:41
219
+ [22:19:16] [TAM stats @ step 7500] mean=-0.0004 std=0.0128 max=0.2327 min=-0.2059 visits=30000
220
+ 7550 | 0 | 1.127606 | 1.015698 | 1.084641 | 1.087055 | 0.002414 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:00:37 | 1:18:05
221
+ 7600 | 0 | 1.066890 | 1.017894 | 0.964212 | 0.993649 | 0.029437 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:02:10 | 1:16:28
222
+ 7650 | 0 | 0.853572 | 1.015406 | 0.899234 | 0.871460 | -0.027774 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:03:43 | 1:14:52
223
+ 7700 | 0 | 1.016432 | 1.015534 | 1.018316 | 0.985366 | -0.032950 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:05:17 | 1:13:16
224
+ 7750 | 0 | 1.006286 | 1.016333 | 0.923707 | 0.933717 | 0.010010 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:06:50 | 1:11:39
225
+ 7800 | 0 | 0.829393 | 1.016089 | 0.831685 | 0.827490 | -0.004195 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:08:24 | 1:10:03
226
+ 7850 | 0 | 1.268456 | 1.019618 | 1.063035 | 1.199697 | 0.136662 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:09:57 | 1:08:27
227
+ 7900 | 0 | 1.105359 | 1.020848 | 1.053666 | 1.023533 | -0.030133 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:11:30 | 1:06:51
228
+ 7950 | 0 | 1.180472 | 1.024188 | 1.194280 | 1.016310 | -0.177970 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:13:03 | 1:05:15
229
+ 8000 | 0 | 1.079391 | 1.024004 | 0.926280 | 1.026005 | 0.099725 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:14:36 | 1:03:39
230
+ [22:34:48] [TAM stats @ step 8000] mean=-0.0005 std=0.0131 max=0.2327 min=-0.2059 visits=32000
231
+ [22:35:03] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-8000
232
+ [22:35:05] Removed old checkpoint: checkpoint-2000
233
+ [22:35:05] Generating 16 validation images ...
234
+ [22:35:57] Validation at step 8000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0008000.png
235
+ 8050 | 0 | 1.076796 | 1.026491 | 0.859067 | 0.918707 | 0.059640 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:17:18 | 1:02:19
236
+ 8100 | 0 | 0.771151 | 1.023640 | 0.869210 | 0.834316 | -0.034894 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:18:51 | 1:00:43
237
+ 8150 | 0 | 1.110294 | 1.024486 | 1.044583 | 1.090340 | 0.045757 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:20:24 | 0:59:06
238
+ 8200 | 0 | 1.169448 | 1.022011 | 1.033616 | 1.017200 | -0.016416 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:21:56 | 0:57:30
239
+ 8250 | 0 | 0.960687 | 1.023588 | 0.977958 | 0.980996 | 0.003038 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:23:29 | 0:55:53
240
+ 8300 | 0 | 0.975896 | 1.024384 | 1.001633 | 0.966177 | -0.035457 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:25:02 | 0:54:17
241
+ 8350 | 0 | 1.140218 | 1.026648 | 1.029859 | 1.103833 | 0.073975 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:26:35 | 0:52:40
242
+ 8400 | 0 | 1.424418 | 1.030458 | 1.622759 | 1.454324 | -0.168434 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:28:08 | 0:51:04
243
+ 8450 | 0 | 1.113686 | 1.032086 | 0.972031 | 1.038804 | 0.066773 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 4:29:41 | 0:49:28
244
+ 8500 | 0 | 1.065766 | 1.033100 | 0.830301 | 0.833496 | 0.003195 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:31:14 | 0:47:51
245
+ [22:51:26] [TAM stats @ step 8500] mean=-0.0006 std=0.0136 max=0.2327 min=-0.2059 visits=34000
246
+ 8550 | 0 | 0.874620 | 1.032231 | 1.046870 | 0.964583 | -0.082287 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:32:47 | 0:46:15
247
+ 8600 | 0 | 0.844544 | 1.029419 | 0.778927 | 0.832177 | 0.053249 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:34:21 | 0:44:39
248
+ 8650 | 0 | 1.397834 | 1.035237 | 1.090058 | 1.266092 | 0.176034 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:35:54 | 0:43:03
249
+ 8700 | 0 | 1.164608 | 1.038178 | 1.115069 | 1.072829 | -0.042239 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:37:27 | 0:41:27
250
+ 8750 | 0 | 0.864750 | 1.038170 | 0.893052 | 0.830069 | -0.062983 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:39:00 | 0:39:51
251
+ 8800 | 0 | 1.018900 | 1.037824 | 1.034052 | 1.016529 | -0.017523 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:40:33 | 0:38:15
252
+ 8850 | 0 | 0.975489 | 1.034895 | 1.107565 | 1.021686 | -0.085879 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:42:06 | 0:36:39
253
+ 8900 | 0 | 1.067515 | 1.034417 | 0.957031 | 1.052509 | 0.095478 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:43:39 | 0:35:03
254
+ 8950 | 0 | 1.220537 | 1.037293 | 1.053747 | 1.156606 | 0.102859 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:45:12 | 0:33:27
255
+ 9000 | 0 | 0.847817 | 1.033761 | 0.913624 | 0.810432 | -0.103192 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:46:45 | 0:31:51
256
+ [23:06:57] [TAM stats @ step 9000] mean=-0.0006 std=0.0140 max=0.2327 min=-0.2059 visits=36000
257
+ [23:06:57] Generating 16 validation images ...
258
+ [23:07:52] Validation at step 9000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0009000.png
259
+ 9050 | 0 | 1.028792 | 1.035534 | 1.049198 | 0.980169 | -0.069029 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 4:49:13 | 0:30:21
260
+ 9100 | 0 | 0.823511 | 1.034410 | 0.857328 | 0.850836 | -0.006493 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:50:47 | 0:28:45
261
+ 9150 | 0 | 0.955383 | 1.035297 | 1.075589 | 0.899140 | -0.176449 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:52:20 | 0:27:09
262
+ 9200 | 0 | 1.116553 | 1.034675 | 1.021430 | 0.971779 | -0.049651 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:53:54 | 0:25:33
263
+ 9250 | 0 | 1.261547 | 1.038376 | 1.122963 | 1.054677 | -0.068286 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:55:27 | 0:23:57
264
+ 9300 | 0 | 0.946871 | 1.040351 | 0.935835 | 0.899090 | -0.036746 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:57:00 | 0:22:21
265
+ 9350 | 0 | 1.001115 | 1.040235 | 1.033843 | 1.014150 | -0.019692 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 4:58:33 | 0:20:45
266
+ 9400 | 0 | 1.186019 | 1.043152 | 1.075452 | 0.962040 | -0.113412 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:00:06 | 0:19:09
267
+ 9450 | 0 | 1.009875 | 1.042690 | 1.170673 | 1.031238 | -0.139435 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:01:40 | 0:17:33
268
+ 9500 | 0 | 1.027902 | 1.044228 | 1.039347 | 0.987534 | -0.051813 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:03:13 | 0:15:57
269
+ [23:23:25] [TAM stats @ step 9500] mean=-0.0007 std=0.0143 max=0.2327 min=-0.2059 visits=38000
270
+ 9550 | 0 | 0.880081 | 1.037420 | 0.895492 | 0.896233 | 0.000741 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:04:46 | 0:14:21
271
+ 9600 | 0 | 0.847360 | 1.034052 | 0.878542 | 0.851663 | -0.026879 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:06:19 | 0:12:45
272
+ 9650 | 0 | 0.945696 | 1.032755 | 0.964034 | 0.877470 | -0.086564 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:07:53 | 0:11:10
273
+ 9700 | 0 | 0.988381 | 1.033226 | 0.953049 | 0.947215 | -0.005834 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:09:27 | 0:09:34
274
+ 9750 | 0 | 1.103717 | 1.034050 | 1.107431 | 1.004349 | -0.103082 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:11:00 | 0:07:58
275
+ 9800 | 0 | 1.068710 | 1.035174 | 1.082017 | 1.036654 | -0.045363 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:12:33 | 0:06:22
276
+ 9850 | 0 | 0.986614 | 1.033221 | 1.136636 | 0.887048 | -0.249587 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:14:06 | 0:04:47
277
+ 9900 | 0 | 1.007073 | 1.030816 | 0.902539 | 0.965761 | 0.063222 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:15:39 | 0:03:11
278
+ 9950 | 0 | 0.919780 | 1.027557 | 0.938379 | 0.913573 | -0.024806 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:17:13 | 0:01:35
279
+ 10000 | 0 | 1.141568 | 1.028183 | 0.880338 | 0.937874 | 0.057536 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 5:18:46 | 0:00:00
280
+ [23:38:58] [TAM stats @ step 10000] mean=-0.0007 std=0.0145 max=0.2327 min=-0.2059 visits=40000
281
+ [23:39:12] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-10000
282
+ [23:39:14] Removed old checkpoint: checkpoint-4000
283
+ [23:39:14] Generating 16 validation images ...
284
+ [23:40:07] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0010000.png
285
+ [23:40:08] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 1.052563 ---
286
+ [23:40:08] Saving final model ...
287
+ [23:40:19] Pipeline saved -> RESULTS/ProGamerGov/run_004
288
+ [23:40:19] TAM scores saved -> RESULTS/ProGamerGov/run_004/tam_final.pt
289
+ [23:40:19] Final TAM stats: {'mean_score': -0.0007468616240657866, 'std_score': 0.014509975910186768, 'max_score': 0.2327272891998291, 'min_score': -0.20586605370044708, 'total_visits': 40000}
290
+ [23:40:19] Generating final validation collage ...
291
+ [23:40:19] Generating 16 validation images ...
292
+ [23:41:12] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0010000.png
293
+ [23:41:12]
294
+ [23:41:12] ============================================================
295
+ [23:41:12] TRAINING SUMMARY
296
+ [23:41:12] ============================================================
297
+ [23:41:12] Total steps : 200
298
+ [23:41:12] Final loss : 1.141568
299
+ [23:41:12] Avg last 100 : 1.028183
300
+ [23:41:12] Min loss : 0.658892
301
+ [23:41:12] Total time : 5:21:00
302
+ [23:41:12] Output : RESULTS/ProGamerGov/run_004
303
+ [23:41:12] ============================================================
ProGamerGov/sana 1.6/RAD/training_args.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "data_dir": "../data/ProGamerGov",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 1024,
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+ "train_batch_size": 4,
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+ "max_train_steps": 10000,
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+ "num_train_epochs": 1,
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+ "gradient_accumulation_steps": 1,
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+ "gradient_checkpointing": true,
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+ "learning_rate": 0.0001,
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+ "scale_lr": false,
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+ "lr_scheduler": "constant_with_warmup",
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+ "lr_warmup_steps": 500,
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+ "lr_num_cycles": 1,
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+ "optimizer": "AdamW",
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+ "adam_beta1": 0.9,
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+ "adam_beta2": 0.999,
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+ "adam_weight_decay": 0.01,
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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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+ "allow_tf32": false,
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+ "checkpointing_steps": 2000,
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+ "checkpoints_total_limit": 3,
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+ "resume_from_checkpoint": null,
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+ "validation_steps": 1000,
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+ "validation_prompts_file": null,
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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": 300,
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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_004"
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+ }
ProGamerGov/sana 1.6/RAD/training_summary.json ADDED
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+ {
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+ "total_steps": 200,
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+ "avg_last_100": 1.0281825751066207,
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+ "min_loss": 0.6588919162750244,
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+ "total_time": "5:21:00"
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+ }
ProGamerGov/sana 1.6/RAD/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "guidance_embeds": false,
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+ "guidance_embeds_scale": 0.1,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/RAD/vae/config.json ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "AutoencoderDC",
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+ "attention_head_dim": 32,
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+ 128,
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+ 256,
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+ 512,
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+ 512,
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+ 1024,
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+ 1024
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+ ],
15
+ "decoder_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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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "decoder_in_shortcut": true,
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+ "decoder_layers_per_block": [
26
+ 3,
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+ 3,
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+ 3,
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+ 3,
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+ 3
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+ ],
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+ "decoder_norm_types": "rms_norm",
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+ "decoder_qkv_multiscales": [
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+ [],
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+ [],
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+ [],
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+ [
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+ 5
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+ [
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+ ],
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+ "downsample_block_type": "Conv",
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+ "encoder_block_out_channels": [
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+ 128,
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+ 256,
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+ 512,
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+ 512,
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+ 1024,
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+ 1024
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+ ],
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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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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
65
+ "encoder_layers_per_block": [
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+ 2,
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+ 2,
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+ 2,
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+ 3,
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+ 3,
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+ 3
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+ ],
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+ "encoder_out_shortcut": true,
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+ "encoder_qkv_multiscales": [
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+ [],
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+ [],
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+ [],
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+ [
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+ "in_channels": 3,
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+ "latent_channels": 32,
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+ "scaling_factor": 0.41407,
91
+ "upsample_block_type": "interpolate"
92
+ }
ProGamerGov/sana 1.6/SpeeD/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "dropout": 0.0,
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+ "norm_eps": 1e-06,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/SpeeD/checkpoint-6000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "in_channels": 32,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/sana 1.6/SpeeD/checkpoint-8000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
3
+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_head_dim": 112,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
25
+ "timestep_scale": 1.0
26
+ }
ProGamerGov/sana 1.6/SpeeD/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaPipeline",
3
+ "_diffusers_version": "0.37.1",
4
+ "scheduler": [
5
+ "diffusers",
6
+ "FlowMatchEulerDiscreteScheduler"
7
+ ],
8
+ "text_encoder": [
9
+ "transformers",
10
+ "Gemma2Model"
11
+ ],
12
+ "tokenizer": [
13
+ "transformers",
14
+ "GemmaTokenizer"
15
+ ],
16
+ "transformer": [
17
+ "diffusers",
18
+ "SanaTransformer2DModel"
19
+ ],
20
+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderDC"
23
+ ]
24
+ }
ProGamerGov/sana 1.6/SpeeD/scheduler/scheduler_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
4
+ "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,
12
+ "final_sigmas_type": "zero",
13
+ "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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26
+ "solver_type": "midpoint",
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+ "steps_offset": 0,
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+ "stochastic_sampling": false,
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+ "thresholding": false,
30
+ "time_shift_type": "exponential",
31
+ "timestep_spacing": "linspace",
32
+ "trained_betas": null,
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+ "use_beta_sigmas": false,
34
+ "use_dynamic_shifting": false,
35
+ "use_exponential_sigmas": false,
36
+ "use_flow_sigmas": true,
37
+ "use_karras_sigmas": false,
38
+ "use_lu_lambdas": false,
39
+ "variance_type": null
40
+ }
ProGamerGov/sana 1.6/SpeeD/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Gemma2Model"
4
+ ],
5
+ "attention_bias": false,
6
+ "attention_dropout": 0.0,
7
+ "attn_logit_softcapping": 50.0,
8
+ "bos_token_id": 2,
9
+ "cache_implementation": "hybrid",
10
+ "dtype": "bfloat16",
11
+ "eos_token_id": [
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+ 1,
13
+ 107
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+ ],
15
+ "final_logit_softcapping": 30.0,
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+ "head_dim": 256,
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+ "hidden_act": "gelu_pytorch_tanh",
18
+ "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": [
23
+ "sliding_attention",
24
+ "full_attention",
25
+ "sliding_attention",
26
+ "full_attention",
27
+ "sliding_attention",
28
+ "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",
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+ "full_attention",
45
+ "sliding_attention",
46
+ "full_attention",
47
+ "sliding_attention",
48
+ "full_attention"
49
+ ],
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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,
66
+ "use_cache": true,
67
+ "vocab_size": 256000
68
+ }
ProGamerGov/sana 1.6/SpeeD/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 1.6/SpeeD/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,
14
+ "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 1.6/SpeeD/training.log ADDED
@@ -0,0 +1,272 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-21 02:25:49
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [02:25:49] Run directory: RESULTS/ProGamerGov/run_008
6
+ [02:25:49] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [02:25:49] Loading pretrained SANA components ...
8
+ [02:26:02] SpeeD-style sampling ENABLED: lam=0.6, tau=700, meaningful band=[113, 887) of 1000
9
+ [02:26:10] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
10
+ [02:26:10] Building dataset ...
11
+ [02:26:10] Step-based training: 10000 steps (~1 epochs over dataset)
12
+ [02:26:11]
13
+ [02:26:11] ================================================================
14
+ [02:26:11] Output dir = RESULTS/ProGamerGov/run_008
15
+ [02:26:11] Num examples = 90000
16
+ [02:26:11] Num epochs = 1
17
+ [02:26:11] Batch/device = 4
18
+ [02:26:11] Grad accum = 1
19
+ [02:26:11] Effective BS = 4
20
+ [02:26:11] Total optim steps = 10000
21
+ [02:26:11] LR = 0.0001
22
+ [02:26:11] Precision = bf16
23
+ [02:26:11] SpeeD = True
24
+ [02:26:11] Log every = 50 steps
25
+ [02:26:11] Validate every = 1000 steps
26
+ [02:26:11] Checkpoint every = 2000 steps
27
+ [02:26:11] ================================================================
28
+ [02:26:11]
29
+ 50 | 0 | 0.772879 | 0.772879 | 1.00e-05 | 0:01:30 | 5:01:14
30
+ 100 | 0 | 0.714600 | 0.743739 | 2.00e-05 | 0:02:39 | 4:22:52
31
+ 150 | 0 | 0.764622 | 0.750700 | 3.00e-05 | 0:03:47 | 4:09:25
32
+ 200 | 0 | 0.658048 | 0.727537 | 4.00e-05 | 0:04:56 | 4:02:08
33
+ 250 | 0 | 0.676924 | 0.717415 | 5.00e-05 | 0:06:05 | 3:57:19
34
+ 300 | 0 | 0.662766 | 0.708306 | 6.00e-05 | 0:07:13 | 3:53:45
35
+ 350 | 0 | 0.791819 | 0.720237 | 7.00e-05 | 0:08:22 | 3:50:53
36
+ 400 | 0 | 0.784983 | 0.728330 | 8.00e-05 | 0:09:31 | 3:48:25
37
+ 450 | 0 | 0.862791 | 0.743270 | 9.00e-05 | 0:10:39 | 3:46:16
38
+ 500 | 0 | 0.750686 | 0.744012 | 1.00e-04 | 0:11:48 | 3:44:18
39
+ 550 | 0 | 1.042760 | 0.771171 | 1.00e-04 | 0:12:56 | 3:42:28
40
+ 600 | 0 | 1.501555 | 0.832036 | 1.00e-04 | 0:14:05 | 3:40:46
41
+ 650 | 0 | 1.784211 | 0.905280 | 9.99e-05 | 0:15:14 | 3:39:08
42
+ 700 | 0 | 0.876177 | 0.903201 | 9.99e-05 | 0:16:22 | 3:37:35
43
+ 750 | 0 | 1.530713 | 0.945036 | 9.98e-05 | 0:17:31 | 3:36:05
44
+ 800 | 0 | 1.086813 | 0.953897 | 9.98e-05 | 0:18:39 | 3:34:38
45
+ 850 | 0 | 1.000739 | 0.956652 | 9.97e-05 | 0:19:48 | 3:33:12
46
+ 900 | 0 | 1.131481 | 0.966365 | 9.96e-05 | 0:20:56 | 3:31:49
47
+ 950 | 0 | 1.021053 | 0.969243 | 9.94e-05 | 0:22:05 | 3:30:27
48
+ 1000 | 0 | 0.927115 | 0.967137 | 9.93e-05 | 0:23:14 | 3:29:07
49
+ [02:49:03] Generating 16 validation images ...
50
+ [02:49:57] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0001000.png
51
+ 1050 | 0 | 1.225607 | 0.979445 | 9.92e-05 | 0:25:17 | 3:35:32
52
+ 1100 | 0 | 0.961865 | 0.978646 | 9.90e-05 | 0:26:25 | 3:33:49
53
+ 1150 | 0 | 0.881222 | 0.974410 | 9.88e-05 | 0:27:34 | 3:32:11
54
+ 1200 | 0 | 0.888430 | 0.970827 | 9.87e-05 | 0:28:42 | 3:30:34
55
+ 1250 | 0 | 0.915642 | 0.968620 | 9.85e-05 | 0:29:51 | 3:29:00
56
+ 1300 | 0 | 0.771026 | 0.961020 | 9.83e-05 | 0:31:00 | 3:27:28
57
+ 1350 | 0 | 0.875598 | 0.957856 | 9.80e-05 | 0:32:08 | 3:25:58
58
+ 1400 | 0 | 0.857572 | 0.954275 | 9.78e-05 | 0:33:17 | 3:24:29
59
+ 1450 | 0 | 1.037065 | 0.957130 | 9.76e-05 | 0:34:25 | 3:23:02
60
+ 1500 | 0 | 0.746694 | 0.950115 | 9.73e-05 | 0:35:34 | 3:21:35
61
+ 1550 | 0 | 0.915460 | 0.948997 | 9.70e-05 | 0:36:43 | 3:20:10
62
+ 1600 | 0 | 1.104150 | 0.953846 | 9.67e-05 | 0:37:51 | 3:18:46
63
+ 1650 | 0 | 0.853695 | 0.950811 | 9.64e-05 | 0:39:00 | 3:17:23
64
+ 1700 | 0 | 0.826801 | 0.947164 | 9.61e-05 | 0:40:09 | 3:16:01
65
+ 1750 | 0 | 0.849277 | 0.944367 | 9.58e-05 | 0:41:17 | 3:14:40
66
+ 1800 | 0 | 1.010586 | 0.946206 | 9.55e-05 | 0:42:26 | 3:13:19
67
+ 1850 | 0 | 0.970053 | 0.946851 | 9.51e-05 | 0:43:34 | 3:11:59
68
+ 1900 | 0 | 1.011557 | 0.948554 | 9.47e-05 | 0:44:43 | 3:10:39
69
+ 1950 | 0 | 0.770199 | 0.943980 | 9.44e-05 | 0:45:52 | 3:09:20
70
+ 2000 | 0 | 0.980587 | 0.944895 | 9.40e-05 | 0:47:00 | 3:08:02
71
+ [03:13:04] Saved checkpoint -> RESULTS/ProGamerGov/run_008/checkpoint-2000
72
+ [03:13:04] Generating 16 validation images ...
73
+ [03:13:57] Validation at step 2000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0002000.png
74
+ 2050 | 0 | 0.724864 | 0.939529 | 9.36e-05 | 0:49:16 | 3:11:05
75
+ 2100 | 0 | 0.828342 | 0.936882 | 9.32e-05 | 0:50:25 | 3:09:40
76
+ 2150 | 0 | 0.755327 | 0.932659 | 9.27e-05 | 0:51:33 | 3:08:15
77
+ 2200 | 0 | 0.799716 | 0.929638 | 9.23e-05 | 0:52:42 | 3:06:52
78
+ 2250 | 0 | 0.795547 | 0.926658 | 9.19e-05 | 0:53:51 | 3:05:29
79
+ 2300 | 0 | 0.733879 | 0.922467 | 9.14e-05 | 0:54:59 | 3:04:06
80
+ 2350 | 0 | 0.780260 | 0.919442 | 9.09e-05 | 0:56:08 | 3:02:44
81
+ 2400 | 0 | 1.002251 | 0.921167 | 9.05e-05 | 0:57:16 | 3:01:23
82
+ 2450 | 0 | 0.979067 | 0.922348 | 9.00e-05 | 0:58:25 | 3:00:02
83
+ 2500 | 0 | 1.092482 | 0.925751 | 8.95e-05 | 0:59:34 | 2:58:42
84
+ 2550 | 0 | 0.752687 | 0.922358 | 8.89e-05 | 1:00:42 | 2:57:22
85
+ 2600 | 0 | 0.998239 | 0.923817 | 8.84e-05 | 1:01:51 | 2:56:02
86
+ 2650 | 0 | 0.814456 | 0.921754 | 8.79e-05 | 1:02:59 | 2:54:43
87
+ 2700 | 0 | 0.813470 | 0.919748 | 8.73e-05 | 1:04:08 | 2:53:25
88
+ 2750 | 0 | 1.008982 | 0.921371 | 8.68e-05 | 1:05:17 | 2:52:06
89
+ 2800 | 0 | 0.802053 | 0.919240 | 8.62e-05 | 1:06:25 | 2:50:49
90
+ 2850 | 0 | 0.677604 | 0.915001 | 8.56e-05 | 1:07:34 | 2:49:31
91
+ 2900 | 0 | 1.014466 | 0.916716 | 8.51e-05 | 1:08:43 | 2:48:14
92
+ 2950 | 0 | 0.599422 | 0.911338 | 8.45e-05 | 1:09:51 | 2:46:57
93
+ 3000 | 0 | 0.837386 | 0.910105 | 8.39e-05 | 1:11:00 | 2:45:40
94
+ [03:36:49] Generating 16 validation images ...
95
+ [03:37:41] Validation at step 3000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0003000.png
96
+ 3050 | 0 | 0.817222 | 0.908583 | 8.33e-05 | 1:13:01 | 2:46:23
97
+ 3100 | 0 | 0.873438 | 0.908016 | 8.26e-05 | 1:14:09 | 2:45:04
98
+ 3150 | 0 | 0.717121 | 0.904986 | 8.20e-05 | 1:15:18 | 2:43:45
99
+ 3200 | 0 | 1.005999 | 0.906564 | 8.14e-05 | 1:16:27 | 2:42:27
100
+ 3250 | 0 | 0.875261 | 0.906082 | 8.07e-05 | 1:17:35 | 2:41:09
101
+ 3300 | 0 | 0.693444 | 0.902861 | 8.01e-05 | 1:18:44 | 2:39:51
102
+ 3350 | 0 | 0.910267 | 0.902971 | 7.94e-05 | 1:19:52 | 2:38:34
103
+ 3400 | 0 | 0.953540 | 0.903715 | 7.87e-05 | 1:21:01 | 2:37:17
104
+ 3450 | 0 | 1.031953 | 0.905573 | 7.80e-05 | 1:22:10 | 2:36:00
105
+ 3500 | 0 | 0.816980 | 0.904308 | 7.73e-05 | 1:23:18 | 2:34:43
106
+ 3550 | 0 | 0.781705 | 0.902581 | 7.67e-05 | 1:24:27 | 2:33:27
107
+ 3600 | 0 | 0.843627 | 0.901762 | 7.59e-05 | 1:25:36 | 2:32:10
108
+ 3650 | 0 | 0.773163 | 0.900001 | 7.52e-05 | 1:26:44 | 2:30:54
109
+ 3700 | 0 | 0.752757 | 0.898011 | 7.45e-05 | 1:27:53 | 2:29:38
110
+ 3750 | 0 | 0.786197 | 0.896520 | 7.38e-05 | 1:29:01 | 2:28:23
111
+ 3800 | 0 | 0.897452 | 0.896532 | 7.31e-05 | 1:30:10 | 2:27:07
112
+ 3850 | 0 | 0.905095 | 0.896643 | 7.23e-05 | 1:31:19 | 2:25:52
113
+ 3900 | 0 | 0.976586 | 0.897668 | 7.16e-05 | 1:32:27 | 2:24:37
114
+ 3950 | 0 | 0.875806 | 0.897392 | 7.08e-05 | 1:33:36 | 2:23:22
115
+ 4000 | 0 | 0.913946 | 0.897598 | 7.01e-05 | 1:34:44 | 2:22:07
116
+ [04:00:47] Saved checkpoint -> RESULTS/ProGamerGov/run_008/checkpoint-4000
117
+ [04:00:47] Generating 16 validation images ...
118
+ [04:01:40] Validation at step 4000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0004000.png
119
+ 4050 | 0 | 0.855957 | 0.897084 | 6.93e-05 | 1:36:59 | 2:22:30
120
+ 4100 | 0 | 1.007268 | 0.898428 | 6.86e-05 | 1:38:08 | 2:21:13
121
+ 4150 | 0 | 0.765650 | 0.896828 | 6.78e-05 | 1:39:17 | 2:19:57
122
+ 4200 | 0 | 0.868874 | 0.896496 | 6.70e-05 | 1:40:25 | 2:18:41
123
+ 4250 | 0 | 0.767948 | 0.894983 | 6.62e-05 | 1:41:34 | 2:17:25
124
+ 4300 | 0 | 0.592510 | 0.891466 | 6.55e-05 | 1:42:42 | 2:16:09
125
+ 4350 | 0 | 0.770248 | 0.890073 | 6.47e-05 | 1:43:51 | 2:14:53
126
+ 4400 | 0 | 0.767648 | 0.888682 | 6.39e-05 | 1:45:00 | 2:13:38
127
+ 4450 | 0 | 0.919411 | 0.889027 | 6.31e-05 | 1:46:08 | 2:12:23
128
+ 4500 | 0 | 0.795463 | 0.887987 | 6.23e-05 | 1:47:17 | 2:11:08
129
+ 4550 | 0 | 0.693238 | 0.885847 | 6.15e-05 | 1:48:26 | 2:09:53
130
+ 4600 | 0 | 0.828416 | 0.885223 | 6.07e-05 | 1:49:34 | 2:08:38
131
+ 4650 | 0 | 0.916842 | 0.885563 | 5.99e-05 | 1:50:43 | 2:07:23
132
+ 4700 | 0 | 0.747616 | 0.884095 | 5.90e-05 | 1:51:51 | 2:06:08
133
+ 4750 | 0 | 0.882897 | 0.884083 | 5.82e-05 | 1:53:00 | 2:04:54
134
+ 4800 | 0 | 0.830589 | 0.883526 | 5.74e-05 | 1:54:09 | 2:03:39
135
+ 4850 | 0 | 0.608513 | 0.880690 | 5.66e-05 | 1:55:17 | 2:02:25
136
+ 4900 | 0 | 1.002433 | 0.881933 | 5.58e-05 | 1:56:26 | 2:01:11
137
+ 4950 | 0 | 0.757052 | 0.880671 | 5.50e-05 | 1:57:35 | 1:59:57
138
+ 5000 | 0 | 0.809725 | 0.879962 | 5.41e-05 | 1:58:43 | 1:58:43
139
+ [04:24:33] Generating 16 validation images ...
140
+ [04:25:25] Validation at step 5000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0005000.png
141
+ 5050 | 0 | 0.899260 | 0.881226 | 5.33e-05 | 2:00:44 | 1:58:21
142
+ 5100 | 0 | 0.788486 | 0.881964 | 5.25e-05 | 2:01:53 | 1:57:06
143
+ 5150 | 0 | 0.712968 | 0.881448 | 5.17e-05 | 2:03:01 | 1:55:51
144
+ 5200 | 0 | 0.920488 | 0.884072 | 5.08e-05 | 2:04:10 | 1:54:37
145
+ 5250 | 0 | 0.807645 | 0.885380 | 5.00e-05 | 2:05:19 | 1:53:23
146
+ 5300 | 0 | 0.834998 | 0.887102 | 4.92e-05 | 2:06:27 | 1:52:08
147
+ 5350 | 0 | 0.830346 | 0.887487 | 4.83e-05 | 2:07:36 | 1:50:54
148
+ 5400 | 0 | 0.793805 | 0.887575 | 4.75e-05 | 2:08:45 | 1:49:40
149
+ 5450 | 0 | 0.552746 | 0.884475 | 4.67e-05 | 2:09:53 | 1:48:26
150
+ 5500 | 0 | 0.828302 | 0.885251 | 4.59e-05 | 2:11:02 | 1:47:12
151
+ 5550 | 0 | 0.739507 | 0.882219 | 4.50e-05 | 2:12:11 | 1:45:59
152
+ 5600 | 0 | 0.693873 | 0.874142 | 4.42e-05 | 2:13:19 | 1:44:45
153
+ 5650 | 0 | 0.740844 | 0.863708 | 4.34e-05 | 2:14:28 | 1:43:31
154
+ 5700 | 0 | 0.753298 | 0.862479 | 4.26e-05 | 2:15:36 | 1:42:18
155
+ 5750 | 0 | 0.940911 | 0.856581 | 4.18e-05 | 2:16:45 | 1:41:04
156
+ 5800 | 0 | 0.809821 | 0.853811 | 4.10e-05 | 2:17:54 | 1:39:51
157
+ 5850 | 0 | 0.926054 | 0.853064 | 4.01e-05 | 2:19:02 | 1:38:38
158
+ 5900 | 0 | 0.776723 | 0.849517 | 3.93e-05 | 2:20:11 | 1:37:25
159
+ 5950 | 0 | 0.723923 | 0.846546 | 3.85e-05 | 2:21:20 | 1:36:12
160
+ 6000 | 0 | 0.594016 | 0.843215 | 3.77e-05 | 2:22:28 | 1:34:59
161
+ [04:48:31] Saved checkpoint -> RESULTS/ProGamerGov/run_008/checkpoint-6000
162
+ [04:48:32] Generating 16 validation images ...
163
+ [04:49:24] Validation at step 6000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0006000.png
164
+ 6050 | 0 | 0.834686 | 0.839305 | 3.69e-05 | 2:24:44 | 1:34:29
165
+ 6100 | 0 | 0.664459 | 0.836331 | 3.61e-05 | 2:25:52 | 1:33:15
166
+ 6150 | 0 | 0.933661 | 0.836856 | 3.53e-05 | 2:27:01 | 1:32:02
167
+ 6200 | 0 | 0.762912 | 0.835600 | 3.45e-05 | 2:28:09 | 1:30:48
168
+ 6250 | 0 | 0.947255 | 0.835917 | 3.38e-05 | 2:29:18 | 1:29:35
169
+ 6300 | 0 | 0.747952 | 0.835686 | 3.30e-05 | 2:30:27 | 1:28:21
170
+ 6350 | 0 | 0.802699 | 0.834957 | 3.22e-05 | 2:31:35 | 1:27:08
171
+ 6400 | 0 | 0.645366 | 0.832835 | 3.14e-05 | 2:32:44 | 1:25:55
172
+ 6450 | 0 | 0.580232 | 0.828267 | 3.07e-05 | 2:33:53 | 1:24:41
173
+ 6500 | 0 | 0.715873 | 0.827958 | 2.99e-05 | 2:35:01 | 1:23:28
174
+ 6550 | 0 | 0.691144 | 0.825715 | 2.92e-05 | 2:36:10 | 1:22:15
175
+ 6600 | 0 | 0.621997 | 0.820894 | 2.84e-05 | 2:37:19 | 1:21:02
176
+ 6650 | 0 | 0.727204 | 0.819629 | 2.77e-05 | 2:38:27 | 1:19:49
177
+ 6700 | 0 | 0.786697 | 0.819228 | 2.69e-05 | 2:39:36 | 1:18:36
178
+ 6750 | 0 | 0.775538 | 0.818490 | 2.62e-05 | 2:40:44 | 1:17:23
179
+ 6800 | 0 | 0.791972 | 0.816304 | 2.55e-05 | 2:41:53 | 1:16:11
180
+ 6850 | 0 | 0.782134 | 0.814425 | 2.48e-05 | 2:43:02 | 1:14:58
181
+ 6900 | 0 | 0.782834 | 0.812138 | 2.41e-05 | 2:44:10 | 1:13:45
182
+ 6950 | 0 | 0.739519 | 0.811831 | 2.33e-05 | 2:45:19 | 1:12:33
183
+ 7000 | 0 | 0.683499 | 0.808860 | 2.27e-05 | 2:46:28 | 1:11:20
184
+ [05:12:17] Generating 16 validation images ...
185
+ [05:13:10] Validation at step 7000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0007000.png
186
+ 7050 | 0 | 0.774797 | 0.809359 | 2.20e-05 | 2:48:29 | 1:10:30
187
+ 7100 | 0 | 0.893947 | 0.810015 | 2.13e-05 | 2:49:38 | 1:09:17
188
+ 7150 | 0 | 0.887160 | 0.811334 | 2.06e-05 | 2:50:47 | 1:08:04
189
+ 7200 | 0 | 1.014112 | 0.813478 | 1.99e-05 | 2:51:55 | 1:06:51
190
+ 7250 | 0 | 0.779912 | 0.813321 | 1.93e-05 | 2:53:04 | 1:05:38
191
+ 7300 | 0 | 0.927391 | 0.815256 | 1.86e-05 | 2:54:13 | 1:04:26
192
+ 7350 | 0 | 0.635468 | 0.813809 | 1.80e-05 | 2:55:21 | 1:03:13
193
+ 7400 | 0 | 0.758592 | 0.811372 | 1.74e-05 | 2:56:30 | 1:02:01
194
+ 7450 | 0 | 0.749346 | 0.809075 | 1.67e-05 | 2:57:39 | 1:00:48
195
+ 7500 | 0 | 0.783769 | 0.805988 | 1.61e-05 | 2:58:47 | 0:59:35
196
+ 7550 | 0 | 0.828789 | 0.806749 | 1.55e-05 | 2:59:56 | 0:58:23
197
+ 7600 | 0 | 0.868121 | 0.805447 | 1.49e-05 | 3:01:05 | 0:57:11
198
+ 7650 | 0 | 0.728516 | 0.804588 | 1.44e-05 | 3:02:13 | 0:55:58
199
+ 7700 | 0 | 0.911129 | 0.805565 | 1.38e-05 | 3:03:22 | 0:54:46
200
+ 7750 | 0 | 0.738476 | 0.802860 | 1.32e-05 | 3:04:31 | 0:53:34
201
+ 7800 | 0 | 0.665435 | 0.801493 | 1.27e-05 | 3:05:39 | 0:52:22
202
+ 7850 | 0 | 0.730570 | 0.802023 | 1.21e-05 | 3:06:48 | 0:51:09
203
+ 7900 | 0 | 0.764008 | 0.799518 | 1.16e-05 | 3:07:57 | 0:49:57
204
+ 7950 | 0 | 0.715805 | 0.800682 | 1.11e-05 | 3:09:05 | 0:48:45
205
+ 8000 | 0 | 0.683211 | 0.799141 | 1.05e-05 | 3:10:14 | 0:47:33
206
+ [05:36:17] Saved checkpoint -> RESULTS/ProGamerGov/run_008/checkpoint-8000
207
+ [05:36:19] Removed old checkpoint: checkpoint-2000
208
+ [05:36:19] Generating 16 validation images ...
209
+ [05:37:12] Validation at step 8000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0008000.png
210
+ 8050 | 0 | 0.810530 | 0.799074 | 1.00e-05 | 3:12:31 | 0:46:38
211
+ 8100 | 0 | 0.815574 | 0.798495 | 9.55e-06 | 3:13:40 | 0:45:25
212
+ 8150 | 0 | 0.707399 | 0.798398 | 9.07e-06 | 3:14:49 | 0:44:13
213
+ 8200 | 0 | 0.824737 | 0.796585 | 8.60e-06 | 3:15:57 | 0:43:00
214
+ 8250 | 0 | 0.743717 | 0.795270 | 8.14e-06 | 3:17:06 | 0:41:48
215
+ 8300 | 0 | 0.639205 | 0.794727 | 7.70e-06 | 3:18:15 | 0:40:36
216
+ 8350 | 0 | 0.679021 | 0.792415 | 7.26e-06 | 3:19:23 | 0:39:24
217
+ 8400 | 0 | 0.858541 | 0.791465 | 6.84e-06 | 3:20:32 | 0:38:11
218
+ 8450 | 0 | 0.766482 | 0.788810 | 6.43e-06 | 3:21:40 | 0:36:59
219
+ 8500 | 0 | 0.557168 | 0.786212 | 6.03e-06 | 3:22:49 | 0:35:47
220
+ 8550 | 0 | 0.644087 | 0.784836 | 5.64e-06 | 3:23:58 | 0:34:35
221
+ 8600 | 0 | 0.788150 | 0.784281 | 5.26e-06 | 3:25:07 | 0:33:23
222
+ 8650 | 0 | 0.914007 | 0.785690 | 4.90e-06 | 3:26:15 | 0:32:11
223
+ 8700 | 0 | 0.848263 | 0.786645 | 4.55e-06 | 3:27:24 | 0:30:59
224
+ 8750 | 0 | 0.635879 | 0.785141 | 4.21e-06 | 3:28:33 | 0:29:47
225
+ 8800 | 0 | 0.604509 | 0.782212 | 3.89e-06 | 3:29:41 | 0:28:35
226
+ 8850 | 0 | 0.817818 | 0.781339 | 3.57e-06 | 3:30:50 | 0:27:23
227
+ 8900 | 0 | 0.656026 | 0.778134 | 3.27e-06 | 3:31:59 | 0:26:12
228
+ 8950 | 0 | 0.817962 | 0.777555 | 2.98e-06 | 3:33:08 | 0:25:00
229
+ 9000 | 0 | 0.654924 | 0.774965 | 2.71e-06 | 3:34:16 | 0:23:48
230
+ [06:00:06] Generating 16 validation images ...
231
+ [06:00:58] Validation at step 9000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0009000.png
232
+ 9050 | 0 | 0.887270 | 0.775278 | 2.45e-06 | 3:36:18 | 0:22:42
233
+ 9100 | 0 | 0.727349 | 0.772479 | 2.20e-06 | 3:37:27 | 0:21:30
234
+ 9150 | 0 | 0.677144 | 0.771594 | 1.96e-06 | 3:38:35 | 0:20:18
235
+ 9200 | 0 | 0.802336 | 0.770928 | 1.74e-06 | 3:39:44 | 0:19:06
236
+ 9250 | 0 | 0.728444 | 0.770533 | 1.53e-06 | 3:40:53 | 0:17:54
237
+ 9300 | 0 | 0.699689 | 0.771605 | 1.33e-06 | 3:42:01 | 0:16:42
238
+ 9350 | 0 | 0.826120 | 0.772164 | 1.15e-06 | 3:43:10 | 0:15:30
239
+ 9400 | 0 | 0.811355 | 0.772601 | 9.81e-07 | 3:44:19 | 0:14:19
240
+ 9450 | 0 | 0.826464 | 0.771672 | 8.25e-07 | 3:45:27 | 0:13:07
241
+ 9500 | 0 | 0.881466 | 0.772532 | 6.82e-07 | 3:46:36 | 0:11:55
242
+ 9550 | 0 | 0.753608 | 0.773135 | 5.53e-07 | 3:47:45 | 0:10:43
243
+ 9600 | 0 | 0.725828 | 0.772109 | 4.37e-07 | 3:48:53 | 0:09:32
244
+ 9650 | 0 | 0.721299 | 0.770154 | 3.35e-07 | 3:50:02 | 0:08:20
245
+ 9700 | 0 | 0.738922 | 0.770067 | 2.46e-07 | 3:51:11 | 0:07:09
246
+ 9750 | 0 | 0.885114 | 0.770089 | 1.71e-07 | 3:52:19 | 0:05:57
247
+ 9800 | 0 | 0.884178 | 0.770625 | 1.09e-07 | 3:53:28 | 0:04:45
248
+ 9850 | 0 | 0.760867 | 0.772149 | 6.15e-08 | 3:54:37 | 0:03:34
249
+ 9900 | 0 | 0.723115 | 0.769355 | 2.73e-08 | 3:55:45 | 0:02:22
250
+ 9950 | 0 | 0.805451 | 0.769839 | 6.83e-09 | 3:56:54 | 0:01:11
251
+ 10000 | 0 | 0.757063 | 0.769313 | 0.00e+00 | 3:58:03 | 0:00:00
252
+ [06:24:05] Saved checkpoint -> RESULTS/ProGamerGov/run_008/checkpoint-10000
253
+ [06:24:07] Removed old checkpoint: checkpoint-4000
254
+ [06:24:07] Generating 16 validation images ...
255
+ [06:24:59] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0010000.png
256
+ [06:25:00] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.829074 ---
257
+ [06:25:00] Saving final model ...
258
+ [06:25:10] Pipeline saved -> RESULTS/ProGamerGov/run_008
259
+ [06:25:10] Generating final validation collage ...
260
+ [06:25:10] Generating 16 validation images ...
261
+ [06:26:02] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_008/validation/collage_step_0010000.png
262
+ [06:26:02]
263
+ [06:26:02] ============================================================
264
+ [06:26:02] TRAINING SUMMARY
265
+ [06:26:02] ============================================================
266
+ [06:26:02] Total steps : 200
267
+ [06:26:02] Final loss : 0.757063
268
+ [06:26:02] Avg last 100 : 0.769313
269
+ [06:26:02] Min loss : 0.552746
270
+ [06:26:02] Total time : 4:00:13
271
+ [06:26:02] Output : RESULTS/ProGamerGov/run_008
272
+ [06:26:02] ============================================================
ProGamerGov/sana 1.6/SpeeD/training_args.json ADDED
@@ -0,0 +1,50 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "revision": null,
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+ "variant": null,
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+ "cache_dir": null,
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+ "data_dir": "../data/ProGamerGov",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 1024,
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+ "train_batch_size": 4,
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+ "max_train_steps": 10000,
16
+ "num_train_epochs": 1,
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+ "gradient_accumulation_steps": 1,
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+ "gradient_checkpointing": false,
19
+ "learning_rate": 0.0001,
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+ "scale_lr": false,
21
+ "lr_scheduler": "cosine",
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+ "lr_warmup_steps": 500,
23
+ "lr_num_cycles": 1,
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+ "optimizer": "AdamW",
25
+ "adam_beta1": 0.9,
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+ "adam_beta2": 0.999,
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+ "adam_weight_decay": 0.01,
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+ "adam_epsilon": 1e-08,
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+ "max_grad_norm": 1.0,
30
+ "mixed_precision": "bf16",
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+ "allow_tf32": false,
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+ "checkpointing_steps": 2000,
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+ "checkpoints_total_limit": 3,
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+ "resume_from_checkpoint": null,
35
+ "validation_steps": 1000,
36
+ "validation_prompts_file": null,
37
+ "log_every_n_steps": 50,
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+ "weighting_scheme": "logit_normal",
39
+ "logit_mean": 0.0,
40
+ "logit_std": 1.0,
41
+ "mode_scale": 1.29,
42
+ "speed_faster": true,
43
+ "speed_lam": 0.6,
44
+ "speed_tau": 700,
45
+ "speed_floor": 0.1,
46
+ "max_sequence_length": 256,
47
+ "dataloader_num_workers": 4,
48
+ "pin_memory": false,
49
+ "output_dir": "RESULTS/ProGamerGov/run_008"
50
+ }
ProGamerGov/sana 1.6/SpeeD/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "total_steps": 200,
3
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