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  1. ProGamerGov/run_001/Eval/eval.log.rank0 +31 -0
  2. ProGamerGov/run_001/Eval/eval.log.rank1 +0 -0
  3. ProGamerGov/run_001/Eval/eval.log.rank2 +0 -0
  4. ProGamerGov/run_001/Eval/eval.log.rank3 +0 -0
  5. ProGamerGov/run_001/Eval/eval.log.rank4 +0 -0
  6. ProGamerGov/run_001/Eval/eval_results.json +16 -0
  7. ProGamerGov/run_001/checkpoint-10000/transformer/config.json +26 -0
  8. ProGamerGov/run_001/checkpoint-8000/transformer/config.json +26 -0
  9. ProGamerGov/run_001/model_index.json +24 -0
  10. ProGamerGov/run_001/scheduler/scheduler_config.json +40 -0
  11. ProGamerGov/run_001/text_encoder/config.json +68 -0
  12. ProGamerGov/run_001/tokenizer/chat_template.jinja +4 -0
  13. ProGamerGov/run_001/tokenizer/tokenizer_config.json +20 -0
  14. ProGamerGov/run_001/training.log +271 -0
  15. ProGamerGov/run_001/training_args.json +46 -0
  16. ProGamerGov/run_001/training_summary.json +7 -0
  17. ProGamerGov/run_001/transformer/config.json +26 -0
  18. ProGamerGov/run_001/vae/config.json +92 -0
  19. ProGamerGov/run_002/checkpoint-10000/transformer/config.json +26 -0
  20. ProGamerGov/run_002/checkpoint-8000/transformer/config.json +26 -0
  21. ProGamerGov/run_002/model_index.json +24 -0
  22. ProGamerGov/run_002/scheduler/scheduler_config.json +40 -0
  23. ProGamerGov/run_002/text_encoder/config.json +68 -0
  24. ProGamerGov/run_002/tokenizer/chat_template.jinja +4 -0
  25. ProGamerGov/run_002/tokenizer/tokenizer_config.json +20 -0
  26. ProGamerGov/run_002/training.log +271 -0
  27. ProGamerGov/run_002/training_args.json +46 -0
  28. ProGamerGov/run_002/training_summary.json +7 -0
  29. ProGamerGov/run_002/transformer/config.json +26 -0
  30. ProGamerGov/run_002/vae/config.json +92 -0
  31. ProGamerGov/run_004/checkpoint-10000/transformer/config.json +26 -0
  32. ProGamerGov/run_004/model_index.json +24 -0
  33. ProGamerGov/run_004/tokenizer/chat_template.jinja +4 -0
  34. ProGamerGov/run_004/tokenizer/tokenizer_config.json +20 -0
  35. ProGamerGov/run_004/training.log +304 -0
  36. ProGamerGov/run_004/training_args.json +55 -0
  37. ProGamerGov/run_004/training_summary.json +7 -0
  38. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank0 +16 -0
  39. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank1 +0 -0
  40. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank2 +0 -0
  41. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank3 +0 -0
  42. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank4 +0 -0
  43. ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank5 +0 -0
  44. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank0 +30 -0
  45. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank1 +0 -0
  46. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank2 +0 -0
  47. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank3 +0 -0
  48. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank4 +0 -0
  49. ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank5 +0 -0
  50. ProGamerGov/sana 1.6/RAD/Eval/eval_results.json +16 -0
ProGamerGov/run_001/Eval/eval.log.rank0 ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-09-01 02:21:16] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/ProGamerGov/run_001 ...
2
+ [2026-09-01 02:21:23] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
3
+ [2026-09-01 02:21:24] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
4
+ [2026-09-01 02:21:30] [RANK-0] [INFO] Loading LPIPS ...
5
+ [2026-09-01 02:21:30] [RANK-0] [INFO] Loading PickScore ...
6
+ [2026-09-01 02:21:37] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
7
+ [2026-09-01 02:21:47] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
8
+ [2026-09-01 02:22:00] [RANK-0] [INFO] Loading Aesthetic scorer ...
9
+ [2026-09-01 02:22:04] [RANK-0] [INFO] Dataset: 10000 samples split across 5 GPUs (~63 batches/rank)
10
+ [2026-09-01 02:22:04] [RANK-0] [INFO] Starting evaluation...
11
+ [2026-09-01 02:22:04] [RANK-0] [INFO] Checkpoint : RESULTS/ProGamerGov/run_001
12
+ [2026-09-01 02:22:04] [RANK-0] [INFO] Total samples: 10000 | World size: 5
13
+ [2026-09-01 02:22:04] [RANK-0] [INFO] FID dim : 2048 | Inf steps: 20 | Guidance: 5.0 | Resolution: 1024
14
+ [2026-09-01 02:30:52] [RANK-0] [INFO] [rank 0] Batch [10/63] | CLIP 31.0168 | LPIPS 0.7814 | Pick 0.2180 | HPSv2 0.2845 | HPSv2.1 0.2718 | Aes 5.5812
15
+ [2026-09-01 02:39:31] [RANK-0] [INFO] [rank 0] Batch [20/63] | CLIP 31.1026 | LPIPS 0.7850 | Pick 0.2177 | HPSv2 0.2845 | HPSv2.1 0.2730 | Aes 5.5886
16
+ [2026-09-01 02:48:13] [RANK-0] [INFO] [rank 0] Batch [30/63] | CLIP 31.0726 | LPIPS 0.7855 | Pick 0.2176 | HPSv2 0.2844 | HPSv2.1 0.2729 | Aes 5.5900
17
+ [2026-09-01 02:56:54] [RANK-0] [INFO] [rank 0] Batch [40/63] | CLIP 31.1635 | LPIPS 0.7843 | Pick 0.2176 | HPSv2 0.2842 | HPSv2.1 0.2723 | Aes 5.5849
18
+ [2026-09-01 03:05:36] [RANK-0] [INFO] [rank 0] Batch [50/63] | CLIP 31.1135 | LPIPS 0.7851 | Pick 0.2177 | HPSv2 0.2843 | HPSv2.1 0.2728 | Aes 5.5878
19
+ [2026-09-01 03:14:20] [RANK-0] [INFO] [rank 0] Batch [60/63] | CLIP 31.0705 | LPIPS 0.7854 | Pick 0.2175 | HPSv2 0.2842 | HPSv2.1 0.2727 | Aes 5.5857
20
+ [2026-09-01 03:16:31] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
21
+ [2026-09-01 03:16:34] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
22
+ [2026-09-01 03:16:34] [RANK-0] [INFO] ============================================================
23
+ [2026-09-01 03:16:34] [RANK-0] [INFO] FID : 14.687636
24
+ [2026-09-01 03:16:34] [RANK-0] [INFO] CLIP : 31.063879
25
+ [2026-09-01 03:16:34] [RANK-0] [INFO] LPIPS : 0.785438
26
+ [2026-09-01 03:16:34] [RANK-0] [INFO] PickScore : 0.217589
27
+ [2026-09-01 03:16:34] [RANK-0] [INFO] HPSv2 : 0.283786
28
+ [2026-09-01 03:16:34] [RANK-0] [INFO] HPSv2.1 : 0.272240
29
+ [2026-09-01 03:16:34] [RANK-0] [INFO] Aesthetic : 5.599707
30
+ [2026-09-01 03:16:34] [RANK-0] [INFO] ============================================================
31
+ [2026-09-01 03:16:34] [RANK-0] [INFO] Results saved to ./RESULTS/ProGamerGov/run_001/Eval/eval_results.json
ProGamerGov/run_001/Eval/eval.log.rank1 ADDED
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ProGamerGov/run_001/Eval/eval.log.rank2 ADDED
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ProGamerGov/run_001/Eval/eval.log.rank3 ADDED
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ProGamerGov/run_001/Eval/eval.log.rank4 ADDED
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ProGamerGov/run_001/Eval/eval_results.json ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "checkpoint": "RESULTS/ProGamerGov/run_001",
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+ "num_samples": 10000,
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+ "world_size": 5,
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+ "resolution": 1024,
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+ "fid_dim": 2048,
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+ "inf_steps": 20,
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+ "guidance": 5.0,
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+ "FID": 14.687636375427246,
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+ "CLIP": 31.06387948232984,
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+ "LPIPS": 0.7854381048490131,
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+ "PickScore": 0.21758862336328816,
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+ "HPSv2": 0.28378646844288424,
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+ "HPSv2.1": 0.27223967931839443,
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+ "Aesthetic": 5.5997068904695055
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+ }
ProGamerGov/run_001/checkpoint-10000/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_600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 1152,
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+ "cross_attention_head_dim": 72,
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+ "dropout": 0.0,
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+ "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": 36,
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+ "num_cross_attention_heads": 16,
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+ "num_layers": 28,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/run_001/checkpoint-8000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 1152,
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+ "cross_attention_head_dim": 72,
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+ "dropout": 0.0,
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+ "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": 36,
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+ "num_cross_attention_heads": 16,
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+ "num_layers": 28,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/run_001/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaPipeline",
3
+ "_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",
14
+ "GemmaTokenizer"
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+ ],
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+ "transformer": [
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+ "diffusers",
18
+ "SanaTransformer2DModel"
19
+ ],
20
+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderDC"
23
+ ]
24
+ }
ProGamerGov/run_001/scheduler/scheduler_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
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+ "algorithm_type": "dpmsolver++",
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+ "base_image_seq_len": 256,
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+ "base_shift": 0.5,
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+ "beta_end": 0.02,
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+ "beta_schedule": "linear",
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+ "beta_start": 0.0001,
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+ "dynamic_thresholding_ratio": 0.995,
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+ "euler_at_final": false,
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+ "final_sigmas_type": "zero",
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+ "flow_shift": 3.0,
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+ "invert_sigmas": false,
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+ "lambda_min_clipped": -Infinity,
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+ "lower_order_final": true,
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+ "max_image_seq_len": 4096,
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+ "max_shift": 1.15,
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+ "num_train_timesteps": 1000,
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+ "prediction_type": "flow_prediction",
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+ "rescale_betas_zero_snr": false,
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+ "sample_max_value": 1.0,
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+ "shift": 1.0,
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+ "shift_terminal": null,
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+ "solver_order": 2,
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+ "solver_type": "midpoint",
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+ "steps_offset": 0,
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+ "stochastic_sampling": false,
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+ "thresholding": false,
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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
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+ "trained_betas": null,
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+ "use_beta_sigmas": false,
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+ "use_dynamic_shifting": false,
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+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
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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/run_001/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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+ 1,
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+ 107
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+ ],
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+ "final_logit_softcapping": 30.0,
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+ "head_dim": 256,
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_activation": "gelu_pytorch_tanh",
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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",
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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",
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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",
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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",
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+ "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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+ "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/run_001/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/run_001/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",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
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+ }
ProGamerGov/run_001/training.log ADDED
@@ -0,0 +1,271 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-31 18:38:11
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [18:38:11] Run directory: RESULTS/ProGamerGov/run_001
6
+ [18:38:11] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [18:38:11] Loading pretrained SANA components ...
8
+ [18:38:27] Transformer params: 591,747,872 total, 591,747,872 trainable
9
+ [18:38:27] Building dataset ...
10
+ [18:38:27] Step-based training: 10000 steps (~1 epochs over dataset)
11
+ [18:38:28]
12
+ [18:38:28] ================================================================
13
+ [18:38:28] Output dir = RESULTS/ProGamerGov/run_001
14
+ [18:38:28] Num examples = 90000
15
+ [18:38:28] Num epochs = 1
16
+ [18:38:28] Batch/device = 4
17
+ [18:38:28] Grad accum = 1
18
+ [18:38:28] Effective BS = 4
19
+ [18:38:28] Total optim steps = 10000
20
+ [18:38:28] LR = 0.0001
21
+ [18:38:28] Precision = bf16
22
+ [18:38:28] Log every = 50 steps
23
+ [18:38:28] Validate every = 1000 steps
24
+ [18:38:28] Checkpoint every = 2000 steps
25
+ [18:38:28] ================================================================
26
+ [18:38:28]
27
+ 50 | 0 | 0.893142 | 0.893142 | 1.00e-05 | 0:01:08 | 3:46:51
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+ 100 | 0 | 0.794974 | 0.844058 | 2.00e-05 | 0:01:59 | 3:16:27
29
+ 150 | 0 | 0.757187 | 0.815101 | 3.00e-05 | 0:02:49 | 3:05:51
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+ 200 | 0 | 0.629691 | 0.768749 | 4.00e-05 | 0:03:40 | 3:00:07
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+ 250 | 0 | 0.778602 | 0.770719 | 5.00e-05 | 0:04:31 | 2:56:24
32
+ 300 | 0 | 0.821025 | 0.779104 | 6.00e-05 | 0:05:22 | 2:53:40
33
+ 350 | 0 | 0.894890 | 0.795644 | 7.00e-05 | 0:06:13 | 2:51:29
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+ 400 | 0 | 0.782022 | 0.793942 | 8.00e-05 | 0:07:04 | 2:49:38
35
+ 450 | 0 | 0.891668 | 0.804800 | 9.00e-05 | 0:07:54 | 2:48:00
36
+ 500 | 0 | 0.879949 | 0.812315 | 1.00e-04 | 0:08:45 | 2:46:32
37
+ 550 | 0 | 0.781551 | 0.809518 | 1.00e-04 | 0:09:36 | 2:45:11
38
+ 600 | 0 | 0.888646 | 0.816112 | 1.00e-04 | 0:10:27 | 2:43:55
39
+ 650 | 0 | 0.778237 | 0.813199 | 9.99e-05 | 0:11:18 | 2:42:43
40
+ 700 | 0 | 0.925066 | 0.821189 | 9.99e-05 | 0:12:09 | 2:41:34
41
+ 750 | 0 | 0.817967 | 0.820974 | 9.98e-05 | 0:13:00 | 2:40:27
42
+ 800 | 0 | 0.630737 | 0.809085 | 9.98e-05 | 0:13:51 | 2:39:23
43
+ 850 | 0 | 0.803551 | 0.808759 | 9.97e-05 | 0:14:42 | 2:38:20
44
+ 900 | 0 | 0.821449 | 0.809464 | 9.96e-05 | 0:15:33 | 2:37:18
45
+ 950 | 0 | 0.695408 | 0.803461 | 9.94e-05 | 0:16:24 | 2:36:17
46
+ 1000 | 0 | 0.730535 | 0.799815 | 9.93e-05 | 0:17:15 | 2:35:17
47
+ [18:55:27] Generating 16 validation images ...
48
+ [18:55:59] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0001000.png
49
+ 1050 | 0 | 1.000429 | 0.809368 | 9.92e-05 | 0:18:38 | 2:38:55
50
+ 1100 | 0 | 0.869304 | 0.812092 | 9.90e-05 | 0:19:29 | 2:37:42
51
+ 1150 | 0 | 0.850126 | 0.813746 | 9.88e-05 | 0:20:20 | 2:36:31
52
+ 1200 | 0 | 0.776652 | 0.812200 | 9.87e-05 | 0:21:11 | 2:35:23
53
+ 1250 | 0 | 0.729654 | 0.808899 | 9.85e-05 | 0:22:02 | 2:34:16
54
+ 1300 | 0 | 0.866590 | 0.811117 | 9.83e-05 | 0:22:53 | 2:33:10
55
+ 1350 | 0 | 0.864604 | 0.813098 | 9.80e-05 | 0:23:44 | 2:32:05
56
+ 1400 | 0 | 0.949796 | 0.817980 | 9.78e-05 | 0:24:35 | 2:31:02
57
+ 1450 | 0 | 0.925971 | 0.821704 | 9.76e-05 | 0:25:26 | 2:29:59
58
+ 1500 | 0 | 0.962711 | 0.826404 | 9.73e-05 | 0:26:17 | 2:28:56
59
+ 1550 | 0 | 0.876488 | 0.828020 | 9.70e-05 | 0:27:07 | 2:27:54
60
+ 1600 | 0 | 0.700408 | 0.824032 | 9.67e-05 | 0:27:58 | 2:26:54
61
+ 1650 | 0 | 0.837656 | 0.824445 | 9.64e-05 | 0:28:49 | 2:25:54
62
+ 1700 | 0 | 0.714693 | 0.821217 | 9.61e-05 | 0:29:40 | 2:24:54
63
+ 1750 | 0 | 0.922889 | 0.824122 | 9.58e-05 | 0:30:31 | 2:23:55
64
+ 1800 | 0 | 0.735730 | 0.821667 | 9.55e-05 | 0:31:22 | 2:22:57
65
+ 1850 | 0 | 0.690151 | 0.818112 | 9.51e-05 | 0:32:13 | 2:21:59
66
+ 1900 | 0 | 0.736860 | 0.815974 | 9.47e-05 | 0:33:04 | 2:21:01
67
+ 1950 | 0 | 0.776722 | 0.814967 | 9.44e-05 | 0:33:55 | 2:20:04
68
+ 2000 | 0 | 0.856747 | 0.816012 | 9.40e-05 | 0:34:46 | 2:19:07
69
+ [19:13:03] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-2000
70
+ [19:13:03] Generating 16 validation images ...
71
+ [19:13:35] Validation at step 2000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.798186 | 0.815577 | 9.36e-05 | 0:36:15 | 2:20:35
73
+ 2100 | 0 | 0.885061 | 0.817232 | 9.32e-05 | 0:37:06 | 2:19:34
74
+ 2150 | 0 | 0.849314 | 0.817978 | 9.27e-05 | 0:37:57 | 2:18:34
75
+ 2200 | 0 | 0.803453 | 0.817648 | 9.23e-05 | 0:38:48 | 2:17:34
76
+ 2250 | 0 | 0.818173 | 0.817659 | 9.19e-05 | 0:39:39 | 2:16:35
77
+ 2300 | 0 | 0.940085 | 0.820321 | 9.14e-05 | 0:40:30 | 2:15:35
78
+ 2350 | 0 | 0.966198 | 0.823424 | 9.09e-05 | 0:41:21 | 2:14:37
79
+ 2400 | 0 | 0.832340 | 0.823610 | 9.05e-05 | 0:42:12 | 2:13:38
80
+ 2450 | 0 | 0.789871 | 0.822922 | 9.00e-05 | 0:43:03 | 2:12:40
81
+ 2500 | 0 | 0.834881 | 0.823161 | 8.95e-05 | 0:43:54 | 2:11:42
82
+ 2550 | 0 | 0.822624 | 0.823150 | 8.89e-05 | 0:44:45 | 2:10:44
83
+ 2600 | 0 | 0.950604 | 0.825601 | 8.84e-05 | 0:45:36 | 2:09:47
84
+ 2650 | 0 | 0.747779 | 0.824133 | 8.79e-05 | 0:46:27 | 2:08:50
85
+ 2700 | 0 | 0.768025 | 0.823094 | 8.73e-05 | 0:47:18 | 2:07:53
86
+ 2750 | 0 | 0.809679 | 0.822850 | 8.68e-05 | 0:48:09 | 2:06:57
87
+ 2800 | 0 | 0.928619 | 0.824739 | 8.62e-05 | 0:49:00 | 2:06:00
88
+ 2850 | 0 | 0.892898 | 0.825935 | 8.56e-05 | 0:49:51 | 2:05:04
89
+ 2900 | 0 | 0.896496 | 0.827151 | 8.51e-05 | 0:50:42 | 2:04:08
90
+ 2950 | 0 | 0.858450 | 0.827682 | 8.45e-05 | 0:51:33 | 2:03:12
91
+ 3000 | 0 | 0.781077 | 0.826905 | 8.39e-05 | 0:52:24 | 2:02:16
92
+ [19:30:35] Generating 16 validation images ...
93
+ [19:31:07] Validation at step 3000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.769637 | 0.825966 | 8.33e-05 | 0:53:46 | 2:02:32
95
+ 3100 | 0 | 0.988789 | 0.828592 | 8.26e-05 | 0:54:37 | 2:01:35
96
+ 3150 | 0 | 0.826336 | 0.828556 | 8.20e-05 | 0:55:28 | 2:00:38
97
+ 3200 | 0 | 0.827448 | 0.828539 | 8.14e-05 | 0:56:19 | 1:59:41
98
+ 3250 | 0 | 0.711406 | 0.826737 | 8.07e-05 | 0:57:10 | 1:58:44
99
+ 3300 | 0 | 0.794443 | 0.826248 | 8.01e-05 | 0:58:01 | 1:57:48
100
+ 3350 | 0 | 0.624568 | 0.823238 | 7.94e-05 | 0:58:52 | 1:56:52
101
+ 3400 | 0 | 0.919125 | 0.824648 | 7.87e-05 | 0:59:43 | 1:55:56
102
+ 3450 | 0 | 0.813484 | 0.824486 | 7.80e-05 | 1:00:34 | 1:55:00
103
+ 3500 | 0 | 0.877387 | 0.825242 | 7.73e-05 | 1:01:25 | 1:54:04
104
+ 3550 | 0 | 0.857644 | 0.825698 | 7.67e-05 | 1:02:16 | 1:53:08
105
+ 3600 | 0 | 0.937325 | 0.827248 | 7.59e-05 | 1:03:07 | 1:52:13
106
+ 3650 | 0 | 0.982553 | 0.829376 | 7.52e-05 | 1:03:58 | 1:51:17
107
+ 3700 | 0 | 0.879612 | 0.830055 | 7.45e-05 | 1:04:49 | 1:50:22
108
+ 3750 | 0 | 0.813626 | 0.829836 | 7.38e-05 | 1:05:40 | 1:49:27
109
+ 3800 | 0 | 0.838041 | 0.829944 | 7.31e-05 | 1:06:31 | 1:48:32
110
+ 3850 | 0 | 0.897784 | 0.830825 | 7.23e-05 | 1:07:22 | 1:47:37
111
+ 3900 | 0 | 0.825929 | 0.830762 | 7.16e-05 | 1:08:13 | 1:46:42
112
+ 3950 | 0 | 0.735137 | 0.829551 | 7.08e-05 | 1:09:04 | 1:45:47
113
+ 4000 | 0 | 0.865416 | 0.830000 | 7.01e-05 | 1:09:55 | 1:44:52
114
+ [19:48:11] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-4000
115
+ [19:48:11] Generating 16 validation images ...
116
+ [19:48:43] Validation at step 4000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.937238 | 0.831324 | 6.93e-05 | 1:11:23 | 1:44:52
118
+ 4100 | 0 | 0.901676 | 0.832182 | 6.86e-05 | 1:12:14 | 1:43:56
119
+ 4150 | 0 | 0.639010 | 0.829854 | 6.78e-05 | 1:13:04 | 1:43:01
120
+ 4200 | 0 | 0.798601 | 0.829482 | 6.70e-05 | 1:13:55 | 1:42:05
121
+ 4250 | 0 | 0.687033 | 0.827806 | 6.62e-05 | 1:14:46 | 1:41:10
122
+ 4300 | 0 | 0.824667 | 0.827770 | 6.55e-05 | 1:15:37 | 1:40:15
123
+ 4350 | 0 | 0.820789 | 0.827690 | 6.47e-05 | 1:16:28 | 1:39:20
124
+ 4400 | 0 | 0.892767 | 0.828429 | 6.39e-05 | 1:17:19 | 1:38:25
125
+ 4450 | 0 | 0.849893 | 0.828670 | 6.31e-05 | 1:18:10 | 1:37:30
126
+ 4500 | 0 | 0.800736 | 0.828360 | 6.23e-05 | 1:19:01 | 1:36:35
127
+ 4550 | 0 | 0.730185 | 0.827281 | 6.15e-05 | 1:19:52 | 1:35:41
128
+ 4600 | 0 | 1.144350 | 0.830727 | 6.07e-05 | 1:20:43 | 1:34:46
129
+ 4650 | 0 | 0.898632 | 0.831458 | 5.99e-05 | 1:21:34 | 1:33:51
130
+ 4700 | 0 | 0.815087 | 0.831283 | 5.90e-05 | 1:22:25 | 1:32:57
131
+ 4750 | 0 | 0.743006 | 0.830354 | 5.82e-05 | 1:23:17 | 1:32:03
132
+ 4800 | 0 | 0.842367 | 0.830479 | 5.74e-05 | 1:24:08 | 1:31:08
133
+ 4850 | 0 | 0.868089 | 0.830867 | 5.66e-05 | 1:24:59 | 1:30:14
134
+ 4900 | 0 | 0.860268 | 0.831167 | 5.58e-05 | 1:25:50 | 1:29:20
135
+ 4950 | 0 | 0.814231 | 0.830996 | 5.50e-05 | 1:26:41 | 1:28:26
136
+ 5000 | 0 | 0.873166 | 0.831418 | 5.41e-05 | 1:27:32 | 1:27:32
137
+ [20:05:43] Generating 16 validation images ...
138
+ [20:06:15] Validation at step 5000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.773000 | 0.830216 | 5.33e-05 | 1:28:55 | 1:27:09
140
+ 5100 | 0 | 0.820678 | 0.830473 | 5.25e-05 | 1:29:46 | 1:26:14
141
+ 5150 | 0 | 0.827625 | 0.831178 | 5.17e-05 | 1:30:37 | 1:25:20
142
+ 5200 | 0 | 0.834854 | 0.833229 | 5.08e-05 | 1:31:28 | 1:24:26
143
+ 5250 | 0 | 0.877606 | 0.834219 | 5.00e-05 | 1:32:19 | 1:23:31
144
+ 5300 | 0 | 0.802202 | 0.834031 | 4.92e-05 | 1:33:10 | 1:22:37
145
+ 5350 | 0 | 0.942928 | 0.834512 | 4.83e-05 | 1:34:01 | 1:21:43
146
+ 5400 | 0 | 0.973626 | 0.836428 | 4.75e-05 | 1:34:52 | 1:20:48
147
+ 5450 | 0 | 0.758923 | 0.835100 | 4.67e-05 | 1:35:43 | 1:19:54
148
+ 5500 | 0 | 0.881208 | 0.835113 | 4.59e-05 | 1:36:34 | 1:19:00
149
+ 5550 | 0 | 0.857608 | 0.835873 | 4.50e-05 | 1:37:25 | 1:18:06
150
+ 5600 | 0 | 0.754663 | 0.834533 | 4.42e-05 | 1:38:16 | 1:17:12
151
+ 5650 | 0 | 0.842210 | 0.835173 | 4.34e-05 | 1:39:07 | 1:16:19
152
+ 5700 | 0 | 0.592153 | 0.831844 | 4.26e-05 | 1:39:58 | 1:15:25
153
+ 5750 | 0 | 0.648410 | 0.830149 | 4.18e-05 | 1:40:49 | 1:14:31
154
+ 5800 | 0 | 0.694588 | 0.830787 | 4.10e-05 | 1:41:40 | 1:13:37
155
+ 5850 | 0 | 0.794363 | 0.830695 | 4.01e-05 | 1:42:31 | 1:12:43
156
+ 5900 | 0 | 0.679529 | 0.829276 | 3.93e-05 | 1:43:22 | 1:11:50
157
+ 5950 | 0 | 0.834957 | 0.830671 | 3.85e-05 | 1:44:13 | 1:10:56
158
+ 6000 | 0 | 1.025872 | 0.833625 | 3.77e-05 | 1:45:04 | 1:10:02
159
+ [20:23:20] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-6000
160
+ [20:23:21] Removed old checkpoint: checkpoint-2000
161
+ [20:23:21] Generating 16 validation images ...
162
+ [20:23:52] Validation at step 6000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0006000.png
163
+ 6050 | 0 | 0.848171 | 0.832102 | 3.69e-05 | 1:46:32 | 1:09:33
164
+ 6100 | 0 | 0.869599 | 0.832105 | 3.61e-05 | 1:47:23 | 1:08:39
165
+ 6150 | 0 | 0.915123 | 0.832755 | 3.53e-05 | 1:48:14 | 1:07:45
166
+ 6200 | 0 | 0.869501 | 0.833684 | 3.45e-05 | 1:49:05 | 1:06:51
167
+ 6250 | 0 | 0.889851 | 0.835286 | 3.38e-05 | 1:49:56 | 1:05:57
168
+ 6300 | 0 | 0.733245 | 0.833952 | 3.30e-05 | 1:50:47 | 1:05:03
169
+ 6350 | 0 | 0.818253 | 0.833489 | 3.22e-05 | 1:51:38 | 1:04:10
170
+ 6400 | 0 | 0.583857 | 0.829829 | 3.14e-05 | 1:52:29 | 1:03:16
171
+ 6450 | 0 | 0.766305 | 0.828233 | 3.07e-05 | 1:53:20 | 1:02:22
172
+ 6500 | 0 | 0.821123 | 0.826817 | 2.99e-05 | 1:54:11 | 1:01:29
173
+ 6550 | 0 | 0.724922 | 0.825301 | 2.92e-05 | 1:55:02 | 1:00:35
174
+ 6600 | 0 | 0.941399 | 0.827711 | 2.84e-05 | 1:55:53 | 0:59:41
175
+ 6650 | 0 | 0.944326 | 0.828778 | 2.77e-05 | 1:56:44 | 0:58:48
176
+ 6700 | 0 | 0.945432 | 0.831085 | 2.69e-05 | 1:57:35 | 0:57:54
177
+ 6750 | 0 | 0.811474 | 0.829971 | 2.62e-05 | 1:58:26 | 0:57:01
178
+ 6800 | 0 | 1.006904 | 0.832683 | 2.55e-05 | 1:59:17 | 0:56:08
179
+ 6850 | 0 | 0.856191 | 0.834343 | 2.48e-05 | 2:00:08 | 0:55:14
180
+ 6900 | 0 | 0.901607 | 0.835991 | 2.41e-05 | 2:00:59 | 0:54:21
181
+ 6950 | 0 | 0.853480 | 0.836758 | 2.33e-05 | 2:01:50 | 0:53:28
182
+ 7000 | 0 | 0.887540 | 0.837066 | 2.27e-05 | 2:02:41 | 0:52:34
183
+ [20:40:53] Generating 16 validation images ...
184
+ [20:41:24] Validation at step 7000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0007000.png
185
+ 7050 | 0 | 0.887328 | 0.837957 | 2.20e-05 | 2:04:04 | 0:51:54
186
+ 7100 | 0 | 0.976195 | 0.838869 | 2.13e-05 | 2:04:55 | 0:51:01
187
+ 7150 | 0 | 0.815076 | 0.838526 | 2.06e-05 | 2:05:46 | 0:50:07
188
+ 7200 | 0 | 0.661469 | 0.837107 | 1.99e-05 | 2:06:37 | 0:49:14
189
+ 7250 | 0 | 0.887174 | 0.837797 | 1.93e-05 | 2:07:28 | 0:48:21
190
+ 7300 | 0 | 0.764880 | 0.836045 | 1.86e-05 | 2:08:19 | 0:47:27
191
+ 7350 | 0 | 0.880778 | 0.835190 | 1.80e-05 | 2:09:10 | 0:46:34
192
+ 7400 | 0 | 0.913776 | 0.836005 | 1.74e-05 | 2:10:01 | 0:45:40
193
+ 7450 | 0 | 0.823914 | 0.836345 | 1.67e-05 | 2:10:52 | 0:44:47
194
+ 7500 | 0 | 0.735394 | 0.835350 | 1.61e-05 | 2:11:43 | 0:43:54
195
+ 7550 | 0 | 0.812886 | 0.835253 | 1.55e-05 | 2:12:34 | 0:43:01
196
+ 7600 | 0 | 0.797932 | 0.833726 | 1.49e-05 | 2:13:25 | 0:42:08
197
+ 7650 | 0 | 0.902227 | 0.835271 | 1.44e-05 | 2:14:16 | 0:41:14
198
+ 7700 | 0 | 0.903039 | 0.836621 | 1.38e-05 | 2:15:07 | 0:40:21
199
+ 7750 | 0 | 0.645161 | 0.834976 | 1.32e-05 | 2:15:58 | 0:39:28
200
+ 7800 | 0 | 0.909065 | 0.834780 | 1.27e-05 | 2:16:49 | 0:38:35
201
+ 7850 | 0 | 1.036401 | 0.836215 | 1.21e-05 | 2:17:41 | 0:37:42
202
+ 7900 | 0 | 0.727034 | 0.834520 | 1.16e-05 | 2:18:32 | 0:36:49
203
+ 7950 | 0 | 0.731632 | 0.833252 | 1.11e-05 | 2:19:23 | 0:35:56
204
+ 8000 | 0 | 0.885287 | 0.834294 | 1.05e-05 | 2:20:14 | 0:35:03
205
+ [20:58:30] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-8000
206
+ [20:58:31] Removed old checkpoint: checkpoint-4000
207
+ [20:58:31] Generating 16 validation images ...
208
+ [20:59:02] Validation at step 8000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0008000.png
209
+ 8050 | 0 | 0.786272 | 0.834461 | 1.00e-05 | 2:21:42 | 0:34:19
210
+ 8100 | 0 | 0.777439 | 0.832347 | 9.55e-06 | 2:22:33 | 0:33:26
211
+ 8150 | 0 | 0.769323 | 0.831777 | 9.07e-06 | 2:23:24 | 0:32:33
212
+ 8200 | 0 | 0.769557 | 0.831198 | 8.60e-06 | 2:24:15 | 0:31:40
213
+ 8250 | 0 | 0.756873 | 0.831653 | 8.14e-06 | 2:25:06 | 0:30:46
214
+ 8300 | 0 | 0.823881 | 0.831947 | 7.70e-06 | 2:25:57 | 0:29:53
215
+ 8350 | 0 | 1.014002 | 0.835842 | 7.26e-06 | 2:26:48 | 0:29:00
216
+ 8400 | 0 | 0.796184 | 0.834612 | 6.84e-06 | 2:27:39 | 0:28:07
217
+ 8450 | 0 | 0.782851 | 0.834306 | 6.43e-06 | 2:28:30 | 0:27:14
218
+ 8500 | 0 | 0.711608 | 0.832648 | 6.03e-06 | 2:29:21 | 0:26:21
219
+ 8550 | 0 | 0.827929 | 0.832351 | 5.64e-06 | 2:30:12 | 0:25:28
220
+ 8600 | 0 | 0.733151 | 0.830309 | 5.26e-06 | 2:31:03 | 0:24:35
221
+ 8650 | 0 | 0.728050 | 0.827764 | 4.90e-06 | 2:31:55 | 0:23:42
222
+ 8700 | 0 | 0.757911 | 0.826547 | 4.55e-06 | 2:32:46 | 0:22:49
223
+ 8750 | 0 | 0.819461 | 0.826605 | 4.21e-06 | 2:33:37 | 0:21:56
224
+ 8800 | 0 | 0.840526 | 0.826630 | 3.89e-06 | 2:34:28 | 0:21:03
225
+ 8850 | 0 | 0.819575 | 0.825848 | 3.57e-06 | 2:35:19 | 0:20:10
226
+ 8900 | 0 | 0.685683 | 0.824446 | 3.27e-06 | 2:36:10 | 0:19:18
227
+ 8950 | 0 | 0.911974 | 0.826214 | 2.98e-06 | 2:37:01 | 0:18:25
228
+ 9000 | 0 | 0.700578 | 0.824566 | 2.71e-06 | 2:37:52 | 0:17:32
229
+ [21:16:04] Generating 16 validation images ...
230
+ [21:16:35] Validation at step 9000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0009000.png
231
+ 9050 | 0 | 0.842231 | 0.823616 | 2.45e-06 | 2:39:15 | 0:16:43
232
+ 9100 | 0 | 1.004367 | 0.824643 | 2.20e-06 | 2:40:06 | 0:15:50
233
+ 9150 | 0 | 0.868948 | 0.826942 | 1.96e-06 | 2:40:57 | 0:14:57
234
+ 9200 | 0 | 0.867245 | 0.827628 | 1.74e-06 | 2:41:48 | 0:14:04
235
+ 9250 | 0 | 0.932850 | 0.830087 | 1.53e-06 | 2:42:39 | 0:13:11
236
+ 9300 | 0 | 0.800697 | 0.829847 | 1.33e-06 | 2:43:30 | 0:12:18
237
+ 9350 | 0 | 0.812631 | 0.829765 | 1.15e-06 | 2:44:22 | 0:11:25
238
+ 9400 | 0 | 0.936310 | 0.830201 | 9.81e-07 | 2:45:13 | 0:10:32
239
+ 9450 | 0 | 0.749608 | 0.829198 | 8.25e-07 | 2:46:04 | 0:09:39
240
+ 9500 | 0 | 0.864643 | 0.829837 | 6.82e-07 | 2:46:55 | 0:08:47
241
+ 9550 | 0 | 0.910935 | 0.831644 | 5.53e-07 | 2:47:46 | 0:07:54
242
+ 9600 | 0 | 0.900029 | 0.829201 | 4.37e-07 | 2:48:37 | 0:07:01
243
+ 9650 | 0 | 0.869122 | 0.828906 | 3.35e-07 | 2:49:28 | 0:06:08
244
+ 9700 | 0 | 0.819413 | 0.828949 | 2.46e-07 | 2:50:19 | 0:05:16
245
+ 9750 | 0 | 0.787289 | 0.829392 | 1.71e-07 | 2:51:10 | 0:04:23
246
+ 9800 | 0 | 1.007953 | 0.831048 | 1.09e-07 | 2:52:01 | 0:03:30
247
+ 9850 | 0 | 0.805555 | 0.830423 | 6.15e-08 | 2:52:52 | 0:02:37
248
+ 9900 | 0 | 0.945670 | 0.831277 | 2.73e-08 | 2:53:43 | 0:01:45
249
+ 9950 | 0 | 0.775492 | 0.830889 | 6.83e-09 | 2:54:34 | 0:00:52
250
+ 10000 | 0 | 0.806983 | 0.830228 | 0.00e+00 | 2:55:25 | 0:00:00
251
+ [21:33:42] Saved checkpoint -> RESULTS/ProGamerGov/run_001/checkpoint-10000
252
+ [21:33:43] Removed old checkpoint: checkpoint-6000
253
+ [21:33:43] Generating 16 validation images ...
254
+ [21:34:14] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0010000.png
255
+ [21:34:14] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.832552 ---
256
+ [21:34:14] Saving final model ...
257
+ [21:34:23] Pipeline saved -> RESULTS/ProGamerGov/run_001
258
+ [21:34:23] Generating final validation collage ...
259
+ [21:34:23] Generating 16 validation images ...
260
+ [21:34:55] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_001/validation/collage_step_0010000.png
261
+ [21:34:55]
262
+ [21:34:55] ============================================================
263
+ [21:34:55] TRAINING SUMMARY
264
+ [21:34:55] ============================================================
265
+ [21:34:55] Total steps : 200
266
+ [21:34:55] Final loss : 0.806983
267
+ [21:34:55] Avg last 100 : 0.830228
268
+ [21:34:55] Min loss : 0.583857
269
+ [21:34:55] Total time : 2:56:43
270
+ [21:34:55] Output : RESULTS/ProGamerGov/run_001
271
+ [21:34:55] ============================================================
ProGamerGov/run_001/training_args.json ADDED
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+ }
ProGamerGov/run_001/training_summary.json ADDED
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ProGamerGov/run_001/transformer/config.json ADDED
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/run_001/vae/config.json ADDED
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+ {
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+ "ResBlock",
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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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/run_002/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "sample_size": 32,
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+ "timestep_scale": 1.0
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+ }
ProGamerGov/run_002/checkpoint-8000/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/run_002/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
+ ],
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+ "tokenizer": [
13
+ "transformers",
14
+ "GemmaTokenizer"
15
+ ],
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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",
22
+ "AutoencoderDC"
23
+ ]
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+ }
ProGamerGov/run_002/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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+ "shift": 1.0,
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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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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
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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/run_002/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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+ 1,
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+ 107
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+ "final_logit_softcapping": 30.0,
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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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+ "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",
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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",
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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",
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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",
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+ "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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+ "num_attention_heads": 8,
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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/run_002/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/run_002/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>"
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+ ],
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": {},
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+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
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+ "use_default_system_prompt": false
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+ }
ProGamerGov/run_002/training.log ADDED
@@ -0,0 +1,271 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-31 18:40:31
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [18:40:31] Run directory: RESULTS/ProGamerGov/run_002
6
+ [18:40:31] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [18:40:31] Loading pretrained SANA components ...
8
+ [18:40:46] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [18:40:46] Building dataset ...
10
+ [18:40:46] Step-based training: 10000 steps (~1 epochs over dataset)
11
+ [18:40:48]
12
+ [18:40:48] ================================================================
13
+ [18:40:48] Output dir = RESULTS/ProGamerGov/run_002
14
+ [18:40:48] Num examples = 90000
15
+ [18:40:48] Num epochs = 1
16
+ [18:40:48] Batch/device = 4
17
+ [18:40:48] Grad accum = 1
18
+ [18:40:48] Effective BS = 4
19
+ [18:40:48] Total optim steps = 10000
20
+ [18:40:48] LR = 0.0001
21
+ [18:40:48] Precision = bf16
22
+ [18:40:48] Log every = 50 steps
23
+ [18:40:48] Validate every = 1000 steps
24
+ [18:40:48] Checkpoint every = 2000 steps
25
+ [18:40:48] ================================================================
26
+ [18:40:48]
27
+ 50 | 0 | 0.815728 | 0.815728 | 1.00e-05 | 0:01:26 | 4:46:02
28
+ 100 | 0 | 0.986786 | 0.901257 | 2.00e-05 | 0:02:35 | 4:16:09
29
+ 150 | 0 | 0.999794 | 0.934102 | 3.00e-05 | 0:03:44 | 4:05:56
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+ 200 | 0 | 0.820000 | 0.905577 | 4.00e-05 | 0:04:54 | 4:00:25
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+ 250 | 0 | 0.681337 | 0.860729 | 5.00e-05 | 0:06:04 | 3:56:39
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+ 300 | 0 | 0.928534 | 0.872030 | 6.00e-05 | 0:07:13 | 3:53:51
33
+ 350 | 0 | 0.959040 | 0.884460 | 7.00e-05 | 0:08:23 | 3:51:33
34
+ 400 | 0 | 0.820120 | 0.876417 | 8.00e-05 | 0:09:33 | 3:49:32
35
+ 450 | 0 | 1.225257 | 0.915177 | 9.00e-05 | 0:10:43 | 3:47:41
36
+ 500 | 0 | 1.798278 | 1.003487 | 1.00e-04 | 0:11:53 | 3:45:58
37
+ 550 | 0 | 1.093576 | 1.011677 | 1.00e-04 | 0:13:03 | 3:44:21
38
+ 600 | 0 | 1.034643 | 1.013591 | 1.00e-04 | 0:14:13 | 3:42:49
39
+ 650 | 0 | 1.007083 | 1.013090 | 9.99e-05 | 0:15:23 | 3:41:21
40
+ 700 | 0 | 1.481112 | 1.046521 | 9.99e-05 | 0:16:33 | 3:39:55
41
+ 750 | 0 | 0.903042 | 1.036955 | 9.98e-05 | 0:17:43 | 3:38:30
42
+ 800 | 0 | 1.066107 | 1.038777 | 9.98e-05 | 0:18:52 | 3:37:08
43
+ 850 | 0 | 1.579401 | 1.070579 | 9.97e-05 | 0:20:02 | 3:35:47
44
+ 900 | 0 | 1.093260 | 1.071839 | 9.96e-05 | 0:21:12 | 3:34:27
45
+ 950 | 0 | 1.041333 | 1.070233 | 9.94e-05 | 0:22:22 | 3:33:08
46
+ 1000 | 0 | 0.833415 | 1.058392 | 9.93e-05 | 0:23:32 | 3:31:50
47
+ [19:04:03] Generating 16 validation images ...
48
+ [19:04:58] Validation at step 1000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0001000.png
49
+ 1050 | 0 | 1.177258 | 1.064053 | 9.92e-05 | 0:25:37 | 3:38:28
50
+ 1100 | 0 | 1.012302 | 1.061700 | 9.90e-05 | 0:26:47 | 3:36:47
51
+ 1150 | 0 | 0.936637 | 1.056263 | 9.88e-05 | 0:27:57 | 3:35:10
52
+ 1200 | 0 | 1.144120 | 1.059923 | 9.87e-05 | 0:29:07 | 3:33:35
53
+ 1250 | 0 | 1.004577 | 1.057710 | 9.85e-05 | 0:30:17 | 3:32:01
54
+ 1300 | 0 | 0.980134 | 1.054726 | 9.83e-05 | 0:31:27 | 3:30:30
55
+ 1350 | 0 | 1.219131 | 1.060815 | 9.80e-05 | 0:32:37 | 3:29:00
56
+ 1400 | 0 | 0.897523 | 1.054983 | 9.78e-05 | 0:33:46 | 3:27:31
57
+ 1450 | 0 | 1.160125 | 1.058609 | 9.76e-05 | 0:34:56 | 3:26:04
58
+ 1500 | 0 | 1.096355 | 1.059867 | 9.73e-05 | 0:36:06 | 3:24:37
59
+ 1550 | 0 | 0.981250 | 1.057331 | 9.70e-05 | 0:37:16 | 3:23:12
60
+ 1600 | 0 | 0.925545 | 1.053213 | 9.67e-05 | 0:38:26 | 3:21:48
61
+ 1650 | 0 | 0.921002 | 1.049206 | 9.64e-05 | 0:39:36 | 3:20:25
62
+ 1700 | 0 | 0.812424 | 1.042242 | 9.61e-05 | 0:40:46 | 3:19:02
63
+ 1750 | 0 | 1.725480 | 1.061763 | 9.58e-05 | 0:41:55 | 3:17:41
64
+ 1800 | 0 | 1.186097 | 1.065217 | 9.55e-05 | 0:43:05 | 3:16:20
65
+ 1850 | 0 | 1.138474 | 1.067197 | 9.51e-05 | 0:44:15 | 3:15:00
66
+ 1900 | 0 | 1.044841 | 1.066608 | 9.47e-05 | 0:45:25 | 3:13:40
67
+ 1950 | 0 | 1.025000 | 1.065542 | 9.44e-05 | 0:46:35 | 3:12:20
68
+ 2000 | 0 | 1.313880 | 1.071750 | 9.40e-05 | 0:47:45 | 3:11:01
69
+ [19:28:34] Saved checkpoint -> RESULTS/ProGamerGov/run_002/checkpoint-2000
70
+ [19:28:34] Generating 16 validation images ...
71
+ [19:29:26] Validation at step 2000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.898450 | 1.067523 | 9.36e-05 | 0:50:05 | 3:14:15
73
+ 2100 | 0 | 0.819178 | 1.061610 | 9.32e-05 | 0:51:15 | 3:12:49
74
+ 2150 | 0 | 0.884319 | 1.057487 | 9.27e-05 | 0:52:25 | 3:11:23
75
+ 2200 | 0 | 0.944923 | 1.054929 | 9.23e-05 | 0:53:35 | 3:09:59
76
+ 2250 | 0 | 1.023681 | 1.054235 | 9.19e-05 | 0:54:45 | 3:08:35
77
+ 2300 | 0 | 0.707100 | 1.046688 | 9.14e-05 | 0:55:54 | 3:07:11
78
+ 2350 | 0 | 0.876464 | 1.043066 | 9.09e-05 | 0:57:04 | 3:05:48
79
+ 2400 | 0 | 0.852648 | 1.039099 | 9.05e-05 | 0:58:14 | 3:04:26
80
+ 2450 | 0 | 1.077642 | 1.039886 | 9.00e-05 | 0:59:24 | 3:03:04
81
+ 2500 | 0 | 1.098754 | 1.041063 | 8.95e-05 | 1:00:34 | 3:01:43
82
+ 2550 | 0 | 0.922496 | 1.038738 | 8.89e-05 | 1:01:44 | 3:00:22
83
+ 2600 | 0 | 0.870355 | 1.035500 | 8.84e-05 | 1:02:54 | 2:59:01
84
+ 2650 | 0 | 0.946451 | 1.033820 | 8.79e-05 | 1:04:03 | 2:57:41
85
+ 2700 | 0 | 0.952167 | 1.032308 | 8.73e-05 | 1:05:13 | 2:56:21
86
+ 2750 | 0 | 0.963490 | 1.031057 | 8.68e-05 | 1:06:23 | 2:55:02
87
+ 2800 | 0 | 0.860513 | 1.028011 | 8.62e-05 | 1:07:33 | 2:53:43
88
+ 2850 | 0 | 1.033739 | 1.028112 | 8.56e-05 | 1:08:43 | 2:52:24
89
+ 2900 | 0 | 1.014299 | 1.027874 | 8.51e-05 | 1:09:53 | 2:51:06
90
+ 2950 | 0 | 0.953566 | 1.026614 | 8.45e-05 | 1:11:03 | 2:49:48
91
+ 3000 | 0 | 0.959480 | 1.025495 | 8.39e-05 | 1:12:13 | 2:48:30
92
+ [19:52:44] Generating 16 validation images ...
93
+ [19:53:39] Validation at step 3000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.763310 | 1.021197 | 8.33e-05 | 1:14:18 | 2:49:19
95
+ 3100 | 0 | 1.093331 | 1.022361 | 8.26e-05 | 1:15:28 | 2:47:59
96
+ 3150 | 0 | 1.012573 | 1.022205 | 8.20e-05 | 1:16:38 | 2:46:39
97
+ 3200 | 0 | 0.996249 | 1.021800 | 8.14e-05 | 1:17:48 | 2:45:19
98
+ 3250 | 0 | 0.679956 | 1.016541 | 8.07e-05 | 1:18:58 | 2:44:00
99
+ 3300 | 0 | 0.678859 | 1.011424 | 8.01e-05 | 1:20:08 | 2:42:41
100
+ 3350 | 0 | 1.045677 | 1.011935 | 7.94e-05 | 1:21:17 | 2:41:23
101
+ 3400 | 0 | 0.939606 | 1.010872 | 7.87e-05 | 1:22:27 | 2:40:04
102
+ 3450 | 0 | 0.997046 | 1.010671 | 7.80e-05 | 1:23:37 | 2:38:46
103
+ 3500 | 0 | 1.002258 | 1.010551 | 7.73e-05 | 1:24:47 | 2:37:28
104
+ 3550 | 0 | 1.010012 | 1.010544 | 7.67e-05 | 1:25:57 | 2:36:10
105
+ 3600 | 0 | 1.032098 | 1.010843 | 7.59e-05 | 1:27:07 | 2:34:53
106
+ 3650 | 0 | 0.929285 | 1.009726 | 7.52e-05 | 1:28:17 | 2:33:36
107
+ 3700 | 0 | 1.117376 | 1.011180 | 7.45e-05 | 1:29:27 | 2:32:19
108
+ 3750 | 0 | 0.893351 | 1.009609 | 7.38e-05 | 1:30:37 | 2:31:02
109
+ 3800 | 0 | 1.061069 | 1.010286 | 7.31e-05 | 1:31:47 | 2:29:45
110
+ 3850 | 0 | 1.054589 | 1.010862 | 7.23e-05 | 1:32:57 | 2:28:29
111
+ 3900 | 0 | 0.944515 | 1.010011 | 7.16e-05 | 1:34:07 | 2:27:12
112
+ 3950 | 0 | 1.073717 | 1.010818 | 7.08e-05 | 1:35:16 | 2:25:56
113
+ 4000 | 0 | 0.977515 | 1.010401 | 7.01e-05 | 1:36:26 | 2:24:40
114
+ [20:17:14] Saved checkpoint -> RESULTS/ProGamerGov/run_002/checkpoint-4000
115
+ [20:17:14] Generating 16 validation images ...
116
+ [20:18:08] Validation at step 4000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.815466 | 1.007995 | 6.93e-05 | 1:38:47 | 2:25:08
118
+ 4100 | 0 | 0.866538 | 1.006270 | 6.86e-05 | 1:39:57 | 2:23:50
119
+ 4150 | 0 | 0.761647 | 1.003322 | 6.78e-05 | 1:41:07 | 2:22:32
120
+ 4200 | 0 | 0.868104 | 1.001713 | 6.70e-05 | 1:42:17 | 2:21:15
121
+ 4250 | 0 | 0.763259 | 0.998907 | 6.62e-05 | 1:43:27 | 2:19:58
122
+ 4300 | 0 | 0.747381 | 0.995983 | 6.55e-05 | 1:44:37 | 2:18:40
123
+ 4350 | 0 | 0.806304 | 0.993802 | 6.47e-05 | 1:45:47 | 2:17:23
124
+ 4400 | 0 | 0.793788 | 0.991529 | 6.39e-05 | 1:46:56 | 2:16:07
125
+ 4450 | 0 | 1.014365 | 0.991786 | 6.31e-05 | 1:48:06 | 2:14:50
126
+ 4500 | 0 | 1.045506 | 0.992383 | 6.23e-05 | 1:49:16 | 2:13:33
127
+ 4550 | 0 | 0.824649 | 0.990540 | 6.15e-05 | 1:50:26 | 2:12:17
128
+ 4600 | 0 | 0.849335 | 0.989005 | 6.07e-05 | 1:51:36 | 2:11:01
129
+ 4650 | 0 | 0.794583 | 0.986914 | 5.99e-05 | 1:52:46 | 2:09:45
130
+ 4700 | 0 | 0.882464 | 0.985803 | 5.90e-05 | 1:53:56 | 2:08:29
131
+ 4750 | 0 | 0.903996 | 0.984942 | 5.82e-05 | 1:55:06 | 2:07:13
132
+ 4800 | 0 | 0.923244 | 0.984299 | 5.74e-05 | 1:56:16 | 2:05:57
133
+ 4850 | 0 | 0.766164 | 0.982051 | 5.66e-05 | 1:57:26 | 2:04:42
134
+ 4900 | 0 | 1.115583 | 0.983413 | 5.58e-05 | 1:58:36 | 2:03:26
135
+ 4950 | 0 | 0.859495 | 0.982161 | 5.50e-05 | 1:59:46 | 2:02:11
136
+ 5000 | 0 | 0.986796 | 0.982208 | 5.41e-05 | 2:00:55 | 2:00:55
137
+ [20:41:27] Generating 16 validation images ...
138
+ [20:42:21] Validation at step 5000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.853041 | 0.982581 | 5.33e-05 | 2:03:00 | 2:00:34
140
+ 5100 | 0 | 0.891352 | 0.981627 | 5.25e-05 | 2:04:10 | 1:59:18
141
+ 5150 | 0 | 0.852001 | 0.980149 | 5.17e-05 | 2:05:20 | 1:58:02
142
+ 5200 | 0 | 0.978166 | 0.981730 | 5.08e-05 | 2:06:30 | 1:56:46
143
+ 5250 | 0 | 1.067264 | 0.985590 | 5.00e-05 | 2:07:40 | 1:55:30
144
+ 5300 | 0 | 0.927412 | 0.985578 | 4.92e-05 | 2:08:50 | 1:54:14
145
+ 5350 | 0 | 0.922892 | 0.985217 | 4.83e-05 | 2:10:00 | 1:52:59
146
+ 5400 | 0 | 0.891338 | 0.985929 | 4.75e-05 | 2:11:09 | 1:51:44
147
+ 5450 | 0 | 0.641700 | 0.980093 | 4.67e-05 | 2:12:19 | 1:50:28
148
+ 5500 | 0 | 0.860076 | 0.970711 | 4.59e-05 | 2:13:29 | 1:49:13
149
+ 5550 | 0 | 0.809209 | 0.967868 | 4.50e-05 | 2:14:39 | 1:47:58
150
+ 5600 | 0 | 0.834749 | 0.965869 | 4.42e-05 | 2:15:49 | 1:46:43
151
+ 5650 | 0 | 0.825797 | 0.964056 | 4.34e-05 | 2:16:59 | 1:45:28
152
+ 5700 | 0 | 0.722975 | 0.956475 | 4.26e-05 | 2:18:09 | 1:44:13
153
+ 5750 | 0 | 1.072122 | 0.958165 | 4.18e-05 | 2:19:19 | 1:42:58
154
+ 5800 | 0 | 0.898987 | 0.956494 | 4.10e-05 | 2:20:29 | 1:41:44
155
+ 5850 | 0 | 1.042494 | 0.951125 | 4.01e-05 | 2:21:39 | 1:40:29
156
+ 5900 | 0 | 0.940884 | 0.949601 | 3.93e-05 | 2:22:49 | 1:39:14
157
+ 5950 | 0 | 0.755747 | 0.946745 | 3.85e-05 | 2:23:59 | 1:38:00
158
+ 6000 | 0 | 0.720480 | 0.945616 | 3.77e-05 | 2:25:09 | 1:36:46
159
+ [21:05:56] Saved checkpoint -> RESULTS/ProGamerGov/run_002/checkpoint-6000
160
+ [21:05:59] Removed old checkpoint: checkpoint-2000
161
+ [21:05:59] Generating 16 validation images ...
162
+ [21:06:53] Validation at step 6000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0006000.png
163
+ 6050 | 0 | 1.007699 | 0.943921 | 3.69e-05 | 2:27:32 | 1:36:19
164
+ 6100 | 0 | 0.804546 | 0.941843 | 3.61e-05 | 2:28:42 | 1:35:04
165
+ 6150 | 0 | 0.954394 | 0.942021 | 3.53e-05 | 2:29:52 | 1:33:49
166
+ 6200 | 0 | 0.757510 | 0.938154 | 3.45e-05 | 2:31:02 | 1:32:34
167
+ 6250 | 0 | 0.886752 | 0.936976 | 3.38e-05 | 2:32:12 | 1:31:19
168
+ 6300 | 0 | 0.790441 | 0.935079 | 3.30e-05 | 2:33:22 | 1:30:04
169
+ 6350 | 0 | 0.845458 | 0.931343 | 3.22e-05 | 2:34:32 | 1:28:49
170
+ 6400 | 0 | 0.819518 | 0.930562 | 3.14e-05 | 2:35:42 | 1:27:35
171
+ 6450 | 0 | 0.921372 | 0.928175 | 3.07e-05 | 2:36:52 | 1:26:20
172
+ 6500 | 0 | 0.768576 | 0.924897 | 2.99e-05 | 2:38:02 | 1:25:05
173
+ 6550 | 0 | 0.932572 | 0.924410 | 2.92e-05 | 2:39:12 | 1:23:51
174
+ 6600 | 0 | 0.724739 | 0.922402 | 2.84e-05 | 2:40:22 | 1:22:37
175
+ 6650 | 0 | 0.918263 | 0.922375 | 2.77e-05 | 2:41:32 | 1:21:22
176
+ 6700 | 0 | 1.017559 | 0.924426 | 2.69e-05 | 2:42:42 | 1:20:08
177
+ 6750 | 0 | 0.800978 | 0.915181 | 2.62e-05 | 2:43:52 | 1:18:54
178
+ 6800 | 0 | 0.806040 | 0.911381 | 2.55e-05 | 2:45:02 | 1:17:40
179
+ 6850 | 0 | 0.844516 | 0.908441 | 2.48e-05 | 2:46:12 | 1:16:25
180
+ 6900 | 0 | 0.815656 | 0.906149 | 2.41e-05 | 2:47:22 | 1:15:11
181
+ 6950 | 0 | 0.937037 | 0.905270 | 2.33e-05 | 2:48:32 | 1:13:57
182
+ 7000 | 0 | 0.844386 | 0.900575 | 2.27e-05 | 2:49:42 | 1:12:44
183
+ [21:30:13] Generating 16 validation images ...
184
+ [21:31:07] Validation at step 7000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0007000.png
185
+ 7050 | 0 | 0.907549 | 0.900666 | 2.20e-05 | 2:51:47 | 1:11:52
186
+ 7100 | 0 | 0.914123 | 0.901615 | 2.13e-05 | 2:52:57 | 1:10:38
187
+ 7150 | 0 | 0.969223 | 0.902464 | 2.06e-05 | 2:54:07 | 1:09:24
188
+ 7200 | 0 | 0.888359 | 0.901899 | 1.99e-05 | 2:55:17 | 1:08:10
189
+ 7250 | 0 | 1.044484 | 0.902107 | 1.93e-05 | 2:56:27 | 1:06:55
190
+ 7300 | 0 | 0.841045 | 0.903446 | 1.86e-05 | 2:57:37 | 1:05:41
191
+ 7350 | 0 | 0.813693 | 0.902818 | 1.80e-05 | 2:58:47 | 1:04:27
192
+ 7400 | 0 | 0.893144 | 0.903223 | 1.74e-05 | 2:59:57 | 1:03:13
193
+ 7450 | 0 | 0.847229 | 0.900919 | 1.67e-05 | 3:01:07 | 1:01:59
194
+ 7500 | 0 | 0.779042 | 0.897722 | 1.61e-05 | 3:02:17 | 1:00:45
195
+ 7550 | 0 | 1.028280 | 0.898780 | 1.55e-05 | 3:03:27 | 0:59:31
196
+ 7600 | 0 | 0.908931 | 0.899166 | 1.49e-05 | 3:04:37 | 0:58:18
197
+ 7650 | 0 | 0.872480 | 0.898426 | 1.44e-05 | 3:05:47 | 0:57:04
198
+ 7700 | 0 | 0.866200 | 0.897566 | 1.38e-05 | 3:06:57 | 0:55:50
199
+ 7750 | 0 | 0.830049 | 0.896232 | 1.32e-05 | 3:08:07 | 0:54:36
200
+ 7800 | 0 | 0.679748 | 0.894424 | 1.27e-05 | 3:09:17 | 0:53:23
201
+ 7850 | 0 | 1.074401 | 0.894831 | 1.21e-05 | 3:10:27 | 0:52:09
202
+ 7900 | 0 | 0.848909 | 0.893177 | 1.16e-05 | 3:11:37 | 0:50:56
203
+ 7950 | 0 | 0.784438 | 0.891486 | 1.11e-05 | 3:12:47 | 0:49:42
204
+ 8000 | 0 | 0.829242 | 0.890183 | 1.05e-05 | 3:13:57 | 0:48:29
205
+ [21:54:45] Saved checkpoint -> RESULTS/ProGamerGov/run_002/checkpoint-8000
206
+ [21:54:47] Removed old checkpoint: checkpoint-4000
207
+ [21:54:48] Generating 16 validation images ...
208
+ [21:55:41] Validation at step 8000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0008000.png
209
+ 8050 | 0 | 0.657919 | 0.889129 | 1.00e-05 | 3:16:20 | 0:47:33
210
+ 8100 | 0 | 0.726733 | 0.885463 | 9.55e-06 | 3:17:30 | 0:46:19
211
+ 8150 | 0 | 0.845643 | 0.883794 | 9.07e-06 | 3:18:40 | 0:45:05
212
+ 8200 | 0 | 0.855893 | 0.882391 | 8.60e-06 | 3:19:50 | 0:43:52
213
+ 8250 | 0 | 0.830225 | 0.883893 | 8.14e-06 | 3:21:00 | 0:42:38
214
+ 8300 | 0 | 0.786147 | 0.884966 | 7.70e-06 | 3:22:10 | 0:41:24
215
+ 8350 | 0 | 0.804449 | 0.882554 | 7.26e-06 | 3:23:20 | 0:40:10
216
+ 8400 | 0 | 0.901465 | 0.882172 | 6.84e-06 | 3:24:30 | 0:38:57
217
+ 8450 | 0 | 0.947356 | 0.881676 | 6.43e-06 | 3:25:40 | 0:37:43
218
+ 8500 | 0 | 0.822424 | 0.879877 | 6.03e-06 | 3:26:50 | 0:36:30
219
+ 8550 | 0 | 0.826710 | 0.878044 | 5.64e-06 | 3:28:00 | 0:35:16
220
+ 8600 | 0 | 0.849214 | 0.876215 | 5.26e-06 | 3:29:10 | 0:34:03
221
+ 8650 | 0 | 0.835933 | 0.875282 | 4.90e-06 | 3:30:20 | 0:32:49
222
+ 8700 | 0 | 0.998393 | 0.874092 | 4.55e-06 | 3:31:30 | 0:31:36
223
+ 8750 | 0 | 0.848021 | 0.873639 | 4.21e-06 | 3:32:40 | 0:30:22
224
+ 8800 | 0 | 0.818212 | 0.871210 | 3.89e-06 | 3:33:49 | 0:29:09
225
+ 8850 | 0 | 0.871214 | 0.869376 | 3.57e-06 | 3:34:59 | 0:27:56
226
+ 8900 | 0 | 0.872176 | 0.868653 | 3.27e-06 | 3:36:09 | 0:26:42
227
+ 8950 | 0 | 0.813227 | 0.866048 | 2.98e-06 | 3:37:19 | 0:25:29
228
+ 9000 | 0 | 0.919931 | 0.865472 | 2.71e-06 | 3:38:28 | 0:24:16
229
+ [22:19:00] Generating 16 validation images ...
230
+ [22:19:53] Validation at step 9000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0009000.png
231
+ 9050 | 0 | 0.911892 | 0.866436 | 2.45e-06 | 3:40:32 | 0:23:09
232
+ 9100 | 0 | 0.831125 | 0.866082 | 2.20e-06 | 3:41:42 | 0:21:55
233
+ 9150 | 0 | 0.792044 | 0.866386 | 1.96e-06 | 3:42:52 | 0:20:42
234
+ 9200 | 0 | 0.844682 | 0.866152 | 1.74e-06 | 3:44:02 | 0:19:28
235
+ 9250 | 0 | 0.811820 | 0.866638 | 1.53e-06 | 3:45:11 | 0:18:15
236
+ 9300 | 0 | 0.743132 | 0.866595 | 1.33e-06 | 3:46:21 | 0:17:02
237
+ 9350 | 0 | 0.958217 | 0.868114 | 1.15e-06 | 3:47:31 | 0:15:49
238
+ 9400 | 0 | 0.952219 | 0.869699 | 9.81e-07 | 3:48:41 | 0:14:35
239
+ 9450 | 0 | 0.959677 | 0.869152 | 8.25e-07 | 3:49:51 | 0:13:22
240
+ 9500 | 0 | 0.891845 | 0.867615 | 6.82e-07 | 3:51:00 | 0:12:09
241
+ 9550 | 0 | 0.874155 | 0.868110 | 5.53e-07 | 3:52:10 | 0:10:56
242
+ 9600 | 0 | 0.784372 | 0.867461 | 4.37e-07 | 3:53:20 | 0:09:43
243
+ 9650 | 0 | 0.713979 | 0.866655 | 3.35e-07 | 3:54:30 | 0:08:30
244
+ 9700 | 0 | 0.829347 | 0.866123 | 2.46e-07 | 3:55:40 | 0:07:17
245
+ 9750 | 0 | 0.947658 | 0.866560 | 1.71e-07 | 3:56:50 | 0:06:04
246
+ 9800 | 0 | 0.949112 | 0.866819 | 1.09e-07 | 3:57:59 | 0:04:51
247
+ 9850 | 0 | 0.823834 | 0.867395 | 6.15e-08 | 3:59:09 | 0:03:38
248
+ 9900 | 0 | 1.025963 | 0.866499 | 2.73e-08 | 4:00:19 | 0:02:25
249
+ 9950 | 0 | 0.846316 | 0.866367 | 6.83e-09 | 4:01:28 | 0:01:12
250
+ 10000 | 0 | 0.780154 | 0.864301 | 0.00e+00 | 4:02:38 | 0:00:00
251
+ [22:43:27] Saved checkpoint -> RESULTS/ProGamerGov/run_002/checkpoint-10000
252
+ [22:43:29] Removed old checkpoint: checkpoint-6000
253
+ [22:43:29] Generating 16 validation images ...
254
+ [22:44:23] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0010000.png
255
+ [22:44:23] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.925575 ---
256
+ [22:44:23] Saving final model ...
257
+ [22:44:36] Pipeline saved -> RESULTS/ProGamerGov/run_002
258
+ [22:44:36] Generating final validation collage ...
259
+ [22:44:36] Generating 16 validation images ...
260
+ [22:45:29] Validation at step 10000: generated 16 images -> RESULTS/ProGamerGov/run_002/validation/collage_step_0010000.png
261
+ [22:45:29]
262
+ [22:45:29] ============================================================
263
+ [22:45:29] TRAINING SUMMARY
264
+ [22:45:29] ============================================================
265
+ [22:45:29] Total steps : 200
266
+ [22:45:29] Final loss : 0.780154
267
+ [22:45:29] Avg last 100 : 0.864301
268
+ [22:45:29] Min loss : 0.641700
269
+ [22:45:29] Total time : 4:04:58
270
+ [22:45:29] Output : RESULTS/ProGamerGov/run_002
271
+ [22:45:29] ============================================================
ProGamerGov/run_002/training_args.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "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,
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+ "num_train_epochs": 1,
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+ "gradient_accumulation_steps": 1,
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+ "gradient_checkpointing": false,
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+ "learning_rate": 0.0001,
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+ "scale_lr": false,
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+ "lr_scheduler": "cosine",
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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": 2,
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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": 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_002"
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+ }
ProGamerGov/run_002/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
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+ "total_steps": 200,
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+ "final_loss": 0.7801542282104492,
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+ "avg_last_100": 0.8643009686470031,
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+ "min_loss": 0.6416996717453003,
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+ "total_time": "4:04:58"
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+ }
ProGamerGov/run_002/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "guidance_embeds": false,
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+ "guidance_embeds_scale": 0.1,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
25
+ "timestep_scale": 1.0
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+ }
ProGamerGov/run_002/vae/config.json ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "AutoencoderDC",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "attention_head_dim": 32,
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+ "decoder_act_fns": "silu",
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+ "decoder_block_out_channels": [
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+ 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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+ "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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+ ],
23
+ "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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+ 3,
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+ 3,
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+ 3
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+ ],
33
+ "decoder_norm_types": "rms_norm",
34
+ "decoder_qkv_multiscales": [
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+ [],
36
+ [],
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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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+ 5
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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",
49
+ "encoder_block_out_channels": [
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+ 128,
51
+ 256,
52
+ 512,
53
+ 512,
54
+ 1024,
55
+ 1024
56
+ ],
57
+ "encoder_block_types": [
58
+ "ResBlock",
59
+ "ResBlock",
60
+ "ResBlock",
61
+ "EfficientViTBlock",
62
+ "EfficientViTBlock",
63
+ "EfficientViTBlock"
64
+ ],
65
+ "encoder_layers_per_block": [
66
+ 2,
67
+ 2,
68
+ 2,
69
+ 3,
70
+ 3,
71
+ 3
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+ ],
73
+ "encoder_out_shortcut": true,
74
+ "encoder_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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+ 5
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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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+ "in_channels": 3,
89
+ "latent_channels": 32,
90
+ "scaling_factor": 0.41407,
91
+ "upsample_block_type": "interpolate"
92
+ }
ProGamerGov/run_004/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_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,
8
+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "guidance_embeds": false,
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+ "guidance_embeds_scale": 0.1,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 32,
25
+ "timestep_scale": 1.0
26
+ }
ProGamerGov/run_004/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/run_004/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/run_004/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/run_004/training.log ADDED
@@ -0,0 +1,304 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-31 18:45:10
2
+ ==========================================================================================================================================================================
3
+ Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
4
+ --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
5
+ [18:45:10] Run directory: RESULTS/ProGamerGov/run_004
6
+ [18:45:10] cuDNN SDPA disabled -- Flash/math backend for bf16 compatibility
7
+ [18:45:10] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
8
+ [18:45:10] TAM: enabled=True, alpha=0.9, factor=0.5
9
+ [18:45:10] SAD: enabled=True, temperature=0.5
10
+ [18:45:10] Loading pretrained SANA components ...
11
+ [18:45:20] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
12
+ [18:45:20] Building dataset ...
13
+ [18:45:20] TAM initialised: 90000 samples tracked.
14
+ [18:45:20]
15
+ [18:45:20] ========================================================================
16
+ [18:45:20] Output dir = RESULTS/ProGamerGov/run_004
17
+ [18:45:20] Num examples = 90000
18
+ [18:45:20] Num epochs = 1
19
+ [18:45:20] Batch/device = 8
20
+ [18:45:20] Effective BS = 8
21
+ [18:45:20] Total optim steps = 10000
22
+ [18:45:20] LR = 0.0001
23
+ [18:45:20] Precision = bf16
24
+ [18:45:20] --- AGD Easy-to-Hard Curriculum ---
25
+ [18:45:20] AGD temperature = 0.1
26
+ [18:45:20] Curriculum steps = 5000
27
+ [18:45:20] Max timestep delta = 300
28
+ [18:45:20] --- TAM: Temporal Advantage Memory ---
29
+ [18:45:20] TAM enabled = True
30
+ [18:45:20] TAM alpha (EMA decay) = 0.9
31
+ [18:45:20] TAM factor (modulation)= 0.5
32
+ [18:45:20] TAM log every = 500 steps
33
+ [18:45:20] --- SAD: Spectral Advantage Decomposition ---
34
+ [18:45:20] SAD enabled = True
35
+ [18:45:20] SAD temperature = 0.5
36
+ [18:45:20] ========================================================================
37
+ [18:45:20]
38
+ 50 | 0 | 1.016140 | 1.016140 | 1.012220 | 1.012357 | 0.000137 | 1.0000 | 0.0000 | 3.00 | 1.00e-05 | 0:02:45 | 9:08:21
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+ 100 | 0 | 0.794977 | 0.905558 | 0.801788 | 0.799341 | -0.002447 | 1.0000 | 0.0000 | 6.00 | 2.00e-05 | 0:05:18 | 8:45:19
40
+ 150 | 0 | 0.840818 | 0.883978 | 0.849752 | 0.861840 | 0.012089 | 1.0000 | 0.0000 | 9.00 | 3.00e-05 | 0:07:51 | 8:36:08
41
+ 200 | 0 | 0.865114 | 0.879262 | 0.821392 | 0.830314 | 0.008921 | 1.0000 | 0.0000 | 12.00 | 4.00e-05 | 0:10:25 | 8:30:28
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+ 250 | 0 | 0.804179 | 0.864246 | 0.811040 | 0.809024 | -0.002017 | 1.0000 | 0.0000 | 15.00 | 5.00e-05 | 0:12:58 | 8:25:42
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+ 300 | 0 | 0.872167 | 0.865566 | 0.893798 | 0.886098 | -0.007700 | 1.0000 | 0.0000 | 18.00 | 6.00e-05 | 0:15:31 | 8:21:51
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+ 350 | 0 | 1.052897 | 0.892328 | 1.050282 | 1.042622 | -0.007660 | 1.0000 | 0.0000 | 21.00 | 7.00e-05 | 0:18:04 | 8:18:16
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+ 400 | 0 | 0.978479 | 0.903096 | 0.843073 | 0.929254 | 0.086181 | 1.0000 | 0.0000 | 24.00 | 8.00e-05 | 0:20:37 | 8:14:57
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+ 450 | 0 | 1.375047 | 0.955535 | 1.227234 | 1.073639 | -0.153596 | 1.0000 | 0.0000 | 27.00 | 9.00e-05 | 0:23:10 | 8:11:52
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+ 500 | 0 | 0.826133 | 0.942595 | 0.793624 | 0.741824 | -0.051800 | 1.0000 | 0.0000 | 30.00 | 1.00e-04 | 0:25:43 | 8:08:53
48
+ [19:10:54] [TAM stats @ step 500] mean=0.0000 std=0.0031 max=0.1524 min=-0.1056 visits=4000
49
+ 550 | 0 | 1.350143 | 0.979645 | 1.206432 | 1.323918 | 0.117486 | 1.0000 | -0.0000 | 33.00 | 1.00e-04 | 0:28:16 | 8:05:57
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+ 600 | 0 | 0.860503 | 0.969717 | 0.860529 | 0.836933 | -0.023596 | 1.0000 | -0.0000 | 36.00 | 1.00e-04 | 0:30:50 | 8:03:05
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+ 650 | 0 | 0.882082 | 0.962975 | 0.923355 | 0.916585 | -0.006771 | 1.0000 | -0.0000 | 39.00 | 1.00e-04 | 0:33:23 | 8:00:16
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+ 700 | 0 | 0.878307 | 0.956928 | 0.892782 | 0.889013 | -0.003769 | 1.0000 | -0.0000 | 42.00 | 1.00e-04 | 0:35:56 | 7:57:33
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+ 750 | 0 | 1.069121 | 0.964407 | 1.004908 | 1.018366 | 0.013458 | 1.0000 | -0.0000 | 45.00 | 1.00e-04 | 0:38:29 | 7:54:46
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+ 800 | 0 | 1.212899 | 0.979938 | 1.078763 | 1.117413 | 0.038650 | 1.0000 | -0.0000 | 48.00 | 1.00e-04 | 0:41:02 | 7:52:01
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+ 850 | 0 | 1.005854 | 0.981462 | 1.278800 | 1.035614 | -0.243187 | 1.0000 | -0.0000 | 51.00 | 1.00e-04 | 0:43:35 | 7:49:18
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+ 900 | 0 | 1.630986 | 1.017547 | 1.645627 | 1.423994 | -0.221633 | 1.0000 | 0.0000 | 54.00 | 1.00e-04 | 0:46:08 | 7:46:34
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+ 950 | 0 | 1.317169 | 1.033317 | 1.218706 | 1.261322 | 0.042616 | 1.0000 | 0.0000 | 57.00 | 1.00e-04 | 0:48:41 | 7:43:51
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+ 1000 | 0 | 1.393852 | 1.051343 | 1.009105 | 1.272253 | 0.263148 | 1.0000 | 0.0000 | 60.00 | 1.00e-04 | 0:51:14 | 7:41:10
59
+ [19:36:24] [TAM stats @ step 1000] mean=0.0000 std=0.0063 max=0.1524 min=-0.2021 visits=8000
60
+ [19:36:24] Generating 16 validation images ...
61
+ [19:37:17] Validation at step 1000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0001000.png
62
+ 1050 | 0 | 1.155725 | 1.056314 | 0.926350 | 0.981364 | 0.055014 | 1.0000 | 0.0001 | 63.00 | 1.00e-04 | 0:54:40 | 7:46:05
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+ 1100 | 0 | 0.842561 | 1.046598 | 0.902644 | 0.847169 | -0.055475 | 1.0000 | 0.0001 | 66.00 | 1.00e-04 | 0:57:13 | 7:43:03
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+ 1150 | 0 | 1.041290 | 1.046367 | 0.992848 | 1.016827 | 0.023979 | 1.0000 | 0.0001 | 69.00 | 1.00e-04 | 0:59:47 | 7:40:06
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+ 1200 | 0 | 1.026758 | 1.045550 | 0.962926 | 0.981175 | 0.018249 | 1.0000 | 0.0001 | 72.00 | 1.00e-04 | 1:02:20 | 7:37:11
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+ 1250 | 0 | 1.220108 | 1.052532 | 1.212310 | 1.169547 | -0.042763 | 1.0000 | 0.0001 | 75.00 | 1.00e-04 | 1:04:53 | 7:34:16
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+ 1300 | 0 | 0.879138 | 1.045863 | 0.931125 | 0.858712 | -0.072413 | 1.0000 | 0.0001 | 78.00 | 1.00e-04 | 1:07:26 | 7:31:22
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+ 1350 | 0 | 0.975051 | 1.043241 | 1.057154 | 1.022759 | -0.034396 | 1.0000 | 0.0001 | 81.00 | 1.00e-04 | 1:10:00 | 7:28:33
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+ 1400 | 0 | 1.737377 | 1.068031 | 1.486212 | 1.751012 | 0.264800 | 1.0000 | 0.0001 | 84.00 | 1.00e-04 | 1:12:33 | 7:25:44
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+ 1450 | 0 | 1.019683 | 1.066364 | 0.987376 | 0.997832 | 0.010456 | 1.0000 | 0.0001 | 87.00 | 1.00e-04 | 1:15:07 | 7:22:58
71
+ 1500 | 0 | 1.082037 | 1.066887 | 0.989229 | 1.092367 | 0.103138 | 1.0000 | 0.0002 | 90.00 | 1.00e-04 | 1:17:41 | 7:20:15
72
+ [20:02:51] [TAM stats @ step 1500] mean=0.0002 std=0.0082 max=0.1926 min=-0.2021 visits=12000
73
+ 1550 | 0 | 1.252706 | 1.072881 | 1.185291 | 1.153963 | -0.031328 | 1.0000 | 0.0002 | 93.00 | 1.00e-04 | 1:20:15 | 7:17:30
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+ 1600 | 0 | 1.093069 | 1.073512 | 1.129278 | 1.056041 | -0.073238 | 1.0000 | 0.0002 | 96.00 | 1.00e-04 | 1:22:48 | 7:14:45
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+ 1650 | 0 | 0.928717 | 1.069124 | 0.945617 | 0.895807 | -0.049810 | 1.0000 | 0.0002 | 99.00 | 1.00e-04 | 1:25:22 | 7:12:02
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+ 1700 | 0 | 1.102786 | 1.070114 | 0.936544 | 0.958934 | 0.022391 | 1.0000 | 0.0002 | 102.00 | 1.00e-04 | 1:27:56 | 7:09:21
77
+ 1750 | 0 | 1.059137 | 1.069800 | 1.055182 | 1.013080 | -0.042103 | 1.0000 | 0.0002 | 105.00 | 1.00e-04 | 1:30:30 | 7:06:38
78
+ 1800 | 0 | 1.093814 | 1.070467 | 1.060469 | 1.092114 | 0.031645 | 1.0000 | 0.0003 | 108.00 | 1.00e-04 | 1:33:03 | 7:03:56
79
+ 1850 | 0 | 1.399288 | 1.079354 | 1.244474 | 1.311427 | 0.066953 | 1.0000 | 0.0002 | 111.00 | 1.00e-04 | 1:35:36 | 7:01:13
80
+ 1900 | 0 | 1.159840 | 1.081472 | 1.069605 | 1.102692 | 0.033087 | 1.0000 | 0.0002 | 114.00 | 1.00e-04 | 1:38:09 | 6:58:29
81
+ 1950 | 0 | 1.210734 | 1.084787 | 1.025864 | 1.083631 | 0.057768 | 1.0000 | 0.0002 | 117.00 | 1.00e-04 | 1:40:43 | 6:55:49
82
+ 2000 | 0 | 1.118208 | 1.085622 | 1.143384 | 1.018637 | -0.124747 | 1.0000 | 0.0002 | 120.00 | 1.00e-04 | 1:43:17 | 6:53:08
83
+ [20:28:27] [TAM stats @ step 2000] mean=0.0002 std=0.0102 max=0.1926 min=-0.2021 visits=16000
84
+ [20:28:43] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-2000
85
+ [20:28:43] Generating 16 validation images ...
86
+ [20:29:36] Validation at step 2000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0002000.png
87
+ 2050 | 0 | 1.314066 | 1.091194 | 1.098009 | 1.292563 | 0.194555 | 1.0000 | 0.0002 | 123.00 | 1.00e-04 | 1:47:00 | 6:54:59
88
+ 2100 | 0 | 1.101718 | 1.091445 | 1.078625 | 1.045690 | -0.032935 | 1.0000 | 0.0002 | 126.00 | 1.00e-04 | 1:49:33 | 6:52:10
89
+ 2150 | 0 | 1.040350 | 1.090256 | 1.060474 | 0.951341 | -0.109133 | 1.0000 | 0.0002 | 129.00 | 1.00e-04 | 1:52:07 | 6:49:22
90
+ 2200 | 0 | 0.966908 | 1.087453 | 0.903943 | 0.843386 | -0.060557 | 1.0000 | 0.0002 | 132.00 | 1.00e-04 | 1:54:41 | 6:46:37
91
+ 2250 | 0 | 1.076354 | 1.087206 | 0.918446 | 0.920977 | 0.002531 | 1.0000 | 0.0002 | 135.00 | 1.00e-04 | 1:57:14 | 6:43:50
92
+ 2300 | 0 | 1.071694 | 1.086869 | 0.980242 | 1.002548 | 0.022305 | 1.0000 | 0.0002 | 138.00 | 1.00e-04 | 1:59:48 | 6:41:04
93
+ 2350 | 0 | 1.213809 | 1.089570 | 1.038257 | 1.136678 | 0.098422 | 1.0000 | 0.0002 | 141.00 | 1.00e-04 | 2:02:21 | 6:38:18
94
+ 2400 | 0 | 1.353059 | 1.095059 | 1.135471 | 1.154840 | 0.019370 | 1.0000 | 0.0002 | 144.00 | 1.00e-04 | 2:04:54 | 6:35:33
95
+ 2450 | 0 | 1.110201 | 1.095368 | 1.062307 | 1.080070 | 0.017762 | 1.0000 | 0.0002 | 147.00 | 1.00e-04 | 2:07:27 | 6:32:48
96
+ 2500 | 0 | 1.157933 | 1.096620 | 1.151508 | 1.074868 | -0.076639 | 1.0000 | 0.0002 | 150.00 | 1.00e-04 | 2:10:01 | 6:30:04
97
+ [20:55:11] [TAM stats @ step 2500] mean=0.0002 std=0.0117 max=0.1926 min=-0.2021 visits=20000
98
+ 2550 | 0 | 1.249486 | 1.099617 | 1.055379 | 1.099092 | 0.043713 | 1.0000 | 0.0002 | 153.00 | 1.00e-04 | 2:12:34 | 6:27:20
99
+ 2600 | 0 | 1.011942 | 1.097931 | 1.022776 | 0.939503 | -0.083273 | 1.0000 | 0.0002 | 156.00 | 1.00e-04 | 2:15:08 | 6:24:37
100
+ 2650 | 0 | 1.193133 | 1.099727 | 1.065780 | 1.122096 | 0.056316 | 1.0000 | 0.0003 | 159.00 | 1.00e-04 | 2:17:41 | 6:21:54
101
+ 2700 | 0 | 1.018022 | 1.098214 | 1.037772 | 1.030825 | -0.006947 | 1.0000 | 0.0003 | 162.00 | 1.00e-04 | 2:20:15 | 6:19:12
102
+ 2750 | 0 | 1.167125 | 1.099467 | 1.029371 | 1.047403 | 0.018032 | 1.0000 | 0.0003 | 165.00 | 1.00e-04 | 2:22:48 | 6:16:29
103
+ 2800 | 0 | 1.025882 | 1.098153 | 1.035968 | 0.981480 | -0.054488 | 1.0000 | 0.0003 | 168.00 | 1.00e-04 | 2:25:21 | 6:13:47
104
+ 2850 | 0 | 1.053601 | 1.097372 | 1.058679 | 1.026530 | -0.032149 | 1.0000 | 0.0002 | 171.00 | 1.00e-04 | 2:27:55 | 6:11:06
105
+ 2900 | 0 | 1.337456 | 1.101511 | 1.149184 | 1.162694 | 0.013510 | 1.0000 | 0.0002 | 174.00 | 1.00e-04 | 2:30:28 | 6:08:24
106
+ 2950 | 0 | 1.173236 | 1.102727 | 1.122607 | 1.112445 | -0.010161 | 1.0000 | 0.0002 | 177.00 | 1.00e-04 | 2:33:02 | 6:05:43
107
+ 3000 | 0 | 0.991411 | 1.100871 | 1.037320 | 0.982702 | -0.054619 | 1.0000 | 0.0002 | 180.00 | 1.00e-04 | 2:35:35 | 6:03:03
108
+ [21:20:45] [TAM stats @ step 3000] mean=0.0002 std=0.0129 max=0.1926 min=-0.2021 visits=24000
109
+ [21:20:45] Generating 16 validation images ...
110
+ [21:21:41] Validation at step 3000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0003000.png
111
+ 3050 | 0 | 1.054793 | 1.100116 | 1.034428 | 1.032110 | -0.002318 | 1.0000 | 0.0002 | 183.00 | 1.00e-04 | 2:39:05 | 6:02:30
112
+ 3100 | 0 | 1.013273 | 1.098715 | 0.938405 | 0.912958 | -0.025448 | 1.0000 | 0.0002 | 186.00 | 1.00e-04 | 2:41:38 | 5:59:47
113
+ 3150 | 0 | 1.030430 | 1.097631 | 1.047862 | 1.025103 | -0.022759 | 1.0000 | 0.0001 | 189.00 | 1.00e-04 | 2:44:12 | 5:57:05
114
+ 3200 | 0 | 1.184648 | 1.098991 | 0.947254 | 1.104500 | 0.157246 | 1.0000 | 0.0001 | 192.00 | 1.00e-04 | 2:46:46 | 5:54:23
115
+ 3250 | 0 | 1.070615 | 1.098554 | 1.100796 | 1.042228 | -0.058568 | 1.0000 | 0.0001 | 195.00 | 1.00e-04 | 2:49:20 | 5:51:41
116
+ 3300 | 0 | 1.842279 | 1.109823 | 1.184527 | 1.593062 | 0.408534 | 1.0000 | 0.0001 | 198.00 | 1.00e-04 | 2:51:53 | 5:49:00
117
+ 3350 | 0 | 1.349835 | 1.113405 | 1.360905 | 1.227033 | -0.133872 | 1.0000 | 0.0001 | 201.00 | 1.00e-04 | 2:54:27 | 5:46:19
118
+ 3400 | 0 | 1.167628 | 1.114203 | 1.014250 | 1.005603 | -0.008647 | 1.0000 | 0.0001 | 204.00 | 1.00e-04 | 2:57:01 | 5:43:38
119
+ 3450 | 0 | 0.905237 | 1.111174 | 1.045699 | 0.954011 | -0.091688 | 1.0000 | 0.0000 | 207.00 | 1.00e-04 | 2:59:35 | 5:40:58
120
+ 3500 | 0 | 1.032932 | 1.110056 | 1.106713 | 0.912268 | -0.194445 | 1.0000 | 0.0000 | 210.00 | 1.00e-04 | 3:02:09 | 5:38:17
121
+ [21:47:19] [TAM stats @ step 3500] mean=0.0000 std=0.0142 max=0.1926 min=-0.2021 visits=28000
122
+ 3550 | 0 | 1.129355 | 1.110328 | 1.084661 | 1.109929 | 0.025269 | 1.0000 | 0.0000 | 213.00 | 1.00e-04 | 3:04:43 | 5:35:37
123
+ 3600 | 0 | 1.387876 | 1.114183 | 1.117493 | 1.234371 | 0.116878 | 1.0000 | -0.0000 | 216.00 | 1.00e-04 | 3:07:17 | 5:32:57
124
+ 3650 | 0 | 1.169970 | 1.114947 | 1.067906 | 1.102271 | 0.034366 | 1.0000 | 0.0000 | 219.00 | 1.00e-04 | 3:09:51 | 5:30:17
125
+ 3700 | 0 | 1.494815 | 1.120081 | 1.037554 | 1.275062 | 0.237508 | 1.0000 | 0.0000 | 222.00 | 1.00e-04 | 3:12:25 | 5:27:37
126
+ 3750 | 0 | 1.171605 | 1.120768 | 0.938230 | 1.000234 | 0.062005 | 1.0000 | 0.0001 | 225.00 | 1.00e-04 | 3:14:59 | 5:24:58
127
+ 3800 | 0 | 1.030080 | 1.119574 | 1.021956 | 0.998094 | -0.023862 | 1.0000 | 0.0000 | 228.00 | 1.00e-04 | 3:17:32 | 5:22:19
128
+ 3850 | 0 | 1.241332 | 1.121156 | 1.298240 | 1.114550 | -0.183690 | 1.0000 | 0.0000 | 231.00 | 1.00e-04 | 3:20:07 | 5:19:40
129
+ 3900 | 0 | 0.986640 | 1.119431 | 0.973313 | 0.980740 | 0.007427 | 1.0000 | 0.0000 | 234.00 | 1.00e-04 | 3:22:41 | 5:17:02
130
+ 3950 | 0 | 1.110965 | 1.119324 | 0.902340 | 0.899972 | -0.002368 | 1.0000 | 0.0000 | 237.00 | 1.00e-04 | 3:25:16 | 5:14:23
131
+ 4000 | 0 | 1.048153 | 1.118434 | 0.847235 | 0.945616 | 0.098381 | 1.0000 | -0.0000 | 240.00 | 1.00e-04 | 3:27:50 | 5:11:45
132
+ [22:13:00] [TAM stats @ step 4000] mean=-0.0000 std=0.0156 max=0.2528 min=-0.2021 visits=32000
133
+ [22:13:17] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-4000
134
+ [22:13:17] Generating 16 validation images ...
135
+ [22:14:10] Validation at step 4000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0004000.png
136
+ 4050 | 0 | 1.284204 | 1.120481 | 1.026400 | 1.220402 | 0.194001 | 1.0000 | 0.0000 | 243.00 | 1.00e-04 | 3:31:35 | 5:10:51
137
+ 4100 | 0 | 1.162483 | 1.120993 | 0.999449 | 1.049521 | 0.050072 | 1.0000 | 0.0000 | 246.00 | 1.00e-04 | 3:34:09 | 5:08:11
138
+ 4150 | 0 | 1.183949 | 1.121752 | 0.971112 | 0.997637 | 0.026525 | 1.0000 | 0.0000 | 249.00 | 1.00e-04 | 3:36:44 | 5:05:31
139
+ 4200 | 0 | 0.988764 | 1.120168 | 0.963068 | 0.976491 | 0.013423 | 1.0000 | 0.0000 | 252.00 | 1.00e-04 | 3:39:18 | 5:02:50
140
+ 4250 | 0 | 1.000813 | 1.118764 | 0.943877 | 0.918350 | -0.025527 | 1.0000 | -0.0000 | 255.00 | 1.00e-04 | 3:41:52 | 5:00:11
141
+ 4300 | 0 | 1.016378 | 1.117574 | 0.990150 | 0.931099 | -0.059052 | 1.0000 | -0.0000 | 258.00 | 1.00e-04 | 3:44:27 | 4:57:31
142
+ 4350 | 0 | 1.098935 | 1.117359 | 1.112279 | 1.079019 | -0.033260 | 1.0000 | -0.0000 | 261.00 | 1.00e-04 | 3:47:01 | 4:54:51
143
+ 4400 | 0 | 1.063390 | 1.116746 | 1.062753 | 0.986851 | -0.075902 | 1.0000 | -0.0000 | 264.00 | 1.00e-04 | 3:49:34 | 4:52:11
144
+ 4450 | 0 | 1.030867 | 1.115781 | 1.042099 | 0.951609 | -0.090490 | 1.0000 | -0.0000 | 267.00 | 1.00e-04 | 3:52:08 | 4:49:32
145
+ 4500 | 0 | 1.094194 | 1.115541 | 1.108047 | 0.998152 | -0.109895 | 1.0000 | -0.0000 | 270.00 | 1.00e-04 | 3:54:42 | 4:46:52
146
+ [22:39:52] [TAM stats @ step 4500] mean=-0.0000 std=0.0164 max=0.3012 min=-0.2021 visits=36000
147
+ 4550 | 0 | 1.094556 | 1.115311 | 1.043203 | 0.956024 | -0.087179 | 1.0000 | -0.0000 | 273.00 | 1.00e-04 | 3:57:16 | 4:44:12
148
+ 4600 | 0 | 1.190617 | 1.116129 | 1.055065 | 1.003755 | -0.051310 | 1.0000 | -0.0000 | 276.00 | 1.00e-04 | 3:59:50 | 4:41:33
149
+ 4650 | 0 | 0.932163 | 1.114151 | 0.993675 | 1.006743 | 0.013068 | 1.0000 | -0.0001 | 279.00 | 1.00e-04 | 4:02:25 | 4:38:54
150
+ 4700 | 0 | 1.168833 | 1.114733 | 1.120143 | 1.074111 | -0.046033 | 1.0000 | -0.0001 | 282.00 | 1.00e-04 | 4:04:59 | 4:36:15
151
+ 4750 | 0 | 1.049136 | 1.114042 | 1.004049 | 0.913459 | -0.090591 | 1.0000 | -0.0001 | 285.00 | 1.00e-04 | 4:07:33 | 4:33:36
152
+ 4800 | 0 | 1.112530 | 1.114027 | 1.082875 | 1.017309 | -0.065566 | 1.0000 | -0.0001 | 288.00 | 1.00e-04 | 4:10:07 | 4:30:58
153
+ 4850 | 0 | 1.097698 | 1.113858 | 0.957355 | 1.020107 | 0.062753 | 1.0000 | -0.0001 | 291.00 | 1.00e-04 | 4:12:41 | 4:28:19
154
+ 4900 | 0 | 1.041608 | 1.113121 | 0.959618 | 0.946587 | -0.013031 | 1.0000 | -0.0001 | 294.00 | 1.00e-04 | 4:15:15 | 4:25:40
155
+ 4950 | 0 | 1.269449 | 1.114700 | 1.030256 | 1.021591 | -0.008665 | 1.0000 | -0.0002 | 297.00 | 1.00e-04 | 4:17:49 | 4:23:01
156
+ 5000 | 0 | 0.987292 | 1.113426 | 0.980691 | 0.898234 | -0.082457 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:20:23 | 4:20:23
157
+ [23:05:33] [TAM stats @ step 5000] mean=-0.0002 std=0.0170 max=0.3012 min=-0.2021 visits=40000
158
+ [23:05:33] Generating 16 validation images ...
159
+ [23:06:26] Validation at step 5000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0005000.png
160
+ 5050 | 0 | 1.080894 | 1.114074 | 1.029614 | 1.035191 | 0.005577 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:23:50 | 4:18:36
161
+ 5100 | 0 | 0.887884 | 1.115003 | 0.895687 | 0.869281 | -0.026406 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:26:24 | 4:15:57
162
+ 5150 | 0 | 1.090003 | 1.117494 | 1.030185 | 1.019377 | -0.010808 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:28:58 | 4:13:18
163
+ 5200 | 0 | 1.026139 | 1.119105 | 0.967700 | 0.979526 | 0.011826 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:31:32 | 4:10:39
164
+ 5250 | 0 | 1.085221 | 1.121915 | 1.019807 | 0.984291 | -0.035517 | 1.0000 | -0.0002 | 300.00 | 1.00e-04 | 4:34:06 | 4:08:00
165
+ 5300 | 0 | 1.359759 | 1.126791 | 1.221840 | 1.199896 | -0.021944 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 4:36:41 | 4:05:21
166
+ 5350 | 0 | 1.083743 | 1.127099 | 1.222954 | 1.081674 | -0.141281 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 4:39:15 | 4:02:43
167
+ 5400 | 0 | 1.213292 | 1.129448 | 1.155857 | 1.085803 | -0.070054 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 4:41:49 | 4:00:04
168
+ 5450 | 0 | 0.900410 | 1.124701 | 1.000757 | 0.883589 | -0.117168 | 1.0000 | -0.0003 | 300.00 | 1.00e-04 | 4:44:24 | 3:57:26
169
+ 5500 | 0 | 1.190953 | 1.128349 | 0.999893 | 1.112425 | 0.112532 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:46:58 | 3:54:47
170
+ [23:32:08] [TAM stats @ step 5500] mean=-0.0004 std=0.0176 max=0.3012 min=-0.2021 visits=44000
171
+ 5550 | 0 | 1.077138 | 1.125619 | 1.039292 | 0.968317 | -0.070975 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:49:32 | 3:52:09
172
+ 5600 | 0 | 0.907296 | 1.126087 | 0.949505 | 0.910205 | -0.039300 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:52:06 | 3:49:31
173
+ 5650 | 0 | 1.278223 | 1.130049 | 0.997296 | 1.040346 | 0.043049 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:54:41 | 3:46:52
174
+ 5700 | 0 | 0.927389 | 1.130540 | 1.008714 | 0.881775 | -0.126939 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:57:15 | 3:44:14
175
+ 5750 | 0 | 0.937418 | 1.129223 | 0.974030 | 0.949198 | -0.024831 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 4:59:49 | 3:41:36
176
+ 5800 | 0 | 0.908446 | 1.126178 | 0.917515 | 0.927413 | 0.009897 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 5:02:24 | 3:38:58
177
+ 5850 | 0 | 0.869016 | 1.124810 | 0.914096 | 0.883167 | -0.030930 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 5:04:58 | 3:36:20
178
+ 5900 | 0 | 1.004771 | 1.118547 | 1.071846 | 1.025572 | -0.046273 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 5:07:32 | 3:33:42
179
+ 5950 | 0 | 1.012031 | 1.115496 | 0.975453 | 0.962554 | -0.012899 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 5:10:06 | 3:31:05
180
+ 6000 | 0 | 0.933455 | 1.110892 | 0.928573 | 0.926566 | -0.002007 | 1.0000 | -0.0004 | 300.00 | 1.00e-04 | 5:12:41 | 3:28:27
181
+ [23:57:51] [TAM stats @ step 6000] mean=-0.0004 std=0.0179 max=0.3012 min=-0.2021 visits=48000
182
+ [23:58:12] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-6000
183
+ [23:58:14] Removed old checkpoint: checkpoint-2000
184
+ [23:58:14] Generating 16 validation images ...
185
+ [23:59:07] Validation at step 6000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0006000.png
186
+ 6050 | 0 | 0.979855 | 1.109133 | 0.893693 | 0.920076 | 0.026383 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:16:31 | 3:26:39
187
+ 6100 | 0 | 0.981277 | 1.110521 | 1.048267 | 0.950897 | -0.097369 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:19:05 | 3:24:00
188
+ 6150 | 0 | 0.982704 | 1.109935 | 1.000224 | 0.963337 | -0.036887 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:21:39 | 3:21:21
189
+ 6200 | 0 | 1.078379 | 1.110451 | 1.026297 | 1.026566 | 0.000269 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:24:13 | 3:18:42
190
+ 6250 | 0 | 0.996140 | 1.108211 | 0.980506 | 0.976900 | -0.003606 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:26:47 | 3:16:04
191
+ 6300 | 0 | 1.082812 | 1.110248 | 1.060500 | 1.025915 | -0.034585 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:29:21 | 3:13:25
192
+ 6350 | 0 | 1.171032 | 1.112208 | 1.049595 | 1.061936 | 0.012340 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:31:55 | 3:10:47
193
+ 6400 | 0 | 0.889549 | 1.103730 | 0.878231 | 0.853112 | -0.025119 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:34:29 | 3:08:09
194
+ 6450 | 0 | 0.898337 | 1.102516 | 0.876209 | 0.896590 | 0.020381 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:37:03 | 3:05:30
195
+ 6500 | 0 | 0.892965 | 1.100625 | 0.841301 | 0.827111 | -0.014190 | 1.0000 | -0.0005 | 300.00 | 1.00e-04 | 5:39:38 | 3:02:52
196
+ [00:24:48] [TAM stats @ step 6500] mean=-0.0005 std=0.0182 max=0.3012 min=-0.2021 visits=52000
197
+ 6550 | 0 | 1.080734 | 1.098906 | 0.970315 | 1.006694 | 0.036379 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:42:12 | 3:00:14
198
+ 6600 | 0 | 0.910409 | 1.097079 | 0.950584 | 0.927501 | -0.023083 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:44:46 | 2:57:36
199
+ 6650 | 0 | 1.316334 | 1.100955 | 0.993721 | 0.981296 | -0.012425 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:47:20 | 2:54:58
200
+ 6700 | 0 | 0.914859 | 1.099076 | 0.876236 | 0.856329 | -0.019907 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:49:55 | 2:52:20
201
+ 6750 | 0 | 1.062320 | 1.099108 | 0.938694 | 1.000617 | 0.061923 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:52:28 | 2:49:42
202
+ 6800 | 0 | 1.020489 | 1.098375 | 0.875298 | 0.950677 | 0.075379 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:55:03 | 2:47:05
203
+ 6850 | 0 | 1.080279 | 1.095184 | 1.070117 | 0.964616 | -0.105501 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 5:57:37 | 2:44:27
204
+ 6900 | 0 | 0.914641 | 1.092732 | 1.024842 | 0.909266 | -0.115575 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 6:00:11 | 2:41:49
205
+ 6950 | 0 | 0.925931 | 1.089884 | 0.850758 | 0.840177 | -0.010581 | 1.0000 | -0.0006 | 300.00 | 1.00e-04 | 6:02:45 | 2:39:11
206
+ 7000 | 0 | 0.997634 | 1.088679 | 0.895545 | 0.946183 | 0.050638 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:05:19 | 2:36:34
207
+ [00:50:29] [TAM stats @ step 7000] mean=-0.0007 std=0.0185 max=0.3012 min=-0.2021 visits=56000
208
+ [00:50:29] Generating 16 validation images ...
209
+ [00:51:24] Validation at step 7000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0007000.png
210
+ 7050 | 0 | 0.953986 | 1.085078 | 0.926944 | 0.913945 | -0.012999 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:08:48 | 2:34:19
211
+ 7100 | 0 | 0.858336 | 1.082644 | 0.917407 | 0.880620 | -0.036787 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:11:22 | 2:31:41
212
+ 7150 | 0 | 1.005167 | 1.082292 | 0.949367 | 0.978312 | 0.028945 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:13:56 | 2:29:03
213
+ 7200 | 0 | 1.143301 | 1.084056 | 0.985504 | 0.940771 | -0.044733 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:16:30 | 2:26:25
214
+ 7250 | 0 | 0.850319 | 1.081796 | 0.973168 | 0.902561 | -0.070606 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:19:04 | 2:23:47
215
+ 7300 | 0 | 1.140791 | 1.082487 | 1.091368 | 1.084110 | -0.007258 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:21:38 | 2:21:09
216
+ 7350 | 0 | 1.106469 | 1.081413 | 0.942774 | 1.012382 | 0.069608 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:24:13 | 2:18:31
217
+ 7400 | 0 | 1.184399 | 1.079727 | 1.020232 | 1.027298 | 0.007066 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:26:47 | 2:15:53
218
+ 7450 | 0 | 0.792783 | 1.076553 | 0.933136 | 0.775573 | -0.157564 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:29:20 | 2:13:16
219
+ 7500 | 0 | 0.908144 | 1.074055 | 0.909870 | 0.884002 | -0.025868 | 1.0000 | -0.0007 | 300.00 | 1.00e-04 | 6:31:54 | 2:10:38
220
+ [01:17:05] [TAM stats @ step 7500] mean=-0.0007 std=0.0187 max=0.3012 min=-0.2021 visits=60000
221
+ 7550 | 0 | 0.975306 | 1.071313 | 0.984419 | 0.945616 | -0.038803 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:34:28 | 2:08:00
222
+ 7600 | 0 | 0.815669 | 1.069350 | 0.858608 | 0.794645 | -0.063963 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:37:02 | 2:05:22
223
+ 7650 | 0 | 0.952039 | 1.066939 | 0.987165 | 0.902999 | -0.084167 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:39:36 | 2:02:45
224
+ 7700 | 0 | 0.941713 | 1.066176 | 0.978841 | 0.972951 | -0.005890 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:42:09 | 2:00:07
225
+ 7750 | 0 | 0.961871 | 1.064124 | 0.972799 | 0.913290 | -0.059509 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:44:43 | 1:57:30
226
+ 7800 | 0 | 1.203262 | 1.065897 | 1.102811 | 1.071817 | -0.030994 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:47:16 | 1:54:52
227
+ 7850 | 0 | 0.946672 | 1.064828 | 0.958434 | 0.936996 | -0.021438 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:49:50 | 1:52:15
228
+ 7900 | 0 | 0.962922 | 1.061083 | 0.945655 | 0.933234 | -0.012421 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:52:24 | 1:49:37
229
+ 7950 | 0 | 1.028974 | 1.059640 | 1.087365 | 1.035520 | -0.051844 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:54:58 | 1:47:00
230
+ 8000 | 0 | 0.849842 | 1.058224 | 0.885289 | 0.854181 | -0.031108 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 6:57:32 | 1:44:23
231
+ [01:42:42] [TAM stats @ step 8000] mean=-0.0008 std=0.0190 max=0.3012 min=-0.2021 visits=64000
232
+ [01:43:01] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-8000
233
+ [01:43:04] Removed old checkpoint: checkpoint-4000
234
+ [01:43:04] Generating 16 validation images ...
235
+ [01:43:57] Validation at step 8000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0008000.png
236
+ 8050 | 0 | 0.864183 | 1.056318 | 0.893143 | 0.844590 | -0.048553 | 1.0000 | -0.0008 | 300.00 | 1.00e-04 | 7:01:21 | 1:42:04
237
+ 8100 | 0 | 0.914667 | 1.055332 | 0.889797 | 0.912624 | 0.022827 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:03:55 | 1:39:26
238
+ 8150 | 0 | 0.871580 | 1.053744 | 0.951014 | 0.909986 | -0.041028 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:06:28 | 1:36:48
239
+ 8200 | 0 | 0.853095 | 1.050428 | 1.025842 | 0.913704 | -0.112138 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:09:02 | 1:34:10
240
+ 8250 | 0 | 0.881109 | 1.048533 | 0.914507 | 0.886458 | -0.028049 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:11:36 | 1:31:33
241
+ 8300 | 0 | 1.058456 | 1.040695 | 0.988970 | 0.968273 | -0.020697 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:14:10 | 1:28:55
242
+ 8350 | 0 | 0.813007 | 1.035327 | 0.851426 | 0.778988 | -0.072439 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:16:44 | 1:26:18
243
+ 8400 | 0 | 0.925267 | 1.032903 | 0.944294 | 0.926835 | -0.017459 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:19:18 | 1:23:40
244
+ 8450 | 0 | 0.865951 | 1.032510 | 0.896662 | 0.812893 | -0.083769 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:21:52 | 1:21:03
245
+ 8500 | 0 | 0.911336 | 1.031294 | 0.842785 | 0.842084 | -0.000701 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:24:26 | 1:18:25
246
+ [02:09:36] [TAM stats @ step 8500] mean=-0.0009 std=0.0192 max=0.3012 min=-0.2021 visits=68000
247
+ 8550 | 0 | 1.046813 | 1.030469 | 0.988886 | 0.975836 | -0.013050 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:27:00 | 1:15:48
248
+ 8600 | 0 | 1.063433 | 1.027224 | 0.981801 | 1.015038 | 0.033236 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:29:34 | 1:13:11
249
+ 8650 | 0 | 0.971538 | 1.025240 | 0.970525 | 0.967336 | -0.003189 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:32:08 | 1:10:33
250
+ 8700 | 0 | 0.911064 | 1.019403 | 1.013369 | 0.974559 | -0.038810 | 1.0000 | -0.0009 | 300.00 | 1.00e-04 | 7:34:41 | 1:07:56
251
+ 8750 | 0 | 1.291474 | 1.020601 | 1.108170 | 1.175898 | 0.067728 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:37:16 | 1:05:19
252
+ 8800 | 0 | 1.066215 | 1.020963 | 1.063767 | 1.037819 | -0.025948 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:39:51 | 1:02:42
253
+ 8850 | 0 | 1.156842 | 1.020118 | 0.934006 | 0.963926 | 0.029920 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:42:25 | 1:00:05
254
+ 8900 | 0 | 0.826083 | 1.018512 | 1.036430 | 0.846443 | -0.189988 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:45:00 | 0:57:28
255
+ 8950 | 0 | 1.138510 | 1.018788 | 1.065467 | 1.086522 | 0.021055 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:47:34 | 0:54:51
256
+ 9000 | 0 | 1.160521 | 1.019911 | 1.114145 | 1.105253 | -0.008892 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:50:09 | 0:52:14
257
+ [02:35:19] [TAM stats @ step 9000] mean=-0.0010 std=0.0197 max=0.3012 min=-0.2021 visits=72000
258
+ [02:35:19] Generating 16 validation images ...
259
+ [02:36:13] Validation at step 9000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0009000.png
260
+ 9050 | 0 | 1.068956 | 1.017759 | 1.038695 | 0.914777 | -0.123918 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:53:37 | 0:49:43
261
+ 9100 | 0 | 1.014394 | 1.016278 | 0.881010 | 0.972035 | 0.091025 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:56:12 | 0:47:05
262
+ 9150 | 0 | 1.101544 | 1.015454 | 1.088291 | 1.022196 | -0.066095 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 7:58:46 | 0:44:28
263
+ 9200 | 0 | 0.889318 | 1.014459 | 0.942194 | 0.874533 | -0.067661 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 8:01:20 | 0:41:51
264
+ 9250 | 0 | 0.922980 | 1.013681 | 1.008694 | 0.917469 | -0.091225 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 8:03:54 | 0:39:14
265
+ 9300 | 0 | 1.041530 | 1.013933 | 1.042479 | 1.002532 | -0.039947 | 1.0000 | -0.0010 | 300.00 | 1.00e-04 | 8:06:29 | 0:36:37
266
+ 9350 | 0 | 1.179912 | 1.014742 | 0.984929 | 1.061824 | 0.076895 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:09:03 | 0:33:59
267
+ 9400 | 0 | 1.158814 | 1.015697 | 0.908457 | 0.992917 | 0.084460 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:11:38 | 0:31:22
268
+ 9450 | 0 | 1.142191 | 1.016810 | 0.881454 | 1.032851 | 0.151397 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:14:12 | 0:28:45
269
+ 9500 | 0 | 1.139521 | 1.017263 | 1.048766 | 1.029471 | -0.019295 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:16:47 | 0:26:08
270
+ [03:01:57] [TAM stats @ step 9500] mean=-0.0011 std=0.0206 max=0.3012 min=-0.2192 visits=76000
271
+ 9550 | 0 | 1.193485 | 1.018252 | 1.027035 | 1.125128 | 0.098093 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:19:21 | 0:23:31
272
+ 9600 | 0 | 1.103651 | 1.017383 | 1.011700 | 0.956655 | -0.055045 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:21:55 | 0:20:54
273
+ 9650 | 0 | 1.184349 | 1.019905 | 0.810409 | 0.923814 | 0.113405 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:24:30 | 0:18:17
274
+ 9700 | 0 | 1.006713 | 1.018283 | 1.017426 | 0.955118 | -0.062308 | 1.0000 | -0.0011 | 300.00 | 1.00e-04 | 8:27:04 | 0:15:40
275
+ 9750 | 0 | 1.085927 | 1.018651 | 1.106487 | 0.992003 | -0.114484 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:29:38 | 0:13:04
276
+ 9800 | 0 | 0.905777 | 1.016584 | 1.018568 | 0.897553 | -0.121015 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:32:13 | 0:10:27
277
+ 9850 | 0 | 0.795187 | 1.013559 | 1.032786 | 0.841280 | -0.191506 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:34:48 | 0:07:50
278
+ 9900 | 0 | 1.093035 | 1.014073 | 1.006533 | 0.931401 | -0.075131 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:37:22 | 0:05:13
279
+ 9950 | 0 | 0.964853 | 1.011027 | 1.055527 | 0.940359 | -0.115168 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:39:57 | 0:02:36
280
+ 10000 | 0 | 0.886852 | 1.010023 | 0.937730 | 0.837071 | -0.100659 | 1.0000 | -0.0012 | 300.00 | 1.00e-04 | 8:42:32 | 0:00:00
281
+ [03:27:42] [TAM stats @ step 10000] mean=-0.0012 std=0.0214 max=0.3012 min=-0.2192 visits=80000
282
+ [03:28:05] Saved checkpoint -> RESULTS/ProGamerGov/run_004/checkpoint-10000
283
+ [03:28:08] Removed old checkpoint: checkpoint-6000
284
+ [03:28:08] Generating 16 validation images ...
285
+ [03:29:01] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0010000.png
286
+ [03:29:01] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 1.070003 ---
287
+ [03:29:01] Saving final model ...
288
+ [03:29:17] Pipeline saved -> RESULTS/ProGamerGov/run_004
289
+ [03:29:17] TAM scores saved -> RESULTS/ProGamerGov/run_004/tam_final.pt
290
+ [03:29:17] Final TAM stats: {'mean_score': -0.0012280810624361038, 'std_score': 0.021360956132411957, 'max_score': 0.3012397289276123, 'min_score': -0.21922336518764496, 'total_visits': 80000}
291
+ [03:29:17] Generating final validation collage ...
292
+ [03:29:17] Generating 16 validation images ...
293
+ [03:30:10] Validation at step 10000: 16 images -> RESULTS/ProGamerGov/run_004/validation/collage_step_0010000.png
294
+ [03:30:11]
295
+ [03:30:11] ============================================================
296
+ [03:30:11] TRAINING SUMMARY
297
+ [03:30:11] ============================================================
298
+ [03:30:11] Total steps : 200
299
+ [03:30:11] Final loss : 0.886852
300
+ [03:30:11] Avg last 100 : 1.010023
301
+ [03:30:11] Min loss : 0.792783
302
+ [03:30:11] Total time : 8:45:00
303
+ [03:30:11] Output : RESULTS/ProGamerGov/run_004
304
+ [03:30:11] ============================================================
ProGamerGov/run_004/training_args.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_1024px_diffusers",
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+ "revision": null,
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+ "data_dir": "../data/ProGamerGov",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 1024,
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+ "train_batch_size": 8,
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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": false,
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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": 2,
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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",
39
+ "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,
48
+ "tam_factor": 0.5,
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+ "tam_log_steps": 500,
50
+ "use_sad": true,
51
+ "sad_temperature": 0.5,
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+ "dataloader_num_workers": 4,
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+ "pin_memory": false,
54
+ "output_dir": "RESULTS/ProGamerGov/run_004"
55
+ }
ProGamerGov/run_004/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "total_steps": 200,
3
+ "final_loss": 0.8868520259857178,
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+ "avg_last_100": 1.0100226098299026,
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+ "min_loss": 0.7927834987640381,
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+ "total_time": "8:45:00"
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+ }
ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank0 ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-08-31 08:21:30] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/ProGamerGov/sana 1.6/Baseline ...
2
+ [2026-08-31 08:21:38] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
3
+ [2026-08-31 08:21:38] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
4
+ [2026-08-31 08:21:58] [RANK-0] [INFO] Loading LPIPS ...
5
+ [2026-08-31 08:21:58] [RANK-0] [INFO] Loading PickScore ...
6
+ [2026-08-31 08:22:05] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
7
+ [2026-08-31 08:22:18] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
8
+ [2026-08-31 08:22:26] [RANK-0] [INFO] Loading Aesthetic scorer ...
9
+ [2026-08-31 08:22:29] [RANK-0] [INFO] Dataset: 10000 samples split across 4 GPUs (~79 batches/rank)
10
+ [2026-08-31 08:22:29] [RANK-0] [INFO] Starting evaluation...
11
+ [2026-08-31 08:22:29] [RANK-0] [INFO] Checkpoint : RESULTS/ProGamerGov/sana 1.6/Baseline
12
+ [2026-08-31 08:22:29] [RANK-0] [INFO] Total samples: 10000 | World size: 4
13
+ [2026-08-31 08:22:29] [RANK-0] [INFO] FID dim : 2048 | Inf steps: 20 | Guidance: 5.0 | Resolution: 1024
14
+ [2026-08-31 08:36:49] [RANK-0] [INFO] [rank 0] Batch [10/79] | CLIP 18.1236 | LPIPS 0.8197 | Pick 0.1838 | HPSv2 0.2336 | HPSv2.1 0.1582 | Aes 4.7084
15
+ [2026-08-31 08:50:59] [RANK-0] [INFO] [rank 0] Batch [20/79] | CLIP 18.2715 | LPIPS 0.8207 | Pick 0.1843 | HPSv2 0.2343 | HPSv2.1 0.1593 | Aes 4.7057
16
+ [2026-08-31 09:05:09] [RANK-0] [INFO] [rank 0] Batch [30/79] | CLIP 18.2476 | LPIPS 0.8196 | Pick 0.1842 | HPSv2 0.2337 | HPSv2.1 0.1584 | Aes 4.6990
ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank1 ADDED
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ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank2 ADDED
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ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank3 ADDED
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ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank4 ADDED
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ProGamerGov/sana 1.6/Baseline/Eval/eval.log.rank5 ADDED
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ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank0 ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-08-31 06:55:47] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/ProGamerGov/sana 1.6/RAD ...
2
+ [2026-08-31 06:55:58] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
3
+ [2026-08-31 06:55:59] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
4
+ [2026-08-31 06:56:06] [RANK-0] [INFO] Loading LPIPS ...
5
+ [2026-08-31 06:56:06] [RANK-0] [INFO] Loading PickScore ...
6
+ [2026-08-31 06:56:13] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
7
+ [2026-08-31 06:56:28] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
8
+ [2026-08-31 06:56:40] [RANK-0] [INFO] Loading Aesthetic scorer ...
9
+ [2026-08-31 06:56:43] [RANK-0] [INFO] Dataset: 10000 samples split across 6 GPUs (~53 batches/rank)
10
+ [2026-08-31 06:56:43] [RANK-0] [INFO] Starting evaluation...
11
+ [2026-08-31 06:56:43] [RANK-0] [INFO] Checkpoint : RESULTS/ProGamerGov/sana 1.6/RAD
12
+ [2026-08-31 06:56:43] [RANK-0] [INFO] Total samples: 10000 | World size: 6
13
+ [2026-08-31 06:56:43] [RANK-0] [INFO] FID dim : 2048 | Inf steps: 20 | Guidance: 5.0
14
+ [2026-08-31 07:11:35] [RANK-0] [INFO] [rank 0] Batch [10/53] | CLIP 18.3112 | LPIPS 0.8160 | Pick 0.1848 | HPSv2 0.2309 | HPSv2.1 0.1514 | Aes 4.6921
15
+ [2026-08-31 07:26:01] [RANK-0] [INFO] [rank 0] Batch [20/53] | CLIP 18.3520 | LPIPS 0.8178 | Pick 0.1848 | HPSv2 0.2313 | HPSv2.1 0.1513 | Aes 4.6894
16
+ [2026-08-31 07:40:24] [RANK-0] [INFO] [rank 0] Batch [30/53] | CLIP 18.3916 | LPIPS 0.8161 | Pick 0.1844 | HPSv2 0.2312 | HPSv2.1 0.1514 | Aes 4.6886
17
+ [2026-08-31 07:54:50] [RANK-0] [INFO] [rank 0] Batch [40/53] | CLIP 18.4052 | LPIPS 0.8162 | Pick 0.1841 | HPSv2 0.2308 | HPSv2.1 0.1509 | Aes 4.6896
18
+ [2026-08-31 08:09:31] [RANK-0] [INFO] [rank 0] Batch [50/53] | CLIP 18.4347 | LPIPS 0.8158 | Pick 0.1842 | HPSv2 0.2306 | HPSv2.1 0.1504 | Aes 4.6831
19
+ [2026-08-31 08:12:35] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
20
+ [2026-08-31 08:13:28] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
21
+ [2026-08-31 08:13:28] [RANK-0] [INFO] ============================================================
22
+ [2026-08-31 08:13:28] [RANK-0] [INFO] FID : 99.122108
23
+ [2026-08-31 08:13:28] [RANK-0] [INFO] CLIP : 18.412227
24
+ [2026-08-31 08:13:28] [RANK-0] [INFO] LPIPS : 0.817251
25
+ [2026-08-31 08:13:28] [RANK-0] [INFO] PickScore : 0.183943
26
+ [2026-08-31 08:13:28] [RANK-0] [INFO] HPSv2 : 0.230907
27
+ [2026-08-31 08:13:28] [RANK-0] [INFO] HPSv2.1 : 0.150337
28
+ [2026-08-31 08:13:28] [RANK-0] [INFO] Aesthetic : 4.687762
29
+ [2026-08-31 08:13:28] [RANK-0] [INFO] ============================================================
30
+ [2026-08-31 08:13:28] [RANK-0] [INFO] Results saved to ./RESULTS/ProGamerGov/sana 1.6/RAD/Eval/eval_results.json
ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank1 ADDED
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ProGamerGov/sana 1.6/RAD/Eval/eval.log.rank3 ADDED
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ProGamerGov/sana 1.6/RAD/Eval/eval_results.json ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "checkpoint": "RESULTS/ProGamerGov/sana 1.6/RAD",
3
+ "num_samples": 10000,
4
+ "world_size": 6,
5
+ "resolution": 1024,
6
+ "fid_dim": 2048,
7
+ "inf_steps": 20,
8
+ "guidance": 5.0,
9
+ "FID": 99.12210845947266,
10
+ "CLIP": 18.41222663533013,
11
+ "LPIPS": 0.8172507589718081,
12
+ "PickScore": 0.1839426508494526,
13
+ "HPSv2": 0.23090713915748978,
14
+ "HPSv2.1": 0.1503367347491952,
15
+ "Aesthetic": 4.687762080498461
16
+ }