Hugging Face's logo

Datasets:
surjo0
/
RAD-Checkpoints

Modalities:
Image
Size:
1K - 10K
Dataset card Data Studio Files
xet
 Community
1
surjo0 commited on
Commit
bc26db5
·
verified ·
1 Parent(s): 6b65a72

Add files using upload-large-folder tool

Browse files
Files changed (20) hide show
  1. coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000159.png +3 -0
  2. coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000610.png +3 -0
  3. coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000647.png +3 -0
  4. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000468.png +3 -0
  5. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000470.png +3 -0
  6. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000479.png +3 -0
  7. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000562.png +3 -0
  8. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000645.png +3 -0
  9. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000785.png +3 -0
  10. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000837.png +3 -0
  11. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000860.png +3 -0
  12. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001156.png +3 -0
  13. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001175.png +3 -0
  14. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001241.png +3 -0
  15. coco/sana 1.6/SRA/model_index.json +24 -0
  16. coco/sana 1.6/SRA/tokenizer/chat_template.jinja +4 -0
  17. coco/sana 1.6/SRA/tokenizer/tokenizer_config.json +20 -0
  18. coco/sana 1.6/SRA/training.log +278 -0
  19. coco/sana 1.6/SRA/training_args.json +58 -0
  20. coco/sana 1.6/SRA/training_summary.json +7 -0
coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000159.png ADDED

Git LFS Details

  • SHA256: 8904b35398e3e7479b4594f319e47442e2a1d0f018d5972fed046737d0794afc
  • Pointer size: 131 Bytes
  • Size of remote file: 344 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000610.png ADDED

Git LFS Details

  • SHA256: 2fd82647590c94e540d06a939afe01fc1c726dcf266ea7de7cc88c3a90203873
  • Pointer size: 131 Bytes
  • Size of remote file: 362 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_1/000647.png ADDED

Git LFS Details

  • SHA256: 1f43877c0d5b8d72a9221ceddaff28687a9cc073641a7da70cb568a6b92fd1ac
  • Pointer size: 131 Bytes
  • Size of remote file: 347 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000468.png ADDED

Git LFS Details

  • SHA256: b685d61fa1a0edbe82315f026a8ac7798219246ed778c56671aa9e327d50faa3
  • Pointer size: 131 Bytes
  • Size of remote file: 446 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000470.png ADDED

Git LFS Details

  • SHA256: 6d5151382bea24f13ed327e93f59f9c79019e8ef0e7552a788c1a6170e8e4ce8
  • Pointer size: 131 Bytes
  • Size of remote file: 356 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000479.png ADDED

Git LFS Details

  • SHA256: 0845e1363c2037059a47e3ae86769d020d993294b029c2be7bc781a4d7f85474
  • Pointer size: 131 Bytes
  • Size of remote file: 320 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000562.png ADDED

Git LFS Details

  • SHA256: 25368c599873c176d2b8c965e98de21f196b80dd641c3d9757e77301af9e5179
  • Pointer size: 131 Bytes
  • Size of remote file: 368 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000645.png ADDED

Git LFS Details

  • SHA256: 3b3f413966d304a704f8d73f1858688bf92b561dbc61e47eeb5f4e86860c03db
  • Pointer size: 131 Bytes
  • Size of remote file: 320 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000785.png ADDED

Git LFS Details

  • SHA256: 4b4bbd422635407fbfbb75662009efc4706e60cee591e5ca0f5f8436a65bd081
  • Pointer size: 131 Bytes
  • Size of remote file: 296 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000837.png ADDED

Git LFS Details

  • SHA256: 76b6f629d758be960492792e8bfe9d84fe54a5c8f9f6b2084dae458b18b5f324
  • Pointer size: 131 Bytes
  • Size of remote file: 318 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000860.png ADDED

Git LFS Details

  • SHA256: 3e0ae93096834e184ba224b8c8c4dc844782370f965887fe163c9fada8e4f125
  • Pointer size: 131 Bytes
  • Size of remote file: 294 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001156.png ADDED

Git LFS Details

  • SHA256: 1fab6b3dcd4bb12fb2c59d4ac8fdbfc831c5a14a7999e8025dcb335dca2a9028
  • Pointer size: 131 Bytes
  • Size of remote file: 407 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001175.png ADDED

Git LFS Details

  • SHA256: 9794c2e22e5c7a411d025b89486ae1442744680e5c2ecfff49692372e4fb3a90
  • Pointer size: 131 Bytes
  • Size of remote file: 259 kB
coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001241.png ADDED

Git LFS Details

  • SHA256: 3dc4b7ae14b763b675026d049a4e34ce07ee400b7659930acd0e9c6f4e360052
  • Pointer size: 131 Bytes
  • Size of remote file: 325 kB
coco/sana 1.6/SRA/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
+ }
coco/sana 1.6/SRA/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 %}
coco/sana 1.6/SRA/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
+ }
coco/sana 1.6/SRA/training.log ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-13 05:48:00
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [05:48:00] Run directory: RESULTS/coco/run_014
6
+ [05:48:00] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [05:48:00] Loading pretrained SANA components ...
8
+ [05:48:38] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [05:48:38] Building SRA teacher (EMA copy of transformer) and projection head ...
10
+ [05:48:44] Alignment: student block 6 -> teacher block 14 (of 20)
11
+ [05:48:44] Time interval k ~ U(0, 0.2), teacher_t = clamp(student_t - k, 0, 1)
12
+ [05:48:44] Loss type: sml1, EMA decay: 0.9999
13
+ [05:48:44] Align weight: progress-based decay (default) -- start_frac=0.15, span_frac=0.35
14
+ [05:48:44] SRA projection head params: 20,077,120
15
+ [05:48:44] Building dataset ...
16
+ [05:48:44] Step-based training: 10000 steps (~1 epochs over dataset)
17
+ [05:48:51] SRA teacher initialized (synced with student weights).
18
+ [05:48:51]
19
+ [05:48:51] ================================================================
20
+ [05:48:51] Output dir = RESULTS/coco/run_014
21
+ [05:48:51] Num examples = 591435
22
+ [05:48:51] Num epochs = 1
23
+ [05:48:51] Batch/device = 8
24
+ [05:48:51] Grad accum = 1
25
+ [05:48:51] Effective BS = 8
26
+ [05:48:51] Total optim steps = 10000
27
+ [05:48:51] LR = 0.0001
28
+ [05:48:51] Precision = bf16
29
+ [05:48:51] Log every = 50 steps
30
+ [05:48:51] Validate every = 1000 steps
31
+ [05:48:51] Checkpoint every = 2000 steps
32
+ [05:48:51] ================================================================
33
+ [05:48:51]
34
+ 50 | 0 | 2.534714 | 2.534714 | 1.00e-05 | 0:02:02 | 6:47:31 | Gen 0.914797 | Align 8.099585
35
+ 100 | 0 | 2.314072 | 2.424393 | 2.00e-05 | 0:02:55 | 4:48:48 | Gen 0.806014 | Align 7.540288
36
+ 150 | 0 | 2.253563 | 2.367450 | 3.00e-05 | 0:03:47 | 4:08:50 | Gen 0.870845 | Align 6.913586
37
+ 200 | 0 | 2.394544 | 2.374223 | 4.00e-05 | 0:04:39 | 3:48:28 | Gen 0.882035 | Align 7.562542
38
+ 250 | 0 | 2.284164 | 2.356211 | 5.00e-05 | 0:05:32 | 3:35:56 | Gen 0.857989 | Align 7.130875
39
+ 300 | 0 | 2.287045 | 2.344684 | 6.00e-05 | 0:06:24 | 3:27:17 | Gen 0.864782 | Align 7.111310
40
+ 350 | 0 | 2.248175 | 2.330897 | 7.00e-05 | 0:07:17 | 3:20:52 | Gen 0.898843 | Align 6.746662
41
+ 400 | 0 | 2.065233 | 2.297689 | 8.00e-05 | 0:08:09 | 3:15:50 | Gen 0.928620 | Align 5.683063
42
+ 450 | 0 | 2.016315 | 2.266425 | 9.00e-05 | 0:09:02 | 3:11:43 | Gen 0.885144 | Align 5.655854
43
+ 500 | 0 | 2.083667 | 2.248149 | 1.00e-04 | 0:09:54 | 3:08:15 | Gen 0.917745 | Align 5.829608
44
+ 550 | 0 | 1.987537 | 2.224457 | 1.00e-04 | 0:10:46 | 3:05:15 | Gen 0.868522 | Align 5.595074
45
+ 600 | 0 | 1.788985 | 2.188168 | 1.00e-04 | 0:11:39 | 3:02:37 | Gen 0.779997 | Align 5.044941
46
+ 650 | 0 | 1.892790 | 2.165446 | 9.99e-05 | 0:12:31 | 3:00:15 | Gen 0.852368 | Align 5.202108
47
+ 700 | 0 | 1.859767 | 2.143612 | 9.99e-05 | 0:13:24 | 2:58:06 | Gen 0.831263 | Align 5.142519
48
+ 750 | 0 | 1.847444 | 2.123868 | 9.98e-05 | 0:14:16 | 2:56:07 | Gen 0.832726 | Align 5.073588
49
+ 800 | 0 | 1.858019 | 2.107252 | 9.98e-05 | 0:15:09 | 2:54:16 | Gen 0.859354 | Align 4.993324
50
+ 850 | 0 | 1.821236 | 2.090428 | 9.97e-05 | 0:16:01 | 2:52:32 | Gen 0.809094 | Align 5.060714
51
+ 900 | 0 | 1.971211 | 2.083804 | 9.96e-05 | 0:16:54 | 2:50:54 | Gen 0.933916 | Align 5.186471
52
+ 950 | 0 | 1.813323 | 2.069569 | 9.94e-05 | 0:17:46 | 2:49:21 | Gen 0.810585 | Align 5.013686
53
+ 1000 | 0 | 1.889584 | 2.060569 | 9.93e-05 | 0:18:39 | 2:47:53 | Gen 0.834720 | Align 5.274323
54
+ [06:06:56] Generating 16 validation images ...
55
+ [06:07:11] Validation at step 1000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0001000.png
56
+ 1050 | 0 | 1.888019 | 2.052353 | 9.92e-05 | 0:20:07 | 2:51:33 | Gen 0.888219 | Align 4.999002
57
+ 1100 | 0 | 1.916965 | 2.046199 | 9.90e-05 | 0:21:00 | 2:49:55 | Gen 0.800405 | Align 5.582802
58
+ 1150 | 0 | 1.785227 | 2.034852 | 9.88e-05 | 0:21:52 | 2:48:20 | Gen 0.848167 | Align 4.685302
59
+ 1200 | 0 | 1.893906 | 2.028979 | 9.87e-05 | 0:22:45 | 2:46:50 | Gen 0.916483 | Align 4.887113
60
+ 1250 | 0 | 1.894862 | 2.023615 | 9.85e-05 | 0:23:37 | 2:45:22 | Gen 0.900784 | Align 4.970390
61
+ 1300 | 0 | 1.713506 | 2.011687 | 9.83e-05 | 0:24:30 | 2:43:57 | Gen 0.766049 | Align 4.737285
62
+ 1350 | 0 | 2.005486 | 2.011458 | 9.80e-05 | 0:25:22 | 2:42:35 | Gen 0.947891 | Align 5.287975
63
+ 1400 | 0 | 1.936920 | 2.008796 | 9.78e-05 | 0:26:14 | 2:41:14 | Gen 0.919758 | Align 5.085810
64
+ 1450 | 0 | 2.166356 | 2.014229 | 9.76e-05 | 0:27:07 | 2:39:56 | Gen 1.074023 | Align 5.461664
65
+ 1500 | 0 | 1.962323 | 2.012499 | 9.73e-05 | 0:27:59 | 2:38:39 | Gen 0.941940 | Align 5.101911
66
+ 1550 | 0 | 1.821085 | 2.006324 | 9.70e-05 | 0:28:52 | 2:37:24 | Gen 0.832286 | Align 5.105970
67
+ 1600 | 0 | 1.810516 | 2.000205 | 9.67e-05 | 0:29:44 | 2:36:10 | Gen 0.916431 | Align 4.771273
68
+ 1650 | 0 | 1.848004 | 1.995593 | 9.64e-05 | 0:30:37 | 2:34:58 | Gen 0.928048 | Align 5.073509
69
+ 1700 | 0 | 1.747722 | 1.988302 | 9.61e-05 | 0:31:29 | 2:33:47 | Gen 0.907101 | Align 4.791012
70
+ 1750 | 0 | 1.639852 | 1.978347 | 9.58e-05 | 0:32:22 | 2:32:36 | Gen 0.818431 | Align 4.838138
71
+ 1800 | 0 | 1.559186 | 1.966703 | 9.55e-05 | 0:33:14 | 2:31:27 | Gen 0.802696 | Align 4.604706
72
+ 1850 | 0 | 1.663889 | 1.958519 | 9.51e-05 | 0:34:07 | 2:30:19 | Gen 0.902836 | Align 4.787391
73
+ 1900 | 0 | 1.513033 | 1.946796 | 9.47e-05 | 0:34:59 | 2:29:11 | Gen 0.789315 | Align 4.704782
74
+ 1950 | 0 | 1.575891 | 1.937285 | 9.44e-05 | 0:35:52 | 2:28:05 | Gen 0.830114 | Align 5.010305
75
+ 2000 | 0 | 1.466615 | 1.925519 | 9.40e-05 | 0:36:44 | 2:26:59 | Gen 0.805649 | Align 4.589029
76
+ [06:25:02] Saved checkpoint -> RESULTS/coco/run_014/checkpoint-2000
77
+ [06:25:02] Generating 16 validation images ...
78
+ [06:25:17] Validation at step 2000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0002000.png
79
+ 2050 | 0 | 1.578566 | 1.917056 | 9.36e-05 | 0:38:13 | 2:28:15 | Gen 0.923757 | Align 4.698308
80
+ 2100 | 0 | 1.502807 | 1.907193 | 9.32e-05 | 0:39:06 | 2:27:05 | Gen 0.856551 | Align 4.792004
81
+ 2150 | 0 | 1.355346 | 1.894360 | 9.27e-05 | 0:39:58 | 2:25:57 | Gen 0.767118 | Align 4.507591
82
+ 2200 | 0 | 1.557715 | 1.886709 | 9.23e-05 | 0:40:51 | 2:24:50 | Gen 0.889475 | Align 5.291968
83
+ 2250 | 0 | 1.465123 | 1.877340 | 9.19e-05 | 0:41:43 | 2:23:43 | Gen 0.859136 | Align 4.959454
84
+ 2300 | 0 | 1.465697 | 1.868391 | 9.14e-05 | 0:42:36 | 2:22:37 | Gen 0.887040 | Align 4.894150
85
+ 2350 | 0 | 1.523315 | 1.861049 | 9.09e-05 | 0:43:28 | 2:21:31 | Gen 0.967495 | Align 4.858203
86
+ 2400 | 0 | 1.318170 | 1.849739 | 9.05e-05 | 0:44:21 | 2:20:26 | Gen 0.783142 | Align 4.832851
87
+ 2450 | 0 | 1.511031 | 1.842827 | 9.00e-05 | 0:45:13 | 2:19:21 | Gen 0.984583 | Align 4.914383
88
+ 2500 | 0 | 1.394535 | 1.833861 | 8.95e-05 | 0:46:05 | 2:18:17 | Gen 0.870825 | Align 5.052301
89
+ 2550 | 0 | 1.448287 | 1.826301 | 8.89e-05 | 0:46:58 | 2:17:14 | Gen 0.951990 | Align 4.947957
90
+ 2600 | 0 | 1.267432 | 1.815553 | 8.84e-05 | 0:47:50 | 2:16:10 | Gen 0.832102 | Align 4.485275
91
+ 2650 | 0 | 1.389476 | 1.807514 | 8.79e-05 | 0:48:43 | 2:15:08 | Gen 0.909677 | Align 5.108758
92
+ 2700 | 0 | 1.214270 | 1.796528 | 8.73e-05 | 0:49:35 | 2:14:05 | Gen 0.784907 | Align 4.724610
93
+ 2750 | 0 | 1.309673 | 1.787676 | 8.68e-05 | 0:50:28 | 2:13:03 | Gen 0.914564 | Align 4.493083
94
+ 2800 | 0 | 1.326503 | 1.779441 | 8.62e-05 | 0:51:20 | 2:12:01 | Gen 0.903694 | Align 4.968868
95
+ 2850 | 0 | 1.154746 | 1.768481 | 8.56e-05 | 0:52:13 | 2:11:00 | Gen 0.787613 | Align 4.458840
96
+ 2900 | 0 | 1.155512 | 1.757913 | 8.51e-05 | 0:53:05 | 2:09:59 | Gen 0.774859 | Align 4.777649
97
+ 2950 | 0 | 1.285666 | 1.749909 | 8.45e-05 | 0:53:58 | 2:08:58 | Gen 0.897975 | Align 5.028695
98
+ 3000 | 0 | 1.204372 | 1.740817 | 8.39e-05 | 0:54:50 | 2:07:58 | Gen 0.858570 | Align 4.635365
99
+ [06:42:57] Generating 16 validation images ...
100
+ [06:43:11] Validation at step 3000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0003000.png
101
+ 3050 | 0 | 1.252983 | 1.732819 | 8.33e-05 | 0:56:09 | 2:07:57 | Gen 0.900652 | Align 4.880825
102
+ 3100 | 0 | 1.331208 | 1.726342 | 8.26e-05 | 0:57:01 | 2:06:56 | Gen 0.977533 | Align 5.063272
103
+ 3150 | 0 | 1.206908 | 1.718097 | 8.20e-05 | 0:57:54 | 2:05:55 | Gen 0.907415 | Align 4.430981
104
+ 3200 | 0 | 1.190539 | 1.709854 | 8.14e-05 | 0:58:46 | 2:04:54 | Gen 0.859266 | Align 5.065054
105
+ 3250 | 0 | 1.205094 | 1.702088 | 8.07e-05 | 0:59:39 | 2:03:54 | Gen 0.884550 | Align 5.064911
106
+ 3300 | 0 | 1.244629 | 1.695157 | 8.01e-05 | 1:00:31 | 2:02:53 | Gen 0.933020 | Align 5.088399
107
+ 3350 | 0 | 1.206406 | 1.687862 | 7.94e-05 | 1:01:24 | 2:01:53 | Gen 0.923963 | Align 4.766364
108
+ 3400 | 0 | 1.240231 | 1.681279 | 7.87e-05 | 1:02:17 | 2:00:54 | Gen 0.967364 | Align 4.758745
109
+ 3450 | 0 | 1.075688 | 1.672503 | 7.80e-05 | 1:03:09 | 1:59:54 | Gen 0.805223 | Align 4.874593
110
+ 3500 | 0 | 1.167820 | 1.665293 | 7.73e-05 | 1:04:02 | 1:58:55 | Gen 0.886816 | Align 5.233914
111
+ 3550 | 0 | 1.125659 | 1.657692 | 7.67e-05 | 1:04:54 | 1:57:56 | Gen 0.880648 | Align 4.716119
112
+ 3600 | 0 | 1.096725 | 1.649901 | 7.59e-05 | 1:05:47 | 1:56:57 | Gen 0.849469 | Align 4.918490
113
+ 3650 | 0 | 1.108304 | 1.642482 | 7.52e-05 | 1:06:39 | 1:55:58 | Gen 0.887750 | Align 4.534025
114
+ 3700 | 0 | 1.164795 | 1.636027 | 7.45e-05 | 1:07:32 | 1:54:59 | Gen 0.926437 | Align 5.063900
115
+ 3750 | 0 | 1.081246 | 1.628630 | 7.38e-05 | 1:08:24 | 1:54:01 | Gen 0.849713 | Align 5.083399
116
+ 3800 | 0 | 1.052857 | 1.621054 | 7.31e-05 | 1:09:17 | 1:53:03 | Gen 0.847998 | Align 4.648173
117
+ 3850 | 0 | 1.076019 | 1.613975 | 7.23e-05 | 1:10:09 | 1:52:04 | Gen 0.865931 | Align 4.926219
118
+ 3900 | 0 | 1.045428 | 1.606686 | 7.16e-05 | 1:11:02 | 1:51:06 | Gen 0.849905 | Align 4.738014
119
+ 3950 | 0 | 1.068911 | 1.599879 | 7.08e-05 | 1:11:55 | 1:50:09 | Gen 0.876381 | Align 4.821498
120
+ 4000 | 0 | 1.038190 | 1.592858 | 7.01e-05 | 1:12:47 | 1:49:11 | Gen 0.856608 | Align 4.699399
121
+ [07:01:07] Saved checkpoint -> RESULTS/coco/run_014/checkpoint-4000
122
+ [07:01:16] Generating 16 validation images ...
123
+ [07:01:32] Validation at step 4000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0004000.png
124
+ 4050 | 0 | 1.030325 | 1.585913 | 6.93e-05 | 1:14:31 | 1:49:28 | Gen 0.844195 | Align 4.978194
125
+ 4100 | 0 | 1.056699 | 1.579459 | 6.86e-05 | 1:15:23 | 1:48:29 | Gen 0.860818 | Align 5.414192
126
+ 4150 | 0 | 1.139163 | 1.574154 | 6.78e-05 | 1:16:16 | 1:47:30 | Gen 0.958855 | Align 5.150394
127
+ 4200 | 0 | 1.073411 | 1.568193 | 6.70e-05 | 1:17:08 | 1:46:32 | Gen 0.898169 | Align 5.173083
128
+ 4250 | 0 | 1.042123 | 1.562004 | 6.62e-05 | 1:18:01 | 1:45:33 | Gen 0.879937 | Align 4.947783
129
+ 4300 | 0 | 1.021197 | 1.555716 | 6.55e-05 | 1:18:53 | 1:44:35 | Gen 0.869324 | Align 4.788125
130
+ 4350 | 0 | 1.014412 | 1.549494 | 6.47e-05 | 1:19:46 | 1:43:37 | Gen 0.873820 | Align 4.580688
131
+ 4400 | 0 | 0.836990 | 1.541397 | 6.39e-05 | 1:20:39 | 1:42:38 | Gen 0.683568 | Align 5.165854
132
+ 4450 | 0 | 0.964499 | 1.534915 | 6.31e-05 | 1:21:31 | 1:41:40 | Gen 0.826433 | Align 4.804255
133
+ 4500 | 0 | 0.953371 | 1.528454 | 6.23e-05 | 1:22:24 | 1:40:42 | Gen 0.819683 | Align 4.807509
134
+ 4550 | 0 | 1.028788 | 1.522963 | 6.15e-05 | 1:23:16 | 1:39:45 | Gen 0.894935 | Align 4.974395
135
+ 4600 | 0 | 1.122326 | 1.518608 | 6.07e-05 | 1:24:09 | 1:38:47 | Gen 0.979467 | Align 5.486628
136
+ 4650 | 0 | 1.091138 | 1.514012 | 5.99e-05 | 1:25:01 | 1:37:49 | Gen 0.963377 | Align 5.070865
137
+ 4700 | 0 | 0.999167 | 1.508534 | 5.90e-05 | 1:25:54 | 1:36:52 | Gen 0.884443 | Align 4.705668
138
+ 4750 | 0 | 1.018500 | 1.503376 | 5.82e-05 | 1:26:47 | 1:35:55 | Gen 0.905095 | Align 4.807153
139
+ 4800 | 0 | 0.943314 | 1.497542 | 5.74e-05 | 1:27:39 | 1:34:57 | Gen 0.835650 | Align 4.716415
140
+ 4850 | 0 | 1.028419 | 1.492706 | 5.66e-05 | 1:28:32 | 1:34:00 | Gen 0.918127 | Align 4.993140
141
+ 4900 | 0 | 0.972764 | 1.487400 | 5.58e-05 | 1:29:24 | 1:33:03 | Gen 0.866444 | Align 4.974279
142
+ 4950 | 0 | 0.993609 | 1.482413 | 5.50e-05 | 1:30:17 | 1:32:06 | Gen 0.889668 | Align 5.025541
143
+ 5000 | 0 | 0.957601 | 1.477164 | 5.41e-05 | 1:31:09 | 1:31:09 | Gen 0.856284 | Align 5.062521
144
+ [07:19:18] Generating 16 validation images ...
145
+ [07:19:33] Validation at step 5000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0005000.png
146
+ 5050 | 0 | 0.957132 | 1.461389 | 5.33e-05 | 1:32:31 | 1:30:42 | Gen 0.866870 | Align 4.660971
147
+ 5100 | 0 | 0.894029 | 1.447188 | 5.25e-05 | 1:33:24 | 1:29:44 | Gen 0.808308 | Align 4.574481
148
+ 5150 | 0 | 1.072089 | 1.435373 | 5.17e-05 | 1:34:16 | 1:28:47 | Gen 0.980867 | Align 5.030873
149
+ 5200 | 0 | 0.967449 | 1.421103 | 5.08e-05 | 1:35:09 | 1:27:50 | Gen 0.883379 | Align 4.791471
150
+ 5250 | 0 | 0.869884 | 1.406960 | 5.00e-05 | 1:36:01 | 1:26:53 | Gen 0.787455 | Align 4.855013
151
+ 5300 | 0 | 0.945706 | 1.393546 | 4.92e-05 | 1:36:54 | 1:25:56 | Gen 0.864286 | Align 4.955981
152
+ 5350 | 0 | 0.941549 | 1.380480 | 4.83e-05 | 1:37:46 | 1:24:59 | Gen 0.865115 | Align 4.808022
153
+ 5400 | 0 | 0.991871 | 1.369746 | 4.75e-05 | 1:38:39 | 1:24:02 | Gen 0.919445 | Align 4.708288
154
+ 5450 | 0 | 0.941601 | 1.358999 | 4.67e-05 | 1:39:31 | 1:23:05 | Gen 0.867810 | Align 4.957454
155
+ 5500 | 0 | 0.960432 | 1.347767 | 4.59e-05 | 1:40:24 | 1:22:09 | Gen 0.892925 | Align 4.686922
156
+ 5550 | 0 | 0.895945 | 1.336851 | 4.50e-05 | 1:41:17 | 1:21:12 | Gen 0.831070 | Align 4.654785
157
+ 5600 | 0 | 0.910792 | 1.328069 | 4.42e-05 | 1:42:09 | 1:20:16 | Gen 0.846096 | Align 4.797211
158
+ 5650 | 0 | 0.901374 | 1.318155 | 4.34e-05 | 1:43:02 | 1:19:19 | Gen 0.833420 | Align 5.207266
159
+ 5700 | 0 | 0.960761 | 1.309165 | 4.26e-05 | 1:43:54 | 1:18:23 | Gen 0.898071 | Align 4.964566
160
+ 5750 | 0 | 0.993714 | 1.300628 | 4.18e-05 | 1:44:47 | 1:17:27 | Gen 0.931822 | Align 5.065276
161
+ 5800 | 0 | 0.935094 | 1.291398 | 4.10e-05 | 1:45:39 | 1:16:30 | Gen 0.878328 | Align 4.801177
162
+ 5850 | 0 | 0.830918 | 1.281495 | 4.01e-05 | 1:46:32 | 1:15:34 | Gen 0.781165 | Align 4.348637
163
+ 5900 | 0 | 0.960468 | 1.271388 | 3.93e-05 | 1:47:24 | 1:14:38 | Gen 0.905742 | Align 4.943356
164
+ 5950 | 0 | 0.931841 | 1.262573 | 3.85e-05 | 1:48:17 | 1:13:42 | Gen 0.879327 | Align 4.902176
165
+ 6000 | 0 | 0.998651 | 1.253664 | 3.77e-05 | 1:49:10 | 1:12:46 | Gen 0.944111 | Align 5.261486
166
+ [07:37:28] Saved checkpoint -> RESULTS/coco/run_014/checkpoint-6000
167
+ [07:37:32] Generating 16 validation images ...
168
+ [07:37:47] Validation at step 6000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0006000.png
169
+ 6050 | 0 | 0.890997 | 1.243693 | 3.69e-05 | 1:50:43 | 1:12:17 | Gen 0.843954 | Align 4.690145
170
+ 6100 | 0 | 0.916096 | 1.233685 | 3.61e-05 | 1:51:36 | 1:11:21 | Gen 0.867908 | Align 4.964893
171
+ 6150 | 0 | 0.866111 | 1.224494 | 3.53e-05 | 1:52:28 | 1:10:24 | Gen 0.818990 | Align 5.017338
172
+ 6200 | 0 | 0.976049 | 1.215315 | 3.45e-05 | 1:53:21 | 1:09:28 | Gen 0.930163 | Align 5.049203
173
+ 6250 | 0 | 0.862311 | 1.204989 | 3.38e-05 | 1:54:13 | 1:08:32 | Gen 0.821942 | Align 4.590632
174
+ 6300 | 0 | 0.956774 | 1.197422 | 3.30e-05 | 1:55:06 | 1:07:36 | Gen 0.915105 | Align 4.896930
175
+ 6350 | 0 | 0.962077 | 1.186988 | 3.22e-05 | 1:55:59 | 1:06:40 | Gen 0.920081 | Align 5.100416
176
+ 6400 | 0 | 0.836033 | 1.175979 | 3.14e-05 | 1:56:51 | 1:05:44 | Gen 0.798671 | Align 4.689454
177
+ 6450 | 0 | 0.830684 | 1.162622 | 3.07e-05 | 1:57:44 | 1:04:48 | Gen 0.793743 | Align 4.791649
178
+ 6500 | 0 | 0.844903 | 1.151448 | 2.99e-05 | 1:58:36 | 1:03:52 | Gen 0.806515 | Align 5.145721
179
+ 6550 | 0 | 0.940040 | 1.142638 | 2.92e-05 | 1:59:29 | 1:02:56 | Gen 0.904647 | Align 4.902997
180
+ 6600 | 0 | 0.821376 | 1.132746 | 2.84e-05 | 2:00:21 | 1:02:00 | Gen 0.787082 | Align 4.909695
181
+ 6650 | 0 | 0.829348 | 1.122560 | 2.77e-05 | 2:01:14 | 1:01:04 | Gen 0.797026 | Align 4.782116
182
+ 6700 | 0 | 0.903771 | 1.114120 | 2.69e-05 | 2:02:06 | 1:00:08 | Gen 0.872514 | Align 4.779057
183
+ 6750 | 0 | 0.954210 | 1.107264 | 2.62e-05 | 2:02:59 | 0:59:13 | Gen 0.922357 | Align 5.033023
184
+ 6800 | 0 | 0.878039 | 1.100452 | 2.55e-05 | 2:03:51 | 0:58:17 | Gen 0.846373 | Align 5.170859
185
+ 6850 | 0 | 1.049378 | 1.094307 | 2.48e-05 | 2:04:44 | 0:57:21 | Gen 1.017240 | Align 5.423440
186
+ 6900 | 0 | 1.014872 | 1.089326 | 2.41e-05 | 2:05:36 | 0:56:26 | Gen 0.985200 | Align 5.174844
187
+ 6950 | 0 | 0.831437 | 1.081881 | 2.33e-05 | 2:06:29 | 0:55:30 | Gen 0.804918 | Align 4.779448
188
+ 7000 | 0 | 0.900522 | 1.076220 | 2.27e-05 | 2:07:22 | 0:54:35 | Gen 0.873569 | Align 5.020212
189
+ [07:55:31] Generating 16 validation images ...
190
+ [07:55:46] Validation at step 7000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0007000.png
191
+ 7050 | 0 | 0.781051 | 1.068245 | 2.20e-05 | 2:08:44 | 0:53:52 | Gen 0.754222 | Align 5.164250
192
+ 7100 | 0 | 0.812896 | 1.061346 | 2.13e-05 | 2:09:37 | 0:52:56 | Gen 0.789954 | Align 4.563605
193
+ 7150 | 0 | 0.818629 | 1.055979 | 2.06e-05 | 2:10:29 | 0:52:00 | Gen 0.797397 | Align 4.364774
194
+ 7200 | 0 | 0.921880 | 1.049620 | 1.99e-05 | 2:11:22 | 0:51:05 | Gen 0.898126 | Align 5.046590
195
+ 7250 | 0 | 0.897583 | 1.043945 | 1.93e-05 | 2:12:14 | 0:50:09 | Gen 0.875910 | Align 4.758464
196
+ 7300 | 0 | 0.952857 | 1.038817 | 1.86e-05 | 2:13:07 | 0:49:14 | Gen 0.930783 | Align 5.008572
197
+ 7350 | 0 | 0.945171 | 1.033035 | 1.80e-05 | 2:13:59 | 0:48:18 | Gen 0.925444 | Align 4.625731
198
+ 7400 | 0 | 0.789850 | 1.027752 | 1.74e-05 | 2:14:52 | 0:47:23 | Gen 0.770362 | Align 4.722657
199
+ 7450 | 0 | 0.931802 | 1.021960 | 1.67e-05 | 2:15:44 | 0:46:27 | Gen 0.911541 | Align 5.074014
200
+ 7500 | 0 | 0.889969 | 1.016914 | 1.61e-05 | 2:16:37 | 0:45:32 | Gen 0.872962 | Align 4.401274
201
+ 7550 | 0 | 0.880869 | 1.011240 | 1.55e-05 | 2:17:29 | 0:44:37 | Gen 0.863002 | Align 4.778480
202
+ 7600 | 0 | 0.804049 | 1.006606 | 1.49e-05 | 2:18:22 | 0:43:41 | Gen 0.787045 | Align 4.699962
203
+ 7650 | 0 | 1.097527 | 1.003687 | 1.44e-05 | 2:19:15 | 0:42:46 | Gen 1.078738 | Align 5.366949
204
+ 7700 | 0 | 0.749410 | 0.999038 | 1.38e-05 | 2:20:07 | 0:41:51 | Gen 0.732488 | Align 4.995269
205
+ 7750 | 0 | 0.794818 | 0.993889 | 1.32e-05 | 2:21:00 | 0:40:56 | Gen 0.778789 | Align 4.889856
206
+ 7800 | 0 | 0.907343 | 0.989698 | 1.27e-05 | 2:21:52 | 0:40:00 | Gen 0.891407 | Align 5.024152
207
+ 7850 | 0 | 0.884405 | 0.986994 | 1.21e-05 | 2:22:45 | 0:39:05 | Gen 0.868018 | Align 5.339227
208
+ 7900 | 0 | 0.971449 | 0.985154 | 1.16e-05 | 2:23:37 | 0:38:10 | Gen 0.955638 | Align 5.323472
209
+ 7950 | 0 | 0.888855 | 0.981186 | 1.11e-05 | 2:24:30 | 0:37:15 | Gen 0.874139 | Align 5.120863
210
+ 8000 | 0 | 0.875689 | 0.977899 | 1.05e-05 | 2:25:22 | 0:36:20 | Gen 0.861639 | Align 5.052263
211
+ [08:13:39] Saved checkpoint -> RESULTS/coco/run_014/checkpoint-8000
212
+ [08:13:42] Removed old checkpoint: checkpoint-2000
213
+ [08:13:51] Generating 16 validation images ...
214
+ [08:14:06] Validation at step 8000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0008000.png
215
+ 8050 | 0 | 0.846504 | 0.973834 | 1.00e-05 | 2:27:04 | 0:35:37 | Gen 0.833889 | Align 4.687908
216
+ 8100 | 0 | 0.766815 | 0.968190 | 9.55e-06 | 2:27:56 | 0:34:42 | Gen 0.754605 | Align 4.689069
217
+ 8150 | 0 | 0.941860 | 0.965540 | 9.07e-06 | 2:28:48 | 0:33:46 | Gen 0.929376 | Align 4.954978
218
+ 8200 | 0 | 0.939063 | 0.963025 | 8.60e-06 | 2:29:41 | 0:32:51 | Gen 0.925575 | Align 5.532329
219
+ 8250 | 0 | 0.864542 | 0.959619 | 8.14e-06 | 2:30:33 | 0:31:56 | Gen 0.853699 | Align 4.596427
220
+ 8300 | 0 | 0.804680 | 0.955220 | 7.70e-06 | 2:31:26 | 0:31:01 | Gen 0.793629 | Align 4.841081
221
+ 8350 | 0 | 0.925544 | 0.952411 | 7.26e-06 | 2:32:18 | 0:30:05 | Gen 0.914232 | Align 5.121100
222
+ 8400 | 0 | 0.907055 | 0.949079 | 6.84e-06 | 2:33:11 | 0:29:10 | Gen 0.895790 | Align 5.270557
223
+ 8450 | 0 | 0.970314 | 0.948026 | 6.43e-06 | 2:34:03 | 0:28:15 | Gen 0.959513 | Align 5.222311
224
+ 8500 | 0 | 0.882151 | 0.945169 | 6.03e-06 | 2:34:56 | 0:27:20 | Gen 0.871511 | Align 5.316484
225
+ 8550 | 0 | 0.832683 | 0.942239 | 5.64e-06 | 2:35:48 | 0:26:25 | Gen 0.822630 | Align 5.191515
226
+ 8600 | 0 | 0.911367 | 0.940386 | 5.26e-06 | 2:36:41 | 0:25:30 | Gen 0.901656 | Align 5.181994
227
+ 8650 | 0 | 0.858219 | 0.937885 | 4.90e-06 | 2:37:33 | 0:24:35 | Gen 0.849386 | Align 4.871128
228
+ 8700 | 0 | 0.885790 | 0.935095 | 4.55e-06 | 2:38:26 | 0:23:40 | Gen 0.877002 | Align 5.008629
229
+ 8750 | 0 | 0.951058 | 0.933793 | 4.21e-06 | 2:39:18 | 0:22:45 | Gen 0.942305 | Align 5.155690
230
+ 8800 | 0 | 0.891746 | 0.932182 | 3.89e-06 | 2:40:11 | 0:21:50 | Gen 0.883852 | Align 4.805112
231
+ 8850 | 0 | 0.903190 | 0.930454 | 3.57e-06 | 2:41:03 | 0:20:55 | Gen 0.894466 | Align 5.487441
232
+ 8900 | 0 | 0.817335 | 0.928173 | 3.27e-06 | 2:41:56 | 0:20:00 | Gen 0.809690 | Align 4.969941
233
+ 8950 | 0 | 0.886242 | 0.926346 | 2.98e-06 | 2:42:49 | 0:19:06 | Gen 0.878944 | Align 4.903579
234
+ 9000 | 0 | 0.926779 | 0.925232 | 2.71e-06 | 2:43:41 | 0:18:11 | Gen 0.919452 | Align 5.087328
235
+ [08:31:51] Generating 16 validation images ...
236
+ [08:32:07] Validation at step 9000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0009000.png
237
+ 9050 | 0 | 0.858946 | 0.923518 | 2.45e-06 | 2:45:06 | 0:17:19 | Gen 0.852124 | Align 4.894900
238
+ 9100 | 0 | 0.870576 | 0.921657 | 2.20e-06 | 2:45:58 | 0:16:24 | Gen 0.863573 | Align 5.192343
239
+ 9150 | 0 | 0.817104 | 0.918436 | 1.96e-06 | 2:46:51 | 0:15:30 | Gen 0.811018 | Align 4.663568
240
+ 9200 | 0 | 0.966678 | 0.917369 | 1.74e-06 | 2:47:43 | 0:14:35 | Gen 0.960008 | Align 5.281736
241
+ 9250 | 0 | 0.936973 | 0.916317 | 1.53e-06 | 2:48:36 | 0:13:40 | Gen 0.930773 | Align 5.074361
242
+ 9300 | 0 | 0.872255 | 0.914828 | 1.33e-06 | 2:49:28 | 0:12:45 | Gen 0.866161 | Align 5.154305
243
+ 9350 | 0 | 0.935982 | 0.914044 | 1.15e-06 | 2:50:21 | 0:11:50 | Gen 0.930223 | Align 5.033251
244
+ 9400 | 0 | 0.896032 | 0.914634 | 9.81e-07 | 2:51:13 | 0:10:55 | Gen 0.889981 | Align 5.466198
245
+ 9450 | 0 | 0.855504 | 0.913544 | 8.25e-07 | 2:52:06 | 0:10:01 | Gen 0.850662 | Align 4.520148
246
+ 9500 | 0 | 0.976789 | 0.913778 | 6.82e-07 | 2:52:58 | 0:09:06 | Gen 0.971066 | Align 5.521111
247
+ 9550 | 0 | 0.881881 | 0.912309 | 5.53e-07 | 2:53:51 | 0:08:11 | Gen 0.876589 | Align 5.276075
248
+ 9600 | 0 | 0.890907 | 0.909995 | 4.37e-07 | 2:54:43 | 0:07:16 | Gen 0.885736 | Align 5.328275
249
+ 9650 | 0 | 0.861432 | 0.907698 | 3.35e-07 | 2:55:36 | 0:06:22 | Gen 0.856494 | Align 5.257810
250
+ 9700 | 0 | 0.857086 | 0.906277 | 2.46e-07 | 2:56:28 | 0:05:27 | Gen 0.852840 | Align 4.672603
251
+ 9750 | 0 | 0.884692 | 0.904939 | 1.71e-07 | 2:57:21 | 0:04:32 | Gen 0.880195 | Align 5.113977
252
+ 9800 | 0 | 0.836748 | 0.903873 | 1.09e-07 | 2:58:14 | 0:03:38 | Gen 0.832627 | Align 4.842522
253
+ 9850 | 0 | 0.877280 | 0.902362 | 6.15e-08 | 2:59:06 | 0:02:43 | Gen 0.873484 | Align 4.609706
254
+ 9900 | 0 | 0.834314 | 0.900978 | 2.73e-08 | 2:59:59 | 0:01:49 | Gen 0.830317 | Align 5.016052
255
+ 9950 | 0 | 0.797203 | 0.899013 | 6.83e-09 | 3:00:51 | 0:00:54 | Gen 0.793552 | Align 4.734854
256
+ 10000 | 0 | 0.973835 | 0.899176 | 0.00e+00 | 3:01:44 | 0:00:00 | Gen 0.969925 | Align 5.241256
257
+ [08:50:01] Saved checkpoint -> RESULTS/coco/run_014/checkpoint-10000
258
+ [08:50:04] Removed old checkpoint: checkpoint-4000
259
+ [08:50:10] Generating 16 validation images ...
260
+ [08:50:25] Validation at step 10000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0010000.png
261
+ [08:50:26] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 1.200690 ---
262
+ [08:50:26] Saving final model ...
263
+ [08:50:36] Pipeline saved -> RESULTS/coco/run_014
264
+ [08:50:39] SRA teacher + projection head saved -> RESULTS/coco/run_014/sra (both are training-only auxiliaries; not needed for inference)
265
+ [08:50:39] Generating final validation collage ...
266
+ [08:50:39] Generating 16 validation images ...
267
+ [08:50:54] Validation at step 10000: generated 16 images -> RESULTS/coco/run_014/validation/collage_step_0010000.png
268
+ [08:50:57]
269
+ [08:50:57] ============================================================
270
+ [08:50:57] TRAINING SUMMARY
271
+ [08:50:57] ============================================================
272
+ [08:50:57] Total steps : 200
273
+ [08:50:57] Final loss : 0.973835
274
+ [08:50:57] Avg last 100 : 0.899176
275
+ [08:50:57] Min loss : 0.749410
276
+ [08:50:57] Total time : 3:02:56
277
+ [08:50:57] Output : RESULTS/coco/run_014
278
+ [08:50:57] ============================================================
coco/sana 1.6/SRA/training_args.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
3
+ "revision": null,
4
+ "variant": null,
5
+ "cache_dir": null,
6
+ "data_dir": "../data/coco",
7
+ "caption_file_train": "caption_train.json",
8
+ "caption_file_val": "caption_val.json",
9
+ "images_dir": "images",
10
+ "max_captions_per_image": 5,
11
+ "results_root": "RESULTS",
12
+ "seed": 42,
13
+ "resolution": 512,
14
+ "train_batch_size": 8,
15
+ "max_train_steps": 10000,
16
+ "num_train_epochs": 1,
17
+ "gradient_accumulation_steps": 1,
18
+ "gradient_checkpointing": false,
19
+ "learning_rate": 0.0001,
20
+ "scale_lr": false,
21
+ "lr_scheduler": "cosine",
22
+ "lr_warmup_steps": 500,
23
+ "lr_num_cycles": 1,
24
+ "optimizer": "AdamW",
25
+ "adam_beta1": 0.9,
26
+ "adam_beta2": 0.999,
27
+ "adam_weight_decay": 0.01,
28
+ "adam_epsilon": 1e-08,
29
+ "max_grad_norm": 1.0,
30
+ "mixed_precision": "bf16",
31
+ "allow_tf32": false,
32
+ "checkpointing_steps": 2000,
33
+ "checkpoints_total_limit": 3,
34
+ "resume_from_checkpoint": null,
35
+ "validation_steps": 1000,
36
+ "validation_prompts_file": null,
37
+ "log_every_n_steps": 50,
38
+ "weighting_scheme": "logit_normal",
39
+ "logit_mean": 0.0,
40
+ "logit_std": 1.0,
41
+ "mode_scale": 1.29,
42
+ "use_sra": true,
43
+ "sra_block_student": 6,
44
+ "sra_block_teacher": 14,
45
+ "sra_t_max": 0.2,
46
+ "sra_weighting": "progress",
47
+ "sra_decay_start_frac": 0.15,
48
+ "sra_decay_span_frac": 0.35,
49
+ "sra_lambda": 0.2,
50
+ "sra_epoch_decay_start": 99,
51
+ "sra_epoch_decay_span": 800,
52
+ "sra_loss_type": "sml1",
53
+ "sra_ema_decay": 0.9999,
54
+ "max_sequence_length": 256,
55
+ "dataloader_num_workers": 4,
56
+ "pin_memory": false,
57
+ "output_dir": "RESULTS/coco/run_014"
58
+ }
coco/sana 1.6/SRA/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "total_steps": 200,
3
+ "final_loss": 0.9738349914550781,
4
+ "avg_last_100": 0.8991758292913437,
5
+ "min_loss": 0.7494100332260132,
6
+ "total_time": "3:02:56"
7
+ }