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coco/sana 1.6/RAD/model_index.json

@@ -0,0 +1,24 @@
+{
+  "_class_name": "SanaPipeline",
+  "_diffusers_version": "0.37.1",
+  "scheduler": [
+    "diffusers",
+    "FlowMatchEulerDiscreteScheduler"
+  ],
+  "text_encoder": [
+    "transformers",
+    "Gemma2Model"
+  ],
+  "tokenizer": [
+    "transformers",
+    "GemmaTokenizer"
+  ],
+  "transformer": [
+    "diffusers",
+    "SanaTransformer2DModel"
+  ],
+  "vae": [
+    "diffusers",
+    "AutoencoderDC"
+  ]
+}

coco/sana 1.6/RAD/tokenizer/chat_template.jinja

@@ -0,0 +1,4 @@
+{{ 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 + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}

coco/sana 1.6/RAD/tokenizer/tokenizer_config.json

@@ -0,0 +1,20 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<eos>",
+  "extra_special_tokens": [
+    "<start_of_turn>",
+    "<end_of_turn>"
+  ],
+  "is_local": false,
+  "local_files_only": false,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

coco/sana 1.6/RAD/training.log

@@ -0,0 +1,303 @@
+Training started: 2026-07-30 04:37:19
+==========================================================================================================================================================================
+    Step | Epoch |       Loss |     Avg100 |      LossA |      LossB |        Adv |      Wt |  TAMmean | MaxDelta |           LR |    Elapsed |        ETA
+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------
+[04:37:19] Run directory: RESULTS/coco/run_004
+[04:37:19] cuDNN SDPA disabled -- Flash/math backend for bf16 compatibility
+[04:37:19] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
+[04:37:19] TAM: enabled=True, alpha=0.9, factor=0.5
+[04:37:19] SAD: enabled=True, temperature=0.5
+[04:37:19] Loading pretrained SANA components ...
+[04:37:27]   Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
+[04:37:27] Building dataset ...
+[04:37:27]   TAM initialised: 591435 samples tracked.
+[04:37:28] 
+[04:37:28] ========================================================================
+[04:37:28]   Output dir             = RESULTS/coco/run_004
+[04:37:28]   Num examples           = 591435
+[04:37:28]   Num epochs             = 1
+[04:37:28]   Batch/device           = 8
+[04:37:28]   Effective BS           = 8
+[04:37:28]   Total optim steps      = 10000
+[04:37:28]   LR                     = 0.0001
+[04:37:28]   Precision              = bf16
+[04:37:28]   --- AGD Easy-to-Hard Curriculum ---
+[04:37:28]   AGD temperature        = 0.1
+[04:37:28]   Curriculum steps       = 5000
+[04:37:28]   Max timestep delta     = 300
+[04:37:28]   --- TAM: Temporal Advantage Memory ---
+[04:37:28]   TAM enabled            = True
+[04:37:28]   TAM alpha (EMA decay)  = 0.9
+[04:37:28]   TAM factor (modulation)= 0.5
+[04:37:28]   TAM log every          = 500 steps
+[04:37:28]   --- SAD: Spectral Advantage Decomposition ---
+[04:37:28]   SAD enabled            = True
+[04:37:28]   SAD temperature        = 0.5
+[04:37:28] ========================================================================
+[04:37:28] 
+      50 |     0 |   0.729283 |   0.729283 |   0.760754 |   0.762866 |   0.002112 |  1.0000 |   0.0000 |     3.00 |     1.00e-05 |    0:01:10 |    3:55:12
+     100 |     0 |   0.891610 |   0.810446 |   0.934781 |   0.929649 |  -0.005133 |  1.0000 |   0.0000 |     6.00 |     2.00e-05 |    0:02:11 |    3:37:02
+     150 |     0 |   0.727479 |   0.782791 |   0.775624 |   0.767736 |  -0.007888 |  1.0000 |   0.0000 |     9.00 |     3.00e-05 |    0:03:12 |    3:30:27
+     200 |     0 |   0.900909 |   0.812320 |   0.883294 |   0.888692 |   0.005398 |  1.0000 |   0.0000 |    12.00 |     4.00e-05 |    0:04:13 |    3:26:40
+     250 |     0 |   0.977797 |   0.845416 |   0.942035 |   0.952688 |   0.010653 |  1.0000 |  -0.0000 |    15.00 |     5.00e-05 |    0:05:13 |    3:24:04
+     300 |     0 |   0.848431 |   0.845918 |   0.864603 |   0.852853 |  -0.011751 |  1.0000 |  -0.0000 |    18.00 |     6.00e-05 |    0:06:14 |    3:21:56
+     350 |     0 |   0.839949 |   0.845066 |   0.864397 |   0.848925 |  -0.015472 |  1.0000 |  -0.0000 |    21.00 |     7.00e-05 |    0:07:15 |    3:20:08
+     400 |     0 |   0.893382 |   0.851105 |   0.904302 |   0.895413 |  -0.008889 |  1.0000 |  -0.0000 |    24.00 |     8.00e-05 |    0:08:16 |    3:18:30
+     450 |     0 |   0.883660 |   0.854722 |   0.844612 |   0.864420 |   0.019808 |  1.0000 |  -0.0000 |    27.00 |     9.00e-05 |    0:09:17 |    3:17:02
+     500 |     0 |   0.792087 |   0.848459 |   0.796399 |   0.784104 |  -0.012295 |  1.0000 |  -0.0000 |    30.00 |     1.00e-04 |    0:10:17 |    3:15:39
+[04:47:37]   [TAM stats @ step 500]  mean=-0.0000  std=0.0003  max=0.0202  min=-0.0356  visits=4000
+     550 |     0 |   0.909456 |   0.854004 |   0.908337 |   0.883671 |  -0.024666 |  1.0000 |  -0.0000 |    33.00 |     1.00e-04 |    0:11:18 |    3:14:20
+     600 |     0 |   0.917558 |   0.859300 |   0.944181 |   0.945741 |   0.001560 |  1.0000 |  -0.0000 |    36.00 |     1.00e-04 |    0:12:19 |    3:13:04
+     650 |     0 |   0.937508 |   0.865316 |   0.974231 |   0.951300 |  -0.022931 |  1.0000 |  -0.0000 |    39.00 |     1.00e-04 |    0:13:20 |    3:11:50
+     700 |     0 |   0.802843 |   0.860854 |   0.859120 |   0.855795 |  -0.003325 |  1.0000 |  -0.0000 |    42.00 |     1.00e-04 |    0:14:21 |    3:10:39
+     750 |     0 |   0.852870 |   0.860322 |   0.815483 |   0.816612 |   0.001129 |  1.0000 |  -0.0000 |    45.00 |     1.00e-04 |    0:15:21 |    3:09:29
+     800 |     0 |   0.858748 |   0.860223 |   0.876671 |   0.866523 |  -0.010148 |  1.0000 |  -0.0000 |    48.00 |     1.00e-04 |    0:16:22 |    3:08:21
+     850 |     0 |   0.834163 |   0.858690 |   0.856264 |   0.829432 |  -0.026832 |  1.0000 |  -0.0000 |    51.00 |     1.00e-04 |    0:17:23 |    3:07:13
+     900 |     0 |   0.931267 |   0.862722 |   1.003116 |   0.983336 |  -0.019780 |  1.0000 |  -0.0000 |    54.00 |     1.00e-04 |    0:18:24 |    3:06:06
+     950 |     0 |   1.005880 |   0.870257 |   0.875255 |   0.893092 |   0.017838 |  1.0000 |  -0.0000 |    57.00 |     1.00e-04 |    0:19:25 |    3:05:00
+    1000 |     0 |   0.788001 |   0.866144 |   0.792613 |   0.801111 |   0.008498 |  1.0000 |  -0.0000 |    60.00 |     1.00e-04 |    0:20:25 |    3:03:53
+[04:57:45]   [TAM stats @ step 1000]  mean=-0.0000  std=0.0005  max=0.0650  min=-0.0356  visits=8000
+[04:57:45] Generating 16 validation images ...
+[04:57:59] Validation at step 1000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0001000.png
+    1050 |     0 |   0.843728 |   0.865077 |   0.876765 |   0.874700 |  -0.002064 |  1.0000 |  -0.0000 |    63.00 |     1.00e-04 |    0:21:41 |    3:04:52
+    1100 |     0 |   0.944275 |   0.868677 |   0.939462 |   0.913822 |  -0.025640 |  1.0000 |  -0.0000 |    66.00 |     1.00e-04 |    0:22:42 |    3:03:41
+    1150 |     0 |   0.781527 |   0.864887 |   0.827048 |   0.823967 |  -0.003081 |  1.0000 |  -0.0000 |    69.00 |     1.00e-04 |    0:23:42 |    3:02:30
+    1200 |     0 |   0.765340 |   0.860740 |   0.854116 |   0.822884 |  -0.031232 |  1.0000 |  -0.0000 |    72.00 |     1.00e-04 |    0:24:43 |    3:01:20
+    1250 |     0 |   1.092636 |   0.870015 |   0.943026 |   0.924099 |  -0.018927 |  1.0000 |  -0.0000 |    75.00 |     1.00e-04 |    0:25:44 |    3:00:11
+    1300 |     0 |   0.797536 |   0.867228 |   0.848750 |   0.824886 |  -0.023865 |  1.0000 |  -0.0000 |    78.00 |     1.00e-04 |    0:26:45 |    2:59:02
+    1350 |     0 |   0.817894 |   0.865401 |   0.849963 |   0.824387 |  -0.025576 |  1.0000 |  -0.0000 |    81.00 |     1.00e-04 |    0:27:45 |    2:57:54
+    1400 |     0 |   0.940858 |   0.868096 |   0.953461 |   0.898202 |  -0.055259 |  1.0000 |  -0.0000 |    84.00 |     1.00e-04 |    0:28:46 |    2:56:47
+    1450 |     0 |   0.897265 |   0.869101 |   0.931898 |   0.917127 |  -0.014772 |  1.0000 |  -0.0000 |    87.00 |     1.00e-04 |    0:29:47 |    2:55:40
+    1500 |     0 |   0.883333 |   0.869576 |   0.854917 |   0.864704 |   0.009787 |  1.0000 |  -0.0000 |    90.00 |     1.00e-04 |    0:30:48 |    2:54:33
+[05:08:07]   [TAM stats @ step 1500]  mean=-0.0000  std=0.0007  max=0.0650  min=-0.0356  visits=12000
+    1550 |     0 |   0.881771 |   0.869969 |   0.900149 |   0.908457 |   0.008308 |  1.0000 |  -0.0000 |    93.00 |     1.00e-04 |    0:31:49 |    2:53:27
+    1600 |     0 |   0.976813 |   0.873308 |   0.967470 |   0.966282 |  -0.001188 |  1.0000 |  -0.0000 |    96.00 |     1.00e-04 |    0:32:49 |    2:52:21
+    1650 |     0 |   0.916435 |   0.874615 |   0.917550 |   0.886409 |  -0.031141 |  1.0000 |  -0.0000 |    99.00 |     1.00e-04 |    0:33:50 |    2:51:16
+    1700 |     0 |   1.007863 |   0.878534 |   1.008306 |   0.953894 |  -0.054412 |  1.0000 |  -0.0000 |   102.00 |     1.00e-04 |    0:34:51 |    2:50:11
+    1750 |     0 |   0.785766 |   0.875884 |   0.764911 |   0.763032 |  -0.001879 |  1.0000 |  -0.0000 |   105.00 |     1.00e-04 |    0:35:52 |    2:49:06
+    1800 |     0 |   0.836169 |   0.874780 |   0.861460 |   0.837218 |  -0.024242 |  1.0000 |  -0.0000 |   108.00 |     1.00e-04 |    0:36:53 |    2:48:01
+    1850 |     0 |   0.855964 |   0.874272 |   0.829827 |   0.812226 |  -0.017601 |  1.0000 |  -0.0000 |   111.00 |     1.00e-04 |    0:37:53 |    2:46:57
+    1900 |     0 |   1.014210 |   0.877954 |   1.019986 |   0.967690 |  -0.052296 |  1.0000 |  -0.0000 |   114.00 |     1.00e-04 |    0:38:54 |    2:45:53
+    1950 |     0 |   0.883463 |   0.878096 |   0.932322 |   0.902466 |  -0.029856 |  1.0000 |  -0.0000 |   117.00 |     1.00e-04 |    0:39:55 |    2:44:49
+    2000 |     0 |   0.852060 |   0.877445 |   0.921614 |   0.871716 |  -0.049898 |  1.0000 |  -0.0000 |   120.00 |     1.00e-04 |    0:40:56 |    2:43:45
+[05:18:15]   [TAM stats @ step 2000]  mean=-0.0000  std=0.0009  max=0.0925  min=-0.0356  visits=16000
+[05:18:29]   Saved checkpoint -> RESULTS/coco/run_004/checkpoint-2000
+[05:18:29] Generating 16 validation images ...
+[05:18:43] Validation at step 2000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0002000.png
+    2050 |     0 |   0.811275 |   0.875831 |   0.814500 |   0.826710 |   0.012210 |  1.0000 |  -0.0000 |   123.00 |     1.00e-04 |    0:42:25 |    2:44:30
+    2100 |     0 |   0.871718 |   0.875733 |   0.887470 |   0.856852 |  -0.030617 |  1.0000 |  -0.0000 |   126.00 |     1.00e-04 |    0:43:26 |    2:43:23
+    2150 |     0 |   0.818560 |   0.874403 |   0.857630 |   0.831963 |  -0.025667 |  1.0000 |  -0.0000 |   129.00 |     1.00e-04 |    0:44:26 |    2:42:16
+    2200 |     0 |   0.981014 |   0.876826 |   0.785471 |   0.807329 |   0.021858 |  1.0000 |  -0.0000 |   132.00 |     1.00e-04 |    0:45:27 |    2:41:10
+    2250 |     0 |   0.995474 |   0.879463 |   0.870206 |   0.854833 |  -0.015373 |  1.0000 |  -0.0000 |   135.00 |     1.00e-04 |    0:46:28 |    2:40:04
+    2300 |     0 |   0.905331 |   0.880025 |   0.914840 |   0.859460 |  -0.055380 |  1.0000 |  -0.0000 |   138.00 |     1.00e-04 |    0:47:29 |    2:38:58
+    2350 |     0 |   0.915825 |   0.880787 |   0.869325 |   0.841379 |  -0.027946 |  1.0000 |  -0.0000 |   141.00 |     1.00e-04 |    0:48:29 |    2:37:52
+    2400 |     0 |   0.746127 |   0.877982 |   0.837840 |   0.789631 |  -0.048209 |  1.0000 |  -0.0001 |   144.00 |     1.00e-04 |    0:49:30 |    2:36:47
+    2450 |     0 |   0.691875 |   0.874183 |   0.737677 |   0.688291 |  -0.049386 |  1.0000 |  -0.0001 |   147.00 |     1.00e-04 |    0:50:31 |    2:35:41
+    2500 |     0 |   0.855887 |   0.873817 |   0.874499 |   0.823040 |  -0.051459 |  1.0000 |  -0.0001 |   150.00 |     1.00e-04 |    0:51:32 |    2:34:36
+[05:28:51]   [TAM stats @ step 2500]  mean=-0.0001  std=0.0012  max=0.0925  min=-0.0365  visits=20000
+    2550 |     0 |   0.825021 |   0.872861 |   0.892462 |   0.839428 |  -0.053034 |  1.0000 |  -0.0001 |   153.00 |     1.00e-04 |    0:52:33 |    2:33:31
+    2600 |     0 |   0.784252 |   0.871157 |   0.831241 |   0.751495 |  -0.079746 |  1.0000 |  -0.0001 |   156.00 |     1.00e-04 |    0:53:33 |    2:32:27
+    2650 |     0 |   0.987235 |   0.873347 |   0.895340 |   0.885560 |  -0.009780 |  1.0000 |  -0.0001 |   159.00 |     1.00e-04 |    0:54:34 |    2:31:22
+    2700 |     0 |   0.836611 |   0.872667 |   0.936613 |   0.858444 |  -0.078169 |  1.0000 |  -0.0001 |   162.00 |     1.00e-04 |    0:55:35 |    2:30:18
+    2750 |     0 |   0.820785 |   0.871723 |   0.870426 |   0.817321 |  -0.053106 |  1.0000 |  -0.0001 |   165.00 |     1.00e-04 |    0:56:36 |    2:29:13
+    2800 |     0 |   0.905783 |   0.872331 |   0.880030 |   0.872075 |  -0.007955 |  1.0000 |  -0.0001 |   168.00 |     1.00e-04 |    0:57:37 |    2:28:09
+    2850 |     0 |   0.981032 |   0.874239 |   0.935117 |   0.961826 |   0.026709 |  1.0000 |  -0.0001 |   171.00 |     1.00e-04 |    0:58:38 |    2:27:05
+    2900 |     0 |   0.898954 |   0.874665 |   0.826318 |   0.769952 |  -0.056366 |  1.0000 |  -0.0001 |   174.00 |     1.00e-04 |    0:59:38 |    2:26:02
+    2950 |     0 |   0.903000 |   0.875145 |   0.883285 |   0.882863 |  -0.000422 |  1.0000 |  -0.0001 |   177.00 |     1.00e-04 |    1:00:39 |    2:24:58
+    3000 |     0 |   0.834800 |   0.874472 |   0.858409 |   0.832050 |  -0.026359 |  1.0000 |  -0.0001 |   180.00 |     1.00e-04 |    1:01:40 |    2:23:54
+[05:38:59]   [TAM stats @ step 3000]  mean=-0.0001  std=0.0015  max=0.1157  min=-0.0365  visits=24000
+[05:38:59] Generating 16 validation images ...
+[05:39:14] Validation at step 3000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0003000.png
+    3050 |     0 |   1.013432 |   0.876750 |   0.982987 |   0.928300 |  -0.054687 |  1.0000 |  -0.0001 |   183.00 |     1.00e-04 |    1:02:55 |    2:23:23
+    3100 |     0 |   0.851561 |   0.876344 |   0.887112 |   0.861020 |  -0.026092 |  1.0000 |  -0.0001 |   186.00 |     1.00e-04 |    1:03:56 |    2:22:19
+    3150 |     0 |   0.910226 |   0.876882 |   0.922310 |   0.901764 |  -0.020546 |  1.0000 |  -0.0001 |   189.00 |     1.00e-04 |    1:04:57 |    2:21:14
+    3200 |     0 |   0.825992 |   0.876087 |   0.904137 |   0.815909 |  -0.088229 |  1.0000 |  -0.0001 |   192.00 |     1.00e-04 |    1:05:57 |    2:20:10
+    3250 |     0 |   0.890977 |   0.876316 |   0.897487 |   0.887808 |  -0.009679 |  1.0000 |  -0.0001 |   195.00 |     1.00e-04 |    1:06:58 |    2:19:06
+    3300 |     0 |   1.201742 |   0.881247 |   0.824922 |   0.894720 |   0.069797 |  1.0000 |  -0.0001 |   198.00 |     1.00e-04 |    1:07:59 |    2:18:02
+    3350 |     0 |   0.917377 |   0.881786 |   0.903874 |   0.807620 |  -0.096254 |  1.0000 |  -0.0001 |   201.00 |     1.00e-04 |    1:09:00 |    2:16:58
+    3400 |     0 |   0.788900 |   0.880420 |   0.840509 |   0.781859 |  -0.058650 |  1.0000 |  -0.0001 |   204.00 |     1.00e-04 |    1:10:01 |    2:15:54
+    3450 |     0 |   1.087223 |   0.883417 |   0.880518 |   0.867025 |  -0.013493 |  1.0000 |  -0.0001 |   207.00 |     1.00e-04 |    1:11:01 |    2:14:51
+    3500 |     0 |   0.922584 |   0.883977 |   0.933078 |   0.812156 |  -0.120922 |  1.0000 |  -0.0001 |   210.00 |     1.00e-04 |    1:12:02 |    2:13:47
+[05:49:21]   [TAM stats @ step 3500]  mean=-0.0001  std=0.0018  max=0.1157  min=-0.0365  visits=28000
+    3550 |     0 |   0.963899 |   0.885102 |   0.960955 |   0.930363 |  -0.030592 |  1.0000 |  -0.0001 |   213.00 |     1.00e-04 |    1:13:03 |    2:12:44
+    3600 |     0 |   1.066772 |   0.887625 |   0.790488 |   0.870890 |   0.080403 |  1.0000 |  -0.0001 |   216.00 |     1.00e-04 |    1:14:04 |    2:11:40
+    3650 |     0 |   0.833922 |   0.886890 |   0.811416 |   0.742388 |  -0.069028 |  1.0000 |  -0.0001 |   219.00 |     1.00e-04 |    1:15:04 |    2:10:37
+    3700 |     0 |   0.941589 |   0.887629 |   0.910629 |   0.833189 |  -0.077440 |  1.0000 |  -0.0001 |   222.00 |     1.00e-04 |    1:16:05 |    2:09:33
+    3750 |     0 |   0.741069 |   0.885675 |   0.839115 |   0.736784 |  -0.102330 |  1.0000 |  -0.0001 |   225.00 |     1.00e-04 |    1:17:06 |    2:08:30
+    3800 |     0 |   0.905526 |   0.885936 |   0.926380 |   0.847208 |  -0.079172 |  1.0000 |  -0.0001 |   228.00 |     1.00e-04 |    1:18:07 |    2:07:27
+    3850 |     0 |   1.067198 |   0.888290 |   0.890574 |   0.854043 |  -0.036531 |  1.0000 |  -0.0001 |   231.00 |     1.00e-04 |    1:19:08 |    2:06:24
+    3900 |     0 |   0.872643 |   0.888089 |   0.904483 |   0.871333 |  -0.033150 |  1.0000 |  -0.0001 |   234.00 |     1.00e-04 |    1:20:09 |    2:05:21
+    3950 |     0 |   0.845643 |   0.887552 |   0.813064 |   0.787710 |  -0.025354 |  1.0000 |  -0.0001 |   237.00 |     1.00e-04 |    1:21:09 |    2:04:18
+    4000 |     0 |   0.994315 |   0.888887 |   0.851228 |   0.891611 |   0.040382 |  1.0000 |  -0.0001 |   240.00 |     1.00e-04 |    1:22:10 |    2:03:15
+[05:59:29]   [TAM stats @ step 4000]  mean=-0.0001  std=0.0020  max=0.1157  min=-0.0461  visits=32000
+[05:59:43]   Saved checkpoint -> RESULTS/coco/run_004/checkpoint-4000
+[05:59:43] Generating 16 validation images ...
+[05:59:57] Validation at step 4000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0004000.png
+    4050 |     0 |   0.873869 |   0.888701 |   0.788332 |   0.716695 |  -0.071637 |  1.0000 |  -0.0001 |   243.00 |     1.00e-04 |    1:23:38 |    2:02:53
+    4100 |     0 |   0.894878 |   0.888777 |   0.916284 |   0.826083 |  -0.090201 |  1.0000 |  -0.0001 |   246.00 |     1.00e-04 |    1:24:39 |    2:01:49
+    4150 |     0 |   0.934053 |   0.889322 |   0.897053 |   0.903903 |   0.006850 |  1.0000 |  -0.0001 |   249.00 |     1.00e-04 |    1:25:40 |    2:00:46
+    4200 |     0 |   0.901166 |   0.889463 |   0.898769 |   0.875531 |  -0.023238 |  1.0000 |  -0.0001 |   252.00 |     1.00e-04 |    1:26:41 |    1:59:42
+    4250 |     0 |   0.914311 |   0.889755 |   0.942133 |   0.860099 |  -0.082034 |  1.0000 |  -0.0002 |   255.00 |     1.00e-04 |    1:27:41 |    1:58:39
+    4300 |     0 |   0.783359 |   0.888518 |   0.869555 |   0.764279 |  -0.105276 |  1.0000 |  -0.0002 |   258.00 |     1.00e-04 |    1:28:42 |    1:57:35
+    4350 |     0 |   0.931603 |   0.889014 |   0.882250 |   0.839727 |  -0.042523 |  1.0000 |  -0.0002 |   261.00 |     1.00e-04 |    1:29:43 |    1:56:32
+    4400 |     0 |   0.874051 |   0.888844 |   0.909396 |   0.813205 |  -0.096191 |  1.0000 |  -0.0002 |   264.00 |     1.00e-04 |    1:30:44 |    1:55:28
+    4450 |     0 |   0.909961 |   0.889081 |   0.748930 |   0.778042 |   0.029112 |  1.0000 |  -0.0002 |   267.00 |     1.00e-04 |    1:31:44 |    1:54:25
+    4500 |     0 |   0.848709 |   0.888632 |   0.779190 |   0.742748 |  -0.036442 |  1.0000 |  -0.0002 |   270.00 |     1.00e-04 |    1:32:45 |    1:53:22
+[06:10:05]   [TAM stats @ step 4500]  mean=-0.0002  std=0.0023  max=0.1187  min=-0.0491  visits=36000
+    4550 |     0 |   0.952521 |   0.889334 |   0.969517 |   0.912473 |  -0.057044 |  1.0000 |  -0.0002 |   273.00 |     1.00e-04 |    1:33:46 |    1:52:19
+    4600 |     0 |   0.941436 |   0.889901 |   0.865800 |   0.861944 |  -0.003856 |  1.0000 |  -0.0002 |   276.00 |     1.00e-04 |    1:34:47 |    1:51:16
+    4650 |     0 |   0.985088 |   0.890924 |   0.966954 |   0.905794 |  -0.061160 |  1.0000 |  -0.0002 |   279.00 |     1.00e-04 |    1:35:48 |    1:50:13
+    4700 |     0 |   0.885937 |   0.890871 |   0.929444 |   0.848297 |  -0.081147 |  1.0000 |  -0.0002 |   282.00 |     1.00e-04 |    1:36:48 |    1:49:10
+    4750 |     0 |   1.017426 |   0.892203 |   0.955034 |   0.885358 |  -0.069676 |  1.0000 |  -0.0002 |   285.00 |     1.00e-04 |    1:37:49 |    1:48:07
+    4800 |     0 |   0.842849 |   0.891689 |   0.888823 |   0.805303 |  -0.083521 |  1.0000 |  -0.0002 |   288.00 |     1.00e-04 |    1:38:50 |    1:47:04
+    4850 |     0 |   0.837008 |   0.891125 |   0.897528 |   0.838951 |  -0.058577 |  1.0000 |  -0.0002 |   291.00 |     1.00e-04 |    1:39:51 |    1:46:02
+    4900 |     0 |   0.972358 |   0.891954 |   0.954029 |   0.903417 |  -0.050612 |  1.0000 |  -0.0002 |   294.00 |     1.00e-04 |    1:40:52 |    1:44:59
+    4950 |     0 |   0.813344 |   0.891160 |   0.802994 |   0.743328 |  -0.059665 |  1.0000 |  -0.0002 |   297.00 |     1.00e-04 |    1:41:53 |    1:43:56
+    5000 |     0 |   0.765649 |   0.889905 |   0.725230 |   0.682505 |  -0.042726 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:42:53 |    1:42:53
+[06:20:13]   [TAM stats @ step 5000]  mean=-0.0002  std=0.0026  max=0.1187  min=-0.0502  visits=40000
+[06:20:13] Generating 16 validation images ...
+[06:20:27] Validation at step 5000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0005000.png
+    5050 |     0 |   0.906185 |   0.891674 |   0.905048 |   0.896617 |  -0.008432 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:44:09 |    1:42:05
+    5100 |     0 |   0.857474 |   0.891333 |   0.886003 |   0.857470 |  -0.028532 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:45:09 |    1:41:02
+    5150 |     0 |   0.984273 |   0.893901 |   0.909688 |   0.892094 |  -0.017594 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:46:10 |    1:39:59
+    5200 |     0 |   0.817660 |   0.893068 |   0.884577 |   0.794393 |  -0.090185 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:47:11 |    1:38:56
+    5250 |     0 |   0.861842 |   0.891909 |   0.851049 |   0.772039 |  -0.079010 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:48:12 |    1:37:53
+    5300 |     0 |   0.840150 |   0.891826 |   0.850230 |   0.818484 |  -0.031745 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:49:12 |    1:36:51
+    5350 |     0 |   0.889641 |   0.892323 |   0.880551 |   0.833069 |  -0.047482 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:50:13 |    1:35:48
+    5400 |     0 |   0.878274 |   0.892172 |   0.765608 |   0.731620 |  -0.033988 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:51:14 |    1:34:45
+    5450 |     0 |   0.832973 |   0.891665 |   0.887981 |   0.780071 |  -0.107910 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:52:15 |    1:33:42
+    5500 |     0 |   0.799200 |   0.891736 |   0.830106 |   0.804012 |  -0.026094 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:53:15 |    1:32:40
+[06:30:35]   [TAM stats @ step 5500]  mean=-0.0002  std=0.0028  max=0.1232  min=-0.0502  visits=44000
+    5550 |     0 |   0.887305 |   0.891514 |   0.839539 |   0.830303 |  -0.009236 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:54:16 |    1:31:37
+    5600 |     0 |   0.922724 |   0.891566 |   0.906314 |   0.883317 |  -0.022996 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:55:17 |    1:30:35
+    5650 |     0 |   0.746146 |   0.889653 |   0.751638 |   0.693958 |  -0.057681 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:56:18 |    1:29:32
+    5700 |     0 |   0.963090 |   0.891255 |   0.809746 |   0.771157 |  -0.038589 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:57:19 |    1:28:30
+    5750 |     0 |   0.915961 |   0.891886 |   0.879722 |   0.870320 |  -0.009402 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:58:19 |    1:27:27
+    5800 |     0 |   0.823449 |   0.891533 |   0.828248 |   0.820113 |  -0.008135 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    1:59:20 |    1:26:25
+    5850 |     0 |   0.731905 |   0.890510 |   0.844473 |   0.768249 |  -0.076224 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:00:21 |    1:25:22
+    5900 |     0 |   0.872503 |   0.889923 |   0.877855 |   0.853661 |  -0.024194 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:01:22 |    1:24:20
+    5950 |     0 |   0.802505 |   0.887889 |   0.887915 |   0.830079 |  -0.057836 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:02:23 |    1:23:18
+    6000 |     0 |   0.839385 |   0.888403 |   0.888821 |   0.856906 |  -0.031915 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:03:23 |    1:22:15
+[06:40:43]   [TAM stats @ step 6000]  mean=-0.0002  std=0.0029  max=0.1468  min=-0.0634  visits=48000
+[06:40:56]   Saved checkpoint -> RESULTS/coco/run_004/checkpoint-6000
+[06:40:56] Generating 16 validation images ...
+[06:41:10] Validation at step 6000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0006000.png
+    6050 |     0 |   0.796983 |   0.887935 |   0.884999 |   0.762942 |  -0.122057 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:04:52 |    1:21:31
+    6100 |     0 |   0.963161 |   0.888124 |   0.908533 |   0.893187 |  -0.015346 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:05:52 |    1:20:28
+    6150 |     0 |   0.853748 |   0.888846 |   0.909735 |   0.867129 |  -0.042606 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:06:53 |    1:19:26
+    6200 |     0 |   0.814928 |   0.889342 |   0.826172 |   0.792317 |  -0.033855 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:07:54 |    1:18:23
+    6250 |     0 |   0.849348 |   0.886909 |   0.838718 |   0.837292 |  -0.001425 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:08:55 |    1:17:21
+    6300 |     0 |   0.947437 |   0.888408 |   0.951740 |   0.922725 |  -0.029015 |  1.0000 |  -0.0002 |   300.00 |     1.00e-04 |    2:09:56 |    1:16:18
+    6350 |     0 |   0.843244 |   0.888662 |   0.851500 |   0.842540 |  -0.008959 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:10:56 |    1:15:16
+    6400 |     0 |   0.885727 |   0.888111 |   0.903458 |   0.829155 |  -0.074302 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:11:57 |    1:14:13
+    6450 |     0 |   0.890235 |   0.888040 |   0.958337 |   0.944308 |  -0.014029 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:12:58 |    1:13:11
+    6500 |     0 |   1.016017 |   0.889367 |   0.897779 |   0.968142 |   0.070363 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:13:59 |    1:12:08
+[06:51:18]   [TAM stats @ step 6500]  mean=-0.0003  std=0.0030  max=0.1468  min=-0.0634  visits=52000
+    6550 |     0 |   0.947307 |   0.890022 |   0.819575 |   0.862158 |   0.042583 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:14:59 |    1:11:06
+    6600 |     0 |   0.886344 |   0.889118 |   0.824083 |   0.838164 |   0.014081 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:16:00 |    1:10:03
+    6650 |     0 |   0.980011 |   0.889754 |   0.963458 |   0.890576 |  -0.072882 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:17:01 |    1:09:01
+    6700 |     0 |   0.775976 |   0.887435 |   0.845165 |   0.737342 |  -0.107823 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:18:02 |    1:07:59
+    6750 |     0 |   0.866147 |   0.888238 |   0.875421 |   0.821026 |  -0.054395 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:19:03 |    1:06:57
+    6800 |     0 |   0.950353 |   0.889380 |   0.893504 |   0.829691 |  -0.063814 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:20:03 |    1:05:54
+    6850 |     0 |   0.800155 |   0.888822 |   0.762057 |   0.710743 |  -0.051314 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:21:04 |    1:04:52
+    6900 |     0 |   0.902940 |   0.887710 |   0.898561 |   0.817436 |  -0.081125 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:22:05 |    1:03:50
+    6950 |     0 |   0.811575 |   0.886991 |   0.839591 |   0.786054 |  -0.053537 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:23:06 |    1:02:48
+    7000 |     0 |   0.947591 |   0.887946 |   0.849774 |   0.839417 |  -0.010357 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:24:07 |    1:01:45
+[07:01:26]   [TAM stats @ step 7000]  mean=-0.0003  std=0.0031  max=0.1468  min=-0.0634  visits=56000
+[07:01:26] Generating 16 validation images ...
+[07:01:40] Validation at step 7000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0007000.png
+    7050 |     0 |   0.716259 |   0.886996 |   0.721559 |   0.714657 |  -0.006902 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:25:22 |    1:00:49
+    7100 |     0 |   0.880161 |   0.887080 |   0.903166 |   0.891287 |  -0.011879 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:26:23 |    0:59:47
+    7150 |     0 |   0.959679 |   0.888491 |   0.907993 |   0.866432 |  -0.041561 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:27:23 |    0:58:45
+    7200 |     0 |   0.858130 |   0.887263 |   0.937969 |   0.840265 |  -0.097704 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:28:24 |    0:57:42
+    7250 |     0 |   0.891951 |   0.886227 |   0.841336 |   0.835757 |  -0.005579 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:29:25 |    0:56:40
+    7300 |     0 |   0.870373 |   0.885878 |   0.866417 |   0.799526 |  -0.066891 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:30:26 |    0:55:38
+    7350 |     0 |   0.879454 |   0.885514 |   0.831332 |   0.804085 |  -0.027247 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:31:26 |    0:54:36
+    7400 |     0 |   0.926715 |   0.887320 |   0.805246 |   0.843508 |   0.038263 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:32:27 |    0:53:34
+    7450 |     0 |   0.950795 |   0.889909 |   0.923932 |   0.868040 |  -0.055891 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:33:28 |    0:52:31
+    7500 |     0 |   1.091930 |   0.892270 |   0.978740 |   0.992898 |   0.014158 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:34:29 |    0:51:29
+[07:11:48]   [TAM stats @ step 7500]  mean=-0.0003  std=0.0033  max=0.1591  min=-0.0634  visits=60000
+    7550 |     0 |   0.951830 |   0.893538 |   0.891727 |   0.844386 |  -0.047342 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:35:30 |    0:50:27
+    7600 |     0 |   0.773198 |   0.893427 |   0.717245 |   0.721872 |   0.004627 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:36:30 |    0:49:25
+    7650 |     0 |   0.903448 |   0.892589 |   0.875204 |   0.875774 |   0.000570 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:37:31 |    0:48:23
+    7700 |     0 |   0.822883 |   0.892452 |   0.858636 |   0.824452 |  -0.034183 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:38:32 |    0:47:21
+    7750 |     0 |   0.911988 |   0.893364 |   0.926121 |   0.915661 |  -0.010460 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:39:33 |    0:46:19
+    7800 |     0 |   0.968183 |   0.893988 |   0.976234 |   0.959057 |  -0.017178 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:40:34 |    0:45:17
+    7850 |     0 |   0.866852 |   0.892846 |   0.826507 |   0.846869 |   0.020362 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:41:35 |    0:44:15
+    7900 |     0 |   0.867074 |   0.892527 |   0.873263 |   0.869988 |  -0.003275 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:42:35 |    0:43:13
+    7950 |     0 |   0.975131 |   0.893249 |   0.894679 |   0.870208 |  -0.024471 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:43:36 |    0:42:11
+    8000 |     0 |   0.944925 |   0.894350 |   0.848624 |   0.867440 |   0.018816 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:44:37 |    0:41:09
+[07:21:56]   [TAM stats @ step 8000]  mean=-0.0003  std=0.0034  max=0.1476  min=-0.0634  visits=64000
+[07:22:10]   Saved checkpoint -> RESULTS/coco/run_004/checkpoint-8000
+[07:22:12]     Removed old checkpoint: checkpoint-2000
+[07:22:12] Generating 16 validation images ...
+[07:22:26] Validation at step 8000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0008000.png
+    8050 |     0 |   0.934009 |   0.893556 |   0.994472 |   0.839340 |  -0.155132 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:46:08 |    0:40:14
+    8100 |     0 |   0.725700 |   0.892297 |   0.798764 |   0.784758 |  -0.014006 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:47:08 |    0:39:12
+    8150 |     0 |   0.908084 |   0.892276 |   0.908750 |   0.860269 |  -0.048481 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:48:09 |    0:38:10
+    8200 |     0 |   0.860930 |   0.892625 |   0.886612 |   0.835897 |  -0.050715 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:49:10 |    0:37:08
+    8250 |     0 |   0.827613 |   0.891991 |   0.875620 |   0.851389 |  -0.024230 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:50:11 |    0:36:06
+    8300 |     0 |   0.894256 |   0.888917 |   0.892446 |   0.887973 |  -0.004473 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:51:12 |    0:35:03
+    8350 |     0 |   0.903244 |   0.888775 |   0.915249 |   0.895516 |  -0.019733 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:52:12 |    0:34:01
+    8400 |     0 |   0.861474 |   0.889501 |   0.883541 |   0.879003 |  -0.004538 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:53:13 |    0:32:59
+    8450 |     0 |   1.012035 |   0.888749 |   0.982294 |   0.931584 |  -0.050710 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:54:14 |    0:31:57
+    8500 |     0 |   0.986300 |   0.889386 |   1.010653 |   0.962614 |  -0.048039 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:55:15 |    0:30:55
+[07:32:34]   [TAM stats @ step 8500]  mean=-0.0003  std=0.0035  max=0.1759  min=-0.0591  visits=68000
+    8550 |     0 |   0.792644 |   0.887674 |   0.870057 |   0.833624 |  -0.036433 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:56:16 |    0:29:53
+    8600 |     0 |   0.890375 |   0.885910 |   0.882813 |   0.870579 |  -0.012234 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:57:16 |    0:28:51
+    8650 |     0 |   0.988797 |   0.887459 |   0.979849 |   0.985252 |   0.005403 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:58:17 |    0:27:49
+    8700 |     0 |   0.898043 |   0.887023 |   0.886706 |   0.864557 |  -0.022149 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    2:59:18 |    0:26:47
+    8750 |     0 |   0.821310 |   0.887825 |   0.832934 |   0.823151 |  -0.009782 |  1.0000 |  -0.0003 |   300.00 |     1.00e-04 |    3:00:19 |    0:25:45
+    8800 |     0 |   0.794777 |   0.886718 |   0.796178 |   0.795242 |  -0.000936 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:01:20 |    0:24:43
+    8850 |     0 |   0.850146 |   0.884547 |   0.840147 |   0.861460 |   0.021314 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:02:21 |    0:23:41
+    8900 |     0 |   0.804349 |   0.883865 |   0.865236 |   0.834889 |  -0.030347 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:03:22 |    0:22:39
+    8950 |     0 |   0.827654 |   0.883685 |   0.850729 |   0.848198 |  -0.002531 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:04:22 |    0:21:37
+    9000 |     0 |   0.829484 |   0.882036 |   0.883739 |   0.826192 |  -0.057547 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:05:23 |    0:20:35
+[07:42:42]   [TAM stats @ step 9000]  mean=-0.0004  std=0.0036  max=0.1759  min=-0.0617  visits=72000
+[07:42:42] Generating 16 validation images ...
+[07:42:57] Validation at step 9000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0009000.png
+    9050 |     0 |   0.992502 |   0.883223 |   1.013717 |   0.943111 |  -0.070605 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:06:38 |    0:19:35
+    9100 |     0 |   0.944367 |   0.883718 |   0.971928 |   0.933806 |  -0.038122 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:07:39 |    0:18:33
+    9150 |     0 |   0.903886 |   0.883416 |   0.918234 |   0.867209 |  -0.051025 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:08:40 |    0:17:31
+    9200 |     0 |   0.947127 |   0.883875 |   0.861037 |   0.863033 |   0.001996 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:09:41 |    0:16:29
+    9250 |     0 |   0.844990 |   0.883182 |   0.925860 |   0.838406 |  -0.087454 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:10:41 |    0:15:27
+    9300 |     0 |   0.878325 |   0.884132 |   0.898728 |   0.845307 |  -0.053421 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:11:42 |    0:14:25
+    9350 |     0 |   0.903336 |   0.883849 |   0.883150 |   0.752600 |  -0.130550 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:12:43 |    0:13:23
+    9400 |     0 |   0.888785 |   0.883997 |   0.757565 |   0.785969 |   0.028404 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:13:44 |    0:12:21
+    9450 |     0 |   0.938281 |   0.884280 |   0.910502 |   0.902604 |  -0.007898 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:14:44 |    0:11:20
+    9500 |     0 |   0.857675 |   0.884369 |   0.845603 |   0.839109 |  -0.006494 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:15:45 |    0:10:18
+[07:53:05]   [TAM stats @ step 9500]  mean=-0.0004  std=0.0037  max=0.1759  min=-0.0617  visits=76000
+    9550 |     0 |   0.842711 |   0.883271 |   0.829263 |   0.838288 |   0.009025 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:16:46 |    0:09:16
+    9600 |     0 |   0.900493 |   0.882862 |   0.864285 |   0.816973 |  -0.047311 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:17:47 |    0:08:14
+    9650 |     0 |   0.904616 |   0.882057 |   0.755432 |   0.742355 |  -0.013077 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:18:48 |    0:07:12
+    9700 |     0 |   0.919785 |   0.882396 |   0.948068 |   0.914980 |  -0.033088 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:19:48 |    0:06:10
+    9750 |     0 |   0.898768 |   0.881209 |   0.935708 |   0.881304 |  -0.054405 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:20:49 |    0:05:08
+    9800 |     0 |   0.889176 |   0.881672 |   0.857201 |   0.838496 |  -0.018705 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:21:50 |    0:04:07
+    9850 |     0 |   0.919323 |   0.882496 |   0.928162 |   0.911973 |  -0.016189 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:22:51 |    0:03:05
+    9900 |     0 |   0.959819 |   0.882370 |   0.923209 |   0.866040 |  -0.057169 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:23:52 |    0:02:03
+    9950 |     0 |   0.845659 |   0.882693 |   0.894295 |   0.845852 |  -0.048442 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:24:53 |    0:01:01
+   10000 |     0 |   0.904383 |   0.884081 |   0.886874 |   0.799621 |  -0.087254 |  1.0000 |  -0.0004 |   300.00 |     1.00e-04 |    3:25:53 |    0:00:00
+[08:03:13]   [TAM stats @ step 10000]  mean=-0.0004  std=0.0038  max=0.1759  min=-0.0617  visits=80000
+[08:03:26]   Saved checkpoint -> RESULTS/coco/run_004/checkpoint-10000
+[08:03:28]     Removed old checkpoint: checkpoint-4000
+[08:03:28] Generating 16 validation images ...
+[08:03:42] Validation at step 10000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0010000.png
+[08:03:42] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.880499 ---
+[08:03:42] Saving final model ...
+[08:03:54]   Pipeline saved -> RESULTS/coco/run_004
+[08:03:54]   TAM scores saved -> RESULTS/coco/run_004/tam_final.pt
+[08:03:54]   Final TAM stats: {'mean_score': -0.00040125122177414596, 'std_score': 0.0037593741435557604, 'max_score': 0.17591992020606995, 'min_score': -0.06166895478963852, 'total_visits': 80000}
+[08:03:54] Generating final validation collage ...
+[08:03:54] Generating 16 validation images ...
+[08:04:08] Validation at step 10000: 16 images -> RESULTS/coco/run_004/validation/collage_step_0010000.png
+[08:04:08] 
+[08:04:08] ============================================================
+[08:04:08]   TRAINING SUMMARY
+[08:04:08] ============================================================
+[08:04:08]   Total steps  : 200
+[08:04:08]   Final loss   : 0.904383
+[08:04:08]   Avg last 100 : 0.884081
+[08:04:08]   Min loss     : 0.691875
+[08:04:08]   Total time   : 3:26:48
+[08:04:08]   Output       : RESULTS/coco/run_004
+[08:04:08] ============================================================

coco/sana 1.6/RAD/training_args.json

@@ -0,0 +1,55 @@
+{
+  "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
+  "revision": null,
+  "variant": null,
+  "cache_dir": null,
+  "data_dir": "../data/coco",
+  "caption_file_train": "caption_train.json",
+  "caption_file_val": "caption_val.json",
+  "images_dir": "images",
+  "max_captions_per_image": 5,
+  "results_root": "RESULTS",
+  "seed": 42,
+  "resolution": 512,
+  "train_batch_size": 8,
+  "max_train_steps": 10000,
+  "num_train_epochs": 1,
+  "gradient_accumulation_steps": 1,
+  "gradient_checkpointing": true,
+  "learning_rate": 0.0001,
+  "scale_lr": false,
+  "lr_scheduler": "constant_with_warmup",
+  "lr_warmup_steps": 500,
+  "lr_num_cycles": 1,
+  "optimizer": "AdamW",
+  "adam_beta1": 0.9,
+  "adam_beta2": 0.999,
+  "adam_weight_decay": 0.01,
+  "adam_epsilon": 1e-08,
+  "max_grad_norm": 1.0,
+  "mixed_precision": "bf16",
+  "allow_tf32": false,
+  "checkpointing_steps": 2000,
+  "checkpoints_total_limit": 3,
+  "resume_from_checkpoint": null,
+  "validation_steps": 1000,
+  "validation_prompts_file": null,
+  "log_every_n_steps": 50,
+  "weighting_scheme": "logit_normal",
+  "logit_mean": 0.0,
+  "logit_std": 1.0,
+  "mode_scale": 1.29,
+  "max_sequence_length": 300,
+  "advantage_temperature": 0.1,
+  "curriculum_steps": 5000,
+  "max_timestep_delta": 300,
+  "use_tam": true,
+  "tam_alpha": 0.9,
+  "tam_factor": 0.5,
+  "tam_log_steps": 500,
+  "use_sad": true,
+  "sad_temperature": 0.5,
+  "dataloader_num_workers": 4,
+  "pin_memory": false,
+  "output_dir": "RESULTS/coco/run_004"
+}

coco/sana 1.6/RAD/training_summary.json

@@ -0,0 +1,7 @@
+{
+  "total_steps": 200,
+  "final_loss": 0.9043828248977661,
+  "avg_last_100": 0.8840806323289871,
+  "min_loss": 0.6918751001358032,
+  "total_time": "3:26:48"
+}