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@@ -90,3 +90,5 @@ multigen/sana[[:space:]]1.6/RAD/tokenizer/tokenizer.json filter=lfs diff=lfs mer
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 multigen/sana[[:space:]]1.6/SRA/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+multigen/sana[[:space:]]1.6/TD/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+multigen/sana[[:space:]]1.6/Base[[:space:]]13.8k/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text

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multigen/sana 0.6/Base 12.8k/checkpoint-10000/transformer/config.json

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+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 1152,
+  "cross_attention_head_dim": 72,
+  "dropout": 0.0,
+  "guidance_embeds": false,
+  "guidance_embeds_scale": 0.1,
+  "in_channels": 32,
+  "interpolation_scale": null,
+  "mlp_ratio": 2.5,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "num_attention_heads": 36,
+  "num_cross_attention_heads": 16,
+  "num_layers": 28,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}

multigen/sana 0.6/Base 12.8k/checkpoint-12000/transformer/config.json

@@ -0,0 +1,26 @@
+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 1152,
+  "cross_attention_head_dim": 72,
+  "dropout": 0.0,
+  "guidance_embeds": false,
+  "guidance_embeds_scale": 0.1,
+  "in_channels": 32,
+  "interpolation_scale": null,
+  "mlp_ratio": 2.5,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "num_attention_heads": 36,
+  "num_cross_attention_heads": 16,
+  "num_layers": 28,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}

multigen/sana 0.6/Base 12.8k/model_index.json

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

multigen/sana 0.6/Base 12.8k/scheduler/scheduler_config.json

@@ -0,0 +1,40 @@
+{
+  "_class_name": "FlowMatchEulerDiscreteScheduler",
+  "_diffusers_version": "0.37.1",
+  "algorithm_type": "dpmsolver++",
+  "base_image_seq_len": 256,
+  "base_shift": 0.5,
+  "beta_end": 0.02,
+  "beta_schedule": "linear",
+  "beta_start": 0.0001,
+  "dynamic_thresholding_ratio": 0.995,
+  "euler_at_final": false,
+  "final_sigmas_type": "zero",
+  "flow_shift": 3.0,
+  "invert_sigmas": false,
+  "lambda_min_clipped": -Infinity,
+  "lower_order_final": true,
+  "max_image_seq_len": 4096,
+  "max_shift": 1.15,
+  "num_train_timesteps": 1000,
+  "prediction_type": "flow_prediction",
+  "rescale_betas_zero_snr": false,
+  "sample_max_value": 1.0,
+  "shift": 1.0,
+  "shift_terminal": null,
+  "solver_order": 2,
+  "solver_type": "midpoint",
+  "steps_offset": 0,
+  "stochastic_sampling": false,
+  "thresholding": false,
+  "time_shift_type": "exponential",
+  "timestep_spacing": "linspace",
+  "trained_betas": null,
+  "use_beta_sigmas": false,
+  "use_dynamic_shifting": false,
+  "use_exponential_sigmas": false,
+  "use_flow_sigmas": true,
+  "use_karras_sigmas": false,
+  "use_lu_lambdas": false,
+  "variance_type": null
+}

multigen/sana 0.6/Base 12.8k/text_encoder/config.json

@@ -0,0 +1,68 @@
+{
+  "architectures": [
+    "Gemma2Model"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "dtype": "bfloat16",
+  "eos_token_id": [
+    1,
+    107
+  ],
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 2304,
+  "initializer_range": 0.02,
+  "intermediate_size": 9216,
+  "layer_types": [
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 8,
+  "num_hidden_layers": 26,
+  "num_key_value_heads": 4,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": 4096,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.9.0",
+  "use_bidirectional_attention": null,
+  "use_cache": true,
+  "vocab_size": 256000
+}

multigen/sana 0.6/Base 12.8k/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 %}

multigen/sana 0.6/Base 12.8k/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
+}

multigen/sana 0.6/Base 12.8k/training.log

@@ -0,0 +1,332 @@
+Training started: 2026-07-28 08:52:40
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[08:52:40] Run directory: RESULTS/multigen/run_005
+[08:52:40] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
+[08:52:40] Loading pretrained SANA components ...
+[08:52:56]   Transformer params: 591,747,872 total, 591,747,872 trainable
+[08:52:56] Building dataset ...
+[08:52:56]   Step-based training: 12800 steps (~1 epochs over dataset)
+[08:52:57] 
+[08:52:57] ================================================================
+[08:52:57]   Output dir         = RESULTS/multigen/run_005
+[08:52:57]   Num examples       = 499995
+[08:52:57]   Num epochs         = 1
+[08:52:57]   Batch/device       = 8
+[08:52:57]   Grad accum         = 1
+[08:52:57]   Effective BS       = 8
+[08:52:57]   Total optim steps  = 12800
+[08:52:57]   LR                 = 0.0001
+[08:52:57]   Precision          = bf16
+[08:52:57]   Log every          = 50 steps
+[08:52:57]   Validate every     = 1000 steps
+[08:52:57]   Checkpoint every   = 2000 steps
+[08:52:57] ================================================================
+[08:52:57] 
+      50 |     0 |   0.817536 |   0.817536 |     1.00e-05 |    0:00:49 |    3:29:42
+     100 |     0 |   0.897275 |   0.857405 |     2.00e-05 |    0:01:21 |    2:51:40
+     150 |     0 |   0.873267 |   0.862692 |     3.00e-05 |    0:01:53 |    2:38:50
+     200 |     0 |   0.901117 |   0.872299 |     4.00e-05 |    0:02:24 |    2:32:14
+     250 |     0 |   0.802846 |   0.858408 |     5.00e-05 |    0:02:57 |    2:28:05
+     300 |     0 |   0.832731 |   0.854129 |     6.00e-05 |    0:03:29 |    2:25:11
+     350 |     0 |   0.925277 |   0.864293 |     7.00e-05 |    0:04:01 |    2:22:58
+     400 |     0 |   0.912625 |   0.870334 |     8.00e-05 |    0:04:33 |    2:21:11
+     450 |     0 |   0.971545 |   0.881580 |     9.00e-05 |    0:05:05 |    2:19:42
+     500 |     0 |   0.819939 |   0.875416 |     1.00e-04 |    0:05:37 |    2:18:26
+     550 |     0 |   0.885158 |   0.876301 |     1.00e-04 |    0:06:09 |    2:17:16
+     600 |     0 |   0.918594 |   0.879826 |     1.00e-04 |    0:06:41 |    2:16:13
+     650 |     0 |   0.932669 |   0.883891 |     1.00e-04 |    0:07:14 |    2:15:14
+     700 |     0 |   0.943128 |   0.888122 |     9.99e-05 |    0:07:46 |    2:14:19
+     750 |     0 |   0.875169 |   0.887258 |     9.99e-05 |    0:08:18 |    2:13:27
+     800 |     0 |   0.854860 |   0.885233 |     9.99e-05 |    0:08:50 |    2:12:38
+     850 |     0 |   0.800577 |   0.880254 |     9.98e-05 |    0:09:22 |    2:11:51
+     900 |     0 |   0.929350 |   0.882981 |     9.97e-05 |    0:09:54 |    2:11:05
+     950 |     0 |   0.972939 |   0.887716 |     9.97e-05 |    0:10:26 |    2:10:20
+    1000 |     0 |   0.907335 |   0.888697 |     9.96e-05 |    0:10:59 |    2:09:37
+[09:03:40] Generating 16 validation images ...
+[09:03:53] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0001000.png
+    1050 |     0 |   0.998377 |   0.893920 |     9.95e-05 |    0:11:44 |    2:11:27
+    1100 |     0 |   0.959023 |   0.896879 |     9.94e-05 |    0:12:16 |    2:10:37
+    1150 |     0 |   0.933866 |   0.898487 |     9.93e-05 |    0:12:48 |    2:09:49
+    1200 |     0 |   0.916398 |   0.899233 |     9.92e-05 |    0:13:20 |    2:09:02
+    1250 |     0 |   1.000044 |   0.903266 |     9.91e-05 |    0:13:53 |    2:08:17
+    1300 |     0 |   0.959647 |   0.905434 |     9.90e-05 |    0:14:25 |    2:07:33
+    1350 |     0 |   0.825144 |   0.902461 |     9.88e-05 |    0:14:57 |    2:06:50
+    1400 |     0 |   0.980945 |   0.905264 |     9.87e-05 |    0:15:29 |    2:06:08
+    1450 |     0 |   0.855613 |   0.903552 |     9.85e-05 |    0:16:01 |    2:05:27
+    1500 |     0 |   0.844717 |   0.901590 |     9.84e-05 |    0:16:33 |    2:04:46
+    1550 |     0 |   0.968974 |   0.903764 |     9.82e-05 |    0:17:05 |    2:04:05
+    1600 |     0 |   0.932326 |   0.904657 |     9.80e-05 |    0:17:37 |    2:03:25
+    1650 |     0 |   0.938392 |   0.905679 |     9.79e-05 |    0:18:10 |    2:02:46
+    1700 |     0 |   1.034881 |   0.909479 |     9.77e-05 |    0:18:42 |    2:02:07
+    1750 |     0 |   0.994579 |   0.911910 |     9.75e-05 |    0:19:14 |    2:01:28
+    1800 |     0 |   0.857275 |   0.910393 |     9.73e-05 |    0:19:46 |    2:00:50
+    1850 |     0 |   0.962415 |   0.911799 |     9.71e-05 |    0:20:18 |    2:00:12
+    1900 |     0 |   0.803364 |   0.908945 |     9.68e-05 |    0:20:50 |    1:59:35
+    1950 |     0 |   0.975150 |   0.910643 |     9.66e-05 |    0:21:22 |    1:58:57
+    2000 |     0 |   0.912174 |   0.910681 |     9.64e-05 |    0:21:54 |    1:58:20
+[09:14:40]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-2000
+[09:14:40] Generating 16 validation images ...
+[09:14:53] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0002000.png
+    2050 |     0 |   0.896799 |   0.910342 |     9.61e-05 |    0:22:45 |    1:59:18
+    2100 |     0 |   0.986920 |   0.912166 |     9.59e-05 |    0:23:17 |    1:58:38
+    2150 |     0 |   0.911734 |   0.912156 |     9.56e-05 |    0:23:49 |    1:57:58
+    2200 |     0 |   0.845978 |   0.910652 |     9.54e-05 |    0:24:21 |    1:57:19
+    2250 |     0 |   0.757390 |   0.907246 |     9.51e-05 |    0:24:53 |    1:56:41
+    2300 |     0 |   0.921840 |   0.907563 |     9.48e-05 |    0:25:25 |    1:56:03
+    2350 |     0 |   0.873225 |   0.906832 |     9.45e-05 |    0:25:57 |    1:55:25
+    2400 |     0 |   0.837432 |   0.905387 |     9.42e-05 |    0:26:29 |    1:54:47
+    2450 |     0 |   0.968225 |   0.906669 |     9.39e-05 |    0:27:01 |    1:54:10
+    2500 |     0 |   1.028581 |   0.909107 |     9.36e-05 |    0:27:33 |    1:53:32
+    2550 |     0 |   0.852710 |   0.908001 |     9.33e-05 |    0:28:05 |    1:52:55
+    2600 |     0 |   0.869065 |   0.907253 |     9.30e-05 |    0:28:37 |    1:52:18
+    2650 |     0 |   0.796229 |   0.905158 |     9.26e-05 |    0:29:09 |    1:51:42
+    2700 |     0 |   0.994525 |   0.906813 |     9.23e-05 |    0:29:41 |    1:51:05
+    2750 |     0 |   0.881067 |   0.906345 |     9.20e-05 |    0:30:13 |    1:50:28
+    2800 |     0 |   0.723515 |   0.903080 |     9.16e-05 |    0:30:45 |    1:49:52
+    2850 |     0 |   0.843432 |   0.902033 |     9.13e-05 |    0:31:18 |    1:49:16
+    2900 |     0 |   0.886157 |   0.901760 |     9.09e-05 |    0:31:50 |    1:48:40
+    2950 |     0 |   0.909574 |   0.901892 |     9.05e-05 |    0:32:22 |    1:48:04
+    3000 |     0 |   0.871569 |   0.901387 |     9.01e-05 |    0:32:54 |    1:47:29
+[09:25:35] Generating 16 validation images ...
+[09:25:47] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0003000.png
+    3050 |     0 |   0.963063 |   0.902398 |     8.98e-05 |    0:33:38 |    1:47:33
+    3100 |     0 |   0.932313 |   0.902880 |     8.94e-05 |    0:34:11 |    1:46:57
+    3150 |     0 |   0.966045 |   0.903883 |     8.90e-05 |    0:34:43 |    1:46:21
+    3200 |     0 |   0.832911 |   0.902774 |     8.86e-05 |    0:35:15 |    1:45:45
+    3250 |     0 |   0.830563 |   0.901663 |     8.82e-05 |    0:35:47 |    1:45:09
+    3300 |     0 |   1.010548 |   0.903313 |     8.77e-05 |    0:36:19 |    1:44:34
+    3350 |     0 |   1.007246 |   0.904864 |     8.73e-05 |    0:36:51 |    1:43:58
+    3400 |     0 |   0.970097 |   0.905823 |     8.69e-05 |    0:37:23 |    1:43:22
+    3450 |     0 |   0.992563 |   0.907081 |     8.65e-05 |    0:37:55 |    1:42:47
+    3500 |     0 |   0.944829 |   0.907620 |     8.60e-05 |    0:38:27 |    1:42:12
+    3550 |     0 |   0.849957 |   0.906808 |     8.56e-05 |    0:38:59 |    1:41:36
+    3600 |     0 |   0.826064 |   0.905686 |     8.51e-05 |    0:39:31 |    1:41:01
+    3650 |     0 |   0.730110 |   0.903281 |     8.47e-05 |    0:40:04 |    1:40:26
+    3700 |     0 |   0.931490 |   0.903662 |     8.42e-05 |    0:40:36 |    1:39:51
+    3750 |     0 |   0.905247 |   0.903683 |     8.37e-05 |    0:41:08 |    1:39:16
+    3800 |     0 |   0.801134 |   0.902334 |     8.33e-05 |    0:41:40 |    1:38:41
+    3850 |     0 |   0.868926 |   0.901900 |     8.28e-05 |    0:42:12 |    1:38:06
+    3900 |     0 |   0.793159 |   0.900506 |     8.23e-05 |    0:42:44 |    1:37:32
+    3950 |     0 |   0.977273 |   0.901478 |     8.18e-05 |    0:43:16 |    1:36:57
+    4000 |     0 |   0.957203 |   0.902174 |     8.13e-05 |    0:43:48 |    1:36:22
+[09:36:33]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-4000
+[09:36:34] Generating 16 validation images ...
+[09:36:46] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0004000.png
+    4050 |     0 |   0.982487 |   0.903166 |     8.08e-05 |    0:44:37 |    1:36:25
+    4100 |     0 |   0.943699 |   0.903660 |     8.03e-05 |    0:45:09 |    1:35:49
+    4150 |     0 |   0.857669 |   0.903106 |     7.98e-05 |    0:45:41 |    1:35:14
+    4200 |     0 |   0.894491 |   0.903004 |     7.93e-05 |    0:46:13 |    1:34:39
+    4250 |     0 |   0.902711 |   0.903000 |     7.88e-05 |    0:46:45 |    1:34:04
+    4300 |     0 |   0.971265 |   0.903794 |     7.82e-05 |    0:47:17 |    1:33:29
+    4350 |     0 |   0.924684 |   0.904034 |     7.77e-05 |    0:47:49 |    1:32:54
+    4400 |     0 |   0.880834 |   0.903770 |     7.72e-05 |    0:48:21 |    1:32:19
+    4450 |     0 |   0.912831 |   0.903872 |     7.66e-05 |    0:48:53 |    1:31:45
+    4500 |     0 |   0.901289 |   0.903843 |     7.61e-05 |    0:49:26 |    1:31:10
+    4550 |     0 |   0.923497 |   0.904059 |     7.56e-05 |    0:49:58 |    1:30:36
+    4600 |     0 |   1.011106 |   0.905223 |     7.50e-05 |    0:50:30 |    1:30:01
+    4650 |     0 |   0.914732 |   0.905325 |     7.44e-05 |    0:51:02 |    1:29:27
+    4700 |     0 |   0.856098 |   0.904802 |     7.39e-05 |    0:51:34 |    1:28:52
+    4750 |     0 |   0.911681 |   0.904874 |     7.33e-05 |    0:52:06 |    1:28:18
+    4800 |     0 |   1.023827 |   0.906113 |     7.28e-05 |    0:52:38 |    1:27:44
+    4850 |     0 |   0.829714 |   0.905325 |     7.22e-05 |    0:53:10 |    1:27:09
+    4900 |     0 |   0.875515 |   0.905021 |     7.16e-05 |    0:53:42 |    1:26:35
+    4950 |     0 |   1.025802 |   0.906241 |     7.10e-05 |    0:54:14 |    1:26:01
+    5000 |     0 |   0.870031 |   0.905879 |     7.05e-05 |    0:54:46 |    1:25:27
+[09:47:27] Generating 16 validation images ...
+[09:47:39] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0005000.png
+    5050 |     0 |   0.849509 |   0.906199 |     6.99e-05 |    0:55:31 |    1:25:13
+    5100 |     0 |   0.941663 |   0.906643 |     6.93e-05 |    0:56:03 |    1:24:38
+    5150 |     0 |   0.898054 |   0.906891 |     6.87e-05 |    0:56:35 |    1:24:04
+    5200 |     0 |   0.926647 |   0.907146 |     6.81e-05 |    0:57:07 |    1:23:29
+    5250 |     0 |   0.866489 |   0.907782 |     6.75e-05 |    0:57:39 |    1:22:55
+    5300 |     0 |   0.798224 |   0.907437 |     6.69e-05 |    0:58:12 |    1:22:21
+    5350 |     0 |   0.972731 |   0.907912 |     6.63e-05 |    0:58:44 |    1:21:47
+    5400 |     0 |   0.918132 |   0.907967 |     6.57e-05 |    0:59:16 |    1:21:13
+    5450 |     0 |   0.816761 |   0.906419 |     6.51e-05 |    0:59:48 |    1:20:39
+    5500 |     0 |   0.853823 |   0.906758 |     6.45e-05 |    1:00:20 |    1:20:05
+    5550 |     0 |   0.932422 |   0.907231 |     6.39e-05 |    1:00:52 |    1:19:31
+    5600 |     0 |   0.848879 |   0.906533 |     6.32e-05 |    1:01:24 |    1:18:57
+    5650 |     0 |   0.825371 |   0.905460 |     6.26e-05 |    1:01:56 |    1:18:23
+    5700 |     0 |   0.758841 |   0.903618 |     6.20e-05 |    1:02:28 |    1:17:49
+    5750 |     0 |   0.819429 |   0.903060 |     6.14e-05 |    1:03:00 |    1:17:15
+    5800 |     0 |   0.882813 |   0.903340 |     6.08e-05 |    1:03:32 |    1:16:41
+    5850 |     0 |   0.859936 |   0.903933 |     6.01e-05 |    1:04:04 |    1:16:07
+    5900 |     0 |   0.884212 |   0.903482 |     5.95e-05 |    1:04:37 |    1:15:34
+    5950 |     0 |   0.838936 |   0.902142 |     5.89e-05 |    1:05:09 |    1:15:00
+    6000 |     0 |   0.915174 |   0.902220 |     5.83e-05 |    1:05:41 |    1:14:26
+[09:58:26]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-6000
+[09:58:26] Generating 16 validation images ...
+[09:58:38] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0006000.png
+    6050 |     0 |   0.948093 |   0.901717 |     5.76e-05 |    1:06:30 |    1:14:12
+    6100 |     0 |   0.901836 |   0.901146 |     5.70e-05 |    1:07:02 |    1:13:38
+    6150 |     0 |   0.864628 |   0.900453 |     5.64e-05 |    1:07:34 |    1:13:04
+    6200 |     0 |   0.859957 |   0.899889 |     5.57e-05 |    1:08:06 |    1:12:30
+    6250 |     0 |   0.902064 |   0.898909 |     5.51e-05 |    1:08:38 |    1:11:56
+    6300 |     0 |   0.920843 |   0.898521 |     5.45e-05 |    1:09:10 |    1:11:22
+    6350 |     0 |   1.033864 |   0.900608 |     5.38e-05 |    1:09:42 |    1:10:48
+    6400 |     0 |   0.833302 |   0.899132 |     5.32e-05 |    1:10:14 |    1:10:14
+    6450 |     0 |   0.931853 |   0.899894 |     5.26e-05 |    1:10:47 |    1:09:41
+    6500 |     0 |   0.869524 |   0.900142 |     5.19e-05 |    1:11:19 |    1:09:07
+    6550 |     0 |   0.905782 |   0.899510 |     5.13e-05 |    1:11:51 |    1:08:33
+    6600 |     0 |   0.961581 |   0.899803 |     5.06e-05 |    1:12:23 |    1:08:00
+    6650 |     0 |   0.840633 |   0.898825 |     5.00e-05 |    1:12:55 |    1:07:26
+    6700 |     0 |   1.050775 |   0.898984 |     4.94e-05 |    1:13:27 |    1:06:52
+    6750 |     0 |   0.844096 |   0.897479 |     4.87e-05 |    1:13:59 |    1:06:19
+    6800 |     0 |   0.862042 |   0.897527 |     4.81e-05 |    1:14:31 |    1:05:45
+    6850 |     0 |   0.954452 |   0.897447 |     4.74e-05 |    1:15:03 |    1:05:12
+    6900 |     0 |   0.804591 |   0.897460 |     4.68e-05 |    1:15:35 |    1:04:38
+    6950 |     0 |   1.041290 |   0.898121 |     4.62e-05 |    1:16:07 |    1:04:04
+    7000 |     0 |   0.903485 |   0.898034 |     4.55e-05 |    1:16:39 |    1:03:31
+[10:09:20] Generating 16 validation images ...
+[10:09:33] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0007000.png
+    7050 |     0 |   0.907621 |   0.898142 |     4.49e-05 |    1:17:25 |    1:03:08
+    7100 |     0 |   0.997851 |   0.898252 |     4.43e-05 |    1:17:57 |    1:02:34
+    7150 |     0 |   0.953990 |   0.898674 |     4.36e-05 |    1:18:29 |    1:02:01
+    7200 |     0 |   0.939538 |   0.899610 |     4.30e-05 |    1:19:01 |    1:01:27
+    7250 |     0 |   0.926744 |   0.901303 |     4.24e-05 |    1:19:33 |    1:00:54
+    7300 |     0 |   0.897447 |   0.901059 |     4.17e-05 |    1:20:05 |    1:00:20
+    7350 |     0 |   0.846564 |   0.900793 |     4.11e-05 |    1:20:37 |    0:59:47
+    7400 |     0 |   0.906510 |   0.901484 |     4.05e-05 |    1:21:09 |    0:59:13
+    7450 |     0 |   0.862934 |   0.900431 |     3.99e-05 |    1:21:41 |    0:58:40
+    7500 |     0 |   1.002186 |   0.900167 |     3.92e-05 |    1:22:13 |    0:58:06
+    7550 |     0 |   0.972548 |   0.901365 |     3.86e-05 |    1:22:45 |    0:57:33
+    7600 |     0 |   0.898753 |   0.901662 |     3.80e-05 |    1:23:17 |    0:56:59
+    7650 |     0 |   0.866880 |   0.902368 |     3.74e-05 |    1:23:50 |    0:56:26
+    7700 |     0 |   0.910342 |   0.901527 |     3.68e-05 |    1:24:22 |    0:55:52
+    7750 |     0 |   0.931604 |   0.902032 |     3.61e-05 |    1:24:54 |    0:55:19
+    7800 |     0 |   0.882408 |   0.903621 |     3.55e-05 |    1:25:26 |    0:54:46
+    7850 |     0 |   0.923811 |   0.904425 |     3.49e-05 |    1:25:58 |    0:54:12
+    7900 |     0 |   0.883396 |   0.904397 |     3.43e-05 |    1:26:30 |    0:53:39
+    7950 |     0 |   0.919064 |   0.904492 |     3.37e-05 |    1:27:02 |    0:53:06
+    8000 |     0 |   1.021155 |   0.905988 |     3.31e-05 |    1:27:34 |    0:52:32
+[10:20:19]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-8000
+[10:20:20]     Removed old checkpoint: checkpoint-2000
+[10:20:20] Generating 16 validation images ...
+[10:20:32] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0008000.png
+    8050 |     0 |   1.023938 |   0.906597 |     3.25e-05 |    1:28:24 |    0:52:10
+    8100 |     0 |   0.815331 |   0.905427 |     3.19e-05 |    1:28:56 |    0:51:36
+    8150 |     0 |   0.932658 |   0.905093 |     3.13e-05 |    1:29:28 |    0:51:03
+    8200 |     0 |   0.982730 |   0.906591 |     3.07e-05 |    1:30:01 |    0:50:29
+    8250 |     0 |   0.930880 |   0.907594 |     3.01e-05 |    1:30:33 |    0:49:56
+    8300 |     0 |   0.919887 |   0.906688 |     2.95e-05 |    1:31:05 |    0:49:23
+    8350 |     0 |   0.991675 |   0.906532 |     2.90e-05 |    1:31:37 |    0:48:49
+    8400 |     0 |   0.824178 |   0.905073 |     2.84e-05 |    1:32:09 |    0:48:16
+    8450 |     0 |   0.971491 |   0.904862 |     2.78e-05 |    1:32:41 |    0:47:43
+    8500 |     0 |   0.824463 |   0.903658 |     2.72e-05 |    1:33:13 |    0:47:09
+    8550 |     0 |   0.820617 |   0.903365 |     2.67e-05 |    1:33:45 |    0:46:36
+    8600 |     0 |   0.865815 |   0.903763 |     2.61e-05 |    1:34:17 |    0:46:03
+    8650 |     0 |   0.974804 |   0.906209 |     2.56e-05 |    1:34:49 |    0:45:29
+    8700 |     0 |   0.927875 |   0.906173 |     2.50e-05 |    1:35:22 |    0:44:56
+    8750 |     0 |   0.963234 |   0.906753 |     2.44e-05 |    1:35:54 |    0:44:23
+    8800 |     0 |   0.885650 |   0.907598 |     2.39e-05 |    1:36:26 |    0:43:50
+    8850 |     0 |   0.916425 |   0.908073 |     2.34e-05 |    1:36:58 |    0:43:16
+    8900 |     0 |   0.954370 |   0.909685 |     2.28e-05 |    1:37:30 |    0:42:43
+    8950 |     0 |   0.810699 |   0.908020 |     2.23e-05 |    1:38:02 |    0:42:10
+    9000 |     0 |   0.928677 |   0.907734 |     2.18e-05 |    1:38:34 |    0:41:37
+[10:31:15] Generating 16 validation images ...
+[10:31:27] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0009000.png
+    9050 |     0 |   0.888500 |   0.906795 |     2.12e-05 |    1:39:19 |    0:41:09
+    9100 |     0 |   0.905516 |   0.906413 |     2.07e-05 |    1:39:51 |    0:40:36
+    9150 |     0 |   0.981253 |   0.907649 |     2.02e-05 |    1:40:23 |    0:40:02
+    9200 |     0 |   0.847618 |   0.907180 |     1.97e-05 |    1:40:55 |    0:39:29
+    9250 |     0 |   0.925009 |   0.907403 |     1.92e-05 |    1:41:27 |    0:38:56
+    9300 |     0 |   0.948539 |   0.907176 |     1.87e-05 |    1:41:59 |    0:38:23
+    9350 |     0 |   0.961475 |   0.907544 |     1.82e-05 |    1:42:31 |    0:37:49
+    9400 |     0 |   0.858236 |   0.907318 |     1.77e-05 |    1:43:03 |    0:37:16
+    9450 |     0 |   0.985576 |   0.908045 |     1.72e-05 |    1:43:35 |    0:36:43
+    9500 |     0 |   0.950899 |   0.908541 |     1.67e-05 |    1:44:08 |    0:36:10
+    9550 |     0 |   0.880868 |   0.908115 |     1.63e-05 |    1:44:40 |    0:35:37
+    9600 |     0 |   0.949358 |   0.907497 |     1.58e-05 |    1:45:12 |    0:35:04
+    9650 |     0 |   0.884347 |   0.907193 |     1.53e-05 |    1:45:44 |    0:34:30
+    9700 |     0 |   0.863416 |   0.907267 |     1.49e-05 |    1:46:16 |    0:33:57
+    9750 |     0 |   0.878688 |   0.906937 |     1.44e-05 |    1:46:48 |    0:33:24
+    9800 |     0 |   0.922092 |   0.905919 |     1.40e-05 |    1:47:20 |    0:32:51
+    9850 |     0 |   0.896682 |   0.906589 |     1.35e-05 |    1:47:52 |    0:32:18
+    9900 |     0 |   0.850612 |   0.906340 |     1.31e-05 |    1:48:24 |    0:31:45
+    9950 |     0 |   0.892909 |   0.905011 |     1.27e-05 |    1:48:56 |    0:31:12
+   10000 |     0 |   0.902465 |   0.905335 |     1.23e-05 |    1:49:28 |    0:30:39
+[10:42:13]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-10000
+[10:42:14]     Removed old checkpoint: checkpoint-4000
+[10:42:14] Generating 16 validation images ...
+[10:42:27] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0010000.png
+   10050 |     0 |   0.814032 |   0.904981 |     1.18e-05 |    1:50:19 |    0:30:11
+   10100 |     0 |   0.936547 |   0.904930 |     1.14e-05 |    1:50:51 |    0:29:38
+   10150 |     0 |   0.822997 |   0.904179 |     1.10e-05 |    1:51:23 |    0:29:04
+   10200 |     0 |   0.857047 |   0.903483 |     1.06e-05 |    1:51:55 |    0:28:31
+   10250 |     0 |   0.974216 |   0.904560 |     1.02e-05 |    1:52:27 |    0:27:58
+   10300 |     0 |   0.885067 |   0.905429 |     9.85e-06 |    1:52:59 |    0:27:25
+   10350 |     0 |   1.060284 |   0.906304 |     9.47e-06 |    1:53:31 |    0:26:52
+   10400 |     0 |   0.935370 |   0.906477 |     9.10e-06 |    1:54:03 |    0:26:19
+   10450 |     0 |   1.039196 |   0.908701 |     8.74e-06 |    1:54:36 |    0:25:46
+   10500 |     0 |   1.088460 |   0.911047 |     8.38e-06 |    1:55:08 |    0:25:13
+   10550 |     0 |   0.934804 |   0.911071 |     8.03e-06 |    1:55:40 |    0:24:40
+   10600 |     0 |   0.876961 |   0.911352 |     7.69e-06 |    1:56:12 |    0:24:07
+   10650 |     0 |   0.843129 |   0.911529 |     7.35e-06 |    1:56:44 |    0:23:34
+   10700 |     0 |   0.813249 |   0.912074 |     7.02e-06 |    1:57:16 |    0:23:00
+   10750 |     0 |   0.910330 |   0.912983 |     6.70e-06 |    1:57:48 |    0:22:27
+   10800 |     0 |   0.904731 |   0.913202 |     6.38e-06 |    1:58:20 |    0:21:54
+   10850 |     0 |   0.943137 |   0.914034 |     6.07e-06 |    1:58:52 |    0:21:21
+   10900 |     0 |   0.692634 |   0.912118 |     5.77e-06 |    1:59:24 |    0:20:48
+   10950 |     0 |   0.905754 |   0.912786 |     5.48e-06 |    1:59:56 |    0:20:15
+   11000 |     0 |   0.828653 |   0.911921 |     5.19e-06 |    2:00:28 |    0:19:42
+[10:53:09] Generating 16 validation images ...
+[10:53:22] Validation at step 11000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0011000.png
+   11050 |     0 |   1.013596 |   0.912576 |     4.91e-06 |    2:01:13 |    0:19:11
+   11100 |     0 |   0.842201 |   0.911980 |     4.64e-06 |    2:01:46 |    0:18:38
+   11150 |     0 |   0.968198 |   0.913015 |     4.37e-06 |    2:02:18 |    0:18:05
+   11200 |     0 |   0.782205 |   0.912238 |     4.12e-06 |    2:02:50 |    0:17:32
+   11250 |     0 |   0.906952 |   0.912287 |     3.87e-06 |    2:03:22 |    0:16:59
+   11300 |     0 |   0.812205 |   0.911200 |     3.62e-06 |    2:03:54 |    0:16:26
+   11350 |     0 |   0.720225 |   0.908064 |     3.39e-06 |    2:04:26 |    0:15:53
+   11400 |     0 |   0.885430 |   0.908585 |     3.16e-06 |    2:04:58 |    0:15:20
+   11450 |     0 |   0.974534 |   0.909012 |     2.94e-06 |    2:05:30 |    0:14:47
+   11500 |     0 |   1.030461 |   0.910621 |     2.73e-06 |    2:06:02 |    0:14:14
+   11550 |     0 |   0.942391 |   0.910987 |     2.53e-06 |    2:06:34 |    0:13:41
+   11600 |     0 |   0.902506 |   0.910397 |     2.33e-06 |    2:07:06 |    0:13:08
+   11650 |     0 |   0.793141 |   0.909922 |     2.14e-06 |    2:07:39 |    0:12:36
+   11700 |     0 |   0.931591 |   0.908730 |     1.96e-06 |    2:08:11 |    0:12:03
+   11750 |     0 |   0.854391 |   0.908833 |     1.79e-06 |    2:08:43 |    0:11:30
+   11800 |     0 |   0.820901 |   0.908422 |     1.62e-06 |    2:09:15 |    0:10:57
+   11850 |     0 |   0.925206 |   0.908129 |     1.46e-06 |    2:09:47 |    0:10:24
+   11900 |     0 |   0.907142 |   0.909155 |     1.32e-06 |    2:10:19 |    0:09:51
+   11950 |     0 |   0.869514 |   0.907437 |     1.17e-06 |    2:10:51 |    0:09:18
+   12000 |     0 |   0.763999 |   0.906042 |     1.04e-06 |    2:11:23 |    0:08:45
+[11:04:08]   Saved checkpoint -> RESULTS/multigen/run_005/checkpoint-12000
+[11:04:09]     Removed old checkpoint: checkpoint-6000
+[11:04:09] Generating 16 validation images ...
+[11:04:22] Validation at step 12000: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0012000.png
+   12050 |     0 |   0.921261 |   0.906178 |     9.15e-07 |    2:12:13 |    0:08:13
+   12100 |     0 |   0.865965 |   0.904859 |     7.97e-07 |    2:12:45 |    0:07:40
+   12150 |     0 |   0.869386 |   0.904013 |     6.87e-07 |    2:13:17 |    0:07:07
+   12200 |     0 |   0.764151 |   0.902260 |     5.86e-07 |    2:13:49 |    0:06:34
+   12250 |     0 |   0.877428 |   0.901766 |     4.93e-07 |    2:14:21 |    0:06:01
+   12300 |     0 |   0.913331 |   0.901925 |     4.07e-07 |    2:14:53 |    0:05:29
+   12350 |     0 |   0.806909 |   0.901529 |     3.30e-07 |    2:15:26 |    0:04:56
+   12400 |     0 |   0.911699 |   0.901581 |     2.61e-07 |    2:15:58 |    0:04:23
+   12450 |     0 |   0.842464 |   0.901376 |     2.00e-07 |    2:16:30 |    0:03:50
+   12500 |     0 |   1.028508 |   0.901639 |     1.47e-07 |    2:17:02 |    0:03:17
+   12550 |     0 |   0.964956 |   0.901563 |     1.02e-07 |    2:17:34 |    0:02:44
+   12600 |     0 |   0.972800 |   0.902304 |     6.52e-08 |    2:18:06 |    0:02:11
+   12650 |     0 |   0.941585 |   0.903051 |     3.67e-08 |    2:18:38 |    0:01:38
+   12700 |     0 |   1.001707 |   0.903964 |     1.63e-08 |    2:19:10 |    0:01:05
+   12750 |     0 |   0.909788 |   0.903746 |     4.08e-09 |    2:19:43 |    0:00:32
+   12800 |     0 |   0.832191 |   0.903244 |     0.00e+00 |    2:20:15 |    0:00:00
+[11:12:55] --- Epoch 0 complete | Steps: 12800 | Avg Loss: 0.899696 ---
+[11:12:55] Saving final model ...
+[11:13:06]   Pipeline saved -> RESULTS/multigen/run_005
+[11:13:06] Generating final validation collage ...
+[11:13:06] Generating 16 validation images ...
+[11:13:18] Validation at step 12800: generated 16 images -> RESULTS/multigen/run_005/validation/collage_step_0012800.png
+[11:13:19] 
+[11:13:19] ============================================================
+[11:13:19]   TRAINING SUMMARY
+[11:13:19] ============================================================
+[11:13:19]   Total steps  : 256
+[11:13:19]   Final loss   : 0.832191
+[11:13:19]   Avg last 100 : 0.903244
+[11:13:19]   Min loss     : 0.692634
+[11:13:19]   Total time   : 2:20:38
+[11:13:19]   Output       : RESULTS/multigen/run_005
+[11:13:19] ============================================================

multigen/sana 0.6/Base 12.8k/training_args.json

@@ -0,0 +1,46 @@
+{
+  "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers",
+  "revision": null,
+  "variant": null,
+  "cache_dir": null,
+  "data_dir": "../data/multigen",
+  "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": 12800,
+  "num_train_epochs": 1,
+  "gradient_accumulation_steps": 1,
+  "gradient_checkpointing": false,
+  "learning_rate": 0.0001,
+  "scale_lr": false,
+  "lr_scheduler": "cosine",
+  "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": 256,
+  "dataloader_num_workers": 4,
+  "pin_memory": false,
+  "output_dir": "RESULTS/multigen/run_005"
+}