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12.8k/checkpoint-10000/transformer/config.json b/multigen/sana 0.6/Base 12.8k/checkpoint-10000/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/checkpoint-10000/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 +} diff --git a/multigen/sana 0.6/Base 12.8k/checkpoint-12000/transformer/config.json b/multigen/sana 0.6/Base 12.8k/checkpoint-12000/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/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 +} diff --git a/multigen/sana 0.6/Base 12.8k/model_index.json b/multigen/sana 0.6/Base 12.8k/model_index.json new file mode 100644 index 0000000000000000000000000000000000000000..5a56c68528dcebd6e6361e6fad63c8cfb0c145a1 --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/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" + ] +} diff --git a/multigen/sana 0.6/Base 12.8k/scheduler/scheduler_config.json b/multigen/sana 0.6/Base 12.8k/scheduler/scheduler_config.json new file mode 100644 index 0000000000000000000000000000000000000000..438267411be16a289ebaf6964fbea7c4d11c15f8 --- /dev/null +++ b/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 +} diff --git a/multigen/sana 0.6/Base 12.8k/text_encoder/config.json b/multigen/sana 0.6/Base 12.8k/text_encoder/config.json new file mode 100644 index 0000000000000000000000000000000000000000..8caf765a38d6b143f27b8326f4fd4b2d3c054613 --- /dev/null +++ b/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 +} diff --git a/multigen/sana 0.6/Base 12.8k/tokenizer/chat_template.jinja b/multigen/sana 0.6/Base 12.8k/tokenizer/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/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 %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/multigen/sana 0.6/Base 12.8k/tokenizer/tokenizer_config.json b/multigen/sana 0.6/Base 12.8k/tokenizer/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5b4cda396aa4050a6cb92d7a4c0297031eb80e6d --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/tokenizer/tokenizer_config.json @@ -0,0 +1,20 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "extra_special_tokens": [ + "", + "" + ], + "is_local": false, + "local_files_only": false, + "mask_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "GemmaTokenizer", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/multigen/sana 0.6/Base 12.8k/training.log b/multigen/sana 0.6/Base 12.8k/training.log new file mode 100644 index 0000000000000000000000000000000000000000..a3893598a5973b95886fc033f5b02a17d007733f --- /dev/null +++ b/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] ============================================================ diff --git a/multigen/sana 0.6/Base 12.8k/training_args.json b/multigen/sana 0.6/Base 12.8k/training_args.json new file mode 100644 index 0000000000000000000000000000000000000000..82f6eb7da3ab6284e4bd7808f5ab149ed1f8cf2d --- /dev/null +++ b/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" +} \ No newline at end of file diff --git a/multigen/sana 0.6/Base 12.8k/training_summary.json b/multigen/sana 0.6/Base 12.8k/training_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4fbdfb5cc80005fc25142d14443edb23db44c8f0 --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/training_summary.json @@ -0,0 +1,7 @@ +{ + "total_steps": 256, + "final_loss": 0.8321908712387085, + "avg_last_100": 0.9032440304756164, + "min_loss": 0.6926342844963074, + "total_time": "2:20:38" +} \ No newline at end of file diff --git a/multigen/sana 0.6/Base 12.8k/transformer/config.json b/multigen/sana 0.6/Base 12.8k/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/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 +} diff --git a/multigen/sana 0.6/Base 12.8k/vae/config.json b/multigen/sana 0.6/Base 12.8k/vae/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b4476560cb25f5e88d6c7524d229bc4d07ca142f --- /dev/null +++ b/multigen/sana 0.6/Base 12.8k/vae/config.json @@ -0,0 +1,92 @@ +{ + "_class_name": "AutoencoderDC", + "_diffusers_version": "0.37.1", + "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers", + "attention_head_dim": 32, + "decoder_act_fns": "silu", + "decoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "decoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "decoder_conv_act_fn": "relu", + "decoder_in_shortcut": true, + "decoder_layers_per_block": [ + 3, + 3, + 3, + 3, + 3, + 3 + ], + "decoder_norm_types": "rms_norm", + "decoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "downsample_block_type": "Conv", + "encoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "encoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "encoder_layers_per_block": [ + 2, + 2, + 2, + 3, + 3, + 3 + ], + "encoder_out_shortcut": true, + "encoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "in_channels": 3, + "latent_channels": 32, + "scaling_factor": 0.41407, + "upsample_block_type": "interpolate" +} diff --git a/multigen/sana 0.6/SRA/checkpoint-10000/transformer/config.json b/multigen/sana 0.6/SRA/checkpoint-10000/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/SRA/checkpoint-10000/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 +} diff --git a/multigen/sana 0.6/SRA/model_index.json b/multigen/sana 0.6/SRA/model_index.json new file mode 100644 index 0000000000000000000000000000000000000000..5a56c68528dcebd6e6361e6fad63c8cfb0c145a1 --- /dev/null +++ b/multigen/sana 0.6/SRA/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" + ] +} diff --git a/multigen/sana 0.6/SRA/scheduler/scheduler_config.json b/multigen/sana 0.6/SRA/scheduler/scheduler_config.json new file mode 100644 index 0000000000000000000000000000000000000000..438267411be16a289ebaf6964fbea7c4d11c15f8 --- /dev/null +++ b/multigen/sana 0.6/SRA/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 +} diff --git a/multigen/sana 0.6/SRA/text_encoder/config.json b/multigen/sana 0.6/SRA/text_encoder/config.json new file mode 100644 index 0000000000000000000000000000000000000000..8caf765a38d6b143f27b8326f4fd4b2d3c054613 --- /dev/null +++ b/multigen/sana 0.6/SRA/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 +} diff --git a/multigen/sana 0.6/SRA/tokenizer/chat_template.jinja b/multigen/sana 0.6/SRA/tokenizer/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/multigen/sana 0.6/SRA/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 %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/multigen/sana 0.6/SRA/tokenizer/tokenizer_config.json b/multigen/sana 0.6/SRA/tokenizer/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5b4cda396aa4050a6cb92d7a4c0297031eb80e6d --- /dev/null +++ b/multigen/sana 0.6/SRA/tokenizer/tokenizer_config.json @@ -0,0 +1,20 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "extra_special_tokens": [ + "", + "" + ], + "is_local": false, + "local_files_only": false, + "mask_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "GemmaTokenizer", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/multigen/sana 0.6/SRA/training.log b/multigen/sana 0.6/SRA/training.log new file mode 100644 index 0000000000000000000000000000000000000000..8bede4944028fa9324fefd8d0fa3f6318e50d8c8 --- /dev/null +++ b/multigen/sana 0.6/SRA/training.log @@ -0,0 +1,278 @@ +Training started: 2026-08-12 05:05:04 +========================================================================================== + Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA +------------------------------------------------------------------------------------------ +[05:05:04] Run directory: RESULTS/multigen/run_018 +[05:05:04] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility +[05:05:04] Loading pretrained SANA components ... +[05:05:34] Transformer params: 591,747,872 total, 591,747,872 trainable +[05:05:34] Building SRA teacher (EMA copy of transformer) and projection head ... +[05:05:36] Alignment: student block 6 -> teacher block 14 (of 28) +[05:05:36] Time interval k ~ U(0, 0.2), teacher_t = clamp(student_t - k, 0, 1) +[05:05:36] Loss type: sml1, EMA decay: 0.9999 +[05:05:36] Align weight: progress-based decay (default) -- start_frac=0.15, span_frac=0.35 +[05:05:36] SRA projection head params: 5,311,872 +[05:05:36] Building dataset ... +[05:05:36] Step-based training: 10000 steps (~1 epochs over dataset) +[05:05:38] SRA teacher initialized (synced with student weights). +[05:05:38] +[05:05:38] ================================================================ +[05:05:38] Output dir = RESULTS/multigen/run_018 +[05:05:38] Num examples = 499995 +[05:05:38] Num epochs = 1 +[05:05:38] Batch/device = 8 +[05:05:38] Grad accum = 1 +[05:05:38] Effective BS = 8 +[05:05:38] Total optim steps = 10000 +[05:05:38] LR = 0.0001 +[05:05:38] Precision = bf16 +[05:05:38] Log every = 50 steps +[05:05:38] Validate every = 1000 steps +[05:05:38] Checkpoint every = 2000 steps +[05:05:38] ================================================================ +[05:05:38] + 50 | 0 | 1.319023 | 1.319023 | 1.00e-05 | 0:01:15 | 4:08:56 | Gen 0.900770 | Align 2.091268 + 100 | 0 | 1.419549 | 1.369286 | 2.00e-05 | 0:01:50 | 3:01:39 | Gen 1.005907 | Align 2.068212 + 150 | 0 | 1.258030 | 1.332201 | 3.00e-05 | 0:02:25 | 2:39:02 | Gen 0.860732 | Align 1.986490 + 200 | 0 | 1.312727 | 1.327332 | 4.00e-05 | 0:03:00 | 2:27:32 | Gen 0.926485 | Align 1.931210 + 250 | 0 | 1.236768 | 1.309219 | 5.00e-05 | 0:03:36 | 2:20:25 | Gen 0.878934 | Align 1.789167 + 300 | 0 | 1.228386 | 1.295747 | 6.00e-05 | 0:04:11 | 2:15:28 | Gen 0.868814 | Align 1.797862 + 350 | 0 | 1.314693 | 1.298454 | 7.00e-05 | 0:04:46 | 2:11:47 | Gen 0.956796 | Align 1.789488 + 400 | 0 | 1.205881 | 1.286882 | 8.00e-05 | 0:05:22 | 2:08:53 | Gen 0.880581 | Align 1.626501 + 450 | 0 | 1.118667 | 1.268192 | 9.00e-05 | 0:05:57 | 2:06:30 | Gen 0.826866 | Align 1.459008 + 500 | 0 | 1.197336 | 1.261106 | 1.00e-04 | 0:06:33 | 2:04:29 | Gen 0.912185 | Align 1.425751 + 550 | 0 | 1.155687 | 1.251522 | 1.00e-04 | 0:07:08 | 2:02:45 | Gen 0.883981 | Align 1.358530 + 600 | 0 | 1.136851 | 1.241967 | 1.00e-04 | 0:07:44 | 2:01:12 | Gen 0.865878 | Align 1.354868 + 650 | 0 | 1.185506 | 1.237623 | 9.99e-05 | 0:08:19 | 1:59:46 | Gen 0.929277 | Align 1.281147 + 700 | 0 | 0.985161 | 1.219590 | 9.99e-05 | 0:08:55 | 1:58:28 | Gen 0.746305 | Align 1.194280 + 750 | 0 | 1.249478 | 1.221583 | 9.98e-05 | 0:09:30 | 1:57:15 | Gen 0.987961 | Align 1.307582 + 800 | 0 | 1.262594 | 1.224146 | 9.98e-05 | 0:10:05 | 1:56:07 | Gen 0.995823 | Align 1.333859 + 850 | 0 | 1.179939 | 1.221546 | 9.97e-05 | 0:10:41 | 1:55:03 | Gen 0.940953 | Align 1.194927 + 900 | 0 | 1.083166 | 1.213858 | 9.96e-05 | 0:11:16 | 1:54:02 | Gen 0.845356 | Align 1.189053 + 950 | 0 | 1.168232 | 1.211457 | 9.94e-05 | 0:11:52 | 1:53:03 | Gen 0.916464 | Align 1.258837 + 1000 | 0 | 1.050579 | 1.203413 | 9.93e-05 | 0:12:27 | 1:52:07 | Gen 0.809131 | Align 1.207240 +[05:17:34] Generating 16 validation images ... +[05:17:47] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0001000.png + 1050 | 0 | 1.218760 | 1.204144 | 9.92e-05 | 0:13:19 | 1:53:32 | Gen 0.985178 | Align 1.167907 + 1100 | 0 | 1.186722 | 1.203352 | 9.90e-05 | 0:13:54 | 1:52:32 | Gen 0.936307 | Align 1.252076 + 1150 | 0 | 1.084096 | 1.198167 | 9.88e-05 | 0:14:29 | 1:51:34 | Gen 0.856484 | Align 1.138061 + 1200 | 0 | 1.219908 | 1.199072 | 9.87e-05 | 0:15:05 | 1:50:38 | Gen 0.983294 | Align 1.183069 + 1250 | 0 | 1.210252 | 1.199520 | 9.85e-05 | 0:15:40 | 1:49:43 | Gen 0.953285 | Align 1.284834 + 1300 | 0 | 1.126633 | 1.196716 | 9.83e-05 | 0:16:15 | 1:48:50 | Gen 0.895997 | Align 1.153176 + 1350 | 0 | 1.129602 | 1.194231 | 9.80e-05 | 0:16:51 | 1:47:59 | Gen 0.886396 | Align 1.216031 + 1400 | 0 | 1.180984 | 1.193758 | 9.78e-05 | 0:17:26 | 1:47:08 | Gen 0.920491 | Align 1.302463 + 1450 | 0 | 1.176590 | 1.193166 | 9.76e-05 | 0:18:01 | 1:46:19 | Gen 0.923843 | Align 1.263736 + 1500 | 0 | 1.177490 | 1.192643 | 9.73e-05 | 0:18:37 | 1:45:30 | Gen 0.919528 | Align 1.289809 + 1550 | 0 | 1.197148 | 1.192788 | 9.70e-05 | 0:19:12 | 1:44:43 | Gen 0.965416 | Align 1.196619 + 1600 | 0 | 1.164341 | 1.191899 | 9.67e-05 | 0:19:47 | 1:43:56 | Gen 0.925563 | Align 1.274238 + 1650 | 0 | 1.186017 | 1.191721 | 9.64e-05 | 0:20:23 | 1:43:10 | Gen 0.964076 | Align 1.223995 + 1700 | 0 | 1.052366 | 1.187622 | 9.61e-05 | 0:20:58 | 1:42:24 | Gen 0.842573 | Align 1.195690 + 1750 | 0 | 1.127327 | 1.185900 | 9.58e-05 | 0:21:33 | 1:41:39 | Gen 0.931530 | Align 1.153241 + 1800 | 0 | 0.988387 | 1.180413 | 9.55e-05 | 0:22:09 | 1:40:55 | Gen 0.783591 | Align 1.246578 + 1850 | 0 | 1.197850 | 1.180885 | 9.51e-05 | 0:22:44 | 1:40:11 | Gen 1.001291 | Align 1.236451 + 1900 | 0 | 1.110749 | 1.179039 | 9.47e-05 | 0:23:19 | 1:39:27 | Gen 0.925093 | Align 1.206919 + 1950 | 0 | 1.187020 | 1.179243 | 9.44e-05 | 0:23:55 | 1:38:44 | Gen 1.023655 | Align 1.097525 + 2000 | 0 | 1.122496 | 1.177825 | 9.40e-05 | 0:24:30 | 1:38:01 | Gen 0.945267 | Align 1.230487 +[05:29:41] Saved checkpoint -> RESULTS/multigen/run_018/checkpoint-2000 +[05:29:43] Generating 16 validation images ... +[05:29:56] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0002000.png + 2050 | 0 | 1.140570 | 1.176916 | 9.36e-05 | 0:25:29 | 1:38:50 | Gen 0.960752 | Align 1.290204 + 2100 | 0 | 1.015502 | 1.173073 | 9.32e-05 | 0:26:04 | 1:38:05 | Gen 0.855981 | Align 1.182857 + 2150 | 0 | 1.069597 | 1.170667 | 9.27e-05 | 0:26:39 | 1:37:21 | Gen 0.905372 | Align 1.258458 + 2200 | 0 | 1.068397 | 1.168342 | 9.23e-05 | 0:27:15 | 1:36:37 | Gen 0.925007 | Align 1.135543 + 2250 | 0 | 1.108106 | 1.167004 | 9.19e-05 | 0:27:50 | 1:35:54 | Gen 0.956363 | Align 1.241877 + 2300 | 0 | 0.961748 | 1.162542 | 9.14e-05 | 0:28:26 | 1:35:11 | Gen 0.821427 | Align 1.186804 + 2350 | 0 | 1.160340 | 1.162495 | 9.09e-05 | 0:29:01 | 1:34:28 | Gen 1.023259 | Align 1.198171 + 2400 | 0 | 1.023047 | 1.159590 | 9.05e-05 | 0:29:36 | 1:33:46 | Gen 0.889763 | Align 1.203941 + 2450 | 0 | 0.923043 | 1.154762 | 9.00e-05 | 0:30:12 | 1:33:04 | Gen 0.793308 | Align 1.211079 + 2500 | 0 | 1.061237 | 1.152892 | 8.95e-05 | 0:30:47 | 1:32:22 | Gen 0.931454 | Align 1.252035 + 2550 | 0 | 1.116064 | 1.152169 | 8.89e-05 | 0:31:22 | 1:31:41 | Gen 0.998145 | Align 1.175626 + 2600 | 0 | 1.069013 | 1.150570 | 8.84e-05 | 0:31:58 | 1:30:59 | Gen 0.953589 | Align 1.189235 + 2650 | 0 | 1.023001 | 1.148163 | 8.79e-05 | 0:32:33 | 1:30:18 | Gen 0.910244 | Align 1.200597 + 2700 | 0 | 1.025438 | 1.145891 | 8.73e-05 | 0:33:09 | 1:29:37 | Gen 0.916430 | Align 1.199493 + 2750 | 0 | 0.994266 | 1.143134 | 8.68e-05 | 0:33:44 | 1:28:57 | Gen 0.897086 | Align 1.105109 + 2800 | 0 | 1.000824 | 1.140593 | 8.62e-05 | 0:34:19 | 1:28:16 | Gen 0.903118 | Align 1.148241 + 2850 | 0 | 1.005939 | 1.138230 | 8.56e-05 | 0:34:55 | 1:27:36 | Gen 0.913156 | Align 1.126845 + 2900 | 0 | 1.056612 | 1.136823 | 8.51e-05 | 0:35:30 | 1:26:56 | Gen 0.961505 | Align 1.193710 + 2950 | 0 | 1.079868 | 1.135858 | 8.45e-05 | 0:36:06 | 1:26:16 | Gen 0.989065 | Align 1.177800 + 3000 | 0 | 1.081206 | 1.134947 | 8.39e-05 | 0:36:41 | 1:25:36 | Gen 0.991954 | Align 1.196387 +[05:41:46] Generating 16 validation images ... +[05:41:58] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0003000.png + 3050 | 0 | 0.857225 | 1.130394 | 8.33e-05 | 0:37:31 | 1:25:30 | Gen 0.765002 | Align 1.277562 + 3100 | 0 | 0.928071 | 1.127131 | 8.26e-05 | 0:38:06 | 1:24:49 | Gen 0.843266 | Align 1.214082 + 3150 | 0 | 1.016815 | 1.125380 | 8.20e-05 | 0:38:41 | 1:24:09 | Gen 0.936644 | Align 1.186123 + 3200 | 0 | 1.025598 | 1.123821 | 8.14e-05 | 0:39:17 | 1:23:29 | Gen 0.953069 | Align 1.108946 + 3250 | 0 | 0.943688 | 1.121049 | 8.07e-05 | 0:39:52 | 1:22:49 | Gen 0.872455 | Align 1.125564 + 3300 | 0 | 1.018429 | 1.119495 | 8.01e-05 | 0:40:27 | 1:22:09 | Gen 0.942747 | Align 1.235850 + 3350 | 0 | 1.027590 | 1.118123 | 7.94e-05 | 0:41:03 | 1:21:29 | Gen 0.956741 | Align 1.195596 + 3400 | 0 | 0.910978 | 1.115077 | 7.87e-05 | 0:41:38 | 1:20:50 | Gen 0.841698 | Align 1.208221 + 3450 | 0 | 0.881773 | 1.111695 | 7.80e-05 | 0:42:13 | 1:20:10 | Gen 0.818168 | Align 1.146366 + 3500 | 0 | 0.890012 | 1.108528 | 7.73e-05 | 0:42:49 | 1:19:31 | Gen 0.826567 | Align 1.181702 + 3550 | 0 | 0.992868 | 1.106899 | 7.67e-05 | 0:43:24 | 1:18:52 | Gen 0.928580 | Align 1.237451 + 3600 | 0 | 1.002488 | 1.105449 | 7.59e-05 | 0:43:59 | 1:18:12 | Gen 0.939925 | Align 1.244520 + 3650 | 0 | 1.024960 | 1.104347 | 7.52e-05 | 0:44:35 | 1:17:33 | Gen 0.967885 | Align 1.173326 + 3700 | 0 | 0.933919 | 1.102044 | 7.45e-05 | 0:45:10 | 1:16:55 | Gen 0.878256 | Align 1.182544 + 3750 | 0 | 0.882975 | 1.099123 | 7.38e-05 | 0:45:45 | 1:16:16 | Gen 0.828689 | Align 1.191878 + 3800 | 0 | 0.978853 | 1.097540 | 7.31e-05 | 0:46:21 | 1:15:37 | Gen 0.927928 | Align 1.155472 + 3850 | 0 | 0.951100 | 1.095638 | 7.23e-05 | 0:46:56 | 1:14:58 | Gen 0.903075 | Align 1.126116 + 3900 | 0 | 0.930934 | 1.093527 | 7.16e-05 | 0:47:31 | 1:14:20 | Gen 0.879673 | Align 1.242190 + 3950 | 0 | 0.932070 | 1.091483 | 7.08e-05 | 0:48:07 | 1:13:42 | Gen 0.881745 | Align 1.260290 + 4000 | 0 | 1.058815 | 1.091075 | 7.01e-05 | 0:48:42 | 1:13:03 | Gen 1.012703 | Align 1.193398 +[05:53:53] Saved checkpoint -> RESULTS/multigen/run_018/checkpoint-4000 +[05:53:54] Generating 16 validation images ... +[05:54:07] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0004000.png + 4050 | 0 | 0.891997 | 1.088617 | 6.93e-05 | 0:49:39 | 1:12:57 | Gen 0.847949 | Align 1.178102 + 4100 | 0 | 0.898355 | 1.086297 | 6.86e-05 | 0:50:14 | 1:12:18 | Gen 0.852732 | Align 1.261028 + 4150 | 0 | 0.845079 | 1.083390 | 6.78e-05 | 0:50:50 | 1:11:39 | Gen 0.802668 | Align 1.211453 + 4200 | 0 | 0.864776 | 1.080788 | 6.70e-05 | 0:51:25 | 1:11:01 | Gen 0.823541 | Align 1.217236 + 4250 | 0 | 0.903489 | 1.078702 | 6.62e-05 | 0:52:01 | 1:10:22 | Gen 0.863178 | Align 1.229748 + 4300 | 0 | 0.873150 | 1.076312 | 6.55e-05 | 0:52:36 | 1:09:44 | Gen 0.834398 | Align 1.221738 + 4350 | 0 | 0.984931 | 1.075261 | 6.47e-05 | 0:53:11 | 1:09:05 | Gen 0.947678 | Align 1.213739 + 4400 | 0 | 0.963597 | 1.073993 | 6.39e-05 | 0:53:47 | 1:08:27 | Gen 0.925456 | Align 1.284256 + 4450 | 0 | 1.021436 | 1.073402 | 6.31e-05 | 0:54:22 | 1:07:49 | Gen 0.985641 | Align 1.245550 + 4500 | 0 | 0.953212 | 1.072067 | 6.23e-05 | 0:54:58 | 1:07:11 | Gen 0.921220 | Align 1.150427 + 4550 | 0 | 1.013054 | 1.071418 | 6.15e-05 | 0:55:33 | 1:06:33 | Gen 0.984111 | Align 1.075634 + 4600 | 0 | 0.962764 | 1.070237 | 6.07e-05 | 0:56:09 | 1:05:55 | Gen 0.930569 | Align 1.236475 + 4650 | 0 | 0.948175 | 1.068925 | 5.99e-05 | 0:56:44 | 1:05:17 | Gen 0.919147 | Align 1.152139 + 4700 | 0 | 0.968507 | 1.067856 | 5.90e-05 | 0:57:20 | 1:04:39 | Gen 0.937440 | Align 1.274269 + 4750 | 0 | 0.883438 | 1.065915 | 5.82e-05 | 0:57:55 | 1:04:01 | Gen 0.854257 | Align 1.236952 + 4800 | 0 | 0.905242 | 1.064241 | 5.74e-05 | 0:58:30 | 1:03:23 | Gen 0.877831 | Align 1.200753 + 4850 | 0 | 0.898685 | 1.062535 | 5.66e-05 | 0:59:06 | 1:02:45 | Gen 0.873135 | Align 1.156710 + 4900 | 0 | 0.906670 | 1.060944 | 5.58e-05 | 0:59:41 | 1:02:07 | Gen 0.881309 | Align 1.186543 + 4950 | 0 | 0.976044 | 1.060087 | 5.50e-05 | 1:00:17 | 1:01:30 | Gen 0.950597 | Align 1.230365 + 5000 | 0 | 0.937003 | 1.058856 | 5.41e-05 | 1:00:52 | 1:00:52 | Gen 0.912521 | Align 1.223259 +[06:05:57] Generating 16 validation images ... +[06:06:10] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0005000.png + 5050 | 0 | 0.948782 | 1.055153 | 5.33e-05 | 1:01:42 | 1:00:29 | Gen 0.927018 | Align 1.123808 + 5100 | 0 | 1.035740 | 1.051315 | 5.25e-05 | 1:02:17 | 0:59:51 | Gen 1.012583 | Align 1.235744 + 5150 | 0 | 0.866032 | 1.047395 | 5.17e-05 | 1:02:53 | 0:59:13 | Gen 0.846319 | Align 1.087136 + 5200 | 0 | 0.953791 | 1.043806 | 5.08e-05 | 1:03:28 | 0:58:35 | Gen 0.933774 | Align 1.140845 + 5250 | 0 | 0.950432 | 1.040943 | 5.00e-05 | 1:04:04 | 0:57:58 | Gen 0.930916 | Align 1.149523 + 5300 | 0 | 0.929973 | 1.037958 | 4.92e-05 | 1:04:39 | 0:57:20 | Gen 0.910090 | Align 1.210243 + 5350 | 0 | 0.765153 | 1.032463 | 4.83e-05 | 1:05:15 | 0:56:42 | Gen 0.747303 | Align 1.122855 + 5400 | 0 | 0.879606 | 1.029200 | 4.75e-05 | 1:05:50 | 0:56:05 | Gen 0.861378 | Align 1.184955 + 5450 | 0 | 0.890442 | 1.026918 | 4.67e-05 | 1:06:26 | 0:55:27 | Gen 0.872545 | Align 1.202366 + 5500 | 0 | 1.014401 | 1.025089 | 4.59e-05 | 1:07:01 | 0:54:50 | Gen 0.996532 | Align 1.240611 + 5550 | 0 | 0.935338 | 1.022885 | 4.50e-05 | 1:07:37 | 0:54:13 | Gen 0.918908 | Align 1.178812 + 5600 | 0 | 0.954612 | 1.021063 | 4.42e-05 | 1:08:12 | 0:53:35 | Gen 0.938499 | Align 1.194816 + 5650 | 0 | 0.794293 | 1.017151 | 4.34e-05 | 1:08:48 | 0:52:58 | Gen 0.778803 | Align 1.186995 + 5700 | 0 | 0.902734 | 1.016326 | 4.26e-05 | 1:09:23 | 0:52:20 | Gen 0.887331 | Align 1.219854 + 5750 | 0 | 0.829176 | 1.012123 | 4.18e-05 | 1:09:59 | 0:51:43 | Gen 0.815230 | Align 1.141430 + 5800 | 0 | 0.971511 | 1.009213 | 4.10e-05 | 1:10:34 | 0:51:06 | Gen 0.957633 | Align 1.173814 + 5850 | 0 | 0.983851 | 1.007252 | 4.01e-05 | 1:11:09 | 0:50:29 | Gen 0.970343 | Align 1.180661 + 5900 | 0 | 0.783434 | 1.004254 | 3.93e-05 | 1:11:45 | 0:49:51 | Gen 0.770339 | Align 1.182827 + 5950 | 0 | 1.042937 | 1.003001 | 3.85e-05 | 1:12:20 | 0:49:14 | Gen 1.029566 | Align 1.248158 + 6000 | 0 | 0.983419 | 1.002330 | 3.77e-05 | 1:12:56 | 0:48:37 | Gen 0.971532 | Align 1.146787 +[06:18:06] Saved checkpoint -> RESULTS/multigen/run_018/checkpoint-6000 +[06:18:07] Generating 16 validation images ... +[06:18:20] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0006000.png + 6050 | 0 | 0.811581 | 0.998258 | 3.69e-05 | 1:13:52 | 0:48:14 | Gen 0.800021 | Align 1.152491 + 6100 | 0 | 0.917701 | 0.995568 | 3.61e-05 | 1:14:28 | 0:47:36 | Gen 0.906370 | Align 1.167490 + 6150 | 0 | 0.885284 | 0.993580 | 3.53e-05 | 1:15:03 | 0:46:59 | Gen 0.873503 | Align 1.254419 + 6200 | 0 | 0.906080 | 0.990441 | 3.45e-05 | 1:15:38 | 0:46:21 | Gen 0.895395 | Align 1.175801 + 6250 | 0 | 0.882824 | 0.987167 | 3.38e-05 | 1:16:14 | 0:45:44 | Gen 0.871962 | Align 1.235271 + 6300 | 0 | 0.891754 | 0.984818 | 3.30e-05 | 1:16:49 | 0:45:07 | Gen 0.881300 | Align 1.228634 + 6350 | 0 | 0.824646 | 0.981769 | 3.22e-05 | 1:17:24 | 0:44:29 | Gen 0.815427 | Align 1.119591 + 6400 | 0 | 0.921578 | 0.979175 | 3.14e-05 | 1:18:00 | 0:43:52 | Gen 0.911885 | Align 1.216638 + 6450 | 0 | 0.828439 | 0.975693 | 3.07e-05 | 1:18:35 | 0:43:15 | Gen 0.819582 | Align 1.148837 + 6500 | 0 | 0.939545 | 0.973314 | 2.99e-05 | 1:19:11 | 0:42:38 | Gen 0.930504 | Align 1.211866 + 6550 | 0 | 0.876672 | 0.970109 | 2.92e-05 | 1:19:46 | 0:42:01 | Gen 0.868535 | Align 1.127264 + 6600 | 0 | 0.865129 | 0.967117 | 2.84e-05 | 1:20:22 | 0:41:24 | Gen 0.857152 | Align 1.141968 + 6650 | 0 | 0.815653 | 0.963413 | 2.77e-05 | 1:20:57 | 0:40:47 | Gen 0.807736 | Align 1.171447 + 6700 | 0 | 0.873565 | 0.961625 | 2.69e-05 | 1:21:33 | 0:40:10 | Gen 0.865444 | Align 1.241638 + 6750 | 0 | 0.876745 | 0.959119 | 2.62e-05 | 1:22:08 | 0:39:33 | Gen 0.869469 | Align 1.149627 + 6800 | 0 | 0.978595 | 0.959021 | 2.55e-05 | 1:22:44 | 0:38:56 | Gen 0.970818 | Align 1.269906 + 6850 | 0 | 0.786283 | 0.954906 | 2.48e-05 | 1:23:19 | 0:38:19 | Gen 0.779159 | Align 1.202156 + 6900 | 0 | 0.951247 | 0.953311 | 2.41e-05 | 1:23:55 | 0:37:42 | Gen 0.943765 | Align 1.304803 + 6950 | 0 | 0.846872 | 0.949909 | 2.33e-05 | 1:24:31 | 0:37:05 | Gen 0.840048 | Align 1.229896 + 7000 | 0 | 1.048360 | 0.949168 | 2.27e-05 | 1:25:06 | 0:36:28 | Gen 1.041700 | Align 1.240538 +[06:30:11] Generating 16 validation images ... +[06:30:24] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0007000.png + 7050 | 0 | 0.985137 | 0.947614 | 2.20e-05 | 1:25:57 | 0:35:58 | Gen 0.979059 | Align 1.169942 + 7100 | 0 | 0.928572 | 0.946744 | 2.13e-05 | 1:26:32 | 0:35:21 | Gen 0.922732 | Align 1.161770 + 7150 | 0 | 1.047400 | 0.946522 | 2.06e-05 | 1:27:08 | 0:34:43 | Gen 1.041712 | Align 1.169241 + 7200 | 0 | 0.924974 | 0.945088 | 1.99e-05 | 1:27:43 | 0:34:06 | Gen 0.919402 | Align 1.183652 + 7250 | 0 | 0.848495 | 0.942492 | 1.93e-05 | 1:28:19 | 0:33:29 | Gen 0.843289 | Align 1.143038 + 7300 | 0 | 0.956408 | 0.942439 | 1.86e-05 | 1:28:54 | 0:32:53 | Gen 0.951058 | Align 1.213992 + 7350 | 0 | 0.940753 | 0.940243 | 1.80e-05 | 1:29:29 | 0:32:16 | Gen 0.935706 | Align 1.183619 + 7400 | 0 | 0.894329 | 0.938956 | 1.74e-05 | 1:30:05 | 0:31:39 | Gen 0.889731 | Align 1.114271 + 7450 | 0 | 0.967071 | 0.939396 | 1.67e-05 | 1:30:40 | 0:31:02 | Gen 0.962211 | Align 1.217089 + 7500 | 0 | 0.837814 | 0.937162 | 1.61e-05 | 1:31:16 | 0:30:25 | Gen 0.833166 | Align 1.202954 + 7550 | 0 | 0.851676 | 0.934518 | 1.55e-05 | 1:31:51 | 0:29:48 | Gen 0.847104 | Align 1.222782 + 7600 | 0 | 0.934214 | 0.933170 | 1.49e-05 | 1:32:27 | 0:29:11 | Gen 0.929606 | Align 1.273480 + 7650 | 0 | 0.931195 | 0.932252 | 1.44e-05 | 1:33:02 | 0:28:34 | Gen 0.927177 | Align 1.147654 + 7700 | 0 | 0.835652 | 0.930354 | 1.38e-05 | 1:33:38 | 0:27:58 | Gen 0.831688 | Align 1.170302 + 7750 | 0 | 0.940283 | 0.929814 | 1.32e-05 | 1:34:13 | 0:27:21 | Gen 0.936161 | Align 1.257500 + 7800 | 0 | 0.904552 | 0.928851 | 1.27e-05 | 1:34:49 | 0:26:44 | Gen 0.900819 | Align 1.176764 + 7850 | 0 | 0.971536 | 0.928507 | 1.21e-05 | 1:35:24 | 0:26:07 | Gen 0.967648 | Align 1.266873 + 7900 | 0 | 0.929025 | 0.927231 | 1.16e-05 | 1:36:00 | 0:25:31 | Gen 0.925479 | Align 1.193984 + 7950 | 0 | 0.808103 | 0.924514 | 1.11e-05 | 1:36:35 | 0:24:54 | Gen 0.804445 | Align 1.272743 + 8000 | 0 | 0.897717 | 0.922679 | 1.05e-05 | 1:37:11 | 0:24:17 | Gen 0.894474 | Align 1.166177 +[06:42:21] Saved checkpoint -> RESULTS/multigen/run_018/checkpoint-8000 +[06:42:23] Removed old checkpoint: checkpoint-2000 +[06:42:24] Generating 16 validation images ... +[06:42:37] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0008000.png + 8050 | 0 | 0.803026 | 0.922137 | 1.00e-05 | 1:38:08 | 0:23:46 | Gen 0.799813 | Align 1.194101 + 8100 | 0 | 0.903547 | 0.921892 | 9.55e-06 | 1:38:44 | 0:23:09 | Gen 0.900417 | Align 1.202041 + 8150 | 0 | 0.887243 | 0.920596 | 9.07e-06 | 1:39:19 | 0:22:32 | Gen 0.884238 | Align 1.192575 + 8200 | 0 | 0.967468 | 0.920015 | 8.60e-06 | 1:39:55 | 0:21:56 | Gen 0.964411 | Align 1.253799 + 8250 | 0 | 0.951859 | 0.920096 | 8.14e-06 | 1:40:30 | 0:21:19 | Gen 0.949156 | Align 1.145936 + 8300 | 0 | 0.904742 | 0.918959 | 7.70e-06 | 1:41:05 | 0:20:42 | Gen 0.901925 | Align 1.234276 + 8350 | 0 | 0.776741 | 0.916451 | 7.26e-06 | 1:41:41 | 0:20:05 | Gen 0.773981 | Align 1.249692 + 8400 | 0 | 0.919905 | 0.916540 | 6.84e-06 | 1:42:16 | 0:19:28 | Gen 0.917272 | Align 1.231830 + 8450 | 0 | 0.813308 | 0.915856 | 6.43e-06 | 1:42:52 | 0:18:52 | Gen 0.810718 | Align 1.252237 + 8500 | 0 | 1.017029 | 0.917126 | 6.03e-06 | 1:43:27 | 0:18:15 | Gen 1.014547 | Align 1.239930 + 8550 | 0 | 0.970503 | 0.916902 | 5.64e-06 | 1:44:03 | 0:17:38 | Gen 0.968271 | Align 1.152159 + 8600 | 0 | 0.908213 | 0.915959 | 5.26e-06 | 1:44:38 | 0:17:02 | Gen 0.905968 | Align 1.198296 + 8650 | 0 | 0.934107 | 0.915051 | 4.90e-06 | 1:45:14 | 0:16:25 | Gen 0.931897 | Align 1.218945 + 8700 | 0 | 1.009909 | 0.915811 | 4.55e-06 | 1:45:49 | 0:15:48 | Gen 1.007749 | Align 1.231108 + 8750 | 0 | 1.060504 | 0.917586 | 4.21e-06 | 1:46:25 | 0:15:12 | Gen 1.058384 | Align 1.248611 + 8800 | 0 | 0.747712 | 0.915275 | 3.89e-06 | 1:47:00 | 0:14:35 | Gen 0.745748 | Align 1.195857 + 8850 | 0 | 0.862732 | 0.914391 | 3.57e-06 | 1:47:36 | 0:13:58 | Gen 0.860914 | Align 1.143293 + 8900 | 0 | 0.976219 | 0.914844 | 3.27e-06 | 1:48:11 | 0:13:22 | Gen 0.974274 | Align 1.264330 + 8950 | 0 | 0.959542 | 0.915118 | 2.98e-06 | 1:48:47 | 0:12:45 | Gen 0.957663 | Align 1.262655 + 9000 | 0 | 0.876097 | 0.913291 | 2.71e-06 | 1:49:22 | 0:12:09 | Gen 0.874346 | Align 1.215928 +[06:54:28] Generating 16 validation images ... +[06:54:42] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0009000.png + 9050 | 0 | 0.947561 | 0.913847 | 2.45e-06 | 1:50:15 | 0:11:34 | Gen 0.945890 | Align 1.198953 + 9100 | 0 | 0.885767 | 0.913721 | 2.20e-06 | 1:50:51 | 0:10:57 | Gen 0.884178 | Align 1.178740 + 9150 | 0 | 0.981250 | 0.915083 | 1.96e-06 | 1:51:26 | 0:10:21 | Gen 0.979678 | Align 1.204368 + 9200 | 0 | 0.869547 | 0.915130 | 1.74e-06 | 1:52:02 | 0:09:44 | Gen 0.868053 | Align 1.183007 + 9250 | 0 | 0.854167 | 0.914637 | 1.53e-06 | 1:52:37 | 0:09:07 | Gen 0.852624 | Align 1.263476 + 9300 | 0 | 0.980588 | 0.915712 | 1.33e-06 | 1:53:12 | 0:08:31 | Gen 0.979134 | Align 1.229403 + 9350 | 0 | 0.978161 | 0.915644 | 1.15e-06 | 1:53:48 | 0:07:54 | Gen 0.976779 | Align 1.208290 + 9400 | 0 | 1.043233 | 0.916440 | 9.81e-07 | 1:54:24 | 0:07:18 | Gen 1.041917 | Align 1.188715 + 9450 | 0 | 0.853206 | 0.914758 | 8.25e-07 | 1:54:59 | 0:06:41 | Gen 0.851967 | Align 1.156369 + 9500 | 0 | 0.924767 | 0.914474 | 6.82e-07 | 1:55:34 | 0:06:04 | Gen 0.923567 | Align 1.157874 + 9550 | 0 | 0.929348 | 0.913636 | 5.53e-07 | 1:56:10 | 0:05:28 | Gen 0.928168 | Align 1.176739 + 9600 | 0 | 0.910664 | 0.913115 | 4.37e-07 | 1:56:45 | 0:04:51 | Gen 0.909447 | Align 1.254122 + 9650 | 0 | 0.914638 | 0.912780 | 3.35e-07 | 1:57:21 | 0:04:15 | Gen 0.913520 | Align 1.190704 + 9700 | 0 | 0.849645 | 0.911591 | 2.46e-07 | 1:57:56 | 0:03:38 | Gen 0.848605 | Align 1.144933 + 9750 | 0 | 0.993196 | 0.912689 | 1.71e-07 | 1:58:32 | 0:03:02 | Gen 0.992229 | Align 1.099743 + 9800 | 0 | 0.822873 | 0.911865 | 1.09e-07 | 1:59:07 | 0:02:25 | Gen 0.821915 | Align 1.125603 + 9850 | 0 | 0.877220 | 0.911651 | 6.15e-08 | 1:59:43 | 0:01:49 | Gen 0.876272 | Align 1.151101 + 9900 | 0 | 0.995384 | 0.912538 | 2.73e-08 | 2:00:18 | 0:01:12 | Gen 0.994437 | Align 1.188374 + 9950 | 0 | 0.929488 | 0.912072 | 6.83e-09 | 2:00:54 | 0:00:36 | Gen 0.928582 | Align 1.175379 + 10000 | 0 | 0.982186 | 0.912524 | 0.00e+00 | 2:01:29 | 0:00:00 | Gen 0.981309 | Align 1.174660 +[07:06:41] Saved checkpoint -> RESULTS/multigen/run_018/checkpoint-10000 +[07:06:42] Removed old checkpoint: checkpoint-4000 +[07:06:43] Generating 16 validation images ... +[07:06:56] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0010000.png +[07:06:57] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.978477 --- +[07:06:57] Saving final model ... +[07:07:07] Pipeline saved -> RESULTS/multigen/run_018 +[07:07:08] SRA teacher + projection head saved -> RESULTS/multigen/run_018/sra (both are training-only auxiliaries; not needed for inference) +[07:07:08] Generating final validation collage ... +[07:07:08] Generating 16 validation images ... +[07:07:22] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_018/validation/collage_step_0010000.png +[07:07:24] +[07:07:24] ============================================================ +[07:07:24] TRAINING SUMMARY +[07:07:24] ============================================================ +[07:07:24] Total steps : 200 +[07:07:24] Final loss : 0.982186 +[07:07:24] Avg last 100 : 0.912524 +[07:07:24] Min loss : 0.747712 +[07:07:24] Total time : 2:02:20 +[07:07:24] Output : RESULTS/multigen/run_018 +[07:07:24] ============================================================ diff --git a/multigen/sana 0.6/SRA/training_args.json b/multigen/sana 0.6/SRA/training_args.json new file mode 100644 index 0000000000000000000000000000000000000000..446391d23eaf3bd39c5b3a54e02f4b8a8dea14d9 --- /dev/null +++ b/multigen/sana 0.6/SRA/training_args.json @@ -0,0 +1,58 @@ +{ + "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": 10000, + "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, + "use_sra": true, + "sra_block_student": 6, + "sra_block_teacher": 14, + "sra_t_max": 0.2, + "sra_weighting": "progress", + "sra_decay_start_frac": 0.15, + "sra_decay_span_frac": 0.35, + "sra_lambda": 0.2, + "sra_epoch_decay_start": 99, + "sra_epoch_decay_span": 800, + "sra_loss_type": "sml1", + "sra_ema_decay": 0.9999, + "max_sequence_length": 256, + "dataloader_num_workers": 4, + "pin_memory": false, + "output_dir": "RESULTS/multigen/run_018" +} \ No newline at end of file diff --git a/multigen/sana 0.6/SRA/training_summary.json b/multigen/sana 0.6/SRA/training_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..89470854344060437dd2818a9c1c6078268cda1c --- /dev/null +++ b/multigen/sana 0.6/SRA/training_summary.json @@ -0,0 +1,7 @@ +{ + "total_steps": 200, + "final_loss": 0.9821857213973999, + "avg_last_100": 0.912524151802063, + "min_loss": 0.7477124333381653, + "total_time": "2:02:20" +} \ No newline at end of file diff --git a/multigen/sana 0.6/SRA/transformer/config.json b/multigen/sana 0.6/SRA/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/SRA/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 +} diff --git a/multigen/sana 0.6/SRA/vae/config.json b/multigen/sana 0.6/SRA/vae/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b4476560cb25f5e88d6c7524d229bc4d07ca142f --- /dev/null +++ b/multigen/sana 0.6/SRA/vae/config.json @@ -0,0 +1,92 @@ +{ + "_class_name": "AutoencoderDC", + "_diffusers_version": "0.37.1", + "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers", + "attention_head_dim": 32, + "decoder_act_fns": "silu", + "decoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "decoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "decoder_conv_act_fn": "relu", + "decoder_in_shortcut": true, + "decoder_layers_per_block": [ + 3, + 3, + 3, + 3, + 3, + 3 + ], + "decoder_norm_types": "rms_norm", + "decoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "downsample_block_type": "Conv", + "encoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "encoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "encoder_layers_per_block": [ + 2, + 2, + 2, + 3, + 3, + 3 + ], + "encoder_out_shortcut": true, + "encoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "in_channels": 3, + "latent_channels": 32, + "scaling_factor": 0.41407, + "upsample_block_type": "interpolate" +} diff --git a/multigen/sana 0.6/SpeeD/checkpoint-10000/transformer/config.json b/multigen/sana 0.6/SpeeD/checkpoint-10000/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/checkpoint-10000/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 +} diff --git a/multigen/sana 0.6/SpeeD/model_index.json b/multigen/sana 0.6/SpeeD/model_index.json new file mode 100644 index 0000000000000000000000000000000000000000..5a56c68528dcebd6e6361e6fad63c8cfb0c145a1 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/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" + ] +} diff --git a/multigen/sana 0.6/SpeeD/scheduler/scheduler_config.json b/multigen/sana 0.6/SpeeD/scheduler/scheduler_config.json new file mode 100644 index 0000000000000000000000000000000000000000..438267411be16a289ebaf6964fbea7c4d11c15f8 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/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 +} diff --git a/multigen/sana 0.6/SpeeD/text_encoder/config.json b/multigen/sana 0.6/SpeeD/text_encoder/config.json new file mode 100644 index 0000000000000000000000000000000000000000..8caf765a38d6b143f27b8326f4fd4b2d3c054613 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/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 +} diff --git a/multigen/sana 0.6/SpeeD/tokenizer/chat_template.jinja b/multigen/sana 0.6/SpeeD/tokenizer/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/multigen/sana 0.6/SpeeD/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 %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/multigen/sana 0.6/SpeeD/tokenizer/tokenizer_config.json b/multigen/sana 0.6/SpeeD/tokenizer/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5b4cda396aa4050a6cb92d7a4c0297031eb80e6d --- /dev/null +++ b/multigen/sana 0.6/SpeeD/tokenizer/tokenizer_config.json @@ -0,0 +1,20 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "extra_special_tokens": [ + "", + "" + ], + "is_local": false, + "local_files_only": false, + "mask_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "GemmaTokenizer", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/multigen/sana 0.6/SpeeD/training.log b/multigen/sana 0.6/SpeeD/training.log new file mode 100644 index 0000000000000000000000000000000000000000..54067e45246ec88b95a4e48c72eea3280c947fc2 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/training.log @@ -0,0 +1,272 @@ +Training started: 2026-08-07 11:34:08 +========================================================================================== + Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA +------------------------------------------------------------------------------------------ +[11:34:08] Run directory: RESULTS/multigen/run_014 +[11:34:08] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility +[11:34:08] Loading pretrained SANA components ... +[11:34:18] SpeeD-style sampling ENABLED: lam=0.6, tau=700, meaningful band=[113, 887) of 1000 +[11:34:27] Transformer params: 591,747,872 total, 591,747,872 trainable +[11:34:27] Building dataset ... +[11:34:27] Step-based training: 10000 steps (~1 epochs over dataset) +[11:34:27] +[11:34:27] ================================================================ +[11:34:27] Output dir = RESULTS/multigen/run_014 +[11:34:27] Num examples = 499995 +[11:34:27] Num epochs = 1 +[11:34:27] Batch/device = 8 +[11:34:27] Grad accum = 1 +[11:34:27] Effective BS = 8 +[11:34:27] Total optim steps = 10000 +[11:34:27] LR = 0.0001 +[11:34:27] Precision = bf16 +[11:34:27] SpeeD = True +[11:34:27] Log every = 50 steps +[11:34:27] Validate every = 1000 steps +[11:34:27] Checkpoint every = 2000 steps +[11:34:27] ================================================================ +[11:34:27] + 50 | 0 | 0.688585 | 0.688585 | 1.00e-05 | 0:00:51 | 2:49:53 + 100 | 0 | 0.732657 | 0.710621 | 2.00e-05 | 0:01:22 | 2:15:58 + 150 | 0 | 0.665304 | 0.695515 | 3.00e-05 | 0:01:53 | 2:04:29 + 200 | 0 | 0.755695 | 0.710560 | 4.00e-05 | 0:02:25 | 1:58:33 + 250 | 0 | 0.655069 | 0.699462 | 5.00e-05 | 0:02:56 | 1:54:50 + 300 | 0 | 0.678176 | 0.695914 | 6.00e-05 | 0:03:28 | 1:52:12 + 350 | 0 | 0.721221 | 0.699530 | 7.00e-05 | 0:03:59 | 1:50:11 + 400 | 0 | 0.907054 | 0.725470 | 8.00e-05 | 0:04:31 | 1:48:33 + 450 | 0 | 0.737327 | 0.726788 | 9.00e-05 | 0:05:02 | 1:47:09 + 500 | 0 | 0.677927 | 0.721902 | 1.00e-04 | 0:05:34 | 1:45:56 + 550 | 0 | 0.783681 | 0.727518 | 1.00e-04 | 0:06:06 | 1:44:50 + 600 | 0 | 0.695510 | 0.724851 | 1.00e-04 | 0:06:37 | 1:43:50 + 650 | 0 | 0.855730 | 0.734918 | 9.99e-05 | 0:07:09 | 1:42:55 + 700 | 0 | 0.704587 | 0.732752 | 9.99e-05 | 0:07:40 | 1:42:03 + 750 | 0 | 0.724417 | 0.732196 | 9.98e-05 | 0:08:12 | 1:41:13 + 800 | 0 | 0.659368 | 0.727644 | 9.98e-05 | 0:08:44 | 1:40:26 + 850 | 0 | 0.778096 | 0.730612 | 9.97e-05 | 0:09:15 | 1:39:40 + 900 | 0 | 0.746843 | 0.731514 | 9.96e-05 | 0:09:47 | 1:38:57 + 950 | 0 | 0.752454 | 0.732616 | 9.94e-05 | 0:10:18 | 1:38:14 + 1000 | 0 | 0.772204 | 0.734595 | 9.93e-05 | 0:10:50 | 1:37:33 +[11:44:59] Generating 16 validation images ... +[11:45:11] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0001000.png + 1050 | 0 | 0.868114 | 0.740953 | 9.92e-05 | 0:11:34 | 1:38:42 + 1100 | 0 | 0.832479 | 0.745114 | 9.90e-05 | 0:12:06 | 1:37:56 + 1150 | 0 | 0.872795 | 0.750665 | 9.88e-05 | 0:12:37 | 1:37:12 + 1200 | 0 | 0.835272 | 0.754190 | 9.87e-05 | 0:13:09 | 1:36:29 + 1250 | 0 | 0.758913 | 0.754379 | 9.85e-05 | 0:13:41 | 1:35:47 + 1300 | 0 | 0.772373 | 0.755071 | 9.83e-05 | 0:14:12 | 1:35:06 + 1350 | 0 | 0.689474 | 0.752642 | 9.80e-05 | 0:14:44 | 1:34:25 + 1400 | 0 | 0.871014 | 0.756869 | 9.78e-05 | 0:15:15 | 1:33:45 + 1450 | 0 | 0.747900 | 0.756560 | 9.76e-05 | 0:15:47 | 1:33:06 + 1500 | 0 | 0.733699 | 0.755798 | 9.73e-05 | 0:16:18 | 1:32:27 + 1550 | 0 | 0.737760 | 0.755216 | 9.70e-05 | 0:16:50 | 1:31:48 + 1600 | 0 | 0.790102 | 0.756306 | 9.67e-05 | 0:17:22 | 1:31:10 + 1650 | 0 | 0.828116 | 0.758482 | 9.64e-05 | 0:17:53 | 1:30:33 + 1700 | 0 | 0.859776 | 0.761462 | 9.61e-05 | 0:18:25 | 1:29:55 + 1750 | 0 | 0.866731 | 0.764469 | 9.58e-05 | 0:18:56 | 1:29:18 + 1800 | 0 | 0.753544 | 0.764166 | 9.55e-05 | 0:19:28 | 1:28:42 + 1850 | 0 | 0.863800 | 0.766859 | 9.51e-05 | 0:19:59 | 1:28:05 + 1900 | 0 | 0.736218 | 0.766052 | 9.47e-05 | 0:20:31 | 1:27:29 + 1950 | 0 | 0.678083 | 0.763797 | 9.44e-05 | 0:21:03 | 1:26:53 + 2000 | 0 | 0.863266 | 0.766283 | 9.40e-05 | 0:21:34 | 1:26:18 +[11:55:47] Saved checkpoint -> RESULTS/multigen/run_014/checkpoint-2000 +[11:55:48] Generating 16 validation images ... +[11:56:00] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0002000.png + 2050 | 0 | 0.761383 | 0.766164 | 9.36e-05 | 0:22:23 | 1:26:51 + 2100 | 0 | 0.890762 | 0.769130 | 9.32e-05 | 0:22:55 | 1:26:14 + 2150 | 0 | 0.701815 | 0.767565 | 9.27e-05 | 0:23:26 | 1:25:37 + 2200 | 0 | 0.856514 | 0.769587 | 9.23e-05 | 0:23:58 | 1:25:00 + 2250 | 0 | 0.790251 | 0.770046 | 9.19e-05 | 0:24:30 | 1:24:23 + 2300 | 0 | 0.832828 | 0.771411 | 9.14e-05 | 0:25:01 | 1:23:47 + 2350 | 0 | 0.759704 | 0.771162 | 9.09e-05 | 0:25:33 | 1:23:11 + 2400 | 0 | 0.734323 | 0.770394 | 9.05e-05 | 0:26:04 | 1:22:35 + 2450 | 0 | 0.709131 | 0.769144 | 9.00e-05 | 0:26:36 | 1:21:59 + 2500 | 0 | 0.738454 | 0.768530 | 8.95e-05 | 0:27:08 | 1:21:24 + 2550 | 0 | 0.727127 | 0.767718 | 8.89e-05 | 0:27:39 | 1:20:49 + 2600 | 0 | 0.825179 | 0.768823 | 8.84e-05 | 0:28:11 | 1:20:13 + 2650 | 0 | 0.829417 | 0.769966 | 8.79e-05 | 0:28:42 | 1:19:38 + 2700 | 0 | 0.693803 | 0.768556 | 8.73e-05 | 0:29:14 | 1:19:03 + 2750 | 0 | 0.749958 | 0.768218 | 8.68e-05 | 0:29:46 | 1:18:28 + 2800 | 0 | 0.755394 | 0.767989 | 8.62e-05 | 0:30:17 | 1:17:53 + 2850 | 0 | 0.650435 | 0.765927 | 8.56e-05 | 0:30:49 | 1:17:19 + 2900 | 0 | 0.674036 | 0.764342 | 8.51e-05 | 0:31:20 | 1:16:44 + 2950 | 0 | 0.717012 | 0.763540 | 8.45e-05 | 0:31:52 | 1:16:09 + 3000 | 0 | 0.727222 | 0.762935 | 8.39e-05 | 0:32:23 | 1:15:35 +[12:06:32] Generating 16 validation images ... +[12:06:44] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0003000.png + 3050 | 0 | 0.764286 | 0.762957 | 8.33e-05 | 0:33:07 | 1:15:29 + 3100 | 0 | 0.808107 | 0.763685 | 8.26e-05 | 0:33:39 | 1:14:54 + 3150 | 0 | 0.786790 | 0.764052 | 8.20e-05 | 0:34:10 | 1:14:19 + 3200 | 0 | 0.633059 | 0.762005 | 8.14e-05 | 0:34:42 | 1:13:44 + 3250 | 0 | 0.877689 | 0.763785 | 8.07e-05 | 0:35:13 | 1:13:09 + 3300 | 0 | 0.675194 | 0.762443 | 8.01e-05 | 0:35:45 | 1:12:35 + 3350 | 0 | 0.759989 | 0.762406 | 7.94e-05 | 0:36:16 | 1:12:00 + 3400 | 0 | 0.768902 | 0.762501 | 7.87e-05 | 0:36:48 | 1:11:26 + 3450 | 0 | 0.734790 | 0.762100 | 7.80e-05 | 0:37:19 | 1:10:51 + 3500 | 0 | 0.788635 | 0.762479 | 7.73e-05 | 0:37:50 | 1:10:17 + 3550 | 0 | 0.881051 | 0.764149 | 7.67e-05 | 0:38:22 | 1:09:43 + 3600 | 0 | 0.818910 | 0.764909 | 7.59e-05 | 0:38:53 | 1:09:09 + 3650 | 0 | 0.696597 | 0.763974 | 7.52e-05 | 0:39:25 | 1:08:35 + 3700 | 0 | 0.893610 | 0.765726 | 7.45e-05 | 0:39:56 | 1:08:01 + 3750 | 0 | 0.767487 | 0.765749 | 7.38e-05 | 0:40:28 | 1:07:27 + 3800 | 0 | 0.657038 | 0.764319 | 7.31e-05 | 0:40:59 | 1:06:53 + 3850 | 0 | 0.720240 | 0.763746 | 7.23e-05 | 0:41:31 | 1:06:19 + 3900 | 0 | 0.803300 | 0.764253 | 7.16e-05 | 0:42:02 | 1:05:46 + 3950 | 0 | 0.820420 | 0.764964 | 7.08e-05 | 0:42:34 | 1:05:12 + 4000 | 0 | 0.775283 | 0.765093 | 7.01e-05 | 0:43:05 | 1:04:38 +[12:17:18] Saved checkpoint -> RESULTS/multigen/run_014/checkpoint-4000 +[12:17:19] Generating 16 validation images ... +[12:17:31] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0004000.png + 4050 | 0 | 0.693055 | 0.764204 | 6.93e-05 | 0:43:54 | 1:04:30 + 4100 | 0 | 0.892297 | 0.765766 | 6.86e-05 | 0:44:25 | 1:03:56 + 4150 | 0 | 0.800355 | 0.766183 | 6.78e-05 | 0:44:57 | 1:03:22 + 4200 | 0 | 0.842952 | 0.767097 | 6.70e-05 | 0:45:28 | 1:02:48 + 4250 | 0 | 0.809759 | 0.767599 | 6.62e-05 | 0:46:00 | 1:02:14 + 4300 | 0 | 0.795894 | 0.767928 | 6.55e-05 | 0:46:31 | 1:01:40 + 4350 | 0 | 0.859860 | 0.768984 | 6.47e-05 | 0:47:03 | 1:01:06 + 4400 | 0 | 0.759813 | 0.768880 | 6.39e-05 | 0:47:34 | 1:00:33 + 4450 | 0 | 0.799286 | 0.769222 | 6.31e-05 | 0:48:06 | 0:59:59 + 4500 | 0 | 0.754214 | 0.769055 | 6.23e-05 | 0:48:37 | 0:59:26 + 4550 | 0 | 0.813621 | 0.769545 | 6.15e-05 | 0:49:09 | 0:58:52 + 4600 | 0 | 0.746341 | 0.769292 | 6.07e-05 | 0:49:40 | 0:58:19 + 4650 | 0 | 0.754219 | 0.769130 | 5.99e-05 | 0:50:12 | 0:57:45 + 4700 | 0 | 0.843361 | 0.769920 | 5.90e-05 | 0:50:43 | 0:57:12 + 4750 | 0 | 0.836623 | 0.770622 | 5.82e-05 | 0:51:15 | 0:56:38 + 4800 | 0 | 0.805579 | 0.770986 | 5.74e-05 | 0:51:46 | 0:56:05 + 4850 | 0 | 0.706003 | 0.770316 | 5.66e-05 | 0:52:18 | 0:55:32 + 4900 | 0 | 0.725605 | 0.769860 | 5.58e-05 | 0:52:49 | 0:54:59 + 4950 | 0 | 0.892101 | 0.771095 | 5.50e-05 | 0:53:21 | 0:54:26 + 5000 | 0 | 0.790834 | 0.771292 | 5.41e-05 | 0:53:53 | 0:53:53 +[12:28:01] Generating 16 validation images ... +[12:28:14] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0005000.png + 5050 | 0 | 0.752508 | 0.771932 | 5.33e-05 | 0:54:37 | 0:53:32 + 5100 | 0 | 0.818197 | 0.772787 | 5.25e-05 | 0:55:09 | 0:52:59 + 5150 | 0 | 0.747047 | 0.773604 | 5.17e-05 | 0:55:40 | 0:52:26 + 5200 | 0 | 0.857333 | 0.774621 | 5.08e-05 | 0:56:12 | 0:51:53 + 5250 | 0 | 0.809278 | 0.776163 | 5.00e-05 | 0:56:44 | 0:51:19 + 5300 | 0 | 0.670676 | 0.776088 | 4.92e-05 | 0:57:15 | 0:50:46 + 5350 | 0 | 0.796432 | 0.776840 | 4.83e-05 | 0:57:47 | 0:50:13 + 5400 | 0 | 0.815343 | 0.775923 | 4.75e-05 | 0:58:18 | 0:49:40 + 5450 | 0 | 0.752002 | 0.776070 | 4.67e-05 | 0:58:50 | 0:49:07 + 5500 | 0 | 0.766746 | 0.776958 | 4.59e-05 | 0:59:21 | 0:48:34 + 5550 | 0 | 0.770282 | 0.776824 | 4.50e-05 | 0:59:53 | 0:48:01 + 5600 | 0 | 0.749209 | 0.777361 | 4.42e-05 | 1:00:25 | 0:47:28 + 5650 | 0 | 0.812931 | 0.776933 | 4.34e-05 | 1:00:56 | 0:46:55 + 5700 | 0 | 0.706424 | 0.776951 | 4.26e-05 | 1:01:28 | 0:46:22 + 5750 | 0 | 0.713546 | 0.776842 | 4.18e-05 | 1:01:59 | 0:45:49 + 5800 | 0 | 0.731312 | 0.777562 | 4.10e-05 | 1:02:31 | 0:45:16 + 5850 | 0 | 0.681650 | 0.776597 | 4.01e-05 | 1:03:02 | 0:44:43 + 5900 | 0 | 0.644824 | 0.775577 | 3.93e-05 | 1:03:34 | 0:44:10 + 5950 | 0 | 0.817627 | 0.776229 | 3.85e-05 | 1:04:05 | 0:43:37 + 6000 | 0 | 0.737098 | 0.775878 | 3.77e-05 | 1:04:37 | 0:43:04 +[12:38:50] Saved checkpoint -> RESULTS/multigen/run_014/checkpoint-6000 +[12:38:50] Generating 16 validation images ... +[12:39:03] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0006000.png + 6050 | 0 | 0.763538 | 0.774832 | 3.69e-05 | 1:05:26 | 0:42:43 + 6100 | 0 | 0.852307 | 0.775030 | 3.61e-05 | 1:05:57 | 0:42:10 + 6150 | 0 | 0.823852 | 0.774541 | 3.53e-05 | 1:06:29 | 0:41:37 + 6200 | 0 | 0.808018 | 0.774268 | 3.45e-05 | 1:07:00 | 0:41:04 + 6250 | 0 | 0.766906 | 0.774348 | 3.38e-05 | 1:07:32 | 0:40:31 + 6300 | 0 | 0.781941 | 0.774444 | 3.30e-05 | 1:08:03 | 0:39:58 + 6350 | 0 | 0.917365 | 0.776723 | 3.22e-05 | 1:08:35 | 0:39:25 + 6400 | 0 | 0.699242 | 0.775005 | 3.14e-05 | 1:09:06 | 0:38:52 + 6450 | 0 | 0.809375 | 0.775620 | 3.07e-05 | 1:09:38 | 0:38:19 + 6500 | 0 | 0.673052 | 0.775014 | 2.99e-05 | 1:10:09 | 0:37:46 + 6550 | 0 | 0.801889 | 0.775655 | 2.92e-05 | 1:10:41 | 0:37:14 + 6600 | 0 | 0.907374 | 0.776828 | 2.84e-05 | 1:11:12 | 0:36:41 + 6650 | 0 | 0.751219 | 0.776059 | 2.77e-05 | 1:11:44 | 0:36:08 + 6700 | 0 | 0.871948 | 0.776180 | 2.69e-05 | 1:12:16 | 0:35:35 + 6750 | 0 | 0.769023 | 0.775203 | 2.62e-05 | 1:12:47 | 0:35:02 + 6800 | 0 | 0.755094 | 0.775219 | 2.55e-05 | 1:13:19 | 0:34:30 + 6850 | 0 | 0.821864 | 0.774799 | 2.48e-05 | 1:13:50 | 0:33:57 + 6900 | 0 | 0.735599 | 0.774793 | 2.41e-05 | 1:14:22 | 0:33:24 + 6950 | 0 | 0.880492 | 0.776817 | 2.33e-05 | 1:14:53 | 0:32:52 + 7000 | 0 | 0.885721 | 0.777042 | 2.27e-05 | 1:15:25 | 0:32:19 +[12:49:34] Generating 16 validation images ... +[12:49:46] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0007000.png + 7050 | 0 | 0.846064 | 0.777889 | 2.20e-05 | 1:16:09 | 0:31:52 + 7100 | 0 | 0.757764 | 0.776559 | 2.13e-05 | 1:16:41 | 0:31:19 + 7150 | 0 | 0.862676 | 0.778167 | 2.06e-05 | 1:17:12 | 0:30:46 + 7200 | 0 | 0.737492 | 0.776977 | 1.99e-05 | 1:17:44 | 0:30:13 + 7250 | 0 | 0.893055 | 0.778005 | 1.93e-05 | 1:18:15 | 0:29:41 + 7300 | 0 | 0.911061 | 0.778787 | 1.86e-05 | 1:18:47 | 0:29:08 + 7350 | 0 | 0.758194 | 0.778772 | 1.80e-05 | 1:19:18 | 0:28:35 + 7400 | 0 | 0.869957 | 0.780129 | 1.74e-05 | 1:19:50 | 0:28:03 + 7450 | 0 | 0.781785 | 0.780855 | 1.67e-05 | 1:20:21 | 0:27:30 + 7500 | 0 | 0.681520 | 0.780286 | 1.61e-05 | 1:20:53 | 0:26:57 + 7550 | 0 | 0.711117 | 0.780126 | 1.55e-05 | 1:21:24 | 0:26:25 + 7600 | 0 | 0.869898 | 0.780573 | 1.49e-05 | 1:21:56 | 0:25:52 + 7650 | 0 | 0.665921 | 0.778938 | 1.44e-05 | 1:22:27 | 0:25:19 + 7700 | 0 | 0.802883 | 0.780029 | 1.38e-05 | 1:22:59 | 0:24:47 + 7750 | 0 | 0.756413 | 0.780093 | 1.32e-05 | 1:23:30 | 0:24:14 + 7800 | 0 | 0.723722 | 0.779777 | 1.27e-05 | 1:24:02 | 0:23:42 + 7850 | 0 | 0.680230 | 0.780075 | 1.21e-05 | 1:24:33 | 0:23:09 + 7900 | 0 | 0.799333 | 0.781327 | 1.16e-05 | 1:25:05 | 0:22:37 + 7950 | 0 | 0.891792 | 0.783075 | 1.11e-05 | 1:25:36 | 0:22:04 + 8000 | 0 | 0.864328 | 0.784446 | 1.05e-05 | 1:26:08 | 0:21:32 +[13:00:21] Saved checkpoint -> RESULTS/multigen/run_014/checkpoint-8000 +[13:00:21] Removed old checkpoint: checkpoint-2000 +[13:00:22] Generating 16 validation images ... +[13:00:34] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0008000.png + 8050 | 0 | 0.882955 | 0.785633 | 1.00e-05 | 1:26:57 | 0:21:03 + 8100 | 0 | 0.719260 | 0.784745 | 9.55e-06 | 1:27:28 | 0:20:31 + 8150 | 0 | 0.785588 | 0.784733 | 9.07e-06 | 1:28:00 | 0:19:58 + 8200 | 0 | 0.873143 | 0.787133 | 8.60e-06 | 1:28:31 | 0:19:26 + 8250 | 0 | 0.786273 | 0.786219 | 8.14e-06 | 1:29:03 | 0:18:53 + 8300 | 0 | 0.650706 | 0.785974 | 7.70e-06 | 1:29:34 | 0:18:20 + 8350 | 0 | 0.749450 | 0.785869 | 7.26e-06 | 1:30:06 | 0:17:48 + 8400 | 0 | 0.753108 | 0.785711 | 6.84e-06 | 1:30:37 | 0:17:15 + 8450 | 0 | 0.758568 | 0.785949 | 6.43e-06 | 1:31:09 | 0:16:43 + 8500 | 0 | 0.810467 | 0.786167 | 6.03e-06 | 1:31:41 | 0:16:10 + 8550 | 0 | 0.693331 | 0.784290 | 5.64e-06 | 1:32:12 | 0:15:38 + 8600 | 0 | 0.710514 | 0.783206 | 5.26e-06 | 1:32:44 | 0:15:05 + 8650 | 0 | 0.877911 | 0.785019 | 4.90e-06 | 1:33:15 | 0:14:33 + 8700 | 0 | 0.825678 | 0.784340 | 4.55e-06 | 1:33:47 | 0:14:00 + 8750 | 0 | 0.799901 | 0.784664 | 4.21e-06 | 1:34:18 | 0:13:28 + 8800 | 0 | 0.792840 | 0.786022 | 3.89e-06 | 1:34:50 | 0:12:55 + 8850 | 0 | 0.871987 | 0.787539 | 3.57e-06 | 1:35:21 | 0:12:23 + 8900 | 0 | 0.898177 | 0.788488 | 3.27e-06 | 1:35:53 | 0:11:51 + 8950 | 0 | 0.731398 | 0.787598 | 2.98e-06 | 1:36:24 | 0:11:18 + 9000 | 0 | 0.893772 | 0.788783 | 2.71e-06 | 1:36:56 | 0:10:46 +[13:11:05] Generating 16 validation images ... +[13:11:17] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0009000.png + 9050 | 0 | 0.804964 | 0.789902 | 2.45e-06 | 1:37:40 | 0:10:15 + 9100 | 0 | 0.899007 | 0.789969 | 2.20e-06 | 1:38:12 | 0:09:42 + 9150 | 0 | 0.795134 | 0.789917 | 1.96e-06 | 1:38:43 | 0:09:10 + 9200 | 0 | 0.762205 | 0.789109 | 1.74e-06 | 1:39:15 | 0:08:37 + 9250 | 0 | 0.716816 | 0.788180 | 1.53e-06 | 1:39:46 | 0:08:05 + 9300 | 0 | 0.855466 | 0.788776 | 1.33e-06 | 1:40:18 | 0:07:32 + 9350 | 0 | 0.824400 | 0.788421 | 1.15e-06 | 1:40:49 | 0:07:00 + 9400 | 0 | 0.752169 | 0.788345 | 9.81e-07 | 1:41:21 | 0:06:28 + 9450 | 0 | 0.862493 | 0.788977 | 8.25e-07 | 1:41:52 | 0:05:55 + 9500 | 0 | 0.820758 | 0.789642 | 6.82e-07 | 1:42:24 | 0:05:23 + 9550 | 0 | 0.696778 | 0.788474 | 5.53e-07 | 1:42:55 | 0:04:50 + 9600 | 0 | 0.847051 | 0.789481 | 4.37e-07 | 1:43:27 | 0:04:18 + 9650 | 0 | 0.867714 | 0.790616 | 3.35e-07 | 1:43:58 | 0:03:46 + 9700 | 0 | 0.803563 | 0.790218 | 2.46e-07 | 1:44:30 | 0:03:13 + 9750 | 0 | 0.887169 | 0.790723 | 1.71e-07 | 1:45:01 | 0:02:41 + 9800 | 0 | 0.947503 | 0.792142 | 1.09e-07 | 1:45:33 | 0:02:09 + 9850 | 0 | 0.740510 | 0.792488 | 6.15e-08 | 1:46:04 | 0:01:36 + 9900 | 0 | 0.808979 | 0.793321 | 2.73e-08 | 1:46:35 | 0:01:04 + 9950 | 0 | 0.763538 | 0.792036 | 6.83e-09 | 1:47:07 | 0:00:32 + 10000 | 0 | 0.714649 | 0.791274 | 0.00e+00 | 1:47:38 | 0:00:00 +[13:21:51] Saved checkpoint -> RESULTS/multigen/run_014/checkpoint-10000 +[13:21:52] Removed old checkpoint: checkpoint-4000 +[13:21:52] Generating 16 validation images ... +[13:22:04] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0010000.png +[13:22:05] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.778561 --- +[13:22:05] Saving final model ... +[13:22:13] Pipeline saved -> RESULTS/multigen/run_014 +[13:22:13] Generating final validation collage ... +[13:22:13] Generating 16 validation images ... +[13:22:25] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_014/validation/collage_step_0010000.png +[13:22:25] +[13:22:25] ============================================================ +[13:22:25] TRAINING SUMMARY +[13:22:25] ============================================================ +[13:22:25] Total steps : 200 +[13:22:25] Final loss : 0.714649 +[13:22:25] Avg last 100 : 0.791274 +[13:22:25] Min loss : 0.633059 +[13:22:25] Total time : 1:48:16 +[13:22:25] Output : RESULTS/multigen/run_014 +[13:22:25] ============================================================ diff --git a/multigen/sana 0.6/SpeeD/training_args.json b/multigen/sana 0.6/SpeeD/training_args.json new file mode 100644 index 0000000000000000000000000000000000000000..586da4c7daa1c5150feba3b4e2d76abe8b761bdd --- /dev/null +++ b/multigen/sana 0.6/SpeeD/training_args.json @@ -0,0 +1,50 @@ +{ + "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": 10000, + "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, + "speed_faster": true, + "speed_lam": 0.6, + "speed_tau": 700, + "speed_floor": 0.1, + "max_sequence_length": 256, + "dataloader_num_workers": 4, + "pin_memory": false, + "output_dir": "RESULTS/multigen/run_014" +} \ No newline at end of file diff --git a/multigen/sana 0.6/SpeeD/training_summary.json b/multigen/sana 0.6/SpeeD/training_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0f6d10ac0214ba491d639f6e7f55ef48dfe39ab2 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/training_summary.json @@ -0,0 +1,7 @@ +{ + "total_steps": 200, + "final_loss": 0.7146493792533875, + "avg_last_100": 0.7912738233804703, + "min_loss": 0.633059024810791, + "total_time": "1:48:16" +} \ No newline at end of file diff --git a/multigen/sana 0.6/SpeeD/transformer/config.json b/multigen/sana 0.6/SpeeD/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/SpeeD/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 +} diff --git a/multigen/sana 0.6/SpeeD/vae/config.json b/multigen/sana 0.6/SpeeD/vae/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b4476560cb25f5e88d6c7524d229bc4d07ca142f --- /dev/null +++ b/multigen/sana 0.6/SpeeD/vae/config.json @@ -0,0 +1,92 @@ +{ + "_class_name": "AutoencoderDC", + "_diffusers_version": "0.37.1", + "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers", + "attention_head_dim": 32, + "decoder_act_fns": "silu", + "decoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "decoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "decoder_conv_act_fn": "relu", + "decoder_in_shortcut": true, + "decoder_layers_per_block": [ + 3, + 3, + 3, + 3, + 3, + 3 + ], + "decoder_norm_types": "rms_norm", + "decoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "downsample_block_type": "Conv", + "encoder_block_out_channels": [ + 128, + 256, + 512, + 512, + 1024, + 1024 + ], + "encoder_block_types": [ + "ResBlock", + "ResBlock", + "ResBlock", + "EfficientViTBlock", + "EfficientViTBlock", + "EfficientViTBlock" + ], + "encoder_layers_per_block": [ + 2, + 2, + 2, + 3, + 3, + 3 + ], + "encoder_out_shortcut": true, + "encoder_qkv_multiscales": [ + [], + [], + [], + [ + 5 + ], + [ + 5 + ], + [ + 5 + ] + ], + "in_channels": 3, + "latent_channels": 32, + "scaling_factor": 0.41407, + "upsample_block_type": "interpolate" +} diff --git a/multigen/sana 0.6/TD/checkpoint-10000/transformer/config.json b/multigen/sana 0.6/TD/checkpoint-10000/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/TD/checkpoint-10000/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 +} diff --git a/multigen/sana 0.6/TD/model_index.json b/multigen/sana 0.6/TD/model_index.json new file mode 100644 index 0000000000000000000000000000000000000000..5a56c68528dcebd6e6361e6fad63c8cfb0c145a1 --- /dev/null +++ b/multigen/sana 0.6/TD/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" + ] +} diff --git a/multigen/sana 0.6/TD/scheduler/scheduler_config.json b/multigen/sana 0.6/TD/scheduler/scheduler_config.json new file mode 100644 index 0000000000000000000000000000000000000000..438267411be16a289ebaf6964fbea7c4d11c15f8 --- /dev/null +++ b/multigen/sana 0.6/TD/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 +} diff --git a/multigen/sana 0.6/TD/text_encoder/config.json b/multigen/sana 0.6/TD/text_encoder/config.json new file mode 100644 index 0000000000000000000000000000000000000000..8caf765a38d6b143f27b8326f4fd4b2d3c054613 --- /dev/null +++ b/multigen/sana 0.6/TD/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 +} diff --git a/multigen/sana 0.6/TD/tokenizer/chat_template.jinja b/multigen/sana 0.6/TD/tokenizer/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/multigen/sana 0.6/TD/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 %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/multigen/sana 0.6/TD/tokenizer/tokenizer_config.json b/multigen/sana 0.6/TD/tokenizer/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..5b4cda396aa4050a6cb92d7a4c0297031eb80e6d --- /dev/null +++ b/multigen/sana 0.6/TD/tokenizer/tokenizer_config.json @@ -0,0 +1,20 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "extra_special_tokens": [ + "", + "" + ], + "is_local": false, + "local_files_only": false, + "mask_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "GemmaTokenizer", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/multigen/sana 0.6/TD/training.log b/multigen/sana 0.6/TD/training.log new file mode 100644 index 0000000000000000000000000000000000000000..259e8d65fd86dda85effc49f24f9b6f82ce85a42 --- /dev/null +++ b/multigen/sana 0.6/TD/training.log @@ -0,0 +1,472 @@ +Training started: 2026-08-10 06:31:35 +========================================================================================== + Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA +------------------------------------------------------------------------------------------ +[06:31:35] Run directory: RESULTS/multigen/run_016 +[06:31:35] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility +[06:31:35] Loading pretrained SANA components ... +[06:31:53] Transformer params: 591,747,872 total, 591,747,872 trainable +[06:31:53] TD ENABLED: cloning frozen EMA target transformer (ema_tau=0.999, update_freq=1 steps, k_idx=1.0, one_idx=0.3333333333333333, lambda=1.0, weighted=False, sigma_range=[0.001,1.0], rho=7.0, steps=18, sigma_data=1.0) +[06:31:56] Building dataset ... +[06:31:56] Step-based training: 10000 steps (~1 epochs over dataset) +[06:31:56] +[06:31:56] ================================================================ +[06:31:56] Output dir = RESULTS/multigen/run_016 +[06:31:56] Num examples = 499995 +[06:31:56] Num epochs = 1 +[06:31:56] Batch/device = 8 +[06:31:56] Grad accum = 1 +[06:31:56] Effective BS = 8 +[06:31:56] Total optim steps = 10000 +[06:31:56] LR = 0.0001 +[06:31:56] Precision = bf16 +[06:31:56] TD = True +[06:31:56] Log every = 50 steps +[06:31:56] Validate every = 1000 steps +[06:31:56] Checkpoint every = 2000 steps +[06:31:56] ================================================================ +[06:31:56] + 50 | 0 | 0.817868 | 0.817868 | 1.00e-05 | 0:00:59 | 3:15:41 +[06:32:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000247 + 100 | 0 | 0.897684 | 0.857776 | 2.00e-05 | 0:01:33 | 2:35:00 +[06:33:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000388 + 150 | 0 | 0.873551 | 0.863034 | 3.00e-05 | 0:02:09 | 2:21:11 +[06:33:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000222 + 200 | 0 | 0.901445 | 0.872637 | 4.00e-05 | 0:02:44 | 2:14:04 +[06:34:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000286 + 250 | 0 | 0.803185 | 0.858747 | 5.00e-05 | 0:03:19 | 2:09:38 +[06:34:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000222 + 300 | 0 | 0.832947 | 0.854447 | 6.00e-05 | 0:03:54 | 2:06:30 +[06:35:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000187 + 350 | 0 | 0.925294 | 0.864568 | 7.00e-05 | 0:04:30 | 2:04:07 +[06:36:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000075 + 400 | 0 | 0.912894 | 0.870608 | 8.00e-05 | 0:05:05 | 2:02:12 +[06:36:40] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000415 + 450 | 0 | 0.971614 | 0.881831 | 9.00e-05 | 0:05:40 | 2:00:34 +[06:37:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000173 + 500 | 0 | 0.820257 | 0.875674 | 1.00e-04 | 0:06:16 | 1:59:09 +[06:37:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000299 + 550 | 0 | 0.885581 | 0.876574 | 1.00e-04 | 0:06:51 | 1:57:53 +[06:38:27] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000158 + 600 | 0 | 0.918667 | 0.880082 | 1.00e-04 | 0:07:27 | 1:56:44 +[06:39:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000156 + 650 | 0 | 0.933159 | 0.884165 | 9.99e-05 | 0:08:02 | 1:55:39 +[06:39:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000415 + 700 | 0 | 0.942923 | 0.888362 | 9.99e-05 | 0:08:37 | 1:54:39 +[06:40:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000389 + 750 | 0 | 0.875408 | 0.887498 | 9.98e-05 | 0:09:13 | 1:53:44 +[06:40:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000202 + 800 | 0 | 0.854907 | 0.885461 | 9.98e-05 | 0:09:48 | 1:52:50 +[06:41:24] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000156 + 850 | 0 | 0.800865 | 0.880485 | 9.97e-05 | 0:10:24 | 1:51:58 +[06:41:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000267 + 900 | 0 | 0.929310 | 0.883198 | 9.96e-05 | 0:10:59 | 1:51:08 +[06:42:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000316 + 950 | 0 | 0.973544 | 0.887953 | 9.94e-05 | 0:11:34 | 1:50:19 +[06:43:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000300 + 1000 | 0 | 0.907622 | 0.888936 | 9.93e-05 | 0:12:10 | 1:49:32 +[06:43:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000419 +[06:43:48] Generating 16 validation images ... +[06:44:00] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0001000.png + 1050 | 0 | 0.998593 | 0.894158 | 9.92e-05 | 0:13:02 | 1:51:07 +[06:44:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000291 + 1100 | 0 | 0.960687 | 0.897182 | 9.90e-05 | 0:13:37 | 1:50:14 +[06:45:12] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000715 + 1150 | 0 | 0.934010 | 0.898783 | 9.88e-05 | 0:14:12 | 1:49:23 +[06:45:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000167 + 1200 | 0 | 0.916467 | 0.899520 | 9.87e-05 | 0:14:48 | 1:48:34 +[06:46:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000702 + 1250 | 0 | 0.999939 | 0.903537 | 9.85e-05 | 0:15:23 | 1:47:45 +[06:46:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000099 + 1300 | 0 | 0.959956 | 0.905707 | 9.83e-05 | 0:15:59 | 1:46:58 +[06:47:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000164 + 1350 | 0 | 0.826398 | 0.902769 | 9.80e-05 | 0:16:34 | 1:46:11 +[06:48:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000437 + 1400 | 0 | 0.981589 | 0.905584 | 9.78e-05 | 0:17:09 | 1:45:25 +[06:48:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000366 + 1450 | 0 | 0.856679 | 0.903898 | 9.76e-05 | 0:17:45 | 1:44:40 +[06:49:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000774 + 1500 | 0 | 0.845243 | 0.901943 | 9.73e-05 | 0:18:20 | 1:43:56 +[06:49:55] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000235 + 1550 | 0 | 0.968712 | 0.904097 | 9.70e-05 | 0:18:55 | 1:43:12 +[06:50:31] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000219 + 1600 | 0 | 0.932733 | 0.904992 | 9.67e-05 | 0:19:31 | 1:42:29 +[06:51:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000365 + 1650 | 0 | 0.938537 | 0.906008 | 9.64e-05 | 0:20:06 | 1:41:46 +[06:51:41] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000247 + 1700 | 0 | 1.035266 | 0.909810 | 9.61e-05 | 0:20:41 | 1:41:03 +[06:52:17] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000292 + 1750 | 0 | 0.994664 | 0.912234 | 9.58e-05 | 0:21:17 | 1:40:21 +[06:52:52] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000232 + 1800 | 0 | 0.857417 | 0.910711 | 9.55e-05 | 0:21:52 | 1:39:39 +[06:53:27] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000242 + 1850 | 0 | 0.963068 | 0.912126 | 9.51e-05 | 0:22:28 | 1:38:58 +[06:54:03] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000704 + 1900 | 0 | 0.802943 | 0.909253 | 9.47e-05 | 0:23:03 | 1:38:17 +[06:54:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000322 + 1950 | 0 | 0.975467 | 0.910951 | 9.44e-05 | 0:23:38 | 1:37:36 +[06:55:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000209 + 2000 | 0 | 0.912385 | 0.910987 | 9.40e-05 | 0:24:13 | 1:36:55 +[06:55:49] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000260 +[06:55:54] Saved checkpoint -> RESULTS/multigen/run_016/checkpoint-2000 +[06:55:54] Generating 16 validation images ... +[06:56:07] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0002000.png + 2050 | 0 | 0.897261 | 0.910652 | 9.36e-05 | 0:25:08 | 1:37:31 +[06:56:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000170 + 2100 | 0 | 0.987714 | 0.912487 | 9.32e-05 | 0:25:44 | 1:36:49 +[06:57:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000504 + 2150 | 0 | 0.911689 | 0.912468 | 9.27e-05 | 0:26:19 | 1:36:07 +[06:57:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000240 + 2200 | 0 | 0.846446 | 0.910968 | 9.23e-05 | 0:26:54 | 1:35:25 +[06:58:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000325 + 2250 | 0 | 0.758222 | 0.907573 | 9.19e-05 | 0:27:30 | 1:34:43 +[06:59:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000372 + 2300 | 0 | 0.922806 | 0.907905 | 9.14e-05 | 0:28:05 | 1:34:02 +[06:59:40] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000499 + 2350 | 0 | 0.874234 | 0.907188 | 9.09e-05 | 0:28:40 | 1:33:22 +[07:00:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000663 + 2400 | 0 | 0.837584 | 0.905738 | 9.05e-05 | 0:29:16 | 1:32:41 +[07:00:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000221 + 2450 | 0 | 0.968782 | 0.907025 | 9.00e-05 | 0:29:51 | 1:32:01 +[07:01:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000221 + 2500 | 0 | 1.028498 | 0.909454 | 8.95e-05 | 0:30:26 | 1:31:20 +[07:02:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000186 + 2550 | 0 | 0.853226 | 0.908352 | 8.89e-05 | 0:31:02 | 1:30:40 +[07:02:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000267 + 2600 | 0 | 0.869023 | 0.907595 | 8.84e-05 | 0:31:37 | 1:30:01 +[07:03:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000344 + 2650 | 0 | 0.796458 | 0.905498 | 8.79e-05 | 0:32:13 | 1:29:21 +[07:03:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000246 + 2700 | 0 | 0.994022 | 0.907138 | 8.73e-05 | 0:32:48 | 1:28:42 +[07:04:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000465 + 2750 | 0 | 0.881440 | 0.906671 | 8.68e-05 | 0:33:23 | 1:28:02 +[07:04:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000198 + 2800 | 0 | 0.723921 | 0.903407 | 8.62e-05 | 0:33:59 | 1:27:23 +[07:05:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000350 + 2850 | 0 | 0.843237 | 0.902352 | 8.56e-05 | 0:34:34 | 1:26:44 +[07:06:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000192 + 2900 | 0 | 0.886894 | 0.902085 | 8.51e-05 | 0:35:09 | 1:26:05 +[07:06:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000240 + 2950 | 0 | 0.909990 | 0.902219 | 8.45e-05 | 0:35:45 | 1:25:26 +[07:07:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000531 + 3000 | 0 | 0.871713 | 0.901711 | 8.39e-05 | 0:36:20 | 1:24:48 +[07:07:55] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000386 +[07:07:56] Generating 16 validation images ... +[07:08:09] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0003000.png + 3050 | 0 | 0.963648 | 0.902726 | 8.33e-05 | 0:37:10 | 1:24:43 +[07:08:46] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000345 + 3100 | 0 | 0.932820 | 0.903211 | 8.26e-05 | 0:37:46 | 1:24:04 +[07:09:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000510 + 3150 | 0 | 0.966265 | 0.904212 | 8.20e-05 | 0:38:21 | 1:23:25 +[07:09:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000219 + 3200 | 0 | 0.833114 | 0.903101 | 8.14e-05 | 0:38:57 | 1:22:46 +[07:10:32] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000127 + 3250 | 0 | 0.830501 | 0.901984 | 8.07e-05 | 0:39:32 | 1:22:07 +[07:11:07] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000667 + 3300 | 0 | 1.010427 | 0.903627 | 8.01e-05 | 0:40:07 | 1:21:28 +[07:11:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000148 + 3350 | 0 | 1.007196 | 0.905173 | 7.94e-05 | 0:40:43 | 1:20:49 +[07:12:18] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000193 + 3400 | 0 | 0.970056 | 0.906127 | 7.87e-05 | 0:41:18 | 1:20:11 +[07:12:53] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000446 + 3450 | 0 | 0.993211 | 0.907389 | 7.80e-05 | 0:41:53 | 1:19:32 +[07:13:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000483 + 3500 | 0 | 0.945193 | 0.907930 | 7.73e-05 | 0:42:29 | 1:18:54 +[07:14:04] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000250 + 3550 | 0 | 0.850600 | 0.907122 | 7.67e-05 | 0:43:04 | 1:18:16 +[07:14:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000405 + 3600 | 0 | 0.826396 | 0.906001 | 7.59e-05 | 0:43:40 | 1:17:38 +[07:15:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000518 + 3650 | 0 | 0.730091 | 0.903591 | 7.52e-05 | 0:44:15 | 1:17:00 +[07:15:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000364 + 3700 | 0 | 0.932474 | 0.903981 | 7.45e-05 | 0:44:51 | 1:16:22 +[07:16:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000520 + 3750 | 0 | 0.905595 | 0.904003 | 7.38e-05 | 0:45:26 | 1:15:44 +[07:17:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000413 + 3800 | 0 | 0.801948 | 0.902660 | 7.31e-05 | 0:46:02 | 1:15:06 +[07:17:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000449 + 3850 | 0 | 0.869271 | 0.902227 | 7.23e-05 | 0:46:37 | 1:14:29 +[07:18:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000322 + 3900 | 0 | 0.792854 | 0.900824 | 7.16e-05 | 0:47:13 | 1:13:51 +[07:18:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000435 + 3950 | 0 | 0.977570 | 0.901796 | 7.08e-05 | 0:47:48 | 1:13:13 +[07:19:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000217 + 4000 | 0 | 0.957755 | 0.902495 | 7.01e-05 | 0:48:24 | 1:12:36 +[07:19:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000187 +[07:20:04] Saved checkpoint -> RESULTS/multigen/run_016/checkpoint-4000 +[07:20:04] Generating 16 validation images ... +[07:20:17] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0004000.png + 4050 | 0 | 0.982809 | 0.903487 | 6.93e-05 | 0:49:18 | 1:12:25 +[07:20:53] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000117 + 4100 | 0 | 0.943956 | 0.903980 | 6.86e-05 | 0:49:53 | 1:11:47 +[07:21:28] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000483 + 4150 | 0 | 0.858319 | 0.903430 | 6.78e-05 | 0:50:28 | 1:11:09 +[07:22:04] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000394 + 4200 | 0 | 0.894400 | 0.903323 | 6.70e-05 | 0:51:04 | 1:10:31 +[07:22:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000402 + 4250 | 0 | 0.903270 | 0.903322 | 6.62e-05 | 0:51:39 | 1:09:53 +[07:23:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000476 + 4300 | 0 | 0.971686 | 0.904117 | 6.55e-05 | 0:52:14 | 1:09:15 +[07:23:50] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000555 + 4350 | 0 | 0.925325 | 0.904361 | 6.47e-05 | 0:52:50 | 1:08:37 +[07:24:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000416 + 4400 | 0 | 0.880803 | 0.904093 | 6.39e-05 | 0:53:25 | 1:07:59 +[07:25:00] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000690 + 4450 | 0 | 0.913356 | 0.904197 | 6.31e-05 | 0:54:01 | 1:07:22 +[07:25:36] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000246 + 4500 | 0 | 0.901473 | 0.904167 | 6.23e-05 | 0:54:36 | 1:06:44 +[07:26:11] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000234 + 4550 | 0 | 0.923531 | 0.904380 | 6.15e-05 | 0:55:11 | 1:06:06 +[07:26:47] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000350 + 4600 | 0 | 1.010834 | 0.905537 | 6.07e-05 | 0:55:47 | 1:05:29 +[07:27:22] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000192 + 4650 | 0 | 0.914642 | 0.905635 | 5.99e-05 | 0:56:22 | 1:04:51 +[07:27:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000181 + 4700 | 0 | 0.856416 | 0.905111 | 5.90e-05 | 0:56:57 | 1:04:14 +[07:28:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000351 + 4750 | 0 | 0.910167 | 0.905164 | 5.82e-05 | 0:57:33 | 1:03:36 +[07:29:08] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000449 + 4800 | 0 | 1.023912 | 0.906401 | 5.74e-05 | 0:58:08 | 1:02:59 +[07:29:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000271 + 4850 | 0 | 0.830352 | 0.905617 | 5.66e-05 | 0:58:43 | 1:02:21 +[07:30:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000293 + 4900 | 0 | 0.875855 | 0.905314 | 5.58e-05 | 0:59:19 | 1:01:44 +[07:30:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000183 + 4950 | 0 | 1.025704 | 0.906530 | 5.50e-05 | 0:59:54 | 1:01:07 +[07:31:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000331 + 5000 | 0 | 0.869831 | 0.906163 | 5.41e-05 | 1:00:29 | 1:00:29 +[07:32:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000284 +[07:32:05] Generating 16 validation images ... +[07:32:17] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0005000.png + 5050 | 0 | 0.850001 | 0.906484 | 5.33e-05 | 1:01:19 | 1:00:06 +[07:32:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000285 + 5100 | 0 | 0.942051 | 0.906928 | 5.25e-05 | 1:01:54 | 0:59:28 +[07:33:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000317 + 5150 | 0 | 0.898125 | 0.907173 | 5.17e-05 | 1:02:29 | 0:58:51 +[07:34:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000634 + 5200 | 0 | 0.928443 | 0.907443 | 5.08e-05 | 1:03:04 | 0:58:13 +[07:34:40] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000722 + 5250 | 0 | 0.865866 | 0.908070 | 5.00e-05 | 1:03:40 | 0:57:36 +[07:35:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000613 + 5300 | 0 | 0.798175 | 0.907722 | 4.92e-05 | 1:04:15 | 0:56:59 +[07:35:50] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000181 + 5350 | 0 | 0.973177 | 0.908201 | 4.83e-05 | 1:04:50 | 0:56:21 +[07:36:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000407 + 5400 | 0 | 0.918374 | 0.908256 | 4.75e-05 | 1:05:26 | 0:55:44 +[07:37:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000381 + 5450 | 0 | 0.817530 | 0.906715 | 4.67e-05 | 1:06:01 | 0:55:07 +[07:37:36] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000339 + 5500 | 0 | 0.854452 | 0.907057 | 4.59e-05 | 1:06:36 | 0:54:30 +[07:38:12] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000538 + 5550 | 0 | 0.931954 | 0.907521 | 4.50e-05 | 1:07:12 | 0:53:53 +[07:38:47] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000306 + 5600 | 0 | 0.848894 | 0.906823 | 4.42e-05 | 1:07:47 | 0:53:15 +[07:39:22] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000198 + 5650 | 0 | 0.825413 | 0.905746 | 4.34e-05 | 1:08:22 | 0:52:38 +[07:39:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000553 + 5700 | 0 | 0.758806 | 0.903905 | 4.26e-05 | 1:08:58 | 0:52:01 +[07:40:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000330 + 5750 | 0 | 0.819933 | 0.903350 | 4.18e-05 | 1:09:33 | 0:51:24 +[07:41:08] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000289 + 5800 | 0 | 0.882872 | 0.903629 | 4.10e-05 | 1:10:08 | 0:50:47 +[07:41:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000197 + 5850 | 0 | 0.860312 | 0.904224 | 4.01e-05 | 1:10:44 | 0:50:10 +[07:42:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000222 + 5900 | 0 | 0.884190 | 0.903773 | 3.93e-05 | 1:11:19 | 0:49:33 +[07:42:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000308 + 5950 | 0 | 0.839110 | 0.902428 | 3.85e-05 | 1:11:54 | 0:48:56 +[07:43:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000324 + 6000 | 0 | 0.915316 | 0.902505 | 3.77e-05 | 1:12:30 | 0:48:20 +[07:44:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000232 +[07:44:10] Saved checkpoint -> RESULTS/multigen/run_016/checkpoint-6000 +[07:44:11] Generating 16 validation images ... +[07:44:23] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0006000.png + 6050 | 0 | 0.948627 | 0.902006 | 3.69e-05 | 1:13:24 | 0:47:55 +[07:45:00] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000630 + 6100 | 0 | 0.902347 | 0.901422 | 3.61e-05 | 1:14:00 | 0:47:18 +[07:45:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000580 + 6150 | 0 | 0.864970 | 0.900732 | 3.53e-05 | 1:14:35 | 0:46:41 +[07:46:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000364 + 6200 | 0 | 0.860602 | 0.900173 | 3.45e-05 | 1:15:10 | 0:46:04 +[07:46:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000760 + 6250 | 0 | 0.902769 | 0.899202 | 3.38e-05 | 1:15:45 | 0:45:27 +[07:47:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000278 + 6300 | 0 | 0.921067 | 0.898813 | 3.30e-05 | 1:16:21 | 0:44:50 +[07:47:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000306 + 6350 | 0 | 1.034245 | 0.900891 | 3.22e-05 | 1:16:56 | 0:44:13 +[07:48:31] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000240 + 6400 | 0 | 0.834282 | 0.899418 | 3.14e-05 | 1:17:31 | 0:43:36 +[07:49:07] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000387 + 6450 | 0 | 0.932103 | 0.900172 | 3.07e-05 | 1:18:07 | 0:42:59 +[07:49:42] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000275 + 6500 | 0 | 0.869006 | 0.900410 | 2.99e-05 | 1:18:42 | 0:42:23 +[07:50:18] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000688 + 6550 | 0 | 0.906473 | 0.899788 | 2.92e-05 | 1:19:18 | 0:41:46 +[07:50:53] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000257 + 6600 | 0 | 0.963067 | 0.900091 | 2.84e-05 | 1:19:53 | 0:41:09 +[07:51:28] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000466 + 6650 | 0 | 0.841237 | 0.899118 | 2.77e-05 | 1:20:28 | 0:40:32 +[07:52:04] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000250 + 6700 | 0 | 1.051040 | 0.899276 | 2.69e-05 | 1:21:04 | 0:39:55 +[07:52:39] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000406 + 6750 | 0 | 0.844023 | 0.897769 | 2.62e-05 | 1:21:39 | 0:39:19 +[07:53:14] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000359 + 6800 | 0 | 0.862965 | 0.897825 | 2.55e-05 | 1:22:14 | 0:38:42 +[07:53:50] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000426 + 6850 | 0 | 0.955109 | 0.897745 | 2.48e-05 | 1:22:50 | 0:38:05 +[07:54:25] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000336 + 6900 | 0 | 0.804468 | 0.897760 | 2.41e-05 | 1:23:25 | 0:37:28 +[07:55:00] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000569 + 6950 | 0 | 1.040811 | 0.898414 | 2.33e-05 | 1:24:00 | 0:36:52 +[07:55:36] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000395 + 7000 | 0 | 0.904344 | 0.898333 | 2.27e-05 | 1:24:36 | 0:36:15 +[07:56:11] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000612 +[07:56:12] Generating 16 validation images ... +[07:56:24] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0007000.png + 7050 | 0 | 0.908726 | 0.898448 | 2.20e-05 | 1:25:26 | 0:35:44 +[07:57:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000438 + 7100 | 0 | 0.998762 | 0.898558 | 2.13e-05 | 1:26:01 | 0:35:08 +[07:57:36] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000465 + 7150 | 0 | 0.954604 | 0.898988 | 2.06e-05 | 1:26:36 | 0:34:31 +[07:58:11] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000471 + 7200 | 0 | 0.940287 | 0.899926 | 1.99e-05 | 1:27:11 | 0:33:54 +[07:58:47] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000313 + 7250 | 0 | 0.927983 | 0.901624 | 1.93e-05 | 1:27:47 | 0:33:17 +[07:59:22] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000669 + 7300 | 0 | 0.898331 | 0.901379 | 1.86e-05 | 1:28:22 | 0:32:41 +[07:59:57] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000535 + 7350 | 0 | 0.847047 | 0.901107 | 1.80e-05 | 1:28:57 | 0:32:04 +[08:00:33] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000394 + 7400 | 0 | 0.907267 | 0.901804 | 1.74e-05 | 1:29:33 | 0:31:27 +[08:01:08] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000389 + 7450 | 0 | 0.863224 | 0.900748 | 1.67e-05 | 1:30:08 | 0:30:51 +[08:01:43] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000380 + 7500 | 0 | 1.002502 | 0.900488 | 1.61e-05 | 1:30:43 | 0:30:14 +[08:02:19] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000214 + 7550 | 0 | 0.972990 | 0.901686 | 1.55e-05 | 1:31:19 | 0:29:38 +[08:02:54] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000301 + 7600 | 0 | 0.899002 | 0.901986 | 1.49e-05 | 1:31:54 | 0:29:01 +[08:03:29] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000436 + 7650 | 0 | 0.866741 | 0.902689 | 1.44e-05 | 1:32:29 | 0:28:24 +[08:04:05] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000405 + 7700 | 0 | 0.910392 | 0.901852 | 1.38e-05 | 1:33:05 | 0:27:48 +[08:04:40] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000272 + 7750 | 0 | 0.932135 | 0.902359 | 1.32e-05 | 1:33:40 | 0:27:11 +[08:05:15] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000280 + 7800 | 0 | 0.883128 | 0.903951 | 1.27e-05 | 1:34:15 | 0:26:35 +[08:05:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000240 + 7850 | 0 | 0.924540 | 0.904764 | 1.21e-05 | 1:34:51 | 0:25:58 +[08:06:26] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000406 + 7900 | 0 | 0.883648 | 0.904732 | 1.16e-05 | 1:35:26 | 0:25:22 +[08:07:01] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000245 + 7950 | 0 | 0.918808 | 0.904820 | 1.11e-05 | 1:36:01 | 0:24:45 +[08:07:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000214 + 8000 | 0 | 1.022618 | 0.906329 | 1.05e-05 | 1:36:36 | 0:24:09 +[08:08:12] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000489 +[08:08:16] Saved checkpoint -> RESULTS/multigen/run_016/checkpoint-8000 +[08:08:17] Removed old checkpoint: checkpoint-2000 +[08:08:18] Generating 16 validation images ... +[08:08:30] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0008000.png + 8050 | 0 | 1.024587 | 0.906939 | 1.00e-05 | 1:37:31 | 0:23:37 +[08:09:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000514 + 8100 | 0 | 0.815747 | 0.905768 | 9.55e-06 | 1:38:06 | 0:23:00 +[08:09:41] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000298 + 8150 | 0 | 0.933277 | 0.905438 | 9.07e-06 | 1:38:41 | 0:22:24 +[08:10:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000137 + 8200 | 0 | 0.981896 | 0.906926 | 8.60e-06 | 1:39:16 | 0:21:47 +[08:10:51] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000285 + 8250 | 0 | 0.931489 | 0.907936 | 8.14e-06 | 1:39:51 | 0:21:11 +[08:11:27] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000316 + 8300 | 0 | 0.920715 | 0.907038 | 7.70e-06 | 1:40:27 | 0:20:34 +[08:12:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000168 + 8350 | 0 | 0.992156 | 0.906888 | 7.26e-06 | 1:41:02 | 0:19:57 +[08:12:37] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000276 + 8400 | 0 | 0.824937 | 0.905437 | 6.84e-06 | 1:41:37 | 0:19:21 +[08:13:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000328 + 8450 | 0 | 0.971570 | 0.905220 | 6.43e-06 | 1:42:13 | 0:18:44 +[08:13:48] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000465 + 8500 | 0 | 0.825153 | 0.904020 | 6.03e-06 | 1:42:48 | 0:18:08 +[08:14:23] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000381 + 8550 | 0 | 0.821341 | 0.903727 | 5.64e-06 | 1:43:23 | 0:17:32 +[08:14:58] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000356 + 8600 | 0 | 0.866514 | 0.904129 | 5.26e-06 | 1:43:58 | 0:16:55 +[08:15:34] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000613 + 8650 | 0 | 0.975170 | 0.906579 | 4.90e-06 | 1:44:34 | 0:16:19 +[08:16:09] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000475 + 8700 | 0 | 0.929503 | 0.906550 | 4.55e-06 | 1:45:09 | 0:15:42 +[08:16:44] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000418 + 8750 | 0 | 0.964167 | 0.907135 | 4.21e-06 | 1:45:44 | 0:15:06 +[08:17:20] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000208 + 8800 | 0 | 0.887036 | 0.907986 | 3.89e-06 | 1:46:20 | 0:14:30 +[08:17:55] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000769 + 8850 | 0 | 0.916886 | 0.908462 | 3.57e-06 | 1:46:55 | 0:13:53 +[08:18:30] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000458 + 8900 | 0 | 0.955260 | 0.910087 | 3.27e-06 | 1:47:30 | 0:13:17 +[08:19:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000501 + 8950 | 0 | 0.811008 | 0.908421 | 2.98e-06 | 1:48:06 | 0:12:40 +[08:19:41] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000289 + 9000 | 0 | 0.929565 | 0.908139 | 2.71e-06 | 1:48:41 | 0:12:04 +[08:20:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000425 +[08:20:17] Generating 16 validation images ... +[08:20:29] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0009000.png + 9050 | 0 | 0.888280 | 0.907194 | 2.45e-06 | 1:49:30 | 0:11:29 +[08:21:06] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000327 + 9100 | 0 | 0.906209 | 0.906816 | 2.20e-06 | 1:50:06 | 0:10:53 +[08:21:41] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000393 + 9150 | 0 | 0.981721 | 0.908050 | 1.96e-06 | 1:50:41 | 0:10:16 +[08:22:16] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000217 + 9200 | 0 | 0.848018 | 0.907586 | 1.74e-06 | 1:51:16 | 0:09:40 +[08:22:52] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000339 + 9250 | 0 | 0.925519 | 0.907809 | 1.53e-06 | 1:51:52 | 0:09:04 +[08:23:27] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000249 + 9300 | 0 | 0.948752 | 0.907580 | 1.33e-06 | 1:52:27 | 0:08:27 +[08:24:02] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000370 + 9350 | 0 | 0.961671 | 0.907943 | 1.15e-06 | 1:53:02 | 0:07:51 +[08:24:38] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000247 + 9400 | 0 | 0.859006 | 0.907725 | 9.81e-07 | 1:53:38 | 0:07:15 +[08:25:13] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000249 + 9450 | 0 | 0.986840 | 0.908460 | 8.25e-07 | 1:54:13 | 0:06:38 +[08:25:49] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000459 + 9500 | 0 | 0.951739 | 0.908963 | 6.82e-07 | 1:54:49 | 0:06:02 +[08:26:24] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000367 + 9550 | 0 | 0.881503 | 0.908542 | 5.53e-07 | 1:55:24 | 0:05:26 +[08:26:59] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000330 + 9600 | 0 | 0.950353 | 0.907938 | 4.37e-07 | 1:55:59 | 0:04:49 +[08:27:35] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000317 + 9650 | 0 | 0.885181 | 0.907643 | 3.35e-07 | 1:56:35 | 0:04:13 +[08:28:10] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000575 + 9700 | 0 | 0.864188 | 0.907721 | 2.46e-07 | 1:57:10 | 0:03:37 +[08:28:45] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000494 + 9750 | 0 | 0.879199 | 0.907411 | 1.71e-07 | 1:57:45 | 0:03:01 +[08:29:21] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000413 + 9800 | 0 | 0.922977 | 0.906402 | 1.09e-07 | 1:58:21 | 0:02:24 +[08:29:56] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000569 + 9850 | 0 | 0.897414 | 0.907072 | 6.15e-08 | 1:58:56 | 0:01:48 +[08:30:31] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000143 + 9900 | 0 | 0.851509 | 0.906829 | 2.73e-08 | 1:59:31 | 0:01:12 +[08:31:07] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000288 + 9950 | 0 | 0.893361 | 0.905505 | 6.83e-09 | 2:00:07 | 0:00:36 +[08:31:42] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000411 + 10000 | 0 | 0.903563 | 0.905843 | 0.00e+00 | 2:00:42 | 0:00:00 +[08:32:17] TD diagnostics: frac_valid=1.000, td_loss_mean=0.000212 +[08:32:22] Saved checkpoint -> RESULTS/multigen/run_016/checkpoint-10000 +[08:32:23] Removed old checkpoint: checkpoint-4000 +[08:32:23] Generating 16 validation images ... +[08:32:35] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0010000.png +[08:32:36] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.900477 --- +[08:32:36] Saving final model ... +[08:32:43] Pipeline saved -> RESULTS/multigen/run_016 +[08:32:43] Generating final validation collage ... +[08:32:43] Generating 16 validation images ... +[08:32:56] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_016/validation/collage_step_0010000.png +[08:32:57] +[08:32:57] ============================================================ +[08:32:57] TRAINING SUMMARY +[08:32:57] ============================================================ +[08:32:57] Total steps : 200 +[08:32:57] Final loss : 0.903563 +[08:32:57] Avg last 100 : 0.905843 +[08:32:57] Min loss : 0.723921 +[08:32:57] Total time : 2:01:21 +[08:32:57] Output : RESULTS/multigen/run_016 +[08:32:57] ============================================================ diff --git a/multigen/sana 0.6/TD/training_args.json b/multigen/sana 0.6/TD/training_args.json new file mode 100644 index 0000000000000000000000000000000000000000..d59752569de8018fc4ae3fa7de90eb0fb3b85730 --- /dev/null +++ b/multigen/sana 0.6/TD/training_args.json @@ -0,0 +1,58 @@ +{ + "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": 10000, + "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, + "td_enable": true, + "td_k_idx": 1.0, + "td_one_idx": null, + "td_lambda": 1.0, + "td_weight": false, + "td_sigma_min": 0.001, + "td_sigma_max": 1.0, + "td_rho": 7.0, + "td_steps": 18, + "td_sigma_data": 1.0, + "td_ema_tau": 0.999, + "td_target_update_freq": 1, + "max_sequence_length": 256, + "dataloader_num_workers": 4, + "pin_memory": false, + "output_dir": "RESULTS/multigen/run_016" +} \ No newline at end of file diff --git a/multigen/sana 0.6/TD/training_summary.json b/multigen/sana 0.6/TD/training_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3d13724084317e4cf5af4ea425b93750c933b8ab --- /dev/null +++ b/multigen/sana 0.6/TD/training_summary.json @@ -0,0 +1,7 @@ +{ + "total_steps": 200, + "final_loss": 0.9035630226135254, + "avg_last_100": 0.9058426314592362, + "min_loss": 0.7239208817481995, + "total_time": "2:01:21" +} \ No newline at end of file diff --git a/multigen/sana 0.6/TD/transformer/config.json b/multigen/sana 0.6/TD/transformer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574 --- /dev/null +++ b/multigen/sana 0.6/TD/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 +} diff --git a/multigen/sana 0.6/TD/vae/config.json b/multigen/sana 0.6/TD/vae/config.json new file mode 100644 index 0000000000000000000000000000000000000000..b4476560cb25f5e88d6c7524d229bc4d07ca142f --- /dev/null +++ b/multigen/sana 0.6/TD/vae/config.json @@ -0,0 +1,92 @@ +{ + "_class_name": "AutoencoderDC", + "_diffusers_version": "0.37.1", + "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers", + "attention_head_dim": 32, + 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