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102flowers/sana 0.6/Baseline/Eval/eval.log.rank0

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+[2026-08-14 10:43:01] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/102flowers/run_001 ...
+[2026-08-14 10:43:12] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
+[2026-08-14 10:43:13] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-08-14 10:43:16] [RANK-0] [INFO] Loading LPIPS ...
+[2026-08-14 10:43:17] [RANK-0] [INFO] Loading PickScore ...
+[2026-08-14 10:43:28] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-08-14 10:43:46] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-08-14 10:43:59] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-08-14 10:44:02] [RANK-0] [INFO] Dataset: 12285 samples split across 1 GPUs (~384 batches/rank)
+[2026-08-14 10:44:02] [RANK-0] [INFO] Starting evaluation...
+[2026-08-14 10:44:02] [RANK-0] [INFO]   Checkpoint   : RESULTS/102flowers/run_001
+[2026-08-14 10:44:02] [RANK-0] [INFO]   Total samples: 12285 | World size: 1
+[2026-08-14 10:44:02] [RANK-0] [INFO]   FID dim      : 2048 | Inf steps: 10 | Guidance: 5.0
+[2026-08-14 10:44:02] [RANK-0] [INFO]   Saving generated images to: ./RESULTS/102flowers/run_001/Eval/generated_images
+[2026-08-14 10:53:37] [RANK-0] [INFO] [rank 0] Batch [10/384] | CLIP 30.5414 | LPIPS 0.7466 | Pick 0.2160 | HPSv2 0.2613 | HPSv2.1 0.2435 | Aes 4.7555
+[2026-08-14 11:00:26] [RANK-0] [INFO] [rank 0] Batch [20/384] | CLIP 30.6833 | LPIPS 0.7370 | Pick 0.2167 | HPSv2 0.2617 | HPSv2.1 0.2431 | Aes 4.7402
+[2026-08-14 11:09:56] [RANK-0] [INFO] [rank 0] Batch [30/384] | CLIP 30.6977 | LPIPS 0.7362 | Pick 0.2165 | HPSv2 0.2614 | HPSv2.1 0.2423 | Aes 4.7385
+[2026-08-14 11:18:24] [RANK-0] [INFO] [rank 0] Batch [40/384] | CLIP 30.7035 | LPIPS 0.7345 | Pick 0.2166 | HPSv2 0.2613 | HPSv2.1 0.2420 | Aes 4.7284
+[2026-08-14 11:28:53] [RANK-0] [INFO] [rank 0] Batch [50/384] | CLIP 30.7069 | LPIPS 0.7351 | Pick 0.2164 | HPSv2 0.2610 | HPSv2.1 0.2414 | Aes 4.7263
+[2026-08-14 11:38:45] [RANK-0] [INFO] [rank 0] Batch [60/384] | CLIP 30.6814 | LPIPS 0.7357 | Pick 0.2163 | HPSv2 0.2609 | HPSv2.1 0.2414 | Aes 4.7215
+[2026-08-14 11:48:20] [RANK-0] [INFO] [rank 0] Batch [70/384] | CLIP 30.6753 | LPIPS 0.7363 | Pick 0.2164 | HPSv2 0.2608 | HPSv2.1 0.2412 | Aes 4.7227
+[2026-08-14 11:59:36] [RANK-0] [INFO] [rank 0] Batch [80/384] | CLIP 30.7139 | LPIPS 0.7354 | Pick 0.2165 | HPSv2 0.2610 | HPSv2.1 0.2415 | Aes 4.7248
+[2026-08-14 12:10:15] [RANK-0] [INFO] [rank 0] Batch [90/384] | CLIP 30.7358 | LPIPS 0.7354 | Pick 0.2166 | HPSv2 0.2610 | HPSv2.1 0.2415 | Aes 4.7257
+[2026-08-14 12:20:38] [RANK-0] [INFO] [rank 0] Batch [100/384] | CLIP 30.7370 | LPIPS 0.7347 | Pick 0.2167 | HPSv2 0.2610 | HPSv2.1 0.2416 | Aes 4.7242
+[2026-08-14 12:30:27] [RANK-0] [INFO] [rank 0] Batch [110/384] | CLIP 30.7383 | LPIPS 0.7356 | Pick 0.2166 | HPSv2 0.2610 | HPSv2.1 0.2417 | Aes 4.7236
+[2026-08-14 12:40:11] [RANK-0] [INFO] [rank 0] Batch [120/384] | CLIP 30.7259 | LPIPS 0.7357 | Pick 0.2166 | HPSv2 0.2611 | HPSv2.1 0.2416 | Aes 4.7217
+[2026-08-14 12:51:14] [RANK-0] [INFO] [rank 0] Batch [130/384] | CLIP 30.7309 | LPIPS 0.7358 | Pick 0.2166 | HPSv2 0.2611 | HPSv2.1 0.2416 | Aes 4.7209
+[2026-08-14 13:01:00] [RANK-0] [INFO] [rank 0] Batch [140/384] | CLIP 30.7169 | LPIPS 0.7362 | Pick 0.2166 | HPSv2 0.2610 | HPSv2.1 0.2417 | Aes 4.7223
+[2026-08-14 13:11:24] [RANK-0] [INFO] [rank 0] Batch [150/384] | CLIP 30.7064 | LPIPS 0.7366 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2416 | Aes 4.7213
+[2026-08-14 13:21:20] [RANK-0] [INFO] [rank 0] Batch [160/384] | CLIP 30.7039 | LPIPS 0.7365 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2414 | Aes 4.7192
+[2026-08-14 13:32:12] [RANK-0] [INFO] [rank 0] Batch [170/384] | CLIP 30.6967 | LPIPS 0.7364 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7181
+[2026-08-14 13:41:16] [RANK-0] [INFO] [rank 0] Batch [180/384] | CLIP 30.6635 | LPIPS 0.7366 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2413 | Aes 4.7164
+[2026-08-14 13:51:19] [RANK-0] [INFO] [rank 0] Batch [190/384] | CLIP 30.6660 | LPIPS 0.7362 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2414 | Aes 4.7166
+[2026-08-14 14:03:16] [RANK-0] [INFO] [rank 0] Batch [200/384] | CLIP 30.6689 | LPIPS 0.7360 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2414 | Aes 4.7183
+[2026-08-14 14:15:26] [RANK-0] [INFO] [rank 0] Batch [210/384] | CLIP 30.6677 | LPIPS 0.7356 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7180
+[2026-08-14 14:30:26] [RANK-0] [INFO] [rank 0] Batch [220/384] | CLIP 30.6729 | LPIPS 0.7352 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7187
+[2026-08-14 14:44:11] [RANK-0] [INFO] [rank 0] Batch [230/384] | CLIP 30.6638 | LPIPS 0.7353 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7197
+[2026-08-14 14:53:58] [RANK-0] [INFO] [rank 0] Batch [240/384] | CLIP 30.6676 | LPIPS 0.7351 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2416 | Aes 4.7197
+[2026-08-14 15:00:20] [RANK-0] [INFO] [rank 0] Batch [250/384] | CLIP 30.6770 | LPIPS 0.7353 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7191
+[2026-08-14 15:06:47] [RANK-0] [INFO] [rank 0] Batch [260/384] | CLIP 30.6835 | LPIPS 0.7356 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2415 | Aes 4.7198
+[2026-08-14 15:12:44] [RANK-0] [INFO] [rank 0] Batch [270/384] | CLIP 30.6885 | LPIPS 0.7357 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2416 | Aes 4.7212
+[2026-08-14 15:18:54] [RANK-0] [INFO] [rank 0] Batch [280/384] | CLIP 30.7017 | LPIPS 0.7360 | Pick 0.2165 | HPSv2 0.2610 | HPSv2.1 0.2418 | Aes 4.7220
+[2026-08-14 15:24:51] [RANK-0] [INFO] [rank 0] Batch [290/384] | CLIP 30.7032 | LPIPS 0.7360 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2417 | Aes 4.7217
+[2026-08-14 15:30:36] [RANK-0] [INFO] [rank 0] Batch [300/384] | CLIP 30.6994 | LPIPS 0.7358 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2417 | Aes 4.7222
+[2026-08-14 15:36:29] [RANK-0] [INFO] [rank 0] Batch [310/384] | CLIP 30.6854 | LPIPS 0.7358 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2417 | Aes 4.7227
+[2026-08-14 15:42:09] [RANK-0] [INFO] [rank 0] Batch [320/384] | CLIP 30.6964 | LPIPS 0.7360 | Pick 0.2165 | HPSv2 0.2610 | HPSv2.1 0.2418 | Aes 4.7233
+[2026-08-14 15:48:05] [RANK-0] [INFO] [rank 0] Batch [330/384] | CLIP 30.6961 | LPIPS 0.7357 | Pick 0.2165 | HPSv2 0.2610 | HPSv2.1 0.2418 | Aes 4.7229
+[2026-08-14 15:53:58] [RANK-0] [INFO] [rank 0] Batch [340/384] | CLIP 30.6986 | LPIPS 0.7360 | Pick 0.2165 | HPSv2 0.2610 | HPSv2.1 0.2418 | Aes 4.7229
+[2026-08-14 15:59:33] [RANK-0] [INFO] [rank 0] Batch [350/384] | CLIP 30.6809 | LPIPS 0.7362 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2417 | Aes 4.7227
+[2026-08-14 16:05:31] [RANK-0] [INFO] [rank 0] Batch [360/384] | CLIP 30.6826 | LPIPS 0.7362 | Pick 0.2164 | HPSv2 0.2609 | HPSv2.1 0.2417 | Aes 4.7234
+[2026-08-14 16:12:56] [RANK-0] [INFO] [rank 0] Batch [370/384] | CLIP 30.6875 | LPIPS 0.7361 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2418 | Aes 4.7245
+[2026-08-14 16:18:39] [RANK-0] [INFO] [rank 0] Batch [380/384] | CLIP 30.6883 | LPIPS 0.7362 | Pick 0.2165 | HPSv2 0.2609 | HPSv2.1 0.2418 | Aes 4.7249
+[2026-08-14 16:21:17] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-08-14 16:21:20] [RANK-0] [INFO] ============================================================
+[2026-08-14 16:21:20] [RANK-0] [INFO]   FID        : 44.051975
+[2026-08-14 16:21:20] [RANK-0] [INFO]   CLIP       : 30.693142
+[2026-08-14 16:21:20] [RANK-0] [INFO]   LPIPS      : 0.735963
+[2026-08-14 16:21:20] [RANK-0] [INFO]   PickScore  : 0.216477
+[2026-08-14 16:21:20] [RANK-0] [INFO]   HPSv2      : 0.260929
+[2026-08-14 16:21:20] [RANK-0] [INFO]   HPSv2.1    : 0.241780
+[2026-08-14 16:21:20] [RANK-0] [INFO]   Aesthetic  : 4.725082
+[2026-08-14 16:21:20] [RANK-0] [INFO] ============================================================
+[2026-08-14 16:21:20] [RANK-0] [INFO] Results saved to ./RESULTS/102flowers/run_001/Eval/eval_results.json

102flowers/sana 0.6/Baseline/Eval/eval_results.json

@@ -0,0 +1,16 @@
+{
+    "checkpoint": "RESULTS/102flowers/run_001",
+    "num_samples": 12285,
+    "world_size": 1,
+    "resolution": 512,
+    "fid_dim": 2048,
+    "inf_steps": 10,
+    "guidance": 5.0,
+    "FID": 44.05197525024414,
+    "CLIP": 30.693141596081357,
+    "LPIPS": 0.7359632349883517,
+    "PickScore": 0.21647749358913412,
+    "HPSv2": 0.26092863438947694,
+    "HPSv2.1": 0.24178010393220103,
+    "Aesthetic": 4.725082238515218
+}

102flowers/sana 0.6/Baseline/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
+}

102flowers/sana 0.6/Baseline/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
+}

102flowers/sana 0.6/Baseline/tokenizer/chat_template.jinja

@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}

102flowers/sana 0.6/Baseline/tokenizer/tokenizer_config.json

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

102flowers/sana 0.6/Baseline/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
+}

102flowers/sana 0.6/Baseline/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"
+}