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cub200/pixart_sigma/RAD/checkpoint-10000/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

cub200/pixart_sigma/RAD/checkpoint-6000/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

cub200/sana 1.6/Base 16.2k/Eval/eval.log.rank0

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+[2026-07-27 02:30:41] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/cub200/run_006 ...
+[2026-07-27 02:30:47] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
+[2026-07-27 02:30:48] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-07-27 02:30:49] [RANK-0] [INFO] Loading LPIPS ...
+[2026-07-27 02:30:50] [RANK-0] [INFO] Loading PickScore ...
+[2026-07-27 02:30:57] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-07-27 02:31:05] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-07-27 02:31:12] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-07-27 02:31:15] [RANK-0] [INFO] Dataset: 17685 samples split across 3 GPUs (~369 batches/rank)
+[2026-07-27 02:31:15] [RANK-0] [INFO] Starting evaluation...
+[2026-07-27 02:31:15] [RANK-0] [INFO]   Checkpoint   : RESULTS/cub200/run_006
+[2026-07-27 02:31:15] [RANK-0] [INFO]   Total samples: 17685 | World size: 3
+[2026-07-27 02:31:15] [RANK-0] [INFO]   FID dim      : 2048 | Inf steps: 20 | Guidance: 5.0
+[2026-07-27 02:31:15] [RANK-0] [INFO]   Saving generated images to: ./RESULTS/cub200/run_006/Eval/generated_images
+[2026-07-27 02:33:49] [RANK-0] [INFO] [rank 0] Batch [10/369] | CLIP 29.0682 | LPIPS 0.7677 | Pick 0.2221 | HPSv2 0.2951 | HPSv2.1 0.2848 | Aes 5.4083
+[2026-07-27 02:36:19] [RANK-0] [INFO] [rank 0] Batch [20/369] | CLIP 29.0890 | LPIPS 0.7693 | Pick 0.2223 | HPSv2 0.2959 | HPSv2.1 0.2862 | Aes 5.4163
+[2026-07-27 02:38:51] [RANK-0] [INFO] [rank 0] Batch [30/369] | CLIP 29.0861 | LPIPS 0.7645 | Pick 0.2225 | HPSv2 0.2959 | HPSv2.1 0.2868 | Aes 5.3951
+[2026-07-27 02:41:26] [RANK-0] [INFO] [rank 0] Batch [40/369] | CLIP 29.1551 | LPIPS 0.7675 | Pick 0.2226 | HPSv2 0.2960 | HPSv2.1 0.2870 | Aes 5.3878
+[2026-07-27 02:43:59] [RANK-0] [INFO] [rank 0] Batch [50/369] | CLIP 29.1250 | LPIPS 0.7700 | Pick 0.2226 | HPSv2 0.2961 | HPSv2.1 0.2872 | Aes 5.3889
+[2026-07-27 02:46:32] [RANK-0] [INFO] [rank 0] Batch [60/369] | CLIP 29.1276 | LPIPS 0.7690 | Pick 0.2228 | HPSv2 0.2967 | HPSv2.1 0.2879 | Aes 5.3930
+[2026-07-27 02:49:06] [RANK-0] [INFO] [rank 0] Batch [70/369] | CLIP 29.0769 | LPIPS 0.7673 | Pick 0.2226 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3957
+[2026-07-27 02:51:37] [RANK-0] [INFO] [rank 0] Batch [80/369] | CLIP 29.0708 | LPIPS 0.7675 | Pick 0.2225 | HPSv2 0.2961 | HPSv2.1 0.2868 | Aes 5.3917
+[2026-07-27 02:54:10] [RANK-0] [INFO] [rank 0] Batch [90/369] | CLIP 29.0958 | LPIPS 0.7657 | Pick 0.2225 | HPSv2 0.2962 | HPSv2.1 0.2871 | Aes 5.3918
+[2026-07-27 02:56:43] [RANK-0] [INFO] [rank 0] Batch [100/369] | CLIP 29.1147 | LPIPS 0.7657 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2871 | Aes 5.3887
+[2026-07-27 02:59:16] [RANK-0] [INFO] [rank 0] Batch [110/369] | CLIP 29.1356 | LPIPS 0.7661 | Pick 0.2225 | HPSv2 0.2964 | HPSv2.1 0.2872 | Aes 5.3885
+[2026-07-27 03:01:51] [RANK-0] [INFO] [rank 0] Batch [120/369] | CLIP 29.1560 | LPIPS 0.7668 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3859
+[2026-07-27 03:04:23] [RANK-0] [INFO] [rank 0] Batch [130/369] | CLIP 29.1656 | LPIPS 0.7665 | Pick 0.2227 | HPSv2 0.2966 | HPSv2.1 0.2877 | Aes 5.3886
+[2026-07-27 03:06:57] [RANK-0] [INFO] [rank 0] Batch [140/369] | CLIP 29.1752 | LPIPS 0.7661 | Pick 0.2228 | HPSv2 0.2967 | HPSv2.1 0.2880 | Aes 5.3920
+[2026-07-27 03:09:29] [RANK-0] [INFO] [rank 0] Batch [150/369] | CLIP 29.1784 | LPIPS 0.7665 | Pick 0.2227 | HPSv2 0.2966 | HPSv2.1 0.2878 | Aes 5.3901
+[2026-07-27 03:12:06] [RANK-0] [INFO] [rank 0] Batch [160/369] | CLIP 29.1669 | LPIPS 0.7669 | Pick 0.2227 | HPSv2 0.2965 | HPSv2.1 0.2876 | Aes 5.3905
+[2026-07-27 03:14:38] [RANK-0] [INFO] [rank 0] Batch [170/369] | CLIP 29.1787 | LPIPS 0.7675 | Pick 0.2227 | HPSv2 0.2965 | HPSv2.1 0.2877 | Aes 5.3925
+[2026-07-27 03:17:12] [RANK-0] [INFO] [rank 0] Batch [180/369] | CLIP 29.1727 | LPIPS 0.7678 | Pick 0.2226 | HPSv2 0.2965 | HPSv2.1 0.2875 | Aes 5.3904
+[2026-07-27 03:19:46] [RANK-0] [INFO] [rank 0] Batch [190/369] | CLIP 29.1849 | LPIPS 0.7675 | Pick 0.2227 | HPSv2 0.2965 | HPSv2.1 0.2875 | Aes 5.3905
+[2026-07-27 03:22:19] [RANK-0] [INFO] [rank 0] Batch [200/369] | CLIP 29.1750 | LPIPS 0.7681 | Pick 0.2226 | HPSv2 0.2964 | HPSv2.1 0.2874 | Aes 5.3900
+[2026-07-27 03:24:52] [RANK-0] [INFO] [rank 0] Batch [210/369] | CLIP 29.1599 | LPIPS 0.7686 | Pick 0.2226 | HPSv2 0.2964 | HPSv2.1 0.2873 | Aes 5.3912
+[2026-07-27 03:27:25] [RANK-0] [INFO] [rank 0] Batch [220/369] | CLIP 29.1546 | LPIPS 0.7691 | Pick 0.2226 | HPSv2 0.2964 | HPSv2.1 0.2873 | Aes 5.3908
+[2026-07-27 03:29:58] [RANK-0] [INFO] [rank 0] Batch [230/369] | CLIP 29.1461 | LPIPS 0.7694 | Pick 0.2226 | HPSv2 0.2964 | HPSv2.1 0.2873 | Aes 5.3922
+[2026-07-27 03:32:31] [RANK-0] [INFO] [rank 0] Batch [240/369] | CLIP 29.1370 | LPIPS 0.7694 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3930
+[2026-07-27 03:35:06] [RANK-0] [INFO] [rank 0] Batch [250/369] | CLIP 29.1325 | LPIPS 0.7698 | Pick 0.2225 | HPSv2 0.2962 | HPSv2.1 0.2870 | Aes 5.3924
+[2026-07-27 03:37:39] [RANK-0] [INFO] [rank 0] Batch [260/369] | CLIP 29.1288 | LPIPS 0.7700 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2871 | Aes 5.3918
+[2026-07-27 03:40:14] [RANK-0] [INFO] [rank 0] Batch [270/369] | CLIP 29.1330 | LPIPS 0.7698 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3919
+[2026-07-27 03:42:48] [RANK-0] [INFO] [rank 0] Batch [280/369] | CLIP 29.1321 | LPIPS 0.7699 | Pick 0.2225 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3930
+[2026-07-27 03:45:21] [RANK-0] [INFO] [rank 0] Batch [290/369] | CLIP 29.1308 | LPIPS 0.7703 | Pick 0.2224 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3924
+[2026-07-27 03:47:54] [RANK-0] [INFO] [rank 0] Batch [300/369] | CLIP 29.1353 | LPIPS 0.7706 | Pick 0.2224 | HPSv2 0.2962 | HPSv2.1 0.2871 | Aes 5.3921
+[2026-07-27 03:50:26] [RANK-0] [INFO] [rank 0] Batch [310/369] | CLIP 29.1415 | LPIPS 0.7706 | Pick 0.2224 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3934
+[2026-07-27 03:53:01] [RANK-0] [INFO] [rank 0] Batch [320/369] | CLIP 29.1366 | LPIPS 0.7706 | Pick 0.2224 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3941
+[2026-07-27 03:55:32] [RANK-0] [INFO] [rank 0] Batch [330/369] | CLIP 29.1273 | LPIPS 0.7706 | Pick 0.2224 | HPSv2 0.2962 | HPSv2.1 0.2872 | Aes 5.3945
+[2026-07-27 03:58:05] [RANK-0] [INFO] [rank 0] Batch [340/369] | CLIP 29.1268 | LPIPS 0.7708 | Pick 0.2224 | HPSv2 0.2962 | HPSv2.1 0.2872 | Aes 5.3940
+[2026-07-27 04:00:37] [RANK-0] [INFO] [rank 0] Batch [350/369] | CLIP 29.1204 | LPIPS 0.7708 | Pick 0.2224 | HPSv2 0.2962 | HPSv2.1 0.2871 | Aes 5.3941
+[2026-07-27 04:03:08] [RANK-0] [INFO] [rank 0] Batch [360/369] | CLIP 29.1260 | LPIPS 0.7707 | Pick 0.2224 | HPSv2 0.2963 | HPSv2.1 0.2872 | Aes 5.3938
+[2026-07-27 04:05:16] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-07-27 04:05:19] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
+[2026-07-27 04:05:19] [RANK-0] [INFO] ============================================================
+[2026-07-27 04:05:19] [RANK-0] [INFO]   FID        : 21.008415
+[2026-07-27 04:05:19] [RANK-0] [INFO]   CLIP       : 29.104981
+[2026-07-27 04:05:19] [RANK-0] [INFO]   LPIPS      : 0.770981
+[2026-07-27 04:05:19] [RANK-0] [INFO]   PickScore  : 0.222385
+[2026-07-27 04:05:19] [RANK-0] [INFO]   HPSv2      : 0.296180
+[2026-07-27 04:05:19] [RANK-0] [INFO]   HPSv2.1    : 0.286915
+[2026-07-27 04:05:19] [RANK-0] [INFO]   Aesthetic  : 5.394159
+[2026-07-27 04:05:19] [RANK-0] [INFO] ============================================================
+[2026-07-27 04:05:19] [RANK-0] [INFO] Results saved to ./RESULTS/cub200/run_006/Eval/eval_results.json

cub200/sana 1.6/Base 16.2k/Eval/eval_results.json

@@ -0,0 +1,16 @@
+{
+    "checkpoint": "RESULTS/cub200/run_006",
+    "num_samples": 17685,
+    "world_size": 3,
+    "resolution": 512,
+    "fid_dim": 2048,
+    "inf_steps": 20,
+    "guidance": 5.0,
+    "FID": 21.00841522216797,
+    "CLIP": 29.104981176359974,
+    "LPIPS": 0.7709811593674278,
+    "PickScore": 0.2223848455297934,
+    "HPSv2": 0.2961798899982868,
+    "HPSv2.1": 0.28691545974055555,
+    "Aesthetic": 5.394159171854793
+}

cub200/sana 1.6/Base 16.2k/checkpoint-12000/transformer/config.json

@@ -0,0 +1,26 @@
+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 2240,
+  "cross_attention_head_dim": 112,
+  "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": 70,
+  "num_cross_attention_heads": 20,
+  "num_layers": 20,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}

cub200/sana 1.6/Base 16.2k/checkpoint-14000/transformer/config.json

@@ -0,0 +1,26 @@
+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 2240,
+  "cross_attention_head_dim": 112,
+  "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": 70,
+  "num_cross_attention_heads": 20,
+  "num_layers": 20,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}

cub200/sana 1.6/Base 16.2k/checkpoint-16000/transformer/config.json

@@ -0,0 +1,26 @@
+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 2240,
+  "cross_attention_head_dim": 112,
+  "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": 70,
+  "num_cross_attention_heads": 20,
+  "num_layers": 20,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}

cub200/sana 1.6/Base 16.2k/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"
+  ]
+}

cub200/sana 1.6/Base 16.2k/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
+}