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  1. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000029.png +3 -0
  2. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000047.png +3 -0
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  10. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000736.png +3 -0
  11. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000862.png +3 -0
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  14. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/000996.png +3 -0
  15. coco/pixart_alpha/run_007/Eval/generated_images/rank_3/001228.png +3 -0
  16. coco/sana 1.6/SpeeD/Eval/eval.log.rank0 +36 -0
  17. coco/sana 1.6/SpeeD/Eval/eval.log.rank1 +0 -0
  18. coco/sana 1.6/SpeeD/Eval/eval.log.rank2 +0 -0
  19. coco/sana 1.6/SpeeD/Eval/eval_results.json +16 -0
  20. coco/sana 1.6/SpeeD/scheduler/scheduler_config.json +40 -0
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coco/sana 1.6/SpeeD/Eval/eval.log.rank0 ADDED
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+ [2026-08-08 04:13:22] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/coco/run_010 ...
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+ [2026-08-08 04:13:28] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
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+ [2026-08-08 04:13:29] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
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+ [2026-08-08 04:13:31] [RANK-0] [INFO] Loading LPIPS ...
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+ [2026-08-08 04:13:31] [RANK-0] [INFO] Loading PickScore ...
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+ [2026-08-08 04:13:39] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
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+ [2026-08-08 04:13:53] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
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+ [2026-08-08 04:14:01] [RANK-0] [INFO] Loading Aesthetic scorer ...
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] Dataset: 5000 samples split across 3 GPUs (~105 batches/rank)
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] Starting evaluation...
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] Checkpoint : RESULTS/coco/run_010
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] Total samples: 5000 | World size: 3
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] FID dim : 2048 | Inf steps: 20 | Guidance: 5.0
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+ [2026-08-08 04:14:04] [RANK-0] [INFO] Saving generated images to: ./RESULTS/coco/run_010/Eval/generated_images
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+ [2026-08-08 04:16:44] [RANK-0] [INFO] [rank 0] Batch [10/105] | CLIP 31.2811 | LPIPS 0.7324 | Pick 0.2217 | HPSv2 0.2839 | HPSv2.1 0.2757 | Aes 5.2498
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+ [2026-08-08 04:19:22] [RANK-0] [INFO] [rank 0] Batch [20/105] | CLIP 31.0893 | LPIPS 0.7379 | Pick 0.2203 | HPSv2 0.2828 | HPSv2.1 0.2727 | Aes 5.1969
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+ [2026-08-08 04:21:58] [RANK-0] [INFO] [rank 0] Batch [30/105] | CLIP 31.1478 | LPIPS 0.7383 | Pick 0.2206 | HPSv2 0.2845 | HPSv2.1 0.2753 | Aes 5.2038
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+ [2026-08-08 04:24:38] [RANK-0] [INFO] [rank 0] Batch [40/105] | CLIP 31.2102 | LPIPS 0.7372 | Pick 0.2209 | HPSv2 0.2853 | HPSv2.1 0.2770 | Aes 5.1994
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+ [2026-08-08 04:27:13] [RANK-0] [INFO] [rank 0] Batch [50/105] | CLIP 31.2652 | LPIPS 0.7372 | Pick 0.2212 | HPSv2 0.2860 | HPSv2.1 0.2787 | Aes 5.1984
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+ [2026-08-08 04:29:54] [RANK-0] [INFO] [rank 0] Batch [60/105] | CLIP 31.3168 | LPIPS 0.7376 | Pick 0.2214 | HPSv2 0.2860 | HPSv2.1 0.2793 | Aes 5.2210
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+ [2026-08-08 04:32:32] [RANK-0] [INFO] [rank 0] Batch [70/105] | CLIP 31.3344 | LPIPS 0.7378 | Pick 0.2215 | HPSv2 0.2858 | HPSv2.1 0.2799 | Aes 5.2316
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+ [2026-08-08 04:35:17] [RANK-0] [INFO] [rank 0] Batch [80/105] | CLIP 31.3125 | LPIPS 0.7388 | Pick 0.2217 | HPSv2 0.2855 | HPSv2.1 0.2799 | Aes 5.2420
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+ [2026-08-08 04:37:58] [RANK-0] [INFO] [rank 0] Batch [90/105] | CLIP 31.2756 | LPIPS 0.7393 | Pick 0.2216 | HPSv2 0.2851 | HPSv2.1 0.2793 | Aes 5.2426
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+ [2026-08-08 04:40:37] [RANK-0] [INFO] [rank 0] Batch [100/105] | CLIP 31.2613 | LPIPS 0.7409 | Pick 0.2214 | HPSv2 0.2850 | HPSv2.1 0.2787 | Aes 5.2352
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+ [2026-08-08 04:41:46] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] ============================================================
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] FID : 25.382006
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] CLIP : 31.251958
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] LPIPS : 0.742764
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] PickScore : 0.221312
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] HPSv2 : 0.284927
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] HPSv2.1 : 0.279095
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] Aesthetic : 5.237705
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] ============================================================
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+ [2026-08-08 04:41:49] [RANK-0] [INFO] Results saved to ./RESULTS/coco/run_010/Eval/eval_results.json
coco/sana 1.6/SpeeD/Eval/eval.log.rank1 ADDED
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coco/sana 1.6/SpeeD/Eval/eval.log.rank2 ADDED
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coco/sana 1.6/SpeeD/Eval/eval_results.json ADDED
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+ {
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+ "checkpoint": "RESULTS/coco/run_010",
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+ "num_samples": 5000,
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+ "world_size": 3,
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+ "resolution": 512,
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+ "fid_dim": 2048,
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+ "inf_steps": 20,
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+ "guidance": 5.0,
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+ "FID": 25.38200569152832,
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+ "HPSv2.1": 0.279095281762066,
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+ "Aesthetic": 5.237705030895415
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+ }
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+ {
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+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
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+ "algorithm_type": "dpmsolver++",
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+ "base_image_seq_len": 256,
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+ "base_shift": 0.5,
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+ "beta_end": 0.02,
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+ "beta_schedule": "linear",
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+ "beta_start": 0.0001,
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+ "dynamic_thresholding_ratio": 0.995,
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+ "euler_at_final": false,
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+ "final_sigmas_type": "zero",
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+ "flow_shift": 3.0,
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+ "invert_sigmas": false,
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+ "lambda_min_clipped": -Infinity,
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+ "lower_order_final": true,
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+ "max_image_seq_len": 4096,
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+ "max_shift": 1.15,
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+ "num_train_timesteps": 1000,
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+ "prediction_type": "flow_prediction",
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+ "rescale_betas_zero_snr": false,
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+ "shift_terminal": null,
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+ "solver_type": "midpoint",
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+ "stochastic_sampling": false,
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+ "thresholding": false,
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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
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+ "trained_betas": null,
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+ "use_beta_sigmas": false,
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+ "use_dynamic_shifting": false,
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+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
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+ "use_karras_sigmas": false,
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+ "use_lu_lambdas": false,
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+ "variance_type": null
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+ }