===========================================================================
TrackChain — Enhanced PatchCore Visual Anomaly Detector (tc.v1 SOTA)
===========================================================================
Backbone:        wide_resnet50_2
Normal Dataset:  /home/iedc_ai_dgx1/TrackChain/data/external/rail_normal_expanded
Patch Size:      3x3 (Multi-scale Layer2 + Layer3)
Coreset Ratio:   10.0% (Max Coreset: 3000)
Batch Size:      32
Calib P99 Target:99.0%
Compute Device:  cuda

[1/5] Loaded 779 normal training images, 206 normal validation images.

[2/5] Extracting multi-scale patch embeddings (Layer2 + Layer3) from normal track...

Extracting normal patch embeddings:   0%|          | 0/25 [00:00<?, ?it/s]
Extracting normal patch embeddings:   4%|▍         | 1/25 [00:01<00:24,  1.02s/it]
Extracting normal patch embeddings:   8%|▊         | 2/25 [00:02<00:31,  1.36s/it]
Extracting normal patch embeddings:  12%|█▏        | 3/25 [00:04<00:32,  1.49s/it]
Extracting normal patch embeddings:  16%|█▌        | 4/25 [00:05<00:32,  1.55s/it]
Extracting normal patch embeddings:  20%|██        | 5/25 [00:07<00:31,  1.57s/it]
Extracting normal patch embeddings:  24%|██▍       | 6/25 [00:09<00:29,  1.57s/it]
Extracting normal patch embeddings:  28%|██▊       | 7/25 [00:10<00:28,  1.58s/it]
Extracting normal patch embeddings:  32%|███▏      | 8/25 [00:12<00:27,  1.60s/it]
Extracting normal patch embeddings:  36%|███▌      | 9/25 [00:13<00:25,  1.59s/it]
Extracting normal patch embeddings:  40%|████      | 10/25 [00:15<00:24,  1.60s/it]
Extracting normal patch embeddings:  44%|████▍     | 11/25 [00:17<00:22,  1.61s/it]
Extracting normal patch embeddings:  48%|████▊     | 12/25 [00:18<00:20,  1.61s/it]
Extracting normal patch embeddings:  52%|█████▏    | 13/25 [00:20<00:19,  1.60s/it]
Extracting normal patch embeddings:  56%|█████▌    | 14/25 [00:21<00:17,  1.59s/it]
Extracting normal patch embeddings:  60%|██████    | 15/25 [00:23<00:15,  1.60s/it]
Extracting normal patch embeddings:  64%|██████▍   | 16/25 [00:25<00:14,  1.61s/it]
Extracting normal patch embeddings:  68%|██████▊   | 17/25 [00:26<00:12,  1.61s/it]
Extracting normal patch embeddings:  72%|███████▏  | 18/25 [00:28<00:11,  1.60s/it]
Extracting normal patch embeddings:  76%|███████▌  | 19/25 [00:29<00:09,  1.61s/it]
Extracting normal patch embeddings:  80%|████████  | 20/25 [00:31<00:08,  1.62s/it]
Extracting normal patch embeddings:  84%|████████▍ | 21/25 [00:33<00:06,  1.61s/it]
Extracting normal patch embeddings:  88%|████████▊ | 22/25 [00:34<00:04,  1.62s/it]
Extracting normal patch embeddings:  92%|█████████▏| 23/25 [00:36<00:03,  1.63s/it]
Extracting normal patch embeddings:  96%|█████████▌| 24/25 [00:38<00:01,  1.60s/it]
Extracting normal patch embeddings: 100%|██████████| 25/25 [00:38<00:00,  1.24s/it]
Extracting normal patch embeddings: 100%|██████████| 25/25 [00:38<00:00,  1.54s/it]
      Extracted 610736 raw multi-scale patch embeddings in 38.6s (Dim=1536).

[3/5] Performing Vectorized Minimax Core-set selection...
[INFO] Running Accelerated Core-set selection (40000 candidates -> 3000 representative patches)...

Minimax Coreset Selection:   0%|          | 0/3000 [00:00<?, ?patch/s]
Minimax Coreset Selection:   0%|          | 5/3000 [00:00<01:22, 36.41patch/s]
Minimax Coreset Selection:   0%|          | 9/3000 [00:00<01:41, 29.45patch/s]
Minimax Coreset Selection:   0%|          | 12/3000 [00:00<01:59, 25.00patch/s]
Minimax Coreset Selection:   0%|          | 15/3000 [00:00<01:55, 25.87patch/s]
Minimax Coreset Selection:   1%|          | 18/3000 [00:00<01:59, 24.96patch/s]
Minimax Coreset Selection:   1%|          | 21/3000 [00:00<02:09, 23.05patch/s]
Minimax Coreset Selection:   1%|          | 25/3000 [00:00<01:58, 25.06patch/s]
Minimax Coreset Selection:   1%|          | 28/3000 [00:01<02:01, 24.46patch/s]
Minimax Coreset Selection:   1%|          | 31/3000 [00:01<02:09, 22.86patch/s]
Minimax Coreset Selection:   1%|          | 35/3000 [00:01<01:59, 24.78patch/s]
Minimax Coreset Selection:   1%|▏         | 38/3000 [00:01<02:01, 24.32patch/s]
Minimax Coreset Selection:   1%|▏         | 41/3000 [00:01<02:09, 22.84patch/s]
Minimax Coreset Selection:   2%|▏         | 45/3000 [00:01<01:59, 24.74patch/s]
Minimax Coreset Selection:   2%|▏         | 48/3000 [00:01<02:01, 24.28patch/s]
Minimax Coreset Selection:   2%|▏         | 51/3000 [00:02<02:09, 22.82patch/s]
Minimax Coreset Selection:   2%|▏         | 55/3000 [00:02<01:59, 24.71patch/s]
Minimax Coreset Selection:   2%|▏         | 58/3000 [00:02<02:01, 24.29patch/s]
Minimax Coreset Selection:   2%|▏         | 61/3000 [00:02<02:08, 22.83patch/s]
Minimax Coreset Selection:   2%|▏         | 65/3000 [00:02<01:58, 24.70patch/s]
Minimax Coreset Selection:   2%|▏         | 68/3000 [00:02<02:00, 24.28patch/s]
Minimax Coreset Selection:   2%|▏         | 71/3000 [00:02<02:07, 22.89patch/s]
Minimax Coreset Selection:   2%|▎         | 75/3000 [00:03<01:58, 24.75patch/s]
Minimax Coreset Selection:   3%|▎         | 78/3000 [00:03<02:00, 24.32patch/s]
Minimax Coreset Selection:   3%|▎         | 81/3000 [00:03<02:07, 22.84patch/s]
Minimax Coreset Selection:   3%|▎         | 85/3000 [00:03<01:57, 24.71patch/s]
Minimax Coreset Selection:   3%|▎         | 88/3000 [00:03<01:59, 24.28patch/s]
Minimax Coreset Selection:   3%|▎         | 91/3000 [00:03<02:07, 22.82patch/s]
Minimax Coreset Selection:   3%|▎         | 95/3000 [00:03<01:57, 24.69patch/s]
Minimax Coreset Selection:   3%|▎         | 98/3000 [00:04<01:59, 24.25patch/s]
Minimax Coreset Selection:   3%|▎         | 101/3000 [00:04<02:07, 22.77patch/s]
Minimax Coreset Selection:   4%|▎         | 105/3000 [00:04<01:57, 24.68patch/s]
Minimax Coreset Selection:   4%|▎         | 108/3000 [00:04<01:59, 24.24patch/s]
Minimax Coreset Selection:   4%|▎         | 111/3000 [00:04<02:06, 22.79patch/s]
Minimax Coreset Selection:   4%|▍         | 115/3000 [00:04<01:56, 24.70patch/s]
Minimax Coreset Selection:   4%|▍         | 118/3000 [00:04<01:58, 24.34patch/s]
Minimax Coreset Selection:   4%|▍         | 121/3000 [00:05<02:05, 22.95patch/s]
Minimax Coreset Selection:   4%|▍         | 125/3000 [00:05<01:55, 24.81patch/s]
Minimax Coreset Selection:   4%|▍         | 128/3000 [00:05<01:58, 24.33patch/s]
Minimax Coreset Selection:   4%|▍         | 131/3000 [00:05<02:05, 22.89patch/s]
Minimax Coreset Selection:   4%|▍         | 135/3000 [00:05<01:55, 24.75patch/s]
Minimax Coreset Selection:   5%|▍         | 138/3000 [00:05<01:57, 24.27patch/s]
Minimax Coreset Selection:   5%|▍         | 141/3000 [00:05<02:05, 22.80patch/s]
Minimax Coreset Selection:   5%|▍         | 145/3000 [00:05<01:55, 24.68patch/s]
Minimax Coreset Selection:   5%|▍         | 148/3000 [00:06<01:57, 24.23patch/s]
Minimax Coreset Selection:   5%|▌         | 151/3000 [00:06<02:05, 22.78patch/s]
Minimax Coreset Selection:   5%|▌         | 155/3000 [00:06<01:55, 24.66patch/s]
Minimax Coreset Selection:   5%|▌         | 158/3000 [00:06<01:57, 24.21patch/s]
Minimax Coreset Selection:   5%|▌         | 161/3000 [00:06<02:04, 22.77patch/s]
Minimax Coreset Selection:   6%|▌         | 165/3000 [00:06<01:54, 24.75patch/s]
Minimax Coreset Selection:   6%|▌         | 168/3000 [00:06<01:56, 24.29patch/s]
Minimax Coreset Selection:   6%|▌         | 171/3000 [00:07<02:03, 22.82patch/s]
Minimax Coreset Selection:   6%|▌         | 175/3000 [00:07<01:54, 24.76patch/s]
Minimax Coreset Selection:   6%|▌         | 178/3000 [00:07<01:56, 24.29patch/s]
Minimax Coreset Selection:   6%|▌         | 181/3000 [00:07<02:03, 22.83patch/s]
Minimax Coreset Selection:   6%|▌         | 185/3000 [00:07<01:53, 24.70patch/s]
Minimax Coreset Selection:   6%|▋         | 188/3000 [00:07<01:55, 24.25patch/s]
Minimax Coreset Selection:   6%|▋         | 191/3000 [00:07<02:03, 22.79patch/s]
Minimax Coreset Selection:   6%|▋         | 195/3000 [00:08<01:53, 24.77patch/s]
Minimax Coreset Selection:   7%|▋         | 198/3000 [00:08<01:55, 24.29patch/s]
Minimax Coreset Selection:   7%|▋         | 201/3000 [00:08<02:02, 22.82patch/s]
Minimax Coreset Selection:   7%|▋         | 205/3000 [00:08<01:52, 24.84patch/s]
Minimax Coreset Selection:   7%|▋         | 208/3000 [00:08<01:54, 24.36patch/s]
Minimax Coreset Selection:   7%|▋         | 211/3000 [00:08<02:01, 22.86patch/s]
Minimax Coreset Selection:   7%|▋         | 215/3000 [00:08<01:52, 24.84patch/s]
Minimax Coreset Selection:   7%|▋         | 218/3000 [00:09<01:54, 24.35patch/s]
Minimax Coreset Selection:   7%|▋         | 221/3000 [00:09<02:01, 22.86patch/s]
Minimax Coreset Selection:   8%|▊         | 225/3000 [00:09<01:52, 24.74patch/s]
Minimax Coreset Selection:   8%|▊         | 228/3000 [00:09<01:54, 24.29patch/s]
Minimax Coreset Selection:   8%|▊         | 231/3000 [00:09<02:01, 22.83patch/s]
Minimax Coreset Selection:   8%|▊         | 235/3000 [00:09<01:51, 24.72patch/s]
Minimax Coreset Selection:   8%|▊         | 238/3000 [00:09<01:53, 24.33patch/s]
Minimax Coreset Selection:   8%|▊         | 241/3000 [00:10<02:00, 22.85patch/s]
Minimax Coreset Selection:   8%|▊         | 245/3000 [00:10<01:51, 24.72patch/s]
Minimax Coreset Selection:   8%|▊         | 248/3000 [00:10<01:53, 24.26patch/s]
Minimax Coreset Selection:   8%|▊         | 251/3000 [00:10<02:00, 22.88patch/s]
Minimax Coreset Selection:   8%|▊         | 255/3000 [00:10<01:50, 24.75patch/s]
Minimax Coreset Selection:   9%|▊         | 258/3000 [00:10<01:52, 24.40patch/s]
Minimax Coreset Selection:   9%|▊         | 261/3000 [00:10<01:59, 22.88patch/s]
Minimax Coreset Selection:   9%|▉         | 265/3000 [00:10<01:50, 24.74patch/s]
Minimax Coreset Selection:   9%|▉         | 268/3000 [00:11<01:52, 24.29patch/s]
Minimax Coreset Selection:   9%|▉         | 271/3000 [00:11<01:59, 22.82patch/s]
Minimax Coreset Selection:   9%|▉         | 275/3000 [00:11<01:50, 24.71patch/s]
Minimax Coreset Selection:   9%|▉         | 278/3000 [00:11<01:52, 24.26patch/s]
Minimax Coreset Selection:   9%|▉         | 281/3000 [00:11<01:59, 22.81patch/s]
Minimax Coreset Selection:  10%|▉         | 285/3000 [00:11<01:49, 24.70patch/s]
Minimax Coreset Selection:  10%|▉         | 288/3000 [00:11<01:51, 24.29patch/s]
Minimax Coreset Selection:  10%|▉         | 291/3000 [00:12<01:58, 22.85patch/s]
Minimax Coreset Selection:  10%|▉         | 295/3000 [00:12<01:49, 24.73patch/s]
Minimax Coreset Selection:  10%|▉         | 298/3000 [00:12<01:51, 24.27patch/s]
Minimax Coreset Selection:  10%|█         | 301/3000 [00:12<01:58, 22.81patch/s]
Minimax Coreset Selection:  10%|█         | 305/3000 [00:12<01:49, 24.70patch/s]
Minimax Coreset Selection:  10%|█         | 308/3000 [00:12<01:50, 24.27patch/s]
Minimax Coreset Selection:  10%|█         | 311/3000 [00:12<01:57, 22.82patch/s]
Minimax Coreset Selection:  10%|█         | 315/3000 [00:13<01:48, 24.67patch/s]
Minimax Coreset Selection:  11%|█         | 318/3000 [00:13<01:50, 24.24patch/s]
Minimax Coreset Selection:  11%|█         | 321/3000 [00:13<01:57, 22.79patch/s]
Minimax Coreset Selection:  11%|█         | 325/3000 [00:13<01:48, 24.70patch/s]
Minimax Coreset Selection:  11%|█         | 328/3000 [00:13<01:50, 24.26patch/s]
Minimax Coreset Selection:  11%|█         | 331/3000 [00:13<01:56, 22.87patch/s]
Minimax Coreset Selection:  11%|█         | 335/3000 [00:13<01:47, 24.75patch/s]
Minimax Coreset Selection:  11%|█▏        | 338/3000 [00:14<01:49, 24.29patch/s]
Minimax Coreset Selection:  11%|█▏        | 341/3000 [00:14<01:56, 22.79patch/s]
Minimax Coreset Selection:  12%|█▏        | 345/3000 [00:14<01:47, 24.70patch/s]
Minimax Coreset Selection:  12%|█▏        | 348/3000 [00:14<01:49, 24.25patch/s]
Minimax Coreset Selection:  12%|█▏        | 351/3000 [00:14<01:56, 22.81patch/s]
Minimax Coreset Selection:  12%|█▏        | 355/3000 [00:14<01:46, 24.72patch/s]
Minimax Coreset Selection:  12%|█▏        | 358/3000 [00:14<01:48, 24.29patch/s]
Minimax Coreset Selection:  12%|█▏        | 361/3000 [00:15<01:55, 22.82patch/s]
Minimax Coreset Selection:  12%|█▏        | 365/3000 [00:15<01:46, 24.71patch/s]
Minimax Coreset Selection:  12%|█▏        | 368/3000 [00:15<01:48, 24.26patch/s]
Minimax Coreset Selection:  12%|█▏        | 371/3000 [00:15<01:55, 22.82patch/s]
Minimax Coreset Selection:  12%|█▎        | 375/3000 [00:15<01:46, 24.71patch/s]
Minimax Coreset Selection:  13%|█▎        | 378/3000 [00:15<01:48, 24.28patch/s]
Minimax Coreset Selection:  13%|█▎        | 381/3000 [00:15<01:54, 22.81patch/s]
Minimax Coreset Selection:  13%|█▎        | 385/3000 [00:16<01:45, 24.70patch/s]
Minimax Coreset Selection:  13%|█▎        | 388/3000 [00:16<01:47, 24.24patch/s]
Minimax Coreset Selection:  13%|█▎        | 391/3000 [00:16<01:54, 22.80patch/s]
Minimax Coreset Selection:  13%|█▎        | 395/3000 [00:16<01:45, 24.70patch/s]
Minimax Coreset Selection:  13%|█▎        | 398/3000 [00:16<01:47, 24.26patch/s]
Minimax Coreset Selection:  13%|█▎        | 401/3000 [00:16<01:53, 22.81patch/s]
Minimax Coreset Selection:  14%|█▎        | 405/3000 [00:16<01:45, 24.71patch/s]
Minimax Coreset Selection:  14%|█▎        | 408/3000 [00:16<01:46, 24.27patch/s]
Minimax Coreset Selection:  14%|█▎        | 411/3000 [00:17<01:53, 22.85patch/s]
Minimax Coreset Selection:  14%|█▍        | 415/3000 [00:17<01:44, 24.73patch/s]
Minimax Coreset Selection:  14%|█▍        | 418/3000 [00:17<01:46, 24.26patch/s]
Minimax Coreset Selection:  14%|█▍        | 421/3000 [00:17<01:53, 22.81patch/s]
Minimax Coreset Selection:  14%|█▍        | 425/3000 [00:17<01:44, 24.70patch/s]
Minimax Coreset Selection:  14%|█▍        | 428/3000 [00:17<01:46, 24.26patch/s]
Minimax Coreset Selection:  14%|█▍        | 431/3000 [00:17<01:52, 22.81patch/s]
Minimax Coreset Selection:  14%|█▍        | 435/3000 [00:18<01:43, 24.69patch/s]
Minimax Coreset Selection:  15%|█▍        | 438/3000 [00:18<01:45, 24.25patch/s]
Minimax Coreset Selection:  15%|█▍        | 441/3000 [00:18<01:51, 22.89patch/s]
Minimax Coreset Selection:  15%|█▍        | 445/3000 [00:18<01:43, 24.78patch/s]
Minimax Coreset Selection:  15%|█▍        | 448/3000 [00:18<01:44, 24.32patch/s]
Minimax Coreset Selection:  15%|█▌        | 451/3000 [00:18<01:50, 23.05patch/s]
Minimax Coreset Selection:  15%|█▌        | 455/3000 [00:18<01:37, 26.14patch/s]
Minimax Coreset Selection:  15%|█▌        | 458/3000 [00:19<01:45, 24.01patch/s]
Minimax Coreset Selection:  15%|█▌        | 461/3000 [00:19<01:41, 24.91patch/s]
Minimax Coreset Selection:  15%|█▌        | 464/3000 [00:19<01:44, 24.38patch/s]
Minimax Coreset Selection:  16%|█▌        | 467/3000 [00:19<01:50, 22.83patch/s]
Minimax Coreset Selection:  16%|█▌        | 471/3000 [00:19<01:42, 24.77patch/s]
Minimax Coreset Selection:  16%|█▌        | 474/3000 [00:19<01:43, 24.31patch/s]
Minimax Coreset Selection:  16%|█▌        | 477/3000 [00:19<01:50, 22.83patch/s]
Minimax Coreset Selection:  16%|█▌        | 481/3000 [00:20<01:41, 24.73patch/s]
Minimax Coreset Selection:  16%|█▌        | 484/3000 [00:20<01:43, 24.28patch/s]
Minimax Coreset Selection:  16%|█▌        | 487/3000 [00:20<01:50, 22.81patch/s]
Minimax Coreset Selection:  16%|█▋        | 491/3000 [00:20<01:41, 24.84patch/s]
Minimax Coreset Selection:  16%|█▋        | 494/3000 [00:20<01:42, 24.41patch/s]
Minimax Coreset Selection:  17%|█▋        | 497/3000 [00:20<01:39, 25.27patch/s]
Minimax Coreset Selection:  17%|█▋        | 500/3000 [00:20<01:41, 24.64patch/s]
Minimax Coreset Selection:  17%|█▋        | 503/3000 [00:20<01:48, 23.00patch/s]
Minimax Coreset Selection:  17%|█▋        | 507/3000 [00:21<01:40, 24.90patch/s]
Minimax Coreset Selection:  17%|█▋        | 510/3000 [00:21<01:42, 24.40patch/s]
Minimax Coreset Selection:  17%|█▋        | 513/3000 [00:21<01:48, 22.88patch/s]
Minimax Coreset Selection:  17%|█▋        | 517/3000 [00:21<01:40, 24.80patch/s]
Minimax Coreset Selection:  17%|█▋        | 520/3000 [00:21<01:41, 24.33patch/s]
Minimax Coreset Selection:  17%|█▋        | 523/3000 [00:21<01:48, 22.85patch/s]
Minimax Coreset Selection:  18%|█▊        | 527/3000 [00:21<01:39, 24.74patch/s]
Minimax Coreset Selection:  18%|█▊        | 530/3000 [00:22<01:41, 24.28patch/s]
Minimax Coreset Selection:  18%|█▊        | 533/3000 [00:22<01:48, 22.83patch/s]
Minimax Coreset Selection:  18%|█▊        | 537/3000 [00:22<01:39, 24.71patch/s]
Minimax Coreset Selection:  18%|█▊        | 540/3000 [00:22<01:41, 24.27patch/s]
Minimax Coreset Selection:  18%|█▊        | 543/3000 [00:22<01:47, 22.80patch/s]
Minimax Coreset Selection:  18%|█▊        | 547/3000 [00:22<01:39, 24.70patch/s]
Minimax Coreset Selection:  18%|█▊        | 550/3000 [00:22<01:40, 24.26patch/s]
Minimax Coreset Selection:  18%|█▊        | 553/3000 [00:23<01:47, 22.81patch/s]
Minimax Coreset Selection:  19%|█▊        | 557/3000 [00:23<01:39, 24.66patch/s]
Minimax Coreset Selection:  19%|█▊        | 560/3000 [00:23<01:40, 24.20patch/s]
Minimax Coreset Selection:  19%|█▉        | 563/3000 [00:23<01:46, 22.87patch/s]
Minimax Coreset Selection:  19%|█▉        | 567/3000 [00:23<01:38, 24.76patch/s]
Minimax Coreset Selection:  19%|█▉        | 570/3000 [00:23<01:40, 24.29patch/s]
Minimax Coreset Selection:  19%|█▉        | 573/3000 [00:23<01:46, 22.82patch/s]
Minimax Coreset Selection:  19%|█▉        | 577/3000 [00:24<01:37, 24.73patch/s]
Minimax Coreset Selection:  19%|█▉        | 580/3000 [00:24<01:39, 24.25patch/s]
Minimax Coreset Selection:  19%|█▉        | 583/3000 [00:24<01:46, 22.80patch/s]
Minimax Coreset Selection:  20%|█▉        | 587/3000 [00:24<01:37, 24.68patch/s]
Minimax Coreset Selection:  20%|█▉        | 590/3000 [00:24<01:39, 24.34patch/s]
Minimax Coreset Selection:  20%|█▉        | 593/3000 [00:24<01:45, 22.87patch/s]
Minimax Coreset Selection:  20%|█▉        | 597/3000 [00:24<01:37, 24.74patch/s]
Minimax Coreset Selection:  20%|██        | 600/3000 [00:24<01:38, 24.33patch/s]
Minimax Coreset Selection:  20%|██        | 603/3000 [00:25<01:44, 22.85patch/s]
Minimax Coreset Selection:  20%|██        | 607/3000 [00:25<01:36, 24.73patch/s]
Minimax Coreset Selection:  20%|██        | 610/3000 [00:25<01:38, 24.25patch/s]
Minimax Coreset Selection:  20%|██        | 613/3000 [00:25<01:44, 22.80patch/s]
Minimax Coreset Selection:  21%|██        | 617/3000 [00:25<01:36, 24.70patch/s]
Minimax Coreset Selection:  21%|██        | 620/3000 [00:25<01:38, 24.25patch/s]
Minimax Coreset Selection:  21%|██        | 623/3000 [00:25<01:44, 22.79patch/s]
Minimax Coreset Selection:  21%|██        | 627/3000 [00:26<01:36, 24.68patch/s]
Minimax Coreset Selection:  21%|██        | 630/3000 [00:26<01:37, 24.23patch/s]
Minimax Coreset Selection:  21%|██        | 633/3000 [00:26<01:43, 22.79patch/s]
Minimax Coreset Selection:  21%|██        | 637/3000 [00:26<01:35, 24.68patch/s]
Minimax Coreset Selection:  21%|██▏       | 640/3000 [00:26<01:37, 24.25patch/s]
Minimax Coreset Selection:  21%|██▏       | 643/3000 [00:26<01:43, 22.79patch/s]
Minimax Coreset Selection:  22%|██▏       | 647/3000 [00:26<01:35, 24.68patch/s]
Minimax Coreset Selection:  22%|██▏       | 650/3000 [00:27<01:36, 24.24patch/s]
Minimax Coreset Selection:  22%|██▏       | 653/3000 [00:27<01:42, 22.79patch/s]
Minimax Coreset Selection:  22%|██▏       | 657/3000 [00:27<01:34, 24.67patch/s]
Minimax Coreset Selection:  22%|██▏       | 660/3000 [00:27<01:36, 24.25patch/s]
Minimax Coreset Selection:  22%|██▏       | 663/3000 [00:27<01:42, 22.80patch/s]
Minimax Coreset Selection:  22%|██▏       | 667/3000 [00:27<01:34, 24.68patch/s]
Minimax Coreset Selection:  22%|██▏       | 670/3000 [00:27<01:36, 24.24patch/s]
Minimax Coreset Selection:  22%|██▏       | 673/3000 [00:28<01:42, 22.75patch/s]
Minimax Coreset Selection:  23%|██▎       | 677/3000 [00:28<01:34, 24.64patch/s]
Minimax Coreset Selection:  23%|██▎       | 680/3000 [00:28<01:35, 24.22patch/s]
Minimax Coreset Selection:  23%|██▎       | 683/3000 [00:28<01:41, 22.80patch/s]
Minimax Coreset Selection:  23%|██▎       | 687/3000 [00:28<01:33, 24.70patch/s]
Minimax Coreset Selection:  23%|██▎       | 690/3000 [00:28<01:35, 24.26patch/s]
Minimax Coreset Selection:  23%|██▎       | 693/3000 [00:28<01:41, 22.81patch/s]
Minimax Coreset Selection:  23%|██▎       | 697/3000 [00:29<01:33, 24.70patch/s]
Minimax Coreset Selection:  23%|██▎       | 700/3000 [00:29<01:34, 24.24patch/s]
Minimax Coreset Selection:  23%|██▎       | 703/3000 [00:29<01:40, 22.80patch/s]
Minimax Coreset Selection:  24%|██▎       | 707/3000 [00:29<01:32, 24.70patch/s]
Minimax Coreset Selection:  24%|██▎       | 710/3000 [00:29<01:34, 24.26patch/s]
Minimax Coreset Selection:  24%|██▍       | 713/3000 [00:29<01:40, 22.81patch/s]
Minimax Coreset Selection:  24%|██▍       | 717/3000 [00:29<01:32, 24.72patch/s]
Minimax Coreset Selection:  24%|██▍       | 720/3000 [00:29<01:33, 24.28patch/s]
Minimax Coreset Selection:  24%|██▍       | 723/3000 [00:30<01:39, 22.82patch/s]
Minimax Coreset Selection:  24%|██▍       | 727/3000 [00:30<01:31, 24.71patch/s]
Minimax Coreset Selection:  24%|██▍       | 730/3000 [00:30<01:33, 24.27patch/s]
Minimax Coreset Selection:  24%|██▍       | 733/3000 [00:30<01:39, 22.83patch/s]
Minimax Coreset Selection:  25%|██▍       | 737/3000 [00:30<01:31, 24.72patch/s]
Minimax Coreset Selection:  25%|██▍       | 740/3000 [00:30<01:33, 24.27patch/s]
Minimax Coreset Selection:  25%|██▍       | 743/3000 [00:30<01:38, 22.82patch/s]
Minimax Coreset Selection:  25%|██▍       | 747/3000 [00:31<01:31, 24.74patch/s]
Minimax Coreset Selection:  25%|██▌       | 750/3000 [00:31<01:32, 24.29patch/s]
Minimax Coreset Selection:  25%|██▌       | 753/3000 [00:31<01:38, 22.82patch/s]
Minimax Coreset Selection:  25%|██▌       | 757/3000 [00:31<01:30, 24.72patch/s]
Minimax Coreset Selection:  25%|██▌       | 760/3000 [00:31<01:32, 24.28patch/s]
Minimax Coreset Selection:  25%|██▌       | 763/3000 [00:31<01:37, 22.88patch/s]
Minimax Coreset Selection:  26%|██▌       | 767/3000 [00:31<01:30, 24.76patch/s]
Minimax Coreset Selection:  26%|██▌       | 770/3000 [00:32<01:31, 24.32patch/s]
Minimax Coreset Selection:  26%|██▌       | 773/3000 [00:32<01:37, 22.85patch/s]
Minimax Coreset Selection:  26%|██▌       | 777/3000 [00:32<01:29, 24.77patch/s]
Minimax Coreset Selection:  26%|██▌       | 780/3000 [00:32<01:31, 24.30patch/s]
Minimax Coreset Selection:  26%|██▌       | 783/3000 [00:32<01:36, 22.86patch/s]
Minimax Coreset Selection:  26%|██▌       | 787/3000 [00:32<01:29, 24.77patch/s]
Minimax Coreset Selection:  26%|██▋       | 790/3000 [00:32<01:30, 24.30patch/s]
Minimax Coreset Selection:  26%|██▋       | 793/3000 [00:33<01:36, 22.83patch/s]
Minimax Coreset Selection:  27%|██▋       | 797/3000 [00:33<01:29, 24.70patch/s]
Minimax Coreset Selection:  27%|██▋       | 800/3000 [00:33<01:30, 24.28patch/s]
Minimax Coreset Selection:  27%|██▋       | 803/3000 [00:33<01:36, 22.82patch/s]
Minimax Coreset Selection:  27%|██▋       | 807/3000 [00:33<01:28, 24.72patch/s]
Minimax Coreset Selection:  27%|██▋       | 810/3000 [00:33<01:30, 24.26patch/s]
Minimax Coreset Selection:  27%|██▋       | 813/3000 [00:33<01:35, 22.81patch/s]
Minimax Coreset Selection:  27%|██▋       | 817/3000 [00:34<01:28, 24.71patch/s]
Minimax Coreset Selection:  27%|██▋       | 820/3000 [00:34<01:29, 24.27patch/s]
Minimax Coreset Selection:  27%|██▋       | 823/3000 [00:34<01:35, 22.79patch/s]
Minimax Coreset Selection:  28%|██▊       | 827/3000 [00:34<01:28, 24.68patch/s]
Minimax Coreset Selection:  28%|██▊       | 830/3000 [00:34<01:29, 24.24patch/s]
Minimax Coreset Selection:  28%|██▊       | 833/3000 [00:34<01:34, 22.82patch/s]
Minimax Coreset Selection:  28%|██▊       | 837/3000 [00:34<01:27, 24.72patch/s]
Minimax Coreset Selection:  28%|██▊       | 840/3000 [00:35<01:29, 24.27patch/s]
Minimax Coreset Selection:  28%|██▊       | 843/3000 [00:35<01:34, 22.85patch/s]
Minimax Coreset Selection:  28%|██▊       | 847/3000 [00:35<01:26, 24.77patch/s]
Minimax Coreset Selection:  28%|██▊       | 850/3000 [00:35<01:28, 24.35patch/s]
Minimax Coreset Selection:  28%|██▊       | 853/3000 [00:35<01:33, 22.89patch/s]
Minimax Coreset Selection:  29%|██▊       | 857/3000 [00:35<01:26, 24.77patch/s]
Minimax Coreset Selection:  29%|██▊       | 860/3000 [00:35<01:28, 24.32patch/s]
Minimax Coreset Selection:  29%|██▉       | 863/3000 [00:35<01:33, 22.93patch/s]
Minimax Coreset Selection:  29%|██▉       | 867/3000 [00:36<01:26, 24.80patch/s]
Minimax Coreset Selection:  29%|██▉       | 870/3000 [00:36<01:27, 24.33patch/s]
Minimax Coreset Selection:  29%|██▉       | 873/3000 [00:36<01:33, 22.85patch/s]
Minimax Coreset Selection:  29%|██▉       | 877/3000 [00:36<01:25, 24.75patch/s]
Minimax Coreset Selection:  29%|██▉       | 880/3000 [00:36<01:27, 24.30patch/s]
Minimax Coreset Selection:  29%|██▉       | 883/3000 [00:36<01:32, 22.84patch/s]
Minimax Coreset Selection:  30%|██▉       | 887/3000 [00:36<01:25, 24.74patch/s]
Minimax Coreset Selection:  30%|██▉       | 890/3000 [00:37<01:26, 24.27patch/s]
Minimax Coreset Selection:  30%|██▉       | 893/3000 [00:37<01:32, 22.82patch/s]
Minimax Coreset Selection:  30%|██▉       | 897/3000 [00:37<01:25, 24.72patch/s]
Minimax Coreset Selection:  30%|███       | 900/3000 [00:37<01:26, 24.27patch/s]
Minimax Coreset Selection:  30%|███       | 903/3000 [00:37<01:31, 22.86patch/s]
Minimax Coreset Selection:  30%|███       | 907/3000 [00:37<01:24, 24.76patch/s]
Minimax Coreset Selection:  30%|███       | 910/3000 [00:37<01:25, 24.31patch/s]
Minimax Coreset Selection:  30%|███       | 913/3000 [00:38<01:31, 22.81patch/s]
Minimax Coreset Selection:  31%|███       | 917/3000 [00:38<01:23, 24.87patch/s]
Minimax Coreset Selection:  31%|███       | 920/3000 [00:38<01:25, 24.38patch/s]
Minimax Coreset Selection:  31%|███       | 923/3000 [00:38<01:22, 25.23patch/s]
Minimax Coreset Selection:  31%|███       | 926/3000 [00:38<01:24, 24.61patch/s]
Minimax Coreset Selection:  31%|███       | 929/3000 [00:38<01:30, 22.99patch/s]
Minimax Coreset Selection:  31%|███       | 933/3000 [00:38<01:23, 24.88patch/s]
Minimax Coreset Selection:  31%|███       | 936/3000 [00:38<01:24, 24.39patch/s]
Minimax Coreset Selection:  31%|███▏      | 939/3000 [00:39<01:30, 22.87patch/s]
Minimax Coreset Selection:  31%|███▏      | 943/3000 [00:39<01:23, 24.77patch/s]
Minimax Coreset Selection:  32%|███▏      | 946/3000 [00:39<01:24, 24.30patch/s]
Minimax Coreset Selection:  32%|███▏      | 949/3000 [00:39<01:29, 22.84patch/s]
Minimax Coreset Selection:  32%|███▏      | 953/3000 [00:39<01:22, 24.72patch/s]
Minimax Coreset Selection:  32%|███▏      | 956/3000 [00:39<01:24, 24.27patch/s]
Minimax Coreset Selection:  32%|███▏      | 959/3000 [00:39<01:29, 22.82patch/s]
Minimax Coreset Selection:  32%|███▏      | 963/3000 [00:40<01:22, 24.72patch/s]
Minimax Coreset Selection:  32%|███▏      | 966/3000 [00:40<01:23, 24.27patch/s]
Minimax Coreset Selection:  32%|███▏      | 969/3000 [00:40<01:29, 22.82patch/s]
Minimax Coreset Selection:  32%|███▏      | 973/3000 [00:40<01:22, 24.70patch/s]
Minimax Coreset Selection:  33%|███▎      | 976/3000 [00:40<01:23, 24.26patch/s]
Minimax Coreset Selection:  33%|███▎      | 979/3000 [00:40<01:28, 22.83patch/s]
Minimax Coreset Selection:  33%|███▎      | 983/3000 [00:40<01:21, 24.72patch/s]
Minimax Coreset Selection:  33%|███▎      | 986/3000 [00:41<01:22, 24.27patch/s]
Minimax Coreset Selection:  33%|███▎      | 989/3000 [00:41<01:28, 22.82patch/s]
Minimax Coreset Selection:  33%|███▎      | 993/3000 [00:41<01:21, 24.74patch/s]
Minimax Coreset Selection:  33%|███▎      | 996/3000 [00:41<01:22, 24.29patch/s]
Minimax Coreset Selection:  33%|███▎      | 999/3000 [00:41<01:27, 22.84patch/s]
Minimax Coreset Selection:  33%|███▎      | 1003/3000 [00:41<01:20, 24.72patch/s]
Minimax Coreset Selection:  34%|███▎      | 1006/3000 [00:41<01:22, 24.29patch/s]
Minimax Coreset Selection:  34%|███▎      | 1009/3000 [00:42<01:27, 22.83patch/s]
Minimax Coreset Selection:  34%|███▍      | 1013/3000 [00:42<01:20, 24.70patch/s]
Minimax Coreset Selection:  34%|███▍      | 1016/3000 [00:42<01:21, 24.34patch/s]
Minimax Coreset Selection:  34%|███▍      | 1019/3000 [00:42<01:26, 22.94patch/s]
Minimax Coreset Selection:  34%|███▍      | 1023/3000 [00:42<01:19, 24.79patch/s]
Minimax Coreset Selection:  34%|███▍      | 1026/3000 [00:42<01:21, 24.33patch/s]
Minimax Coreset Selection:  34%|███▍      | 1029/3000 [00:42<01:26, 22.90patch/s]
Minimax Coreset Selection:  34%|███▍      | 1033/3000 [00:43<01:19, 24.78patch/s]
Minimax Coreset Selection:  35%|███▍      | 1036/3000 [00:43<01:20, 24.31patch/s]
Minimax Coreset Selection:  35%|███▍      | 1039/3000 [00:43<01:25, 22.93patch/s]
Minimax Coreset Selection:  35%|███▍      | 1043/3000 [00:43<01:18, 24.94patch/s]
Minimax Coreset Selection:  35%|███▍      | 1046/3000 [00:43<01:20, 24.42patch/s]
Minimax Coreset Selection:  35%|███▍      | 1049/3000 [00:43<01:24, 23.14patch/s]
Minimax Coreset Selection:  35%|███▌      | 1053/3000 [00:43<01:14, 26.21patch/s]
Minimax Coreset Selection:  35%|███▌      | 1056/3000 [00:43<01:20, 24.07patch/s]
Minimax Coreset Selection:  35%|███▌      | 1059/3000 [00:44<01:17, 25.17patch/s]
Minimax Coreset Selection:  35%|███▌      | 1062/3000 [00:44<01:18, 24.55patch/s]
Minimax Coreset Selection:  36%|███▌      | 1065/3000 [00:44<01:16, 25.40patch/s]
Minimax Coreset Selection:  36%|███▌      | 1068/3000 [00:44<01:18, 24.72patch/s]
Minimax Coreset Selection:  36%|███▌      | 1071/3000 [00:44<01:23, 23.03patch/s]
Minimax Coreset Selection:  36%|███▌      | 1075/3000 [00:44<01:17, 24.93patch/s]
Minimax Coreset Selection:  36%|███▌      | 1078/3000 [00:44<01:18, 24.41patch/s]
Minimax Coreset Selection:  36%|███▌      | 1081/3000 [00:45<01:23, 22.90patch/s]
Minimax Coreset Selection:  36%|███▌      | 1085/3000 [00:45<01:17, 24.78patch/s]
Minimax Coreset Selection:  36%|███▋      | 1088/3000 [00:45<01:18, 24.33patch/s]
Minimax Coreset Selection:  36%|███▋      | 1091/3000 [00:45<01:23, 22.85patch/s]
Minimax Coreset Selection:  36%|███▋      | 1095/3000 [00:45<01:17, 24.73patch/s]
Minimax Coreset Selection:  37%|███▋      | 1098/3000 [00:45<01:18, 24.31patch/s]
Minimax Coreset Selection:  37%|███▋      | 1101/3000 [00:45<01:23, 22.86patch/s]
Minimax Coreset Selection:  37%|███▋      | 1105/3000 [00:46<01:16, 24.73patch/s]
Minimax Coreset Selection:  37%|███▋      | 1108/3000 [00:46<01:17, 24.29patch/s]
Minimax Coreset Selection:  37%|███▋      | 1111/3000 [00:46<01:22, 22.82patch/s]
Minimax Coreset Selection:  37%|███▋      | 1115/3000 [00:46<01:16, 24.71patch/s]
Minimax Coreset Selection:  37%|███▋      | 1118/3000 [00:46<01:17, 24.29patch/s]
Minimax Coreset Selection:  37%|███▋      | 1121/3000 [00:46<01:22, 22.83patch/s]
Minimax Coreset Selection:  38%|███▊      | 1125/3000 [00:46<01:15, 24.71patch/s]
Minimax Coreset Selection:  38%|███▊      | 1128/3000 [00:46<01:17, 24.27patch/s]
Minimax Coreset Selection:  38%|███▊      | 1131/3000 [00:47<01:21, 22.83patch/s]
Minimax Coreset Selection:  38%|███▊      | 1135/3000 [00:47<01:15, 24.73patch/s]
Minimax Coreset Selection:  38%|███▊      | 1138/3000 [00:47<01:16, 24.27patch/s]
Minimax Coreset Selection:  38%|███▊      | 1141/3000 [00:47<01:21, 22.84patch/s]
Minimax Coreset Selection:  38%|███▊      | 1145/3000 [00:47<01:14, 24.81patch/s]
Minimax Coreset Selection:  38%|███▊      | 1148/3000 [00:47<01:16, 24.34patch/s]
Minimax Coreset Selection:  38%|███▊      | 1151/3000 [00:47<01:20, 22.87patch/s]
Minimax Coreset Selection:  38%|███▊      | 1155/3000 [00:48<01:14, 24.73patch/s]
Minimax Coreset Selection:  39%|███▊      | 1158/3000 [00:48<01:15, 24.29patch/s]
Minimax Coreset Selection:  39%|███▊      | 1161/3000 [00:48<01:20, 22.82patch/s]
Minimax Coreset Selection:  39%|███▉      | 1165/3000 [00:48<01:14, 24.72patch/s]
Minimax Coreset Selection:  39%|███▉      | 1168/3000 [00:48<01:15, 24.31patch/s]
Minimax Coreset Selection:  39%|███▉      | 1171/3000 [00:48<01:19, 22.99patch/s]
Minimax Coreset Selection:  39%|███▉      | 1175/3000 [00:48<01:09, 26.09patch/s]
Minimax Coreset Selection:  39%|███▉      | 1178/3000 [00:49<01:15, 24.01patch/s]
Minimax Coreset Selection:  39%|███▉      | 1181/3000 [00:49<01:12, 24.92patch/s]
Minimax Coreset Selection:  39%|███▉      | 1184/3000 [00:49<01:14, 24.40patch/s]
Minimax Coreset Selection:  40%|███▉      | 1187/3000 [00:49<01:19, 22.87patch/s]
Minimax Coreset Selection:  40%|███▉      | 1191/3000 [00:49<01:12, 24.81patch/s]
Minimax Coreset Selection:  40%|███▉      | 1194/3000 [00:49<01:14, 24.34patch/s]
Minimax Coreset Selection:  40%|███▉      | 1197/3000 [00:49<01:18, 22.86patch/s]
Minimax Coreset Selection:  40%|████      | 1201/3000 [00:49<01:12, 24.78patch/s]
Minimax Coreset Selection:  40%|████      | 1204/3000 [00:50<01:13, 24.33patch/s]
Minimax Coreset Selection:  40%|████      | 1207/3000 [00:50<01:18, 22.84patch/s]
Minimax Coreset Selection:  40%|████      | 1211/3000 [00:50<01:12, 24.74patch/s]
Minimax Coreset Selection:  40%|████      | 1214/3000 [00:50<01:13, 24.30patch/s]
Minimax Coreset Selection:  41%|████      | 1217/3000 [00:50<01:18, 22.84patch/s]
Minimax Coreset Selection:  41%|████      | 1221/3000 [00:50<01:11, 24.77patch/s]
Minimax Coreset Selection:  41%|████      | 1224/3000 [00:50<01:12, 24.33patch/s]
Minimax Coreset Selection:  41%|████      | 1227/3000 [00:51<01:17, 22.87patch/s]
Minimax Coreset Selection:  41%|████      | 1231/3000 [00:51<01:11, 24.78patch/s]
Minimax Coreset Selection:  41%|████      | 1234/3000 [00:51<01:12, 24.32patch/s]
Minimax Coreset Selection:  41%|████      | 1237/3000 [00:51<01:17, 22.86patch/s]
Minimax Coreset Selection:  41%|████▏     | 1241/3000 [00:51<01:11, 24.76patch/s]
Minimax Coreset Selection:  41%|████▏     | 1244/3000 [00:51<01:12, 24.34patch/s]
Minimax Coreset Selection:  42%|████▏     | 1247/3000 [00:51<01:16, 22.87patch/s]
Minimax Coreset Selection:  42%|████▏     | 1251/3000 [00:52<01:10, 24.76patch/s]
Minimax Coreset Selection:  42%|████▏     | 1254/3000 [00:52<01:11, 24.32patch/s]
Minimax Coreset Selection:  42%|████▏     | 1257/3000 [00:52<01:16, 22.88patch/s]
Minimax Coreset Selection:  42%|████▏     | 1261/3000 [00:52<01:10, 24.77patch/s]
Minimax Coreset Selection:  42%|████▏     | 1264/3000 [00:52<01:10, 24.48patch/s]
Minimax Coreset Selection:  42%|████▏     | 1267/3000 [00:52<01:08, 25.32patch/s]
Minimax Coreset Selection:  42%|████▏     | 1270/3000 [00:52<01:10, 24.68patch/s]
Minimax Coreset Selection:  42%|████▏     | 1273/3000 [00:53<01:14, 23.03patch/s]
Minimax Coreset Selection:  43%|████▎     | 1277/3000 [00:53<01:09, 24.87patch/s]
Minimax Coreset Selection:  43%|████▎     | 1280/3000 [00:53<01:10, 24.39patch/s]
Minimax Coreset Selection:  43%|████▎     | 1283/3000 [00:53<01:14, 22.96patch/s]
Minimax Coreset Selection:  43%|████▎     | 1287/3000 [00:53<01:08, 24.84patch/s]
Minimax Coreset Selection:  43%|████▎     | 1290/3000 [00:53<01:10, 24.37patch/s]
Minimax Coreset Selection:  43%|████▎     | 1293/3000 [00:53<01:14, 22.88patch/s]
Minimax Coreset Selection:  43%|████▎     | 1297/3000 [00:53<01:08, 24.79patch/s]
Minimax Coreset Selection:  43%|████▎     | 1300/3000 [00:54<01:09, 24.31patch/s]
Minimax Coreset Selection:  43%|████▎     | 1303/3000 [00:54<01:14, 22.85patch/s]
Minimax Coreset Selection:  44%|████▎     | 1307/3000 [00:54<01:08, 24.74patch/s]
Minimax Coreset Selection:  44%|████▎     | 1310/3000 [00:54<01:09, 24.28patch/s]
Minimax Coreset Selection:  44%|████▍     | 1313/3000 [00:54<01:13, 22.84patch/s]
Minimax Coreset Selection:  44%|████▍     | 1317/3000 [00:54<01:08, 24.74patch/s]
Minimax Coreset Selection:  44%|████▍     | 1320/3000 [00:54<01:09, 24.30patch/s]
Minimax Coreset Selection:  44%|████▍     | 1323/3000 [00:55<01:13, 22.82patch/s]
Minimax Coreset Selection:  44%|████▍     | 1327/3000 [00:55<01:07, 24.73patch/s]
Minimax Coreset Selection:  44%|████▍     | 1330/3000 [00:55<01:08, 24.30patch/s]
Minimax Coreset Selection:  44%|████▍     | 1333/3000 [00:55<01:12, 22.84patch/s]
Minimax Coreset Selection:  45%|████▍     | 1337/3000 [00:55<01:07, 24.74patch/s]
Minimax Coreset Selection:  45%|████▍     | 1340/3000 [00:55<01:08, 24.31patch/s]
Minimax Coreset Selection:  45%|████▍     | 1343/3000 [00:55<01:12, 22.85patch/s]
Minimax Coreset Selection:  45%|████▍     | 1347/3000 [00:56<01:06, 24.74patch/s]
Minimax Coreset Selection:  45%|████▌     | 1350/3000 [00:56<01:07, 24.30patch/s]
Minimax Coreset Selection:  45%|████▌     | 1353/3000 [00:56<01:12, 22.85patch/s]
Minimax Coreset Selection:  45%|████▌     | 1357/3000 [00:56<01:06, 24.76patch/s]
Minimax Coreset Selection:  45%|████▌     | 1360/3000 [00:56<01:07, 24.32patch/s]
Minimax Coreset Selection:  45%|████▌     | 1363/3000 [00:56<01:11, 22.94patch/s]
Minimax Coreset Selection:  46%|████▌     | 1367/3000 [00:56<01:05, 24.81patch/s]
Minimax Coreset Selection:  46%|████▌     | 1370/3000 [00:57<01:06, 24.45patch/s]
Minimax Coreset Selection:  46%|████▌     | 1373/3000 [00:57<01:10, 22.94patch/s]
Minimax Coreset Selection:  46%|████▌     | 1377/3000 [00:57<01:05, 24.82patch/s]
Minimax Coreset Selection:  46%|████▌     | 1380/3000 [00:57<01:06, 24.37patch/s]
Minimax Coreset Selection:  46%|████▌     | 1383/3000 [00:57<01:10, 22.89patch/s]
Minimax Coreset Selection:  46%|████▌     | 1387/3000 [00:57<01:05, 24.79patch/s]
Minimax Coreset Selection:  46%|████▋     | 1390/3000 [00:57<01:06, 24.34patch/s]
Minimax Coreset Selection:  46%|████▋     | 1393/3000 [00:58<01:10, 22.91patch/s]
Minimax Coreset Selection:  47%|████▋     | 1397/3000 [00:58<01:04, 24.74patch/s]
Minimax Coreset Selection:  47%|████▋     | 1400/3000 [00:58<01:05, 24.31patch/s]
Minimax Coreset Selection:  47%|████▋     | 1403/3000 [00:58<01:09, 22.86patch/s]
Minimax Coreset Selection:  47%|████▋     | 1407/3000 [00:58<01:04, 24.75patch/s]
Minimax Coreset Selection:  47%|████▋     | 1410/3000 [00:58<01:05, 24.31patch/s]
Minimax Coreset Selection:  47%|████▋     | 1413/3000 [00:58<01:09, 22.88patch/s]
Minimax Coreset Selection:  47%|████▋     | 1417/3000 [00:58<01:03, 24.99patch/s]
Minimax Coreset Selection:  47%|████▋     | 1420/3000 [00:59<01:04, 24.43patch/s]
Minimax Coreset Selection:  47%|████▋     | 1423/3000 [00:59<01:02, 25.28patch/s]
Minimax Coreset Selection:  48%|████▊     | 1426/3000 [00:59<01:03, 24.63patch/s]
Minimax Coreset Selection:  48%|████▊     | 1429/3000 [00:59<01:08, 22.99patch/s]
Minimax Coreset Selection:  48%|████▊     | 1433/3000 [00:59<01:02, 24.91patch/s]
Minimax Coreset Selection:  48%|████▊     | 1436/3000 [00:59<01:04, 24.41patch/s]
Minimax Coreset Selection:  48%|████▊     | 1439/3000 [00:59<01:08, 22.89patch/s]
Minimax Coreset Selection:  48%|████▊     | 1443/3000 [01:00<01:02, 24.80patch/s]
Minimax Coreset Selection:  48%|████▊     | 1446/3000 [01:00<01:03, 24.33patch/s]
Minimax Coreset Selection:  48%|████▊     | 1449/3000 [01:00<01:07, 22.86patch/s]
Minimax Coreset Selection:  48%|████▊     | 1453/3000 [01:00<01:02, 24.76patch/s]
Minimax Coreset Selection:  49%|████▊     | 1456/3000 [01:00<01:03, 24.32patch/s]
Minimax Coreset Selection:  49%|████▊     | 1459/3000 [01:00<01:07, 22.85patch/s]
Minimax Coreset Selection:  49%|████▉     | 1463/3000 [01:00<01:02, 24.75patch/s]
Minimax Coreset Selection:  49%|████▉     | 1466/3000 [01:01<01:03, 24.31patch/s]
Minimax Coreset Selection:  49%|████▉     | 1469/3000 [01:01<01:06, 22.85patch/s]
Minimax Coreset Selection:  49%|████▉     | 1473/3000 [01:01<01:01, 24.75patch/s]
Minimax Coreset Selection:  49%|████▉     | 1476/3000 [01:01<01:02, 24.32patch/s]
Minimax Coreset Selection:  49%|████▉     | 1479/3000 [01:01<01:06, 23.02patch/s]
Minimax Coreset Selection:  49%|████▉     | 1483/3000 [01:01<00:58, 26.13patch/s]
Minimax Coreset Selection:  50%|████▉     | 1486/3000 [01:01<01:02, 24.05patch/s]
Minimax Coreset Selection:  50%|████▉     | 1489/3000 [01:01<01:00, 25.17patch/s]
Minimax Coreset Selection:  50%|████▉     | 1492/3000 [01:02<01:01, 24.58patch/s]
Minimax Coreset Selection:  50%|████▉     | 1495/3000 [01:02<00:59, 25.43patch/s]
Minimax Coreset Selection:  50%|████▉     | 1498/3000 [01:02<01:00, 24.74patch/s]
Minimax Coreset Selection:  50%|█████     | 1501/3000 [01:02<01:05, 23.06patch/s]
Minimax Coreset Selection:  50%|█████     | 1505/3000 [01:02<00:59, 24.99patch/s]
Minimax Coreset Selection:  50%|█████     | 1508/3000 [01:02<01:00, 24.46patch/s]
Minimax Coreset Selection:  50%|█████     | 1511/3000 [01:02<01:04, 22.92patch/s]
Minimax Coreset Selection:  50%|█████     | 1515/3000 [01:03<00:59, 25.08patch/s]
Minimax Coreset Selection:  51%|█████     | 1518/3000 [01:03<01:00, 24.52patch/s]
Minimax Coreset Selection:  51%|█████     | 1521/3000 [01:03<00:58, 25.36patch/s]
Minimax Coreset Selection:  51%|█████     | 1524/3000 [01:03<00:59, 24.69patch/s]
Minimax Coreset Selection:  51%|█████     | 1527/3000 [01:03<01:03, 23.02patch/s]
Minimax Coreset Selection:  51%|█████     | 1531/3000 [01:03<00:58, 24.94patch/s]
Minimax Coreset Selection:  51%|█████     | 1534/3000 [01:03<01:00, 24.43patch/s]
Minimax Coreset Selection:  51%|█████     | 1537/3000 [01:03<01:03, 22.92patch/s]
Minimax Coreset Selection:  51%|█████▏    | 1541/3000 [01:04<00:58, 24.86patch/s]
Minimax Coreset Selection:  51%|█████▏    | 1544/3000 [01:04<00:59, 24.37patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1547/3000 [01:04<01:03, 22.91patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1551/3000 [01:04<00:58, 24.81patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1554/3000 [01:04<00:59, 24.36patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1557/3000 [01:04<01:03, 22.87patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1561/3000 [01:04<00:58, 24.78patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1564/3000 [01:05<00:59, 24.32patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1567/3000 [01:05<01:02, 22.76patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1571/3000 [01:05<00:57, 24.91patch/s]
Minimax Coreset Selection:  52%|█████▏    | 1574/3000 [01:05<00:57, 24.64patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1577/3000 [01:05<00:55, 25.58patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1580/3000 [01:05<00:56, 25.05patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1583/3000 [01:05<00:54, 25.92patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1586/3000 [01:05<00:55, 25.27patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1589/3000 [01:06<00:54, 26.11patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1592/3000 [01:06<00:55, 25.40patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1595/3000 [01:06<00:53, 26.24patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1598/3000 [01:06<00:54, 25.50patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1601/3000 [01:06<00:53, 26.33patch/s]
Minimax Coreset Selection:  53%|█████▎    | 1604/3000 [01:06<00:54, 25.56patch/s]
Minimax Coreset Selection:  54%|█████▎    | 1607/3000 [01:06<00:52, 26.41patch/s]
Minimax Coreset Selection:  54%|█████▎    | 1610/3000 [01:06<00:54, 25.62patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1613/3000 [01:06<00:52, 26.41patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1616/3000 [01:07<00:54, 25.61patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1619/3000 [01:07<00:52, 26.40patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1622/3000 [01:07<00:53, 25.60patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1625/3000 [01:07<00:52, 26.41patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1628/3000 [01:07<00:53, 25.59patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1631/3000 [01:07<00:51, 26.38patch/s]
Minimax Coreset Selection:  54%|█████▍    | 1634/3000 [01:07<00:53, 25.58patch/s]
Minimax Coreset Selection:  55%|█████▍    | 1637/3000 [01:07<00:51, 26.38patch/s]
Minimax Coreset Selection:  55%|█████▍    | 1640/3000 [01:08<00:53, 25.60patch/s]
Minimax Coreset Selection:  55%|█████▍    | 1643/3000 [01:08<00:51, 26.34patch/s]
Minimax Coreset Selection:  55%|█████▍    | 1646/3000 [01:08<00:52, 25.58patch/s]
Minimax Coreset Selection:  55%|█████▍    | 1649/3000 [01:08<00:51, 26.37patch/s]
Minimax Coreset Selection:  55%|█████▌    | 1652/3000 [01:08<00:52, 25.67patch/s]
Minimax Coreset Selection:  55%|█████▌    | 1655/3000 [01:08<00:50, 26.43patch/s]
Minimax Coreset Selection:  55%|█████▌    | 1658/3000 [01:08<00:52, 25.60patch/s]
Minimax Coreset Selection:  55%|█████▌    | 1661/3000 [01:08<00:50, 26.39patch/s]
Minimax Coreset Selection:  55%|█████▌    | 1664/3000 [01:08<00:52, 25.60patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1667/3000 [01:09<00:50, 26.39patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1670/3000 [01:09<00:52, 25.58patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1673/3000 [01:09<00:50, 26.37patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1676/3000 [01:09<00:51, 25.56patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1679/3000 [01:09<00:50, 26.36patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1682/3000 [01:09<00:51, 25.58patch/s]
Minimax Coreset Selection:  56%|█████▌    | 1685/3000 [01:09<00:49, 26.37patch/s]
Minimax Coreset Selection:  56%|█████▋    | 1688/3000 [01:09<00:51, 25.59patch/s]
Minimax Coreset Selection:  56%|█████▋    | 1691/3000 [01:09<00:49, 26.39patch/s]
Minimax Coreset Selection:  56%|█████▋    | 1694/3000 [01:10<00:51, 25.59patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1697/3000 [01:10<00:49, 26.38patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1700/3000 [01:10<00:50, 25.57patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1703/3000 [01:10<00:49, 26.39patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1706/3000 [01:10<00:50, 25.59patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1709/3000 [01:10<00:48, 26.38patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1712/3000 [01:10<00:50, 25.59patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1715/3000 [01:10<00:48, 26.37patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1718/3000 [01:11<00:50, 25.58patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1721/3000 [01:11<00:48, 26.37patch/s]
Minimax Coreset Selection:  57%|█████▋    | 1724/3000 [01:11<00:49, 25.58patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1727/3000 [01:11<00:48, 26.36patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1730/3000 [01:11<00:49, 25.57patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1733/3000 [01:11<00:48, 26.37patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1736/3000 [01:11<00:49, 25.59patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1739/3000 [01:11<00:47, 26.36patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1742/3000 [01:11<00:49, 25.59patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1745/3000 [01:12<00:47, 26.39patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1748/3000 [01:12<00:48, 25.60patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1751/3000 [01:12<00:47, 26.38patch/s]
Minimax Coreset Selection:  58%|█████▊    | 1754/3000 [01:12<00:48, 25.58patch/s]
Minimax Coreset Selection:  59%|█████▊    | 1757/3000 [01:12<00:46, 26.45patch/s]
Minimax Coreset Selection:  59%|█████▊    | 1760/3000 [01:12<00:48, 25.63patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1763/3000 [01:12<00:46, 26.40patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1766/3000 [01:12<00:48, 25.60patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1769/3000 [01:12<00:46, 26.39patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1772/3000 [01:13<00:48, 25.55patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1775/3000 [01:13<00:46, 26.34patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1778/3000 [01:13<00:47, 25.55patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1781/3000 [01:13<00:46, 26.41patch/s]
Minimax Coreset Selection:  59%|█████▉    | 1784/3000 [01:13<00:47, 25.62patch/s]
Minimax Coreset Selection:  60%|█████▉    | 1787/3000 [01:13<00:45, 26.40patch/s]
Minimax Coreset Selection:  60%|█████▉    | 1790/3000 [01:13<00:47, 25.60patch/s]
Minimax Coreset Selection:  60%|█████▉    | 1793/3000 [01:13<00:45, 26.38patch/s]
Minimax Coreset Selection:  60%|█████▉    | 1796/3000 [01:14<00:47, 25.58patch/s]
Minimax Coreset Selection:  60%|█████▉    | 1799/3000 [01:14<00:45, 26.34patch/s]
Minimax Coreset Selection:  60%|██████    | 1802/3000 [01:14<00:46, 25.58patch/s]
Minimax Coreset Selection:  60%|██████    | 1805/3000 [01:14<00:45, 26.39patch/s]
Minimax Coreset Selection:  60%|██████    | 1808/3000 [01:14<00:46, 25.59patch/s]
Minimax Coreset Selection:  60%|██████    | 1811/3000 [01:14<00:45, 26.38patch/s]
Minimax Coreset Selection:  60%|██████    | 1814/3000 [01:14<00:46, 25.58patch/s]
Minimax Coreset Selection:  61%|██████    | 1817/3000 [01:14<00:44, 26.37patch/s]
Minimax Coreset Selection:  61%|██████    | 1820/3000 [01:14<00:46, 25.57patch/s]
Minimax Coreset Selection:  61%|██████    | 1823/3000 [01:15<00:44, 26.37patch/s]
Minimax Coreset Selection:  61%|██████    | 1826/3000 [01:15<00:45, 25.58patch/s]
Minimax Coreset Selection:  61%|██████    | 1829/3000 [01:15<00:44, 26.36patch/s]
Minimax Coreset Selection:  61%|██████    | 1832/3000 [01:15<00:45, 25.55patch/s]
Minimax Coreset Selection:  61%|██████    | 1835/3000 [01:15<00:44, 26.33patch/s]
Minimax Coreset Selection:  61%|██████▏   | 1838/3000 [01:15<00:45, 25.82patch/s]
Minimax Coreset Selection:  61%|██████▏   | 1841/3000 [01:15<00:43, 26.70patch/s]
Minimax Coreset Selection:  61%|██████▏   | 1844/3000 [01:15<00:44, 26.07patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1847/3000 [01:15<00:42, 26.90patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1850/3000 [01:16<00:43, 26.21patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1853/3000 [01:16<00:42, 27.00patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1856/3000 [01:16<00:43, 26.24patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1859/3000 [01:16<00:42, 27.04patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1862/3000 [01:16<00:43, 26.32patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1865/3000 [01:16<00:41, 27.18patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1868/3000 [01:16<00:42, 26.39patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1871/3000 [01:16<00:41, 27.15patch/s]
Minimax Coreset Selection:  62%|██████▏   | 1874/3000 [01:16<00:42, 26.38patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1877/3000 [01:17<00:41, 27.13patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1880/3000 [01:17<00:42, 26.37patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1883/3000 [01:17<00:41, 27.11patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1886/3000 [01:17<00:42, 26.34patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1889/3000 [01:17<00:40, 27.11patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1892/3000 [01:17<00:42, 26.35patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1895/3000 [01:17<00:40, 27.11patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1898/3000 [01:17<00:41, 26.34patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1901/3000 [01:17<00:40, 27.12patch/s]
Minimax Coreset Selection:  63%|██████▎   | 1904/3000 [01:18<00:41, 26.29patch/s]
Minimax Coreset Selection:  64%|██████▎   | 1907/3000 [01:18<00:40, 27.19patch/s]
Minimax Coreset Selection:  64%|██████▎   | 1910/3000 [01:18<00:41, 26.40patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1913/3000 [01:18<00:40, 27.13patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1916/3000 [01:18<00:41, 26.36patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1919/3000 [01:18<00:39, 27.22patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1922/3000 [01:18<00:40, 26.42patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1925/3000 [01:18<00:39, 27.17patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1928/3000 [01:18<00:40, 26.38patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1931/3000 [01:19<00:39, 27.09patch/s]
Minimax Coreset Selection:  64%|██████▍   | 1934/3000 [01:19<00:40, 26.31patch/s]
Minimax Coreset Selection:  65%|██████▍   | 1937/3000 [01:19<00:39, 27.08patch/s]
Minimax Coreset Selection:  65%|██████▍   | 1940/3000 [01:19<00:40, 26.33patch/s]
Minimax Coreset Selection:  65%|██████▍   | 1943/3000 [01:19<00:38, 27.12patch/s]
Minimax Coreset Selection:  65%|██████▍   | 1946/3000 [01:19<00:40, 26.34patch/s]
Minimax Coreset Selection:  65%|██████▍   | 1949/3000 [01:19<00:38, 27.10patch/s]
Minimax Coreset Selection:  65%|██████▌   | 1952/3000 [01:19<00:39, 26.34patch/s]
Minimax Coreset Selection:  65%|██████▌   | 1955/3000 [01:20<00:38, 27.10patch/s]
Minimax Coreset Selection:  65%|██████▌   | 1958/3000 [01:20<00:39, 26.34patch/s]
Minimax Coreset Selection:  65%|██████▌   | 1961/3000 [01:20<00:38, 27.18patch/s]
Minimax Coreset Selection:  65%|██████▌   | 1964/3000 [01:20<00:39, 26.38patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1967/3000 [01:20<00:38, 27.16patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1970/3000 [01:20<00:39, 26.39patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1973/3000 [01:20<00:37, 27.17patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1976/3000 [01:20<00:38, 26.41patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1979/3000 [01:20<00:37, 27.17patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1982/3000 [01:21<00:38, 26.37patch/s]
Minimax Coreset Selection:  66%|██████▌   | 1985/3000 [01:21<00:37, 27.13patch/s]
Minimax Coreset Selection:  66%|██████▋   | 1988/3000 [01:21<00:38, 26.36patch/s]
Minimax Coreset Selection:  66%|██████▋   | 1991/3000 [01:21<00:37, 27.12patch/s]
Minimax Coreset Selection:  66%|██████▋   | 1994/3000 [01:21<00:38, 26.36patch/s]
Minimax Coreset Selection:  67%|██████▋   | 1997/3000 [01:21<00:36, 27.12patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2000/3000 [01:21<00:37, 26.45patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2003/3000 [01:21<00:36, 27.29patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2006/3000 [01:21<00:37, 26.46patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2009/3000 [01:22<00:36, 27.20patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2012/3000 [01:22<00:37, 26.43patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2015/3000 [01:22<00:36, 27.17patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2018/3000 [01:22<00:37, 26.39patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2021/3000 [01:22<00:36, 27.14patch/s]
Minimax Coreset Selection:  67%|██████▋   | 2024/3000 [01:22<00:37, 26.38patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2027/3000 [01:22<00:35, 27.14patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2030/3000 [01:22<00:36, 26.35patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2033/3000 [01:22<00:35, 27.12patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2036/3000 [01:23<00:36, 26.36patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2039/3000 [01:23<00:35, 27.10patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2042/3000 [01:23<00:36, 26.35patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2045/3000 [01:23<00:35, 27.11patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2048/3000 [01:23<00:36, 26.38patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2051/3000 [01:23<00:34, 27.15patch/s]
Minimax Coreset Selection:  68%|██████▊   | 2054/3000 [01:23<00:35, 26.38patch/s]
Minimax Coreset Selection:  69%|██████▊   | 2057/3000 [01:23<00:34, 27.14patch/s]
Minimax Coreset Selection:  69%|██████▊   | 2060/3000 [01:23<00:35, 26.38patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2063/3000 [01:24<00:34, 27.14patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2066/3000 [01:24<00:35, 26.35patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2069/3000 [01:24<00:34, 27.09patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2072/3000 [01:24<00:35, 26.33patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2075/3000 [01:24<00:33, 27.24patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2078/3000 [01:24<00:34, 26.43patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2081/3000 [01:24<00:33, 27.19patch/s]
Minimax Coreset Selection:  69%|██████▉   | 2084/3000 [01:24<00:34, 26.42patch/s]
Minimax Coreset Selection:  70%|██████▉   | 2087/3000 [01:24<00:33, 27.17patch/s]
Minimax Coreset Selection:  70%|██████▉   | 2090/3000 [01:25<00:34, 26.37patch/s]
Minimax Coreset Selection:  70%|██████▉   | 2093/3000 [01:25<00:33, 27.15patch/s]
Minimax Coreset Selection:  70%|██████▉   | 2096/3000 [01:25<00:34, 26.38patch/s]
Minimax Coreset Selection:  70%|██████▉   | 2099/3000 [01:25<00:33, 27.15patch/s]
Minimax Coreset Selection:  70%|███████   | 2102/3000 [01:25<00:34, 26.38patch/s]
Minimax Coreset Selection:  70%|███████   | 2105/3000 [01:25<00:32, 27.14patch/s]
Minimax Coreset Selection:  70%|███████   | 2108/3000 [01:25<00:33, 26.35patch/s]
Minimax Coreset Selection:  70%|███████   | 2111/3000 [01:25<00:32, 27.30patch/s]
Minimax Coreset Selection:  70%|███████   | 2114/3000 [01:25<00:33, 26.80patch/s]
Minimax Coreset Selection:  71%|███████   | 2117/3000 [01:26<00:31, 27.63patch/s]
Minimax Coreset Selection:  71%|███████   | 2120/3000 [01:26<00:32, 27.14patch/s]
Minimax Coreset Selection:  71%|███████   | 2124/3000 [01:26<00:33, 26.34patch/s]
Minimax Coreset Selection:  71%|███████   | 2128/3000 [01:26<00:30, 28.84patch/s]
Minimax Coreset Selection:  71%|███████   | 2131/3000 [01:26<00:32, 26.89patch/s]
Minimax Coreset Selection:  71%|███████   | 2135/3000 [01:26<00:30, 28.15patch/s]
Minimax Coreset Selection:  71%|███████▏  | 2138/3000 [01:26<00:31, 27.45patch/s]
Minimax Coreset Selection:  71%|███████▏  | 2141/3000 [01:26<00:30, 28.05patch/s]
Minimax Coreset Selection:  71%|███████▏  | 2144/3000 [01:27<00:31, 27.35patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2147/3000 [01:27<00:30, 28.01patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2150/3000 [01:27<00:31, 27.30patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2153/3000 [01:27<00:30, 27.99patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2156/3000 [01:27<00:30, 27.28patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2160/3000 [01:27<00:31, 26.48patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2164/3000 [01:27<00:28, 28.92patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2167/3000 [01:27<00:30, 27.00patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2171/3000 [01:27<00:29, 28.23patch/s]
Minimax Coreset Selection:  72%|███████▏  | 2174/3000 [01:28<00:30, 27.48patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2177/3000 [01:28<00:29, 28.08patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2180/3000 [01:28<00:29, 27.36patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2183/3000 [01:28<00:29, 28.00patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2186/3000 [01:28<00:29, 27.28patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2190/3000 [01:28<00:30, 26.45patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2194/3000 [01:28<00:27, 28.88patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2197/3000 [01:28<00:29, 26.92patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2201/3000 [01:29<00:28, 28.13patch/s]
Minimax Coreset Selection:  73%|███████▎  | 2204/3000 [01:29<00:29, 27.44patch/s]
Minimax Coreset Selection:  74%|███████▎  | 2207/3000 [01:29<00:28, 28.06patch/s]
Minimax Coreset Selection:  74%|███████▎  | 2210/3000 [01:29<00:28, 27.33patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2213/3000 [01:29<00:28, 27.98patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2216/3000 [01:29<00:28, 27.24patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2219/3000 [01:29<00:27, 27.94patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2222/3000 [01:29<00:28, 27.24patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2225/3000 [01:29<00:27, 27.96patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2228/3000 [01:30<00:28, 27.22patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2231/3000 [01:30<00:27, 27.94patch/s]
Minimax Coreset Selection:  74%|███████▍  | 2234/3000 [01:30<00:28, 27.27patch/s]
Minimax Coreset Selection:  75%|███████▍  | 2237/3000 [01:30<00:27, 27.99patch/s]
Minimax Coreset Selection:  75%|███████▍  | 2240/3000 [01:30<00:27, 27.25patch/s]
Minimax Coreset Selection:  75%|███████▍  | 2243/3000 [01:30<00:27, 27.97patch/s]
Minimax Coreset Selection:  75%|███████▍  | 2246/3000 [01:30<00:27, 27.25patch/s]
Minimax Coreset Selection:  75%|███████▍  | 2249/3000 [01:30<00:26, 27.98patch/s]
Minimax Coreset Selection:  75%|███████▌  | 2252/3000 [01:30<00:27, 27.26patch/s]
Minimax Coreset Selection:  75%|███████▌  | 2256/3000 [01:31<00:28, 26.42patch/s]
Minimax Coreset Selection:  75%|███████▌  | 2260/3000 [01:31<00:25, 28.90patch/s]
Minimax Coreset Selection:  75%|███████▌  | 2263/3000 [01:31<00:27, 26.93patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2267/3000 [01:31<00:26, 28.18patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2270/3000 [01:31<00:26, 27.48patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2273/3000 [01:31<00:25, 28.08patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2276/3000 [01:31<00:26, 27.35patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2279/3000 [01:31<00:25, 28.01patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2282/3000 [01:32<00:26, 27.31patch/s]
Minimax Coreset Selection:  76%|███████▌  | 2285/3000 [01:32<00:25, 28.00patch/s]
Minimax Coreset Selection:  76%|███████▋  | 2288/3000 [01:32<00:26, 27.28patch/s]
Minimax Coreset Selection:  76%|███████▋  | 2291/3000 [01:32<00:25, 27.97patch/s]
Minimax Coreset Selection:  76%|███████▋  | 2294/3000 [01:32<00:25, 27.24patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2298/3000 [01:32<00:26, 26.49patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2302/3000 [01:32<00:24, 28.94patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2305/3000 [01:32<00:25, 26.95patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2309/3000 [01:32<00:24, 28.19patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2312/3000 [01:33<00:25, 27.45patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2315/3000 [01:33<00:24, 28.05patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2318/3000 [01:33<00:24, 27.32patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2321/3000 [01:33<00:24, 27.99patch/s]
Minimax Coreset Selection:  77%|███████▋  | 2324/3000 [01:33<00:24, 27.26patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2327/3000 [01:33<00:24, 28.00patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2330/3000 [01:33<00:24, 27.28patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2333/3000 [01:33<00:23, 27.98patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2336/3000 [01:33<00:24, 27.26patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2339/3000 [01:34<00:23, 27.99patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2342/3000 [01:34<00:24, 27.26patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2345/3000 [01:34<00:23, 27.95patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2348/3000 [01:34<00:23, 27.23patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2351/3000 [01:34<00:23, 27.97patch/s]
Minimax Coreset Selection:  78%|███████▊  | 2354/3000 [01:34<00:23, 27.22patch/s]
Minimax Coreset Selection:  79%|███████▊  | 2357/3000 [01:34<00:23, 27.95patch/s]
Minimax Coreset Selection:  79%|███████▊  | 2360/3000 [01:34<00:23, 27.27patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2363/3000 [01:34<00:22, 27.99patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2366/3000 [01:35<00:23, 27.26patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2369/3000 [01:35<00:22, 27.97patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2372/3000 [01:35<00:23, 27.23patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2375/3000 [01:35<00:22, 27.95patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2378/3000 [01:35<00:22, 27.23patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2381/3000 [01:35<00:22, 27.95patch/s]
Minimax Coreset Selection:  79%|███████▉  | 2384/3000 [01:35<00:22, 27.21patch/s]
Minimax Coreset Selection:  80%|███████▉  | 2388/3000 [01:35<00:23, 26.49patch/s]
Minimax Coreset Selection:  80%|███████▉  | 2392/3000 [01:35<00:21, 28.93patch/s]
Minimax Coreset Selection:  80%|███████▉  | 2395/3000 [01:36<00:22, 27.40patch/s]
Minimax Coreset Selection:  80%|███████▉  | 2399/3000 [01:36<00:20, 28.68patch/s]
Minimax Coreset Selection:  80%|████████  | 2402/3000 [01:36<00:21, 28.09patch/s]
Minimax Coreset Selection:  80%|████████  | 2406/3000 [01:36<00:21, 27.35patch/s]
Minimax Coreset Selection:  80%|████████  | 2410/3000 [01:36<00:19, 29.52patch/s]
Minimax Coreset Selection:  80%|████████  | 2413/3000 [01:36<00:21, 27.85patch/s]
Minimax Coreset Selection:  81%|████████  | 2417/3000 [01:36<00:20, 28.99patch/s]
Minimax Coreset Selection:  81%|████████  | 2420/3000 [01:36<00:20, 28.36patch/s]
Minimax Coreset Selection:  81%|████████  | 2424/3000 [01:37<00:20, 27.54patch/s]
Minimax Coreset Selection:  81%|████████  | 2428/3000 [01:37<00:19, 29.62patch/s]
Minimax Coreset Selection:  81%|████████  | 2431/3000 [01:37<00:20, 27.90patch/s]
Minimax Coreset Selection:  81%|████████  | 2435/3000 [01:37<00:19, 29.00patch/s]
Minimax Coreset Selection:  81%|████████▏ | 2438/3000 [01:37<00:19, 28.34patch/s]
Minimax Coreset Selection:  81%|████████▏ | 2442/3000 [01:37<00:20, 27.51patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2446/3000 [01:37<00:18, 29.59patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2449/3000 [01:38<00:19, 27.86patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2453/3000 [01:38<00:18, 28.91patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2456/3000 [01:38<00:19, 28.29patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2460/3000 [01:38<00:19, 27.47patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2464/3000 [01:38<00:18, 29.55patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2467/3000 [01:38<00:19, 27.85patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2471/3000 [01:38<00:18, 28.95patch/s]
Minimax Coreset Selection:  82%|████████▏ | 2474/3000 [01:38<00:18, 28.29patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2478/3000 [01:39<00:18, 27.50patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2482/3000 [01:39<00:17, 29.52patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2485/3000 [01:39<00:18, 27.85patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2489/3000 [01:39<00:17, 28.98patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2492/3000 [01:39<00:17, 28.34patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2496/3000 [01:39<00:18, 27.52patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2500/3000 [01:39<00:16, 29.60patch/s]
Minimax Coreset Selection:  83%|████████▎ | 2503/3000 [01:39<00:17, 27.92patch/s]
Minimax Coreset Selection:  84%|████████▎ | 2507/3000 [01:40<00:16, 29.03patch/s]
Minimax Coreset Selection:  84%|████████▎ | 2510/3000 [01:40<00:17, 28.36patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2514/3000 [01:40<00:17, 27.51patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2518/3000 [01:40<00:16, 29.55patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2521/3000 [01:40<00:17, 27.86patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2525/3000 [01:40<00:16, 28.97patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2528/3000 [01:40<00:16, 28.34patch/s]
Minimax Coreset Selection:  84%|████████▍ | 2532/3000 [01:40<00:17, 27.52patch/s]
Minimax Coreset Selection:  85%|████████▍ | 2536/3000 [01:41<00:15, 29.59patch/s]
Minimax Coreset Selection:  85%|████████▍ | 2539/3000 [01:41<00:16, 27.89patch/s]
Minimax Coreset Selection:  85%|████████▍ | 2543/3000 [01:41<00:15, 28.99patch/s]
Minimax Coreset Selection:  85%|████████▍ | 2546/3000 [01:41<00:16, 28.37patch/s]
Minimax Coreset Selection:  85%|████████▌ | 2550/3000 [01:41<00:16, 27.75patch/s]
Minimax Coreset Selection:  85%|████████▌ | 2554/3000 [01:41<00:14, 29.79patch/s]
Minimax Coreset Selection:  85%|████████▌ | 2558/3000 [01:41<00:15, 28.48patch/s]
Minimax Coreset Selection:  85%|████████▌ | 2562/3000 [01:41<00:15, 27.65patch/s]
Minimax Coreset Selection:  86%|████████▌ | 2566/3000 [01:42<00:14, 29.60patch/s]
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      Retained 3000 representative patches in 118.4s.

[4/5] Establishing statistical P99 calibration threshold on normal validation track...

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      Normal Baseline: Mean=16.64, Max=23.40, P99 Threshold=21.93

[5/5] Benchmarking on defect validation set (TPR / FPR analysis)...
      Found 50 defect validation samples for TPR benchmark.

Evaluating defect validation samples:   0%|          | 0/50 [00:00<?, ?it/s]
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Evaluating defect validation samples:  60%|██████    | 30/50 [00:01<00:01, 15.89it/s]
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Evaluating defect validation samples:  68%|██████▊   | 34/50 [00:02<00:00, 16.01it/s]
Evaluating defect validation samples:  72%|███████▏  | 36/50 [00:02<00:00, 16.04it/s]
Evaluating defect validation samples:  76%|███████▌  | 38/50 [00:02<00:00, 16.06it/s]
Evaluating defect validation samples:  80%|████████  | 40/50 [00:02<00:00, 16.10it/s]
Evaluating defect validation samples:  84%|████████▍ | 42/50 [00:02<00:00, 16.03it/s]
Evaluating defect validation samples:  88%|████████▊ | 44/50 [00:02<00:00, 16.06it/s]
Evaluating defect validation samples:  92%|█████████▏| 46/50 [00:02<00:00, 16.01it/s]
Evaluating defect validation samples:  96%|█████████▌| 48/50 [00:02<00:00, 16.04it/s]
Evaluating defect validation samples: 100%|██████████| 50/50 [00:03<00:00, 16.07it/s]
Evaluating defect validation samples: 100%|██████████| 50/50 [00:03<00:00, 16.06it/s]

===========================================================================
PatchCore Anomaly Detector Benchmark Verification
===========================================================================
      🎯 True Positive Rate (Recall): 94.0% (50 defect samples)
      🛡️ False Positive Rate (FPR):   1.5% (206 normal samples)
      ⚖️ Threshold used (P99):        21.93
      📊 Defect Mean Distance:        25.82
      📊 Normal Mean Distance:        16.64
      📈 Anomaly Separation Margin:   9.18
===========================================================================
      Saved score distribution plot: artifacts/validation/patchcore/patchcore_score_distribution.png

===========================================================================
Enhanced PatchCore Training Complete!
===========================================================================
Memory Bank Checkpoint: /home/iedc_ai_dgx1/TrackChain/artifacts/checkpoints/vision/patchcore_memory_bank.npz
Calibration JSON:       /home/iedc_ai_dgx1/TrackChain/artifacts/calibration/patchcore_calibration.json
Standard Calibration:   /home/iedc_ai_dgx1/TrackChain/artifacts/calibration/patchcore_calibration.json
Validation Metrics:     artifacts/validation/patchcore/validation_metrics.json
===========================================================================