File size: 103,034 Bytes
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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]
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Minimax Coreset Selection: 22%|██▏ | 650/3000 [00:27<01:36, 24.24patch/s]
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Minimax Coreset Selection: 46%|████▌ | 1370/3000 [00:57<01:06, 24.45patch/s]
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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]
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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]
Minimax Coreset Selection: 86%|████████▌ | 2570/3000 [01:42<00:15, 28.39patch/s]
Minimax Coreset Selection: 86%|████████▌ | 2574/3000 [01:42<00:15, 27.76patch/s]
Minimax Coreset Selection: 86%|████████▌ | 2578/3000 [01:42<00:14, 29.67patch/s]
Minimax Coreset Selection: 86%|████████▌ | 2582/3000 [01:42<00:14, 28.47patch/s]
Minimax Coreset Selection: 86%|████████▌ | 2586/3000 [01:42<00:14, 27.68patch/s]
Minimax Coreset Selection: 86%|████████▋ | 2590/3000 [01:42<00:13, 29.59patch/s]
Minimax Coreset Selection: 86%|████████▋ | 2594/3000 [01:43<00:14, 28.38patch/s]
Minimax Coreset Selection: 87%|████████▋ | 2598/3000 [01:43<00:14, 27.61patch/s]
Minimax Coreset Selection: 87%|████████▋ | 2602/3000 [01:43<00:13, 29.53patch/s]
Minimax Coreset Selection: 87%|████████▋ | 2606/3000 [01:43<00:13, 28.45patch/s]
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Minimax Coreset Selection: 87%|████████▋ | 2614/3000 [01:43<00:13, 29.57patch/s]
Minimax Coreset Selection: 87%|████████▋ | 2618/3000 [01:43<00:13, 28.41patch/s]
Minimax Coreset Selection: 87%|████████▋ | 2622/3000 [01:44<00:13, 27.62patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2626/3000 [01:44<00:12, 29.53patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2630/3000 [01:44<00:13, 28.36patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2634/3000 [01:44<00:13, 27.60patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2638/3000 [01:44<00:12, 29.51patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2642/3000 [01:44<00:12, 28.35patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2646/3000 [01:44<00:12, 27.60patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2650/3000 [01:45<00:11, 29.52patch/s]
Minimax Coreset Selection: 88%|████████▊ | 2654/3000 [01:45<00:12, 28.36patch/s]
Minimax Coreset Selection: 89%|████████▊ | 2658/3000 [01:45<00:12, 27.56patch/s]
Minimax Coreset Selection: 89%|████████▊ | 2662/3000 [01:45<00:11, 29.48patch/s]
Minimax Coreset Selection: 89%|████████▉ | 2666/3000 [01:45<00:11, 28.31patch/s]
Minimax Coreset Selection: 89%|████████▉ | 2670/3000 [01:45<00:11, 27.56patch/s]
Minimax Coreset Selection: 89%|████████▉ | 2674/3000 [01:45<00:11, 29.50patch/s]
Minimax Coreset Selection: 89%|████████▉ | 2678/3000 [01:46<00:11, 28.34patch/s]
Minimax Coreset Selection: 89%|████████▉ | 2682/3000 [01:46<00:11, 26.70patch/s]
Minimax Coreset Selection: 90%|████████▉ | 2686/3000 [01:46<00:10, 28.79patch/s]
Minimax Coreset Selection: 90%|████████▉ | 2689/3000 [01:46<00:11, 27.80patch/s]
Minimax Coreset Selection: 90%|████████▉ | 2692/3000 [01:46<00:11, 27.09patch/s]
Minimax Coreset Selection: 90%|████████▉ | 2695/3000 [01:46<00:11, 26.58patch/s]
Minimax Coreset Selection: 90%|████████▉ | 2698/3000 [01:46<00:11, 26.23patch/s]
Minimax Coreset Selection: 90%|█████████ | 2701/3000 [01:46<00:11, 25.96patch/s]
Minimax Coreset Selection: 90%|█████████ | 2704/3000 [01:47<00:11, 25.74patch/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.
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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]
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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]
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PatchCore Anomaly Detector Benchmark Verification
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🎯 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
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Saved score distribution plot: artifacts/validation/patchcore/patchcore_score_distribution.png
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Enhanced PatchCore Training Complete!
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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
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