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+=======================================================   RESTART [10-14 20:50:22]   =======================================================
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+=======================================================   RESTART [10-14 21:01:22]   =======================================================
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+=======================================================   RESTART [10-14 21:01:22]   =======================================================
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+=======================================================   RESTART [10-14 21:01:22]   =======================================================
+wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.
+wandb: Currently logged in as: kaiqiu. Use `wandb login --relogin` to force relogin
+wandb: Tracking run with wandb version 0.18.3
+wandb: Run data is saved locally in /home/user/VAR/wandb/run-20241014_060242-6t1ak0ty
+wandb: Run `wandb offline` to turn off syncing.
+wandb: Syncing run peach-waterfall-190
+wandb:  View project at https://wandb.ai/kaiqiu/VAR
+wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/6t1ak0ty
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
+  triton_mm_13 0.0320 ms 100.0%
+  triton_mm_9 0.0333 ms 96.0%
+  triton_mm_16 0.0339 ms 94.3%
+  triton_mm_8 0.0352 ms 91.0%
+  triton_mm_6 0.0358 ms 89.3%
+  triton_mm_5 0.0366 ms 87.5%
+  triton_mm_7 0.0372 ms 86.1%
+  triton_mm_14 0.0378 ms 84.7%
+  triton_mm_11 0.0378 ms 84.6%
+  triton_mm_10 0.0387 ms 82.6%
+SingleProcess AUTOTUNE benchmarking takes 2.4579 seconds and 0.0116 seconds precompiling
+AUTOTUNE mm(24x1088, 1088x2176)
+  triton_mm_1604 0.0147 ms 100.0%
+  triton_mm_1608 0.0153 ms 96.1%
+  triton_mm_1612 0.0159 ms 92.4%
+  triton_mm_1616 0.0174 ms 84.3%
+  mm 0.0175 ms 83.7%
+  triton_mm_1603 0.0180 ms 81.4%
+  triton_mm_1602 0.0186 ms 78.8%
+  triton_mm_1607 0.0187 ms 78.4%
+  triton_mm_1611 0.0191 ms 76.7%
+  triton_mm_1601 0.0192 ms 76.4%
+SingleProcess AUTOTUNE benchmarking takes 2.1954 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(6864x16384, 6864x1088, 1088x16384)
+  bias_addmm 1.0885 ms 100.0%
+  triton_mm_1634 1.1077 ms 98.3%
+  triton_mm_1633 1.1110 ms 98.0%
+  triton_mm_1635 1.2498 ms 87.1%
+  triton_mm_1628 1.3124 ms 82.9%
+  triton_mm_1630 1.3740 ms 79.2%
+  addmm 1.3989 ms 77.8%
+  triton_mm_1626 1.4118 ms 77.1%
+  triton_mm_1631 1.5544 ms 70.0%
+  triton_mm_1627 1.5589 ms 69.8%
+SingleProcess AUTOTUNE benchmarking takes 10.9272 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(16384x6864, 6864x1088)
+  triton_mm_1671 1.0396 ms 100.0%
+  mm 1.0504 ms 99.0%
+  triton_mm_1672 1.0724 ms 96.9%
+  triton_mm_1673 1.1193 ms 92.9%
+  triton_mm_1668 1.3076 ms 79.5%
+  triton_mm_1666 1.3260 ms 78.4%
+  triton_mm_1664 1.3297 ms 78.2%
+  triton_mm_1669 1.4031 ms 74.1%
+  triton_mm_1667 1.4308 ms 72.7%
+  triton_mm_1665 1.4845 ms 70.0%
+SingleProcess AUTOTUNE benchmarking takes 9.8000 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(2176x24, 24x1088)
+  triton_mm_1696 0.0118 ms 100.0%
+  triton_mm_1699 0.0120 ms 98.1%
+  triton_mm_1703 0.0123 ms 95.8%
+  triton_mm_1704 0.0123 ms 95.6%
+  triton_mm_1697 0.0138 ms 85.3%
+  triton_mm_1698 0.0140 ms 84.2%
+  mm 0.0142 ms 83.1%
+  triton_mm_1694 0.0142 ms 83.1%
+  triton_mm_1695 0.0142 ms 83.1%
+  triton_mm_1706 0.0142 ms 82.9%
+SingleProcess AUTOTUNE benchmarking takes 2.2537 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(24x2176, 2176x1088)
+  triton_mm_1678 0.0171 ms 100.0%
+  mm 0.0179 ms 95.2%
+  triton_mm_1682 0.0184 ms 92.9%
+  triton_mm_1686 0.0222 ms 76.7%
+  triton_mm_1690 0.0233 ms 73.1%
+  triton_mm_1677 0.0243 ms 70.3%
+  triton_mm_1676 0.0244 ms 69.8%
+  triton_mm_1681 0.0261 ms 65.4%
+  triton_mm_1685 0.0264 ms 64.7%
+  triton_mm_1675 0.0270 ms 63.2%
+SingleProcess AUTOTUNE benchmarking takes 2.2347 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(6864x16384, 16384x1088)
+  mm 1.0811 ms 100.0%
+  triton_mm_1652 1.1329 ms 95.4%
+  triton_mm_1653 1.1497 ms 94.0%
+  triton_mm_1654 1.1782 ms 91.8%
+  triton_mm_1649 1.3285 ms 81.4%
+  triton_mm_1647 1.3323 ms 81.1%
+  triton_mm_1645 1.3330 ms 81.1%
+  triton_mm_1648 1.3797 ms 78.4%
+  triton_mm_1646 1.4519 ms 74.5%
+  triton_mm_1650 1.4740 ms 73.3%
+SingleProcess AUTOTUNE benchmarking takes 9.5903 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(1088x6840, 6840x64)
+  mm 0.0316 ms 100.0%
+  triton_mm_4874 0.0446 ms 70.8%
+  triton_mm_4882 0.0502 ms 62.9%
+  triton_mm_4878 0.0504 ms 62.7%
+  triton_mm_4872 0.0614 ms 51.5%
+  triton_mm_4873 0.0657 ms 48.1%
+  triton_mm_4881 0.0684 ms 46.2%
+  triton_mm_4871 0.0714 ms 44.2%
+  triton_mm_4877 0.0747 ms 42.3%
+  triton_mm_4880 0.0810 ms 39.0%
+SingleProcess AUTOTUNE benchmarking takes 2.2249 seconds and 0.1080 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
+  triton_mm_9 0.0322 ms 100.0%
+  triton_mm_13 0.0326 ms 98.7%
+  triton_mm_16 0.0340 ms 94.6%
+  triton_mm_8 0.0347 ms 92.8%
+  triton_mm_6 0.0348 ms 92.4%
+  triton_mm_5 0.0362 ms 89.0%
+  triton_mm_7 0.0369 ms 87.3%
+  triton_mm_10 0.0374 ms 86.1%
+  triton_mm_12 0.0376 ms 85.7%
+  triton_mm_14 0.0379 ms 84.9%
+SingleProcess AUTOTUNE benchmarking takes 2.4502 seconds and 0.0348 seconds precompiling
+AUTOTUNE addmm(6864x16384, 6864x1088, 1088x16384)
+  triton_mm_1634 1.1239 ms 100.0%
+  triton_mm_1633 1.1363 ms 98.9%
+  bias_addmm 1.1705 ms 96.0%
+  triton_mm_1635 1.2703 ms 88.5%
+  triton_mm_1628 1.3404 ms 83.8%
+  triton_mm_1630 1.3948 ms 80.6%
+  addmm 1.4234 ms 79.0%
+  triton_mm_1626 1.4513 ms 77.4%
+  triton_mm_1631 1.5727 ms 71.5%
+  triton_mm_1627 1.5859 ms 70.9%
+SingleProcess AUTOTUNE benchmarking takes 10.9089 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(16384x6864, 6864x1088)
+  triton_mm_1671 1.0605 ms 100.0%
+  triton_mm_1672 1.0899 ms 97.3%
+  triton_mm_1673 1.1421 ms 92.9%
+  mm 1.1782 ms 90.0%
+  triton_mm_1668 1.3354 ms 79.4%
+  triton_mm_1666 1.3547 ms 78.3%
+  triton_mm_1664 1.3631 ms 77.8%
+  triton_mm_1669 1.4287 ms 74.2%
+  triton_mm_1667 1.4573 ms 72.8%
+  triton_mm_1665 1.4919 ms 71.1%
+SingleProcess AUTOTUNE benchmarking takes 9.6130 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(2176x24, 24x1088)
+  triton_mm_1702 0.0111 ms 100.0%
+  triton_mm_1698 0.0115 ms 96.7%
+  triton_mm_1701 0.0116 ms 96.1%
+  triton_mm_1700 0.0118 ms 94.3%
+  triton_mm_1697 0.0119 ms 93.3%
+  triton_mm_1704 0.0120 ms 92.8%
+  triton_mm_1691 0.0120 ms 92.6%
+  triton_mm_1696 0.0121 ms 92.3%
+  triton_mm_1699 0.0124 ms 90.2%
+  triton_mm_1703 0.0124 ms 89.7%
+SingleProcess AUTOTUNE benchmarking takes 2.1963 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(24x2176, 2176x1088)
+  triton_mm_1678 0.0164 ms 100.0%
+  mm 0.0172 ms 95.3%
+  triton_mm_1682 0.0173 ms 94.7%
+  triton_mm_1686 0.0209 ms 78.2%
+  triton_mm_1677 0.0230 ms 71.0%
+  triton_mm_1690 0.0234 ms 69.8%
+  triton_mm_1676 0.0245 ms 66.8%
+  triton_mm_1681 0.0251 ms 65.2%
+  triton_mm_1685 0.0264 ms 61.9%
+  triton_mm_1675 0.0270 ms 60.6%
+SingleProcess AUTOTUNE benchmarking takes 2.1867 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(6864x16384, 16384x1088)
+  mm 1.0976 ms 100.0%
+  triton_mm_1652 1.1477 ms 95.6%
+  triton_mm_1653 1.1684 ms 93.9%
+  triton_mm_1654 1.1961 ms 91.8%
+  triton_mm_1649 1.3486 ms 81.4%
+  triton_mm_1647 1.3594 ms 80.7%
+  triton_mm_1645 1.3607 ms 80.7%
+  triton_mm_1648 1.4014 ms 78.3%
+  triton_mm_1646 1.4787 ms 74.2%
+  triton_mm_1650 1.4971 ms 73.3%
+SingleProcess AUTOTUNE benchmarking takes 2.7114 seconds and 0.0008 seconds precompiling
+AUTOTUNE mm(1088x6840, 6840x64)
+  mm 0.0292 ms 100.0%
+  triton_mm_4874 0.0437 ms 66.8%
+  triton_mm_4882 0.0482 ms 60.6%
+  triton_mm_4878 0.0488 ms 59.9%
+  triton_mm_4872 0.0590 ms 49.5%
+  triton_mm_4873 0.0633 ms 46.1%
+  triton_mm_4881 0.0673 ms 43.4%
+  triton_mm_4871 0.0711 ms 41.1%
+  triton_mm_4877 0.0720 ms 40.6%
+  triton_mm_4880 0.0789 ms 37.0%
+SingleProcess AUTOTUNE benchmarking takes 7.5243 seconds and 0.0000 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
+  triton_mm_13 0.0330 ms 100.0%
+  triton_mm_9 0.0334 ms 98.9%
+  triton_mm_16 0.0340 ms 97.3%
+  triton_mm_8 0.0342 ms 96.5%
+  triton_mm_6 0.0350 ms 94.2%
+  triton_mm_5 0.0356 ms 92.7%
+  triton_mm_11 0.0378 ms 87.5%
+  triton_mm_12 0.0378 ms 87.5%
+  triton_mm_7 0.0383 ms 86.3%
+  triton_mm_14 0.0387 ms 85.3%
+SingleProcess AUTOTUNE benchmarking takes 2.4331 seconds and 0.0182 seconds precompiling
+AUTOTUNE mm(24x1088, 1088x2176)
+  triton_mm_1604 0.0134 ms 100.0%
+  triton_mm_1608 0.0152 ms 88.7%
+  triton_mm_1616 0.0160 ms 83.8%
+  triton_mm_1612 0.0161 ms 83.3%
+  mm 0.0168 ms 80.0%
+  triton_mm_1603 0.0168 ms 79.8%
+  triton_mm_1607 0.0174 ms 77.1%
+  triton_mm_1601 0.0179 ms 75.3%
+  triton_mm_1602 0.0184 ms 73.1%
+  triton_mm_1614 0.0197 ms 68.2%
+SingleProcess AUTOTUNE benchmarking takes 2.1913 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(6864x16384, 6864x1088, 1088x16384)
+  bias_addmm 1.0698 ms 100.0%
+  triton_mm_1634 1.0916 ms 98.0%
+  triton_mm_1633 1.0932 ms 97.9%
+  triton_mm_1635 1.2452 ms 85.9%
+  triton_mm_1628 1.2939 ms 82.7%
+  triton_mm_1630 1.3500 ms 79.2%
+  addmm 1.3637 ms 78.4%
+  triton_mm_1626 1.3958 ms 76.6%
+  triton_mm_1627 1.5418 ms 69.4%
+  triton_mm_1631 1.5422 ms 69.4%
+SingleProcess AUTOTUNE benchmarking takes 10.9439 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(16384x6864, 6864x1088)
+  triton_mm_1671 1.0212 ms 100.0%
+  mm 1.0320 ms 99.0%
+  triton_mm_1672 1.0557 ms 96.7%
+  triton_mm_1673 1.1041 ms 92.5%
+  triton_mm_1668 1.2777 ms 79.9%
+  triton_mm_1666 1.2995 ms 78.6%
+  triton_mm_1664 1.3047 ms 78.3%
+  triton_mm_1669 1.3827 ms 73.9%
+  triton_mm_1667 1.4081 ms 72.5%
+  triton_mm_1665 1.4576 ms 70.1%
+SingleProcess AUTOTUNE benchmarking takes 9.8433 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(2176x24, 24x1088)
+  triton_mm_1696 0.0112 ms 100.0%
+  triton_mm_1700 0.0112 ms 99.7%
+  triton_mm_1701 0.0115 ms 97.5%
+  triton_mm_1702 0.0116 ms 97.0%
+  triton_mm_1699 0.0117 ms 95.4%
+  triton_mm_1697 0.0124 ms 90.2%
+  triton_mm_1695 0.0129 ms 86.8%
+  mm 0.0130 ms 86.4%
+  triton_mm_1698 0.0130 ms 86.2%
+  triton_mm_1692 0.0131 ms 85.8%
+SingleProcess AUTOTUNE benchmarking takes 2.2148 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(6864x16384, 16384x1088)
+  mm 1.0692 ms 100.0%
+  triton_mm_1652 1.1133 ms 96.0%
+  triton_mm_1653 1.1298 ms 94.6%
+  triton_mm_1654 1.1566 ms 92.4%
+  triton_mm_1649 1.3020 ms 82.1%
+  triton_mm_1645 1.3091 ms 81.7%
+  triton_mm_1647 1.3124 ms 81.5%
+  triton_mm_1648 1.3525 ms 79.1%
+  triton_mm_1646 1.4370 ms 74.4%
+  triton_mm_1650 1.4534 ms 73.6%
+SingleProcess AUTOTUNE benchmarking takes 9.5957 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(1088x6840, 6840x64)
+  mm 0.0297 ms 100.0%
+  triton_mm_4874 0.0456 ms 65.2%
+  triton_mm_4882 0.0494 ms 60.1%
+  triton_mm_4878 0.0495 ms 60.0%
+  triton_mm_4872 0.0606 ms 49.0%
+  triton_mm_4873 0.0641 ms 46.3%
+  triton_mm_4881 0.0692 ms 42.9%
+  triton_mm_4871 0.0720 ms 41.2%
+  triton_mm_4877 0.0729 ms 40.8%
+  triton_mm_4880 0.0791 ms 37.6%
+SingleProcess AUTOTUNE benchmarking takes 7.6691 seconds and 0.0000 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
+  triton_mm_13 0.0320 ms 100.0%
+  triton_mm_9 0.0331 ms 96.5%
+  triton_mm_8 0.0341 ms 93.7%
+  triton_mm_16 0.0347 ms 92.2%
+  triton_mm_6 0.0357 ms 89.5%
+  triton_mm_5 0.0364 ms 87.7%
+  triton_mm_7 0.0373 ms 85.8%
+  triton_mm_10 0.0375 ms 85.3%
+  triton_mm_12 0.0378 ms 84.6%
+  triton_mm_11 0.0378 ms 84.5%
+SingleProcess AUTOTUNE benchmarking takes 2.4545 seconds and 0.0148 seconds precompiling
+AUTOTUNE mm(24x1088, 1088x2176)
+  triton_mm_1604 0.0134 ms 100.0%
+  triton_mm_1608 0.0151 ms 88.5%
+  triton_mm_1616 0.0159 ms 84.0%
+  triton_mm_1612 0.0160 ms 83.6%
+  triton_mm_1603 0.0168 ms 79.8%
+  triton_mm_1607 0.0174 ms 76.8%
+  triton_mm_1601 0.0177 ms 75.6%
+  mm 0.0179 ms 74.6%
+  triton_mm_1602 0.0185 ms 72.3%
+  triton_mm_1614 0.0195 ms 68.5%
+SingleProcess AUTOTUNE benchmarking takes 2.1807 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(6864x16384, 6864x1088, 1088x16384)
+  bias_addmm 1.0660 ms 100.0%
+  triton_mm_1634 1.0820 ms 98.5%
+  triton_mm_1633 1.0892 ms 97.9%
+  triton_mm_1635 1.2273 ms 86.9%
+  triton_mm_1628 1.2832 ms 83.1%
+  triton_mm_1630 1.3464 ms 79.2%
+  addmm 1.3666 ms 78.0%
+  triton_mm_1626 1.3835 ms 77.1%
+  triton_mm_1631 1.5217 ms 70.1%
+  triton_mm_1627 1.5378 ms 69.3%
+SingleProcess AUTOTUNE benchmarking takes 10.8632 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(16384x6864, 6864x1088)
+  triton_mm_1671 1.0150 ms 100.0%
+  mm 1.0284 ms 98.7%
+  triton_mm_1672 1.0536 ms 96.3%
+  triton_mm_1673 1.0964 ms 92.6%
+  triton_mm_1668 1.2770 ms 79.5%
+  triton_mm_1666 1.3002 ms 78.1%
+  triton_mm_1664 1.3037 ms 77.9%
+  triton_mm_1669 1.3844 ms 73.3%
+  triton_mm_1667 1.4054 ms 72.2%
+  triton_mm_1665 1.4389 ms 70.5%
+SingleProcess AUTOTUNE benchmarking takes 9.8616 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(2176x24, 24x1088)
+  triton_mm_1696 0.0112 ms 100.0%
+  triton_mm_1697 0.0114 ms 97.8%
+  triton_mm_1691 0.0121 ms 92.1%
+  triton_mm_1701 0.0122 ms 91.6%
+  triton_mm_1700 0.0124 ms 89.7%
+  triton_mm_1699 0.0125 ms 89.0%
+  triton_mm_1703 0.0127 ms 88.1%
+  triton_mm_1698 0.0127 ms 87.8%
+  triton_mm_1695 0.0127 ms 87.7%
+  triton_mm_1706 0.0130 ms 85.7%
+SingleProcess AUTOTUNE benchmarking takes 2.2308 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(24x2176, 2176x1088)
+  triton_mm_1678 0.0160 ms 100.0%
+  triton_mm_1682 0.0168 ms 95.2%
+  mm 0.0179 ms 89.3%
+  triton_mm_1686 0.0215 ms 74.4%
+  triton_mm_1677 0.0225 ms 71.1%
+  triton_mm_1690 0.0238 ms 67.3%
+  triton_mm_1676 0.0240 ms 66.7%
+  triton_mm_1681 0.0262 ms 61.1%
+  triton_mm_1675 0.0266 ms 60.2%
+  triton_mm_1685 0.0268 ms 59.6%
+SingleProcess AUTOTUNE benchmarking takes 2.2254 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(6864x16384, 16384x1088)
+  mm 1.0615 ms 100.0%
+  triton_mm_1652 1.1111 ms 95.5%
+  triton_mm_1653 1.1244 ms 94.4%
+  triton_mm_1654 1.1536 ms 92.0%
+  triton_mm_1649 1.2919 ms 82.2%
+  triton_mm_1645 1.3086 ms 81.1%
+  triton_mm_1647 1.3088 ms 81.1%
+  triton_mm_1648 1.3450 ms 78.9%
+  triton_mm_1650 1.4457 ms 73.4%
+  triton_mm_1646 1.4463 ms 73.4%
+SingleProcess AUTOTUNE benchmarking takes 9.6390 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(1088x6840, 6840x64)
+  mm 0.0298 ms 100.0%
+  triton_mm_4874 0.0454 ms 65.7%
+  triton_mm_4878 0.0488 ms 61.0%
+  triton_mm_4882 0.0494 ms 60.3%
+  triton_mm_4872 0.0597 ms 49.9%
+  triton_mm_4873 0.0650 ms 45.8%
+  triton_mm_4881 0.0681 ms 43.7%
+  triton_mm_4871 0.0709 ms 42.0%
+  triton_mm_4877 0.0738 ms 40.4%
+  triton_mm_4880 0.0790 ms 37.7%
+SingleProcess AUTOTUNE benchmarking takes 7.6180 seconds and 0.0000 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
+  triton_mm_4918 0.0422 ms 100.0%
+  triton_mm_4921 0.0448 ms 94.3%
+  triton_mm_4914 0.0450 ms 93.9%
+  triton_mm_4913 0.0458 ms 92.1%
+  triton_mm_4911 0.0482 ms 87.6%
+  triton_mm_4910 0.0482 ms 87.6%
+  triton_mm_4917 0.0508 ms 83.2%
+  triton_mm_4916 0.0508 ms 83.1%
+  triton_mm_4919 0.0513 ms 82.3%
+  triton_mm_4912 0.0519 ms 81.4%
+SingleProcess AUTOTUNE benchmarking takes 2.4637 seconds and 0.0009 seconds precompiling
+AUTOTUNE addmm(10296x16384, 10296x1088, 1088x16384)
+  triton_mm_6521 3.0843 ms 100.0%
+  bias_addmm 3.1379 ms 98.3%
+  triton_mm_6518 3.7309 ms 82.7%
+  addmm 3.8211 ms 80.7%
+  triton_mm_6514 3.8786 ms 79.5%
+  triton_mm_6522 3.9756 ms 77.6%
+  triton_mm_6519 4.2178 ms 73.1%
+  triton_mm_6515 4.2479 ms 72.6%
+  triton_mm_6516 4.3350 ms 71.1%
+  triton_mm_6511 5.0519 ms 61.1%
+SingleProcess AUTOTUNE benchmarking takes 2.6315 seconds and 0.0009 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   2%|2         | 1/44 [01:18<56:11, 78.41s/it]AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_4995 0.8013 ms 100.0%
+  mm 0.9417 ms 85.1%
+  triton_mm_4992 0.9680 ms 82.8%
+  triton_mm_4988 0.9774 ms 82.0%
+  triton_mm_4996 1.0563 ms 75.9%
+  triton_mm_4993 1.0686 ms 75.0%
+  triton_mm_4989 1.0796 ms 74.2%
+  triton_mm_4990 1.1087 ms 72.3%
+  triton_mm_4985 1.3020 ms 61.5%
+  triton_mm_4986 1.3691 ms 58.5%
+SingleProcess AUTOTUNE benchmarking takes 2.2292 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_6390 0.8052 ms 100.0%
+  mm 0.8141 ms 98.9%
+  triton_mm_6387 0.9736 ms 82.7%
+  triton_mm_6383 0.9887 ms 81.4%
+  triton_mm_6391 1.0532 ms 76.5%
+  triton_mm_6384 1.0797 ms 74.6%
+  triton_mm_6388 1.0884 ms 74.0%
+  triton_mm_6385 1.1208 ms 71.8%
+  triton_mm_6380 1.3142 ms 61.3%
+  triton_mm_6381 1.3693 ms 58.8%
+SingleProcess AUTOTUNE benchmarking takes 2.1425 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(36x1088, 1088x6528)
+  triton_mm_4902 0.0367 ms 100.0%
+  mm 0.0371 ms 99.0%
+  triton_mm_4898 0.0378 ms 97.2%
+  triton_mm_4899 0.0380 ms 96.8%
+  triton_mm_4895 0.0381 ms 96.4%
+  triton_mm_4901 0.0400 ms 91.9%
+  triton_mm_4890 0.0410 ms 89.6%
+  triton_mm_4897 0.0420 ms 87.6%
+  triton_mm_4891 0.0447 ms 82.1%
+  triton_mm_4894 0.0518 ms 70.9%
+SingleProcess AUTOTUNE benchmarking takes 1.7089 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
+  triton_mm_4918 0.0424 ms 100.0%
+  triton_mm_4914 0.0436 ms 97.2%
+  triton_mm_4921 0.0446 ms 95.0%
+  triton_mm_4913 0.0469 ms 90.4%
+  triton_mm_4911 0.0479 ms 88.6%
+  triton_mm_4910 0.0481 ms 88.1%
+  triton_mm_4917 0.0507 ms 83.7%
+  triton_mm_4916 0.0514 ms 82.5%
+  triton_mm_4912 0.0517 ms 82.0%
+  triton_mm_4919 0.0524 ms 80.9%
+SingleProcess AUTOTUNE benchmarking takes 2.4678 seconds and 0.0009 seconds precompiling
+AUTOTUNE mm(36x1088, 1088x2176)
+  triton_mm_6452 0.0209 ms 100.0%
+  triton_mm_6453 0.0217 ms 96.5%
+  mm 0.0218 ms 95.7%
+  triton_mm_6457 0.0236 ms 88.6%
+  triton_mm_6464 0.0249 ms 83.8%
+  triton_mm_6451 0.0251 ms 83.2%
+  triton_mm_6461 0.0260 ms 80.2%
+  triton_mm_6463 0.0288 ms 72.7%
+  triton_mm_6460 0.0292 ms 71.6%
+  triton_mm_6459 0.0318 ms 65.7%
+SingleProcess AUTOTUNE benchmarking takes 1.7168 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(10296x16384, 10296x1088, 1088x16384)
+  bias_addmm 3.0412 ms 100.0%
+  triton_mm_6521 3.0642 ms 99.3%
+  triton_mm_6518 3.6468 ms 83.4%
+  triton_mm_6514 3.7065 ms 82.0%
+  addmm 3.7427 ms 81.3%
+  triton_mm_6522 3.9087 ms 77.8%
+  triton_mm_6519 4.0997 ms 74.2%
+  triton_mm_6515 4.1413 ms 73.4%
+  triton_mm_6516 4.2323 ms 71.9%
+  triton_mm_6511 4.9533 ms 61.4%
+SingleProcess AUTOTUNE benchmarking takes 2.6383 seconds and 0.0010 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   2%|2         | 1/44 [01:18<56:11, 78.41s/it]AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_4995 0.8286 ms 100.0%
+  mm 0.9411 ms 88.0%
+  triton_mm_4992 0.9960 ms 83.2%
+  triton_mm_4988 1.0071 ms 82.3%
+  triton_mm_4996 1.0646 ms 77.8%
+  triton_mm_4993 1.1046 ms 75.0%
+  triton_mm_4989 1.1063 ms 74.9%
+  triton_mm_4990 1.1407 ms 72.6%
+  triton_mm_4985 1.3344 ms 62.1%
+  triton_mm_4986 1.4113 ms 58.7%
+SingleProcess AUTOTUNE benchmarking takes 2.2419 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_5088 0.8339 ms 100.0%
+  mm 0.8412 ms 99.1%
+  triton_mm_5085 0.9965 ms 83.7%
+  triton_mm_5081 1.0157 ms 82.1%
+  triton_mm_5089 1.0752 ms 77.6%
+  triton_mm_5086 1.1134 ms 74.9%
+  triton_mm_5082 1.1160 ms 74.7%
+  triton_mm_5083 1.1569 ms 72.1%
+  triton_mm_5078 1.3451 ms 62.0%
+  triton_mm_5079 1.4118 ms 59.1%
+SingleProcess AUTOTUNE benchmarking takes 2.1419 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_5181 0.8408 ms 100.0%
+  mm 0.8443 ms 99.6%
+  triton_mm_5178 1.0043 ms 83.7%
+  triton_mm_5174 1.0268 ms 81.9%
+  triton_mm_5182 1.0853 ms 77.5%
+  triton_mm_5179 1.1149 ms 75.4%
+  triton_mm_5175 1.1275 ms 74.6%
+  triton_mm_5176 1.1552 ms 72.8%
+  triton_mm_5171 1.3580 ms 61.9%
+  triton_mm_5172 1.4137 ms 59.5%
+SingleProcess AUTOTUNE benchmarking takes 2.1409 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x1088, 1088x4352)
+  triton_mm_5925 0.8338 ms 100.0%
+  mm 0.8421 ms 99.0%
+  triton_mm_5922 1.0031 ms 83.1%
+  triton_mm_5918 1.0267 ms 81.2%
+  triton_mm_5926 1.0763 ms 77.5%
+  triton_mm_5923 1.1144 ms 74.8%
+  triton_mm_5919 1.1289 ms 73.9%
+  triton_mm_5920 1.1557 ms 72.1%
+  triton_mm_5915 1.3466 ms 61.9%
+  triton_mm_5924 1.4265 ms 58.5%
+SingleProcess AUTOTUNE benchmarking takes 2.1455 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
+  triton_mm_4918 0.0433 ms 100.0%
+  triton_mm_4914 0.0436 ms 99.3%
+  triton_mm_4921 0.0445 ms 97.3%
+  triton_mm_4913 0.0469 ms 92.4%
+  triton_mm_4911 0.0470 ms 92.2%
+  triton_mm_4910 0.0491 ms 88.2%
+  triton_mm_4916 0.0508 ms 85.3%
+  triton_mm_4917 0.0516 ms 83.9%
+  triton_mm_4919 0.0518 ms 83.7%
+  triton_mm_4912 0.0519 ms 83.5%
+SingleProcess AUTOTUNE benchmarking takes 2.4819 seconds and 0.0010 seconds precompiling
+AUTOTUNE addmm(10296x16384, 10296x1088, 1088x16384)
+  triton_mm_6521 3.1297 ms 100.0%
+  bias_addmm 3.1396 ms 99.7%
+  triton_mm_6518 3.7304 ms 83.9%
+  addmm 3.8362 ms 81.6%
+  triton_mm_6514 3.8460 ms 81.4%
+  triton_mm_6522 4.0339 ms 77.6%
+  triton_mm_6519 4.2350 ms 73.9%
+  triton_mm_6515 4.2432 ms 73.8%
+  triton_mm_6516 4.3884 ms 71.3%
+  triton_mm_6511 5.1233 ms 61.1%
+SingleProcess AUTOTUNE benchmarking takes 2.6619 seconds and 0.0009 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   2%|2         | 1/44 [01:18<56:12, 78.44s/it]AUTOTUNE mm(36x1088, 1088x6528)
+  triton_mm_4902 0.0374 ms 100.0%
+  mm 0.0378 ms 98.9%
+  triton_mm_4895 0.0380 ms 98.5%
+  triton_mm_4899 0.0380 ms 98.3%
+  triton_mm_4898 0.0382 ms 98.0%
+  triton_mm_4901 0.0396 ms 94.6%
+  triton_mm_4890 0.0409 ms 91.4%
+  triton_mm_4897 0.0412 ms 90.9%
+  triton_mm_4891 0.0464 ms 80.6%
+  triton_mm_4894 0.0510 ms 73.3%
+SingleProcess AUTOTUNE benchmarking takes 1.6845 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
+  triton_mm_4918 0.0430 ms 100.0%
+  triton_mm_4914 0.0435 ms 99.0%
+  triton_mm_4921 0.0452 ms 95.3%
+  triton_mm_4913 0.0457 ms 94.1%
+  triton_mm_4911 0.0476 ms 90.4%
+  triton_mm_4910 0.0479 ms 89.7%
+  triton_mm_4917 0.0505 ms 85.2%
+  triton_mm_4912 0.0508 ms 84.6%
+  triton_mm_4916 0.0512 ms 83.9%
+  triton_mm_4919 0.0522 ms 82.4%
+SingleProcess AUTOTUNE benchmarking takes 2.4686 seconds and 0.0010 seconds precompiling
+AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
+  triton_mm_4940 0.6413 ms 100.0%
+  bias_addmm 0.6495 ms 98.7%
+  triton_mm_4937 0.7515 ms 85.3%
+  triton_mm_4933 0.7633 ms 84.0%
+  addmm 0.8062 ms 79.5%
+  triton_mm_4941 0.8326 ms 77.0%
+  triton_mm_4938 0.8360 ms 76.7%
+  triton_mm_4934 0.8462 ms 75.8%
+  triton_mm_4935 0.8717 ms 73.6%
+  triton_mm_4930 1.0070 ms 63.7%
+SingleProcess AUTOTUNE benchmarking takes 2.2824 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x1088, 1088x1088)
+  triton_mm_4959 0.2238 ms 100.0%
+  mm 0.2361 ms 94.8%
+  triton_mm_4956 0.2553 ms 87.7%
+  triton_mm_4952 0.2676 ms 83.7%
+  triton_mm_4957 0.2800 ms 80.0%
+  triton_mm_4960 0.2865 ms 78.1%
+  triton_mm_4953 0.2959 ms 75.7%
+  triton_mm_4954 0.3043 ms 73.6%
+  triton_mm_4949 0.3394 ms 66.0%
+  triton_mm_4950 0.3519 ms 63.6%
+SingleProcess AUTOTUNE benchmarking takes 2.0553 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x4352, 4352x1088)
+  triton_mm_5014 0.8400 ms 100.0%
+  mm 0.8822 ms 95.2%
+  triton_mm_5015 0.9969 ms 84.3%
+  triton_mm_5011 1.0185 ms 82.5%
+  triton_mm_5007 1.0494 ms 80.0%
+  triton_mm_5012 1.0730 ms 78.3%
+  triton_mm_5009 1.1211 ms 74.9%
+  triton_mm_5008 1.1234 ms 74.8%
+  triton_mm_5004 1.3508 ms 62.2%
+  triton_mm_5005 1.3652 ms 61.5%
+SingleProcess AUTOTUNE benchmarking takes 2.1903 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(10296x4352, 4352x1088)
+  triton_mm_5386 0.8413 ms 100.0%
+  mm 0.8826 ms 95.3%
+  triton_mm_5387 0.9974 ms 84.3%
+  triton_mm_5383 1.0235 ms 82.2%
+  triton_mm_5379 1.0559 ms 79.7%
+  triton_mm_5384 1.0734 ms 78.4%
+  triton_mm_5380 1.1293 ms 74.5%
+  triton_mm_5381 1.1305 ms 74.4%
+  triton_mm_5376 1.3492 ms 62.4%
+  triton_mm_5377 1.3637 ms 61.7%
+SingleProcess AUTOTUNE benchmarking takes 2.1334 seconds and 0.0000 seconds precompiling
+AUTOTUNE mm(36x1088, 1088x2176)
+  triton_mm_6452 0.0210 ms 100.0%
+  mm 0.0219 ms 95.9%
+  triton_mm_6453 0.0225 ms 93.2%
+  triton_mm_6457 0.0234 ms 89.6%
+  triton_mm_6464 0.0248 ms 84.6%
+  triton_mm_6451 0.0249 ms 84.1%
+  triton_mm_6461 0.0270 ms 77.7%
+  triton_mm_6463 0.0276 ms 76.1%
+  triton_mm_6460 0.0283 ms 74.2%
+  triton_mm_6459 0.0316 ms 66.3%
+SingleProcess AUTOTUNE benchmarking takes 1.6798 seconds and 0.0000 seconds precompiling
+AUTOTUNE addmm(10296x16384, 10296x1088, 1088x16384)
+  bias_addmm 3.1262 ms 100.0%
+  triton_mm_6521 3.1331 ms 99.8%
+  triton_mm_6518 3.7844 ms 82.6%
+  addmm 3.8572 ms 81.0%
+  triton_mm_6514 3.9327 ms 79.5%
+  triton_mm_6522 3.9909 ms 78.3%
+  triton_mm_6519 4.2366 ms 73.8%
+  triton_mm_6515 4.2894 ms 72.9%
+  triton_mm_6516 4.3367 ms 72.1%
+  triton_mm_6511 5.0687 ms 61.7%
+SingleProcess AUTOTUNE benchmarking takes 2.6491 seconds and 0.0012 seconds precompiling
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   2%|2         | 1/44 [01:18<56:17, 78.54s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   5%|4         | 2/44 [01:21<23:41, 33.84s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   5%|4         | 2/44 [01:21<23:41, 33.84s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   5%|4         | 2/44 [01:21<23:41, 33.85s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   5%|4         | 2/44 [01:21<23:43, 33.90s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   7%|6         | 3/44 [01:22<12:52, 18.85s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   7%|6         | 3/44 [01:22<12:52, 18.85s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   7%|6         | 3/44 [01:22<12:53, 18.86s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress:   7%|6         | 3/44 [01:22<12:54, 18.88s/it]
Validation Progress:   9%|9         | 4/44 [01:23<07:53, 11.84s/it]
Validation Progress:   9%|9         | 4/44 [01:23<07:53, 11.84s/it]
Validation Progress:   9%|9         | 4/44 [01:23<07:53, 11.84s/it]
Validation Progress:   9%|9         | 4/44 [01:23<07:54, 11.86s/it]
Validation Progress:  11%|#1        | 5/44 [01:24<05:12,  8.02s/it]
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Validation Progress:  59%|#####9    | 26/44 [01:48<00:21,  1.18s/it]
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Validation Progress:  61%|######1   | 27/44 [01:49<00:20,  1.19s/it]
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Validation Progress:  64%|######3   | 28/44 [01:51<00:18,  1.18s/it]
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Validation Progress:  66%|######5   | 29/44 [01:52<00:17,  1.15s/it]
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Validation Progress:  68%|######8   | 30/44 [01:53<00:16,  1.17s/it]
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Validation Progress:  68%|######8   | 30/44 [01:53<00:16,  1.17s/it]
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Validation Progress:  73%|#######2  | 32/44 [01:55<00:13,  1.15s/it]
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Validation Progress:  75%|#######5  | 33/44 [01:56<00:12,  1.14s/it]
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Validation Progress:  77%|#######7  | 34/44 [01:58<00:12,  1.22s/it]
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Validation Progress:  80%|#######9  | 35/44 [01:59<00:10,  1.21s/it]
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Validation Progress:  82%|########1 | 36/44 [02:00<00:09,  1.21s/it]
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Validation Progress:  82%|########1 | 36/44 [02:00<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [02:01<00:08,  1.26s/it]
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Validation Progress:  86%|########6 | 38/44 [02:03<00:07,  1.27s/it]
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Validation Progress:  89%|########8 | 39/44 [02:04<00:06,  1.22s/it]
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Validation Progress:  91%|######### | 40/44 [02:05<00:04,  1.20s/it]
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Validation Progress:  93%|#########3| 41/44 [02:06<00:03,  1.26s/it]
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Validation Progress:  95%|#########5| 42/44 [02:08<00:02,  1.24s/it]
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Validation Progress:  95%|#########5| 42/44 [02:08<00:02,  1.23s/it]
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Validation Progress:  98%|#########7| 43/44 [02:09<00:01,  1.25s/it]
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Validation Progress: 100%|##########| 44/44 [02:10<00:00,  2.96s/it]
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Validation Progress: 100%|##########| 44/44 [02:10<00:00,  1.12s/it]
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+
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  5%|4         | 39/781 [00:01<00:36, 20.38it/s]
  5%|5         | 42/781 [00:02<00:36, 20.36it/s]
  6%|5         | 45/781 [00:02<00:36, 20.22it/s]
  6%|6         | 48/781 [00:02<00:36, 20.27it/s]
  7%|6         | 51/781 [00:02<00:35, 20.42it/s]
  7%|6         | 54/781 [00:02<00:35, 20.54it/s]
  7%|7         | 57/781 [00:02<00:35, 20.61it/s]
  8%|7         | 60/781 [00:02<00:34, 20.69it/s]
  8%|8         | 63/781 [00:03<00:34, 20.75it/s]
  8%|8         | 66/781 [00:03<00:34, 20.80it/s]
  9%|8         | 69/781 [00:03<00:34, 20.83it/s]
  9%|9         | 72/781 [00:03<00:34, 20.84it/s]
 10%|9         | 75/781 [00:03<00:33, 20.86it/s]
 10%|9         | 78/781 [00:03<00:33, 20.87it/s]
 10%|#         | 81/781 [00:03<00:33, 20.87it/s]
 11%|#         | 84/781 [00:04<00:33, 20.90it/s]
 11%|#1        | 87/781 [00:04<00:33, 20.93it/s]
 12%|#1        | 90/781 [00:04<00:33, 20.92it/s]
 12%|#1        | 93/781 [00:04<00:32, 20.93it/s]
 12%|#2        | 96/781 [00:04<00:32, 20.88it/s]
 13%|#2        | 99/781 [00:04<00:32, 20.75it/s]
 13%|#3        | 102/781 [00:04<00:32, 20.64it/s]
 13%|#3        | 105/781 [00:05<00:33, 20.45it/s]
 14%|#3        | 108/781 [00:05<00:33, 20.36it/s]
 14%|#4        | 111/781 [00:05<00:32, 20.53it/s]
 15%|#4        | 114/781 [00:05<00:32, 20.68it/s]
 15%|#4        | 117/781 [00:05<00:32, 20.68it/s]
 15%|#5        | 120/781 [00:05<00:32, 20.53it/s]
 16%|#5        | 123/781 [00:05<00:31, 20.59it/s]
 16%|#6        | 126/781 [00:06<00:31, 20.64it/s]
 17%|#6        | 129/781 [00:06<00:31, 20.54it/s]
 17%|#6        | 132/781 [00:06<00:31, 20.46it/s]
 17%|#7        | 135/781 [00:06<00:31, 20.44it/s]
 18%|#7        | 138/781 [00:06<00:31, 20.42it/s]
 18%|#8        | 141/781 [00:06<00:31, 20.44it/s]
 18%|#8        | 144/781 [00:06<00:30, 20.57it/s]
 19%|#8        | 147/781 [00:07<00:30, 20.67it/s]
 19%|#9        | 150/781 [00:07<00:30, 20.77it/s]
 20%|#9        | 153/781 [00:07<00:30, 20.85it/s]
 20%|#9        | 156/781 [00:07<00:29, 20.87it/s]
 20%|##        | 159/781 [00:07<00:30, 20.73it/s]
 21%|##        | 162/781 [00:07<00:29, 20.64it/s]
 21%|##1       | 165/781 [00:08<00:30, 20.53it/s]
 22%|##1       | 168/781 [00:08<00:29, 20.65it/s]
 22%|##1       | 171/781 [00:08<00:29, 20.69it/s]
 22%|##2       | 174/781 [00:08<00:29, 20.60it/s]
 23%|##2       | 177/781 [00:08<00:29, 20.69it/s]
 23%|##3       | 180/781 [00:08<00:28, 20.76it/s]
 23%|##3       | 183/781 [00:08<00:28, 20.84it/s]
 24%|##3       | 186/781 [00:09<00:28, 20.86it/s]
 24%|##4       | 189/781 [00:09<00:28, 20.93it/s]
 25%|##4       | 192/781 [00:09<00:28, 21.00it/s]
 25%|##4       | 195/781 [00:09<00:27, 20.99it/s]
 25%|##5       | 198/781 [00:09<00:27, 21.01it/s]
 26%|##5       | 201/781 [00:09<00:27, 20.78it/s]
 26%|##6       | 204/781 [00:09<00:28, 20.43it/s]
 27%|##6       | 207/781 [00:10<00:28, 19.98it/s]
 27%|##6       | 210/781 [00:10<00:28, 19.86it/s]
 27%|##7       | 212/781 [00:10<00:29, 19.59it/s]
 28%|##7       | 215/781 [00:10<00:28, 19.92it/s]
 28%|##7       | 218/781 [00:10<00:27, 20.19it/s]
 28%|##8       | 221/781 [00:10<00:27, 20.33it/s]
 29%|##8       | 224/781 [00:10<00:27, 20.45it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.30it/s]
 29%|##9       | 230/781 [00:11<00:27, 20.08it/s]
 30%|##9       | 233/781 [00:11<00:27, 19.95it/s]
 30%|###       | 235/781 [00:11<00:27, 19.63it/s]
 30%|###       | 237/781 [00:11<00:27, 19.50it/s]
 31%|###       | 240/781 [00:11<00:27, 19.90it/s]
 31%|###1      | 243/781 [00:11<00:26, 20.14it/s]
 31%|###1      | 246/781 [00:11<00:26, 20.33it/s]
 32%|###1      | 249/781 [00:12<00:26, 20.43it/s]
 32%|###2      | 252/781 [00:12<00:25, 20.51it/s]
 33%|###2      | 255/781 [00:12<00:26, 20.01it/s]
 33%|###3      | 258/781 [00:12<00:26, 19.58it/s]
 33%|###3      | 260/781 [00:12<00:26, 19.37it/s]
 34%|###3      | 262/781 [00:12<00:34, 14.98it/s]
 34%|###3      | 265/781 [00:13<00:31, 16.52it/s]
 34%|###4      | 268/781 [00:13<00:28, 17.69it/s]
 35%|###4      | 270/781 [00:13<00:28, 17.82it/s]
 35%|###4      | 273/781 [00:13<00:27, 18.59it/s]
 35%|###5      | 275/781 [00:13<00:27, 18.72it/s]
 35%|###5      | 277/781 [00:13<00:27, 18.59it/s]
 36%|###5      | 279/781 [00:13<00:26, 18.73it/s]
 36%|###5      | 281/781 [00:13<00:26, 18.69it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.37it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.57it/s]
 37%|###7      | 289/781 [00:14<00:25, 19.46it/s]
 37%|###7      | 291/781 [00:14<00:25, 19.38it/s]
 38%|###7      | 294/781 [00:14<00:24, 19.69it/s]
 38%|###8      | 297/781 [00:14<00:24, 19.90it/s]
 38%|###8      | 299/781 [00:14<00:24, 19.71it/s]
 39%|###8      | 302/781 [00:14<00:24, 19.84it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.84it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.78it/s]
 40%|###9      | 309/781 [00:15<00:23, 20.02it/s]
 40%|###9      | 312/781 [00:15<00:23, 19.88it/s]
 40%|####      | 315/781 [00:15<00:23, 20.03it/s]
 41%|####      | 318/781 [00:15<00:22, 20.18it/s]
 41%|####1     | 321/781 [00:15<00:22, 20.38it/s]
 41%|####1     | 324/781 [00:16<00:22, 20.52it/s]
 42%|####1     | 327/781 [00:16<00:21, 20.64it/s]
 42%|####2     | 330/781 [00:16<00:21, 20.70it/s]
 43%|####2     | 333/781 [00:16<00:22, 20.00it/s]
 43%|####3     | 336/781 [00:16<00:22, 19.70it/s]
 43%|####3     | 339/781 [00:16<00:22, 20.00it/s]
 44%|####3     | 342/781 [00:16<00:21, 20.19it/s]
 44%|####4     | 345/781 [00:17<00:21, 19.99it/s]
 45%|####4     | 348/781 [00:17<00:21, 20.21it/s]
 45%|####4     | 351/781 [00:17<00:21, 20.32it/s]
 45%|####5     | 354/781 [00:17<00:21, 20.08it/s]
 46%|####5     | 357/781 [00:17<00:20, 20.26it/s]
 46%|####6     | 360/781 [00:17<00:20, 20.39it/s]
 46%|####6     | 363/781 [00:17<00:20, 20.50it/s]
 47%|####6     | 366/781 [00:18<00:20, 20.59it/s]
 47%|####7     | 369/781 [00:18<00:19, 20.63it/s]
 48%|####7     | 372/781 [00:18<00:20, 20.32it/s]
 48%|####8     | 375/781 [00:18<00:19, 20.39it/s]
 48%|####8     | 378/781 [00:18<00:20, 20.13it/s]
 49%|####8     | 381/781 [00:18<00:19, 20.32it/s]
 49%|####9     | 384/781 [00:19<00:19, 19.92it/s]
 49%|####9     | 386/781 [00:19<00:20, 19.62it/s]
 50%|####9     | 388/781 [00:19<00:20, 19.45it/s]
 50%|####9     | 390/781 [00:19<00:20, 19.23it/s]
 50%|#####     | 392/781 [00:19<00:20, 19.04it/s]
 50%|#####     | 394/781 [00:19<00:20, 18.83it/s]
 51%|#####     | 396/781 [00:19<00:20, 18.91it/s]
 51%|#####     | 398/781 [00:19<00:20, 18.55it/s]
 51%|#####1    | 400/781 [00:19<00:21, 18.10it/s]
 51%|#####1    | 402/781 [00:20<00:20, 18.14it/s]
 52%|#####1    | 404/781 [00:20<00:20, 18.39it/s]
 52%|#####1    | 406/781 [00:20<00:20, 18.58it/s]
 52%|#####2    | 408/781 [00:20<00:19, 18.80it/s]
 52%|#####2    | 410/781 [00:20<00:19, 19.04it/s]
 53%|#####2    | 412/781 [00:20<00:19, 19.21it/s]
 53%|#####3    | 414/781 [00:20<00:18, 19.35it/s]
 53%|#####3    | 416/781 [00:20<00:19, 18.94it/s]
 54%|#####3    | 418/781 [00:20<00:18, 19.14it/s]
 54%|#####3    | 420/781 [00:20<00:18, 19.06it/s]
 54%|#####4    | 422/781 [00:21<00:18, 18.99it/s]
 54%|#####4    | 424/781 [00:21<00:18, 18.97it/s]
 55%|#####4    | 426/781 [00:21<00:18, 19.16it/s]
 55%|#####4    | 428/781 [00:21<00:18, 19.05it/s]
 55%|#####5    | 430/781 [00:21<00:18, 18.75it/s]
 55%|#####5    | 432/781 [00:21<00:18, 18.97it/s]
 56%|#####5    | 434/781 [00:21<00:18, 18.91it/s]
 56%|#####5    | 436/781 [00:21<00:18, 18.65it/s]
 56%|#####6    | 438/781 [00:21<00:18, 18.66it/s]
 56%|#####6    | 440/781 [00:22<00:18, 18.72it/s]
 57%|#####6    | 442/781 [00:22<00:18, 18.53it/s]
 57%|#####6    | 444/781 [00:22<00:18, 18.38it/s]
 57%|#####7    | 446/781 [00:22<00:18, 18.31it/s]
 57%|#####7    | 448/781 [00:22<00:18, 18.31it/s]
 58%|#####7    | 450/781 [00:22<00:18, 18.16it/s]
 58%|#####7    | 452/781 [00:22<00:18, 18.08it/s]
 58%|#####8    | 454/781 [00:22<00:18, 18.00it/s]
 58%|#####8    | 456/781 [00:22<00:18, 17.98it/s]
 59%|#####8    | 458/781 [00:23<00:17, 18.09it/s]
 59%|#####8    | 460/781 [00:23<00:17, 18.29it/s]
 59%|#####9    | 462/781 [00:23<00:17, 18.33it/s]
 59%|#####9    | 464/781 [00:23<00:16, 18.70it/s]
 60%|#####9    | 466/781 [00:23<00:16, 18.53it/s]
 60%|#####9    | 468/781 [00:23<00:16, 18.50it/s]
 60%|######    | 470/781 [00:23<00:16, 18.41it/s]
 60%|######    | 472/781 [00:23<00:16, 18.37it/s]
 61%|######    | 474/781 [00:23<00:16, 18.38it/s]
 61%|######    | 476/781 [00:23<00:16, 18.48it/s]
 61%|######1   | 478/781 [00:24<00:16, 18.54it/s]
 61%|######1   | 480/781 [00:24<00:16, 18.39it/s]
 62%|######1   | 482/781 [00:24<00:16, 18.33it/s]
 62%|######1   | 484/781 [00:24<00:16, 18.31it/s]
 62%|######2   | 486/781 [00:24<00:16, 18.18it/s]
 62%|######2   | 488/781 [00:24<00:15, 18.32it/s]
 63%|######2   | 490/781 [00:24<00:15, 18.71it/s]
 63%|######2   | 492/781 [00:24<00:15, 18.68it/s]
 63%|######3   | 494/781 [00:24<00:15, 18.51it/s]
 64%|######3   | 496/781 [00:25<00:15, 18.52it/s]
 64%|######3   | 498/781 [00:25<00:15, 18.47it/s]
 64%|######4   | 500/781 [00:25<00:15, 18.19it/s]
 64%|######4   | 502/781 [00:25<00:15, 18.23it/s]
 65%|######4   | 504/781 [00:25<00:15, 18.05it/s]
 65%|######4   | 506/781 [00:25<00:15, 17.92it/s]
 65%|######5   | 508/781 [00:25<00:15, 17.82it/s]
 65%|######5   | 511/781 [00:25<00:14, 18.76it/s]
 66%|######5   | 514/781 [00:26<00:14, 18.98it/s]
 66%|######6   | 516/781 [00:26<00:14, 18.51it/s]
 66%|######6   | 518/781 [00:26<00:14, 18.42it/s]
 67%|######6   | 520/781 [00:26<00:23, 11.20it/s]
 67%|######6   | 522/781 [00:26<00:20, 12.58it/s]
 67%|######7   | 524/781 [00:26<00:18, 13.97it/s]
 67%|######7   | 526/781 [00:26<00:17, 14.93it/s]
 68%|######7   | 528/781 [00:27<00:15, 16.00it/s]
 68%|######7   | 530/781 [00:27<00:15, 16.53it/s]
 68%|######8   | 532/781 [00:27<00:14, 17.26it/s]
 68%|######8   | 534/781 [00:27<00:14, 17.46it/s]
 69%|######8   | 536/781 [00:27<00:13, 17.61it/s]
 69%|######9   | 539/781 [00:27<00:13, 18.59it/s]
 69%|######9   | 541/781 [00:27<00:12, 18.59it/s]
 70%|######9   | 543/781 [00:27<00:12, 18.75it/s]
 70%|######9   | 545/781 [00:27<00:12, 18.86it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.58it/s]
 70%|#######   | 549/781 [00:28<00:12, 18.76it/s]
 71%|#######   | 551/781 [00:28<00:12, 18.76it/s]
 71%|#######   | 553/781 [00:28<00:11, 19.03it/s]
 71%|#######1  | 555/781 [00:28<00:11, 18.94it/s]
 71%|#######1  | 558/781 [00:28<00:11, 19.63it/s]
 72%|#######1  | 561/781 [00:28<00:11, 19.84it/s]
 72%|#######2  | 563/781 [00:28<00:11, 19.30it/s]
 72%|#######2  | 565/781 [00:28<00:11, 19.30it/s]
 73%|#######2  | 567/781 [00:29<00:11, 18.88it/s]
 73%|#######2  | 569/781 [00:29<00:11, 18.93it/s]
 73%|#######3  | 571/781 [00:29<00:10, 19.17it/s]
 73%|#######3  | 573/781 [00:29<00:10, 19.06it/s]
 74%|#######3  | 575/781 [00:29<00:10, 19.26it/s]
 74%|#######3  | 577/781 [00:29<00:10, 19.29it/s]
 74%|#######4  | 579/781 [00:29<00:10, 18.84it/s]
 75%|#######4  | 582/781 [00:29<00:10, 19.21it/s]
 75%|#######4  | 584/781 [00:29<00:10, 19.10it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.29it/s]
 75%|#######5  | 589/781 [00:30<00:09, 19.48it/s]
 76%|#######5  | 591/781 [00:30<00:09, 19.32it/s]
 76%|#######5  | 593/781 [00:30<00:09, 19.05it/s]
 76%|#######6  | 595/781 [00:30<00:09, 18.99it/s]
 76%|#######6  | 597/781 [00:30<00:09, 18.82it/s]
 77%|#######6  | 599/781 [00:30<00:09, 18.79it/s]
 77%|#######7  | 602/781 [00:30<00:09, 19.51it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.56it/s]
 78%|#######7  | 607/781 [00:31<00:08, 19.66it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.39it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.10it/s]
 78%|#######8  | 613/781 [00:31<00:08, 18.92it/s]
 79%|#######8  | 616/781 [00:31<00:08, 19.45it/s]
 79%|#######9  | 619/781 [00:31<00:08, 19.81it/s]
 80%|#######9  | 621/781 [00:31<00:08, 19.68it/s]
 80%|#######9  | 623/781 [00:32<00:08, 19.33it/s]
 80%|########  | 625/781 [00:32<00:08, 19.13it/s]
 80%|########  | 627/781 [00:32<00:08, 19.11it/s]
 81%|########  | 630/781 [00:32<00:07, 19.36it/s]
 81%|########  | 632/781 [00:32<00:07, 19.17it/s]
 81%|########1 | 634/781 [00:32<00:07, 19.28it/s]
 81%|########1 | 636/781 [00:32<00:07, 19.09it/s]
 82%|########1 | 638/781 [00:32<00:07, 19.08it/s]
 82%|########1 | 640/781 [00:32<00:07, 18.55it/s]
 82%|########2 | 642/781 [00:33<00:07, 18.42it/s]
 82%|########2 | 644/781 [00:33<00:07, 18.59it/s]
 83%|########2 | 646/781 [00:33<00:07, 18.85it/s]
 83%|########3 | 649/781 [00:33<00:06, 19.05it/s]
 83%|########3 | 651/781 [00:33<00:06, 19.17it/s]
 84%|########3 | 654/781 [00:33<00:06, 19.57it/s]
 84%|########4 | 657/781 [00:33<00:06, 19.92it/s]
 85%|########4 | 660/781 [00:33<00:05, 20.18it/s]
 85%|########4 | 663/781 [00:34<00:05, 20.35it/s]
 85%|########5 | 666/781 [00:34<00:05, 20.45it/s]
 86%|########5 | 669/781 [00:34<00:05, 20.55it/s]
 86%|########6 | 672/781 [00:34<00:05, 20.62it/s]
 86%|########6 | 675/781 [00:34<00:05, 20.17it/s]
 87%|########6 | 678/781 [00:34<00:05, 19.74it/s]
 87%|########7 | 680/781 [00:34<00:05, 19.49it/s]
 87%|########7 | 682/781 [00:35<00:06, 16.01it/s]
 88%|########7 | 685/781 [00:35<00:05, 17.23it/s]
 88%|########8 | 688/781 [00:35<00:05, 18.13it/s]
 88%|########8 | 691/781 [00:35<00:04, 18.89it/s]
 89%|########8 | 694/781 [00:35<00:04, 19.40it/s]
 89%|########9 | 697/781 [00:35<00:04, 19.83it/s]
 90%|########9 | 700/781 [00:35<00:04, 20.10it/s]
 90%|######### | 703/781 [00:36<00:03, 20.29it/s]
 90%|######### | 706/781 [00:36<00:03, 20.45it/s]
 91%|######### | 709/781 [00:36<00:03, 20.36it/s]
 91%|#########1| 712/781 [00:36<00:03, 20.48it/s]
 92%|#########1| 715/781 [00:36<00:03, 20.61it/s]
 92%|#########1| 718/781 [00:36<00:03, 20.53it/s]
 92%|#########2| 721/781 [00:37<00:02, 20.58it/s]
 93%|#########2| 724/781 [00:37<00:02, 20.52it/s]
 93%|#########3| 727/781 [00:37<00:02, 20.45it/s]
 93%|#########3| 730/781 [00:37<00:02, 20.43it/s]
 94%|#########3| 733/781 [00:37<00:02, 20.30it/s]
 94%|#########4| 736/781 [00:37<00:02, 20.45it/s]
 95%|#########4| 739/781 [00:37<00:02, 20.54it/s]
 95%|#########5| 742/781 [00:38<00:01, 20.59it/s]
 95%|#########5| 745/781 [00:38<00:01, 20.67it/s]
 96%|#########5| 748/781 [00:38<00:01, 20.68it/s]
 96%|#########6| 751/781 [00:38<00:01, 20.61it/s]
 97%|#########6| 754/781 [00:38<00:01, 20.50it/s]
 97%|#########6| 757/781 [00:38<00:01, 20.49it/s]
 97%|#########7| 760/781 [00:38<00:01, 20.58it/s]
 98%|#########7| 763/781 [00:39<00:00, 20.61it/s]
 98%|#########8| 766/781 [00:39<00:00, 20.74it/s]
 98%|#########8| 769/781 [00:39<00:00, 20.78it/s]
 99%|#########8| 772/781 [00:39<00:00, 20.81it/s]
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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.23s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.49s/it]
Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.18s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.49s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
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+  with torch.cuda.amp.autocast(enabled=False):
+
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 74%|#######3  | 116/157 [00:06<00:02, 16.96it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.91it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.88it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.83it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.73it/s]
 80%|########  | 126/157 [00:07<00:01, 16.81it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.86it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.92it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.96it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.98it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.02it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.02it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.03it/s]
 90%|######### | 142/157 [00:08<00:00, 17.05it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.04it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.07it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.67it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.64it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.66it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.76it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.85it/s]
100%|##########| 157/157 [00:09<00:00, 16.86it/s]
+
  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.64it/s]
  1%|          | 4/781 [00:00<00:41, 18.56it/s]
  1%|          | 6/781 [00:00<00:41, 18.81it/s]
  1%|1         | 8/781 [00:00<00:40, 18.92it/s]
  1%|1         | 10/781 [00:00<00:40, 18.98it/s]
  2%|1         | 12/781 [00:00<00:40, 19.05it/s]
  2%|1         | 14/781 [00:00<00:40, 19.10it/s]
  2%|2         | 16/781 [00:00<00:40, 19.09it/s]
  2%|2         | 18/781 [00:00<00:39, 19.11it/s]
  3%|2         | 20/781 [00:01<00:39, 19.11it/s]
  3%|2         | 22/781 [00:01<00:39, 19.10it/s]
  3%|3         | 24/781 [00:01<00:39, 19.10it/s]
  3%|3         | 26/781 [00:01<00:39, 19.09it/s]
  4%|3         | 28/781 [00:01<00:39, 19.08it/s]
  4%|3         | 30/781 [00:01<00:39, 18.92it/s]
  4%|4         | 32/781 [00:01<00:39, 18.89it/s]
  4%|4         | 34/781 [00:01<00:39, 18.92it/s]
  5%|4         | 36/781 [00:01<00:39, 19.01it/s]
  5%|4         | 38/781 [00:01<00:39, 19.05it/s]
  5%|5         | 40/781 [00:02<00:38, 19.08it/s]
  5%|5         | 42/781 [00:02<00:38, 19.11it/s]
  6%|5         | 44/781 [00:02<00:38, 19.08it/s]
  6%|5         | 46/781 [00:02<00:38, 19.10it/s]
  6%|6         | 48/781 [00:02<00:38, 19.12it/s]
  6%|6         | 50/781 [00:02<00:38, 19.13it/s]
  7%|6         | 52/781 [00:02<00:38, 18.90it/s]
  7%|6         | 54/781 [00:02<00:38, 18.98it/s]
  7%|7         | 56/781 [00:02<00:38, 18.81it/s]
  7%|7         | 58/781 [00:03<00:38, 18.89it/s]
  8%|7         | 60/781 [00:03<00:38, 18.95it/s]
  8%|7         | 62/781 [00:03<00:38, 18.82it/s]
  8%|8         | 64/781 [00:03<00:37, 18.94it/s]
  8%|8         | 66/781 [00:03<00:37, 18.98it/s]
  9%|8         | 68/781 [00:03<00:37, 18.85it/s]
  9%|8         | 70/781 [00:03<00:37, 18.82it/s]
  9%|9         | 72/781 [00:03<00:37, 18.73it/s]
  9%|9         | 74/781 [00:03<00:37, 18.80it/s]
 10%|9         | 76/781 [00:04<00:37, 18.92it/s]
 10%|9         | 78/781 [00:04<00:37, 19.00it/s]
 10%|#         | 80/781 [00:04<00:36, 18.96it/s]
 10%|#         | 82/781 [00:04<00:36, 19.03it/s]
 11%|#         | 84/781 [00:04<00:36, 18.91it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.93it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.80it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.74it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.81it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.90it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.94it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.97it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.99it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.03it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.01it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.88it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.78it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.71it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.66it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.62it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.59it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.58it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.61it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.73it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.87it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.98it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.02it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.06it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.94it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.93it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.01it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.89it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.79it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.68it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.63it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.62it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.64it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.60it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.62it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.65it/s]
 20%|##        | 158/781 [00:08<00:33, 18.64it/s]
 20%|##        | 160/781 [00:08<00:33, 18.64it/s]
 21%|##        | 162/781 [00:08<00:33, 18.61it/s]
 21%|##        | 164/781 [00:08<00:33, 18.60it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.74it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.78it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.77it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.69it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.36it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.41it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.45it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.48it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.51it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.54it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.57it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.69it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.82it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.91it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.96it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.04it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.09it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.13it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.13it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.15it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.16it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.17it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.12it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.13it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.08it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.10it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.13it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.14it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.18it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.18it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.15it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.15it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.16it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.16it/s]
 30%|###       | 236/781 [00:12<00:28, 19.17it/s]
 30%|###       | 238/781 [00:12<00:28, 19.08it/s]
 31%|###       | 240/781 [00:12<00:28, 19.05it/s]
 31%|###       | 242/781 [00:12<00:28, 18.78it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.86it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.08it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.08it/s]
 32%|###2      | 250/781 [00:13<00:27, 18.97it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.89it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.73it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.48it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.78it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.83it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.91it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.96it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.00it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.89it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.98it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.07it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.07it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.95it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.86it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.79it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.87it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.79it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.77it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.76it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.70it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.68it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.69it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.75it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.88it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.00it/s]
 39%|###8      | 304/781 [00:16<00:25, 19.07it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.12it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.16it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.19it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.18it/s]
 40%|####      | 314/781 [00:16<00:24, 19.20it/s]
 40%|####      | 316/781 [00:16<00:24, 19.20it/s]
 41%|####      | 318/781 [00:16<00:24, 19.20it/s]
 41%|####      | 320/781 [00:16<00:23, 19.24it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.26it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.26it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.08it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.95it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.86it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.78it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.81it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.78it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.71it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.69it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.70it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.83it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.94it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.03it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.11it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.12it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.15it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.14it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.13it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.08it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.94it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.85it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.76it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.72it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.85it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.91it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.87it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.98it/s]
 48%|####8     | 378/781 [00:19<00:21, 19.04it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.11it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.14it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.06it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.12it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.05it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.07it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.10it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.13it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.12it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.15it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.07it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.06it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.06it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.97it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.81it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.84it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.95it/s]
 53%|#####3    | 416/781 [00:21<00:19, 19.01it/s]
 54%|#####3    | 418/781 [00:22<00:19, 19.02it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.02it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.08it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.11it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.02it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.85it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.76it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.71it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.67it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.55it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.59it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.59it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.40it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.48it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.42it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.55it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.58it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.74it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.85it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.84it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.71it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.83it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.92it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.97it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.01it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.06it/s]
 60%|######    | 470/781 [00:24<00:16, 19.06it/s]
 60%|######    | 472/781 [00:24<00:16, 19.08it/s]
 61%|######    | 474/781 [00:25<00:16, 19.10it/s]
 61%|######    | 476/781 [00:25<00:15, 19.11it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.10it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.11it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.15it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.12it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.11it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.12it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.10it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.07it/s]
 63%|######3   | 494/781 [00:26<00:15, 19.09it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.10it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.11it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.13it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.13it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.12it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.12it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.11it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.73it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.69it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.88it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.92it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.98it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.00it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.02it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.02it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.05it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.09it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.12it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.14it/s]
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+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
+/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(enabled=False):
+
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Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.12s/it]
100%|##########| 1/1 [00:03<00:00,  3.12s/it]
+
  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.33it/s]
  3%|2         | 4/157 [00:00<00:09, 16.37it/s]
  4%|3         | 6/157 [00:00<00:09, 16.24it/s]
  5%|5         | 8/157 [00:00<00:08, 16.89it/s]
  6%|6         | 10/157 [00:00<00:08, 16.55it/s]
  8%|7         | 12/157 [00:00<00:08, 16.61it/s]
  9%|8         | 14/157 [00:00<00:08, 16.92it/s]
 10%|#         | 16/157 [00:00<00:08, 17.26it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.47it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.99it/s]
 14%|#4        | 22/157 [00:01<00:07, 16.91it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.87it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.74it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.76it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.04it/s]
 20%|##        | 32/157 [00:01<00:07, 16.92it/s]
 22%|##1       | 34/157 [00:02<00:07, 17.11it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.40it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.59it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.47it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.16it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.10it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.11it/s]
 31%|###       | 48/157 [00:02<00:06, 16.55it/s]
 32%|###1      | 50/157 [00:02<00:06, 16.54it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.85it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.18it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.11it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.41it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.57it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.62it/s]
 41%|####      | 64/157 [00:03<00:05, 17.34it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.29it/s]
 43%|####3     | 68/157 [00:03<00:05, 17.43it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.22it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.07it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.89it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.63it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.81it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.78it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.80it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.13it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.27it/s]
 56%|#####6    | 88/157 [00:05<00:03, 17.44it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.58it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.61it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.70it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.08it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.23it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.19it/s]
 65%|######4   | 102/157 [00:05<00:03, 16.98it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.30it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.53it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.68it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.54it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.25it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.96it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.65it/s]
 75%|#######5  | 118/157 [00:06<00:02, 16.94it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.26it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.28it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.37it/s]
 80%|########  | 126/157 [00:07<00:01, 17.37it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.47it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.33it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.54it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.45it/s]
 87%|########6 | 136/157 [00:07<00:01, 16.99it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.01it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.65it/s]
 90%|######### | 142/157 [00:08<00:00, 16.78it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.89it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.65it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.79it/s]
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100%|##########| 157/157 [00:09<00:00, 17.15it/s]
+
  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<01:10, 11.12it/s]
  1%|          | 4/781 [00:00<01:08, 11.32it/s]
  1%|          | 6/781 [00:00<01:06, 11.58it/s]
  1%|1         | 8/781 [00:00<01:06, 11.56it/s]
  1%|1         | 10/781 [00:00<01:07, 11.41it/s]
  2%|1         | 12/781 [00:01<01:07, 11.35it/s]
  2%|1         | 14/781 [00:01<01:07, 11.32it/s]
  2%|2         | 16/781 [00:01<01:07, 11.35it/s]
  2%|2         | 18/781 [00:01<01:07, 11.27it/s]
  3%|2         | 20/781 [00:01<01:07, 11.23it/s]
  3%|2         | 22/781 [00:01<01:07, 11.21it/s]
  3%|3         | 24/781 [00:02<01:07, 11.20it/s]
  3%|3         | 26/781 [00:02<01:07, 11.18it/s]
  4%|3         | 28/781 [00:02<01:06, 11.25it/s]
  4%|3         | 30/781 [00:02<01:06, 11.25it/s]
  4%|4         | 32/781 [00:02<01:07, 11.18it/s]
  4%|4         | 34/781 [00:03<01:06, 11.23it/s]
  5%|4         | 36/781 [00:03<01:06, 11.21it/s]
  5%|4         | 38/781 [00:03<01:05, 11.29it/s]
  5%|5         | 40/781 [00:03<01:05, 11.35it/s]
  5%|5         | 42/781 [00:03<01:05, 11.27it/s]
  6%|5         | 44/781 [00:03<01:05, 11.24it/s]
  6%|5         | 46/781 [00:04<01:05, 11.20it/s]
  6%|6         | 48/781 [00:04<01:04, 11.28it/s]
  6%|6         | 50/781 [00:04<01:05, 11.23it/s]
  7%|6         | 52/781 [00:04<01:04, 11.29it/s]
  7%|6         | 54/781 [00:04<01:03, 11.45it/s]
  7%|7         | 56/781 [00:04<01:03, 11.38it/s]
  7%|7         | 58/781 [00:05<01:03, 11.32it/s]
  8%|7         | 60/781 [00:05<01:04, 11.23it/s]
  8%|7         | 62/781 [00:05<01:04, 11.13it/s]
  8%|8         | 64/781 [00:05<01:04, 11.18it/s]
  8%|8         | 66/781 [00:05<01:04, 11.15it/s]
  9%|8         | 68/781 [00:06<01:03, 11.29it/s]
  9%|8         | 70/781 [00:06<01:03, 11.16it/s]
  9%|9         | 72/781 [00:06<01:03, 11.20it/s]
  9%|9         | 74/781 [00:06<01:03, 11.15it/s]
 10%|9         | 76/781 [00:06<01:03, 11.09it/s]
 10%|9         | 78/781 [00:06<01:03, 11.09it/s]
 10%|#         | 80/781 [00:07<01:03, 11.05it/s]
 10%|#         | 82/781 [00:07<01:03, 11.01it/s]
 11%|#         | 84/781 [00:07<01:02, 11.20it/s]
 11%|#1        | 86/781 [00:07<01:02, 11.17it/s]
 11%|#1        | 88/781 [00:07<01:01, 11.34it/s]
 12%|#1        | 90/781 [00:08<01:01, 11.28it/s]
 12%|#1        | 92/781 [00:08<01:01, 11.24it/s]
 12%|#2        | 94/781 [00:08<01:00, 11.40it/s]
 12%|#2        | 96/781 [00:08<00:59, 11.42it/s]
 13%|#2        | 98/781 [00:08<00:59, 11.51it/s]
 13%|#2        | 100/781 [00:08<00:59, 11.38it/s]
 13%|#3        | 102/781 [00:09<00:58, 11.51it/s]
 13%|#3        | 104/781 [00:09<00:58, 11.49it/s]
 14%|#3        | 106/781 [00:09<00:58, 11.49it/s]
 14%|#3        | 108/781 [00:09<00:58, 11.45it/s]
 14%|#4        | 110/781 [00:09<00:58, 11.46it/s]
 14%|#4        | 112/781 [00:09<00:57, 11.59it/s]
 15%|#4        | 114/781 [00:10<00:57, 11.65it/s]
 15%|#4        | 116/781 [00:10<00:57, 11.61it/s]
 15%|#5        | 118/781 [00:10<00:56, 11.68it/s]
 15%|#5        | 120/781 [00:10<00:56, 11.61it/s]
 16%|#5        | 122/781 [00:10<00:56, 11.58it/s]
 16%|#5        | 124/781 [00:10<00:57, 11.45it/s]
 16%|#6        | 126/781 [00:11<00:57, 11.46it/s]
 16%|#6        | 128/781 [00:11<00:57, 11.36it/s]
 17%|#6        | 130/781 [00:11<00:57, 11.37it/s]
 17%|#6        | 132/781 [00:11<00:57, 11.38it/s]
 17%|#7        | 134/781 [00:11<00:56, 11.49it/s]
 17%|#7        | 136/781 [00:12<00:56, 11.46it/s]
 18%|#7        | 138/781 [00:12<00:56, 11.36it/s]
 18%|#7        | 140/781 [00:12<00:56, 11.39it/s]
 18%|#8        | 142/781 [00:12<00:56, 11.40it/s]
 18%|#8        | 144/781 [00:12<00:56, 11.28it/s]
 19%|#8        | 146/781 [00:12<00:56, 11.21it/s]
 19%|#8        | 148/781 [00:13<00:56, 11.29it/s]
 19%|#9        | 150/781 [00:13<00:56, 11.24it/s]
 19%|#9        | 152/781 [00:13<00:55, 11.29it/s]
 20%|#9        | 154/781 [00:13<00:55, 11.32it/s]
 20%|#9        | 156/781 [00:13<00:55, 11.24it/s]
 20%|##        | 158/781 [00:13<00:54, 11.39it/s]
 20%|##        | 160/781 [00:14<00:54, 11.31it/s]
 21%|##        | 162/781 [00:14<00:54, 11.34it/s]
 21%|##        | 164/781 [00:14<00:53, 11.45it/s]
 21%|##1       | 166/781 [00:14<00:53, 11.57it/s]
 22%|##1       | 168/781 [00:14<00:53, 11.41it/s]
 22%|##1       | 170/781 [00:15<00:53, 11.42it/s]
 22%|##2       | 172/781 [00:15<00:53, 11.43it/s]
 22%|##2       | 174/781 [00:15<00:53, 11.41it/s]
 23%|##2       | 176/781 [00:15<00:53, 11.40it/s]
 23%|##2       | 178/781 [00:15<00:53, 11.37it/s]
 23%|##3       | 180/781 [00:15<00:53, 11.31it/s]
 23%|##3       | 182/781 [00:16<00:52, 11.32it/s]
 24%|##3       | 184/781 [00:16<00:53, 11.26it/s]
 24%|##3       | 186/781 [00:16<00:53, 11.15it/s]
 24%|##4       | 188/781 [00:16<00:53, 11.17it/s]
 24%|##4       | 190/781 [00:16<00:52, 11.33it/s]
 25%|##4       | 192/781 [00:16<00:52, 11.26it/s]
 25%|##4       | 194/781 [00:17<00:52, 11.28it/s]
 25%|##5       | 196/781 [00:17<00:52, 11.12it/s]
 25%|##5       | 198/781 [00:17<00:52, 11.02it/s]
 26%|##5       | 200/781 [00:17<00:52, 11.02it/s]
 26%|##5       | 202/781 [00:17<00:52, 11.03it/s]
 26%|##6       | 204/781 [00:18<00:52, 11.05it/s]
 26%|##6       | 206/781 [00:18<00:51, 11.12it/s]
 27%|##6       | 208/781 [00:18<00:51, 11.10it/s]
 27%|##6       | 210/781 [00:18<00:51, 11.11it/s]
 27%|##7       | 212/781 [00:18<00:50, 11.18it/s]
 27%|##7       | 214/781 [00:18<00:50, 11.22it/s]
 28%|##7       | 216/781 [00:19<00:50, 11.14it/s]
 28%|##7       | 218/781 [00:19<00:50, 11.13it/s]
 28%|##8       | 220/781 [00:19<00:50, 11.08it/s]
 28%|##8       | 222/781 [00:19<00:50, 11.15it/s]
 29%|##8       | 224/781 [00:19<00:50, 11.11it/s]
 29%|##8       | 226/781 [00:20<00:50, 11.08it/s]
 29%|##9       | 228/781 [00:20<00:50, 11.05it/s]
 29%|##9       | 230/781 [00:20<00:49, 11.08it/s]
 30%|##9       | 232/781 [00:20<00:49, 11.10it/s]
 30%|##9       | 234/781 [00:20<00:49, 11.15it/s]
 30%|###       | 236/781 [00:20<00:48, 11.19it/s]
 30%|###       | 238/781 [00:21<00:48, 11.22it/s]
 31%|###       | 240/781 [00:21<00:48, 11.24it/s]
 31%|###       | 242/781 [00:21<00:47, 11.27it/s]
 31%|###1      | 244/781 [00:21<00:47, 11.22it/s]
 31%|###1      | 246/781 [00:21<00:47, 11.26it/s]
 32%|###1      | 248/781 [00:21<00:47, 11.23it/s]
 32%|###2      | 250/781 [00:22<00:47, 11.21it/s]
 32%|###2      | 252/781 [00:22<00:47, 11.13it/s]
 33%|###2      | 254/781 [00:22<00:47, 11.09it/s]
 33%|###2      | 256/781 [00:22<00:47, 11.12it/s]
 33%|###3      | 258/781 [00:22<00:46, 11.18it/s]
 33%|###3      | 260/781 [00:23<00:46, 11.23it/s]
 34%|###3      | 262/781 [00:23<00:46, 11.24it/s]
 34%|###3      | 264/781 [00:23<00:45, 11.24it/s]
 34%|###4      | 266/781 [00:23<00:46, 11.18it/s]
 34%|###4      | 268/781 [00:23<00:45, 11.21it/s]
 35%|###4      | 270/781 [00:23<00:45, 11.21it/s]
 35%|###4      | 272/781 [00:24<00:45, 11.28it/s]
 35%|###5      | 274/781 [00:24<00:44, 11.31it/s]
 35%|###5      | 276/781 [00:24<00:44, 11.26it/s]
 36%|###5      | 278/781 [00:24<00:44, 11.27it/s]
 36%|###5      | 280/781 [00:24<00:44, 11.32it/s]
 36%|###6      | 282/781 [00:25<00:44, 11.34it/s]
 36%|###6      | 284/781 [00:25<00:43, 11.36it/s]
 37%|###6      | 286/781 [00:25<00:43, 11.34it/s]
 37%|###6      | 288/781 [00:25<00:43, 11.25it/s]
 37%|###7      | 290/781 [00:25<00:43, 11.18it/s]
 37%|###7      | 292/781 [00:25<00:43, 11.18it/s]
 38%|###7      | 294/781 [00:26<00:43, 11.23it/s]
 38%|###7      | 296/781 [00:26<00:43, 11.17it/s]
 38%|###8      | 298/781 [00:26<00:43, 11.17it/s]
 38%|###8      | 300/781 [00:26<00:42, 11.19it/s]
 39%|###8      | 302/781 [00:26<00:42, 11.20it/s]
 39%|###8      | 304/781 [00:26<00:42, 11.24it/s]
 39%|###9      | 306/781 [00:27<00:42, 11.27it/s]
 39%|###9      | 308/781 [00:27<00:42, 11.25it/s]
 40%|###9      | 310/781 [00:27<00:41, 11.30it/s]
 40%|###9      | 312/781 [00:27<00:41, 11.29it/s]
 40%|####      | 314/781 [00:27<00:41, 11.34it/s]
 40%|####      | 316/781 [00:28<00:40, 11.36it/s]
 41%|####      | 318/781 [00:28<00:40, 11.35it/s]
 41%|####      | 320/781 [00:28<00:40, 11.27it/s]
 41%|####1     | 322/781 [00:28<00:40, 11.34it/s]
 41%|####1     | 324/781 [00:28<00:40, 11.31it/s]
 42%|####1     | 326/781 [00:28<00:40, 11.28it/s]
 42%|####1     | 328/781 [00:29<00:40, 11.28it/s]
 42%|####2     | 330/781 [00:29<00:40, 11.22it/s]
 43%|####2     | 332/781 [00:29<00:39, 11.24it/s]
 43%|####2     | 334/781 [00:29<00:39, 11.19it/s]
 43%|####3     | 336/781 [00:29<00:39, 11.21it/s]
 43%|####3     | 338/781 [00:29<00:39, 11.28it/s]
 44%|####3     | 340/781 [00:30<00:39, 11.27it/s]
 44%|####3     | 342/781 [00:30<00:38, 11.28it/s]
 44%|####4     | 344/781 [00:30<00:38, 11.32it/s]
 44%|####4     | 346/781 [00:30<00:38, 11.35it/s]
 45%|####4     | 348/781 [00:30<00:38, 11.32it/s]
 45%|####4     | 350/781 [00:31<00:37, 11.37it/s]
 45%|####5     | 352/781 [00:31<00:37, 11.37it/s]
 45%|####5     | 354/781 [00:31<00:37, 11.34it/s]
 46%|####5     | 356/781 [00:31<00:37, 11.37it/s]
 46%|####5     | 358/781 [00:31<00:37, 11.39it/s]
 46%|####6     | 360/781 [00:31<00:36, 11.41it/s]
 46%|####6     | 362/781 [00:32<00:36, 11.42it/s]
 47%|####6     | 364/781 [00:32<00:36, 11.42it/s]
 47%|####6     | 366/781 [00:32<00:36, 11.41it/s]
 47%|####7     | 368/781 [00:32<00:36, 11.33it/s]
 47%|####7     | 370/781 [00:32<00:36, 11.30it/s]
 48%|####7     | 372/781 [00:32<00:36, 11.33it/s]
 48%|####7     | 374/781 [00:33<00:36, 11.25it/s]
 48%|####8     | 376/781 [00:33<00:35, 11.31it/s]
 48%|####8     | 378/781 [00:33<00:35, 11.32it/s]
 49%|####8     | 380/781 [00:33<00:35, 11.28it/s]
 49%|####8     | 382/781 [00:33<00:35, 11.20it/s]
 49%|####9     | 384/781 [00:34<00:35, 11.23it/s]
 49%|####9     | 386/781 [00:34<00:35, 11.16it/s]
 50%|####9     | 388/781 [00:34<00:35, 11.16it/s]
 50%|####9     | 390/781 [00:34<00:35, 11.16it/s]
 50%|#####     | 392/781 [00:34<00:34, 11.16it/s]
 50%|#####     | 394/781 [00:34<00:34, 11.18it/s]
 51%|#####     | 396/781 [00:35<00:34, 11.25it/s]
 51%|#####     | 398/781 [00:35<00:34, 11.09it/s]
 51%|#####1    | 400/781 [00:35<00:35, 10.81it/s]
 51%|#####1    | 402/781 [00:35<00:34, 10.90it/s]
 52%|#####1    | 404/781 [00:35<00:34, 10.92it/s]
 52%|#####1    | 406/781 [00:36<00:34, 10.89it/s]
 52%|#####2    | 408/781 [00:36<00:33, 10.97it/s]
 52%|#####2    | 410/781 [00:36<00:33, 10.98it/s]
 53%|#####2    | 412/781 [00:36<00:33, 10.95it/s]
 53%|#####3    | 414/781 [00:36<00:33, 10.96it/s]
 53%|#####3    | 416/781 [00:36<00:33, 10.92it/s]
 54%|#####3    | 418/781 [00:37<00:32, 11.02it/s]
 54%|#####3    | 420/781 [00:37<00:32, 11.11it/s]
 54%|#####4    | 422/781 [00:37<00:32, 11.17it/s]
 54%|#####4    | 424/781 [00:37<00:31, 11.21it/s]
 55%|#####4    | 426/781 [00:37<00:31, 11.22it/s]
 55%|#####4    | 428/781 [00:38<00:31, 11.17it/s]
 55%|#####5    | 430/781 [00:38<00:31, 11.15it/s]
 55%|#####5    | 432/781 [00:38<00:31, 11.24it/s]
 56%|#####5    | 434/781 [00:38<00:30, 11.28it/s]
 56%|#####5    | 436/781 [00:38<00:30, 11.27it/s]
 56%|#####6    | 438/781 [00:38<00:30, 11.31it/s]
 56%|#####6    | 440/781 [00:39<00:30, 11.35it/s]
 57%|#####6    | 442/781 [00:39<00:29, 11.33it/s]
 57%|#####6    | 444/781 [00:39<00:29, 11.30it/s]
 57%|#####7    | 446/781 [00:39<00:29, 11.22it/s]
 57%|#####7    | 448/781 [00:39<00:29, 11.22it/s]
 58%|#####7    | 450/781 [00:39<00:29, 11.19it/s]
 58%|#####7    | 452/781 [00:40<00:29, 11.16it/s]
 58%|#####8    | 454/781 [00:40<00:29, 11.24it/s]
 58%|#####8    | 456/781 [00:40<00:28, 11.25it/s]
 59%|#####8    | 458/781 [00:40<00:28, 11.32it/s]
 59%|#####8    | 460/781 [00:40<00:28, 11.31it/s]
 59%|#####9    | 462/781 [00:41<00:28, 11.33it/s]
 59%|#####9    | 464/781 [00:41<00:27, 11.45it/s]
 60%|#####9    | 466/781 [00:41<00:27, 11.45it/s]
 60%|#####9    | 468/781 [00:41<00:27, 11.52it/s]
 60%|######    | 470/781 [00:41<00:26, 11.61it/s]
 60%|######    | 472/781 [00:41<00:26, 11.55it/s]
 61%|######    | 474/781 [00:42<00:26, 11.44it/s]
 61%|######    | 476/781 [00:42<00:26, 11.49it/s]
 61%|######1   | 478/781 [00:42<00:26, 11.52it/s]
 61%|######1   | 480/781 [00:42<00:26, 11.57it/s]
 62%|######1   | 482/781 [00:42<00:25, 11.64it/s]
 62%|######1   | 484/781 [00:42<00:25, 11.62it/s]
 62%|######2   | 486/781 [00:43<00:25, 11.51it/s]
 62%|######2   | 488/781 [00:43<00:25, 11.42it/s]
 63%|######2   | 490/781 [00:43<00:25, 11.49it/s]
 63%|######2   | 492/781 [00:43<00:25, 11.42it/s]
 63%|######3   | 494/781 [00:43<00:25, 11.35it/s]
 64%|######3   | 496/781 [00:43<00:25, 11.38it/s]
 64%|######3   | 498/781 [00:44<00:24, 11.44it/s]
 64%|######4   | 500/781 [00:44<00:24, 11.51it/s]
 64%|######4   | 502/781 [00:44<00:24, 11.48it/s]
 65%|######4   | 504/781 [00:44<00:23, 11.56it/s]
 65%|######4   | 506/781 [00:44<00:24, 11.41it/s]
 65%|######5   | 508/781 [00:45<00:23, 11.39it/s]
 65%|######5   | 510/781 [00:45<00:23, 11.48it/s]
 66%|######5   | 512/781 [00:45<00:23, 11.52it/s]
 66%|######5   | 514/781 [00:45<00:23, 11.51it/s]
 66%|######6   | 516/781 [00:45<00:23, 11.45it/s]
 66%|######6   | 518/781 [00:45<00:22, 11.53it/s]
 67%|######6   | 520/781 [00:46<00:23, 11.27it/s]
 67%|######6   | 522/781 [00:46<00:23, 11.24it/s]
 67%|######7   | 524/781 [00:46<00:23, 11.06it/s]
 67%|######7   | 526/781 [00:46<00:22, 11.15it/s]
 68%|######7   | 528/781 [00:46<00:22, 11.30it/s]
 68%|######7   | 530/781 [00:46<00:22, 11.19it/s]
 68%|######8   | 532/781 [00:47<00:21, 11.33it/s]
 68%|######8   | 534/781 [00:47<00:21, 11.24it/s]
 69%|######8   | 536/781 [00:47<00:21, 11.40it/s]
 69%|######8   | 538/781 [00:47<00:21, 11.41it/s]
 69%|######9   | 540/781 [00:47<00:21, 11.42it/s]
 69%|######9   | 542/781 [00:48<00:21, 11.30it/s]
 70%|######9   | 544/781 [00:48<00:20, 11.33it/s]
 70%|######9   | 546/781 [00:48<00:20, 11.25it/s]
 70%|#######   | 548/781 [00:48<00:20, 11.20it/s]
 70%|#######   | 550/781 [00:48<00:20, 11.25it/s]
 71%|#######   | 552/781 [00:48<00:20, 11.42it/s]
 71%|#######   | 554/781 [00:49<00:19, 11.41it/s]
 71%|#######1  | 556/781 [00:49<00:19, 11.28it/s]
 71%|#######1  | 558/781 [00:49<00:19, 11.40it/s]
 72%|#######1  | 560/781 [00:49<00:19, 11.39it/s]
 72%|#######1  | 562/781 [00:49<00:19, 11.40it/s]
 72%|#######2  | 564/781 [00:49<00:19, 11.39it/s]
 72%|#######2  | 566/781 [00:50<00:18, 11.51it/s]
 73%|#######2  | 568/781 [00:50<00:18, 11.57it/s]
 73%|#######2  | 570/781 [00:50<00:18, 11.43it/s]
 73%|#######3  | 572/781 [00:50<00:18, 11.40it/s]
 73%|#######3  | 574/781 [00:50<00:17, 11.51it/s]
 74%|#######3  | 576/781 [00:51<00:17, 11.60it/s]
 74%|#######4  | 578/781 [00:51<00:17, 11.55it/s]
 74%|#######4  | 580/781 [00:51<00:17, 11.47it/s]
 75%|#######4  | 582/781 [00:51<00:17, 11.55it/s]
 75%|#######4  | 584/781 [00:51<00:17, 11.40it/s]
 75%|#######5  | 586/781 [00:51<00:17, 11.35it/s]
 75%|#######5  | 588/781 [00:52<00:17, 11.29it/s]
 76%|#######5  | 590/781 [00:52<00:16, 11.39it/s]
 76%|#######5  | 592/781 [00:52<00:16, 11.32it/s]
 76%|#######6  | 594/781 [00:52<00:16, 11.26it/s]
 76%|#######6  | 596/781 [00:52<00:16, 11.21it/s]
 77%|#######6  | 598/781 [00:52<00:16, 11.22it/s]
 77%|#######6  | 600/781 [00:53<00:15, 11.34it/s]
 77%|#######7  | 602/781 [00:53<00:15, 11.45it/s]
 77%|#######7  | 604/781 [00:53<00:15, 11.40it/s]
 78%|#######7  | 606/781 [00:53<00:15, 11.45it/s]
 78%|#######7  | 608/781 [00:53<00:15, 11.49it/s]
 78%|#######8  | 610/781 [00:54<00:14, 11.42it/s]
 78%|#######8  | 612/781 [00:54<00:14, 11.35it/s]
 79%|#######8  | 614/781 [00:54<00:14, 11.17it/s]
 79%|#######8  | 616/781 [00:54<00:14, 11.17it/s]
 79%|#######9  | 618/781 [00:54<00:14, 11.10it/s]
 79%|#######9  | 620/781 [00:54<00:14, 11.10it/s]
 80%|#######9  | 622/781 [00:55<00:14, 11.04it/s]
 80%|#######9  | 624/781 [00:55<00:14, 10.93it/s]
 80%|########  | 626/781 [00:55<00:14, 10.96it/s]
 80%|########  | 628/781 [00:55<00:14, 10.92it/s]
 81%|########  | 630/781 [00:55<00:13, 10.97it/s]
 81%|########  | 632/781 [00:56<00:13, 10.98it/s]
 81%|########1 | 634/781 [00:56<00:13, 10.84it/s]
 81%|########1 | 636/781 [00:56<00:13, 10.89it/s]
 82%|########1 | 638/781 [00:56<00:13, 10.99it/s]
 82%|########1 | 640/781 [00:56<00:12, 11.00it/s]
 82%|########2 | 642/781 [00:56<00:12, 11.04it/s]
 82%|########2 | 644/781 [00:57<00:12, 11.02it/s]
 83%|########2 | 646/781 [00:57<00:12, 11.03it/s]
 83%|########2 | 648/781 [00:57<00:11, 11.13it/s]
 83%|########3 | 650/781 [00:57<00:11, 11.10it/s]
 83%|########3 | 652/781 [00:57<00:11, 11.18it/s]
 84%|########3 | 654/781 [00:58<00:11, 11.12it/s]
 84%|########3 | 656/781 [00:58<00:11, 11.10it/s]
 84%|########4 | 658/781 [00:58<00:10, 11.19it/s]
 85%|########4 | 660/781 [00:58<00:10, 11.35it/s]
 85%|########4 | 662/781 [00:58<00:10, 11.25it/s]
 85%|########5 | 664/781 [00:58<00:10, 11.17it/s]
 85%|########5 | 666/781 [00:59<00:10, 11.21it/s]
 86%|########5 | 668/781 [00:59<00:09, 11.38it/s]
 86%|########5 | 670/781 [00:59<00:09, 11.40it/s]
 86%|########6 | 672/781 [00:59<00:09, 11.48it/s]
 86%|########6 | 674/781 [00:59<00:09, 11.33it/s]
 87%|########6 | 676/781 [00:59<00:09, 11.25it/s]
 87%|########6 | 678/781 [01:00<00:09, 11.19it/s]
 87%|########7 | 680/781 [01:00<00:09, 11.08it/s]
 87%|########7 | 682/781 [01:00<00:08, 11.16it/s]
 88%|########7 | 684/781 [01:00<00:08, 11.13it/s]
 88%|########7 | 686/781 [01:00<00:08, 11.09it/s]
 88%|########8 | 688/781 [01:01<00:08, 11.17it/s]
 88%|########8 | 690/781 [01:01<00:08, 11.22it/s]
 89%|########8 | 692/781 [01:01<00:07, 11.28it/s]
 89%|########8 | 694/781 [01:01<00:07, 11.41it/s]
 89%|########9 | 696/781 [01:01<00:07, 11.30it/s]
 89%|########9 | 698/781 [01:01<00:07, 11.37it/s]
 90%|########9 | 700/781 [01:02<00:07, 11.23it/s]
 90%|########9 | 702/781 [01:02<00:07, 11.11it/s]
 90%|######### | 704/781 [01:02<00:06, 11.15it/s]
 90%|######### | 706/781 [01:02<00:06, 11.27it/s]
 91%|######### | 708/781 [01:02<00:06, 11.41it/s]
 91%|######### | 710/781 [01:02<00:06, 11.39it/s]
 91%|#########1| 712/781 [01:03<00:06, 11.49it/s]
 91%|#########1| 714/781 [01:03<00:05, 11.38it/s]
 92%|#########1| 716/781 [01:03<00:05, 11.39it/s]
 92%|#########1| 718/781 [01:03<00:05, 11.52it/s]
 92%|#########2| 720/781 [01:03<00:05, 11.36it/s]
 92%|#########2| 722/781 [01:04<00:05, 11.23it/s]
 93%|#########2| 724/781 [01:04<00:05, 11.34it/s]
 93%|#########2| 726/781 [01:04<00:04, 11.47it/s]
 93%|#########3| 728/781 [01:04<00:04, 11.55it/s]
 93%|#########3| 730/781 [01:04<00:04, 11.59it/s]
 94%|#########3| 732/781 [01:04<00:04, 11.53it/s]
 94%|#########3| 734/781 [01:05<00:04, 11.61it/s]
 94%|#########4| 736/781 [01:05<00:03, 11.40it/s]
 94%|#########4| 738/781 [01:05<00:03, 11.48it/s]
 95%|#########4| 740/781 [01:05<00:03, 11.30it/s]
 95%|#########5| 742/781 [01:05<00:03, 11.23it/s]
 95%|#########5| 744/781 [01:05<00:03, 11.35it/s]
 96%|#########5| 746/781 [01:06<00:03, 11.17it/s]
 96%|#########5| 748/781 [01:06<00:02, 11.19it/s]
 96%|#########6| 750/781 [01:06<00:02, 11.04it/s]
 96%|#########6| 752/781 [01:06<00:02, 11.13it/s]
 97%|#########6| 754/781 [01:06<00:02, 11.16it/s]
 97%|#########6| 756/781 [01:07<00:02, 11.27it/s]
 97%|#########7| 758/781 [01:07<00:02, 11.38it/s]
 97%|#########7| 760/781 [01:07<00:01, 11.36it/s]
 98%|#########7| 762/781 [01:07<00:01, 11.36it/s]
 98%|#########7| 764/781 [01:07<00:01, 11.47it/s]
 98%|#########8| 766/781 [01:07<00:01, 11.56it/s]
 98%|#########8| 768/781 [01:08<00:01, 11.63it/s]
 99%|#########8| 770/781 [01:08<00:00, 11.53it/s]
 99%|#########8| 772/781 [01:08<00:00, 11.58it/s]
 99%|#########9| 774/781 [01:08<00:00, 11.65it/s]
 99%|#########9| 776/781 [01:08<00:00, 11.69it/s]
100%|#########9| 778/781 [01:08<00:00, 11.72it/s]
100%|#########9| 780/781 [01:09<00:00, 11.63it/s]
100%|##########| 781/781 [01:09<00:00, 11.29it/s]
+
+
+
+
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.00it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.08s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.08s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.12s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.12s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.12s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:44,  1.13s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:41,  1.10s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:41,  1.10s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:41,  1.10s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:42,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:43,  1.18s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:43,  1.18s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.14s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:43,  1.18s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:41,  1.16s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:41,  1.16s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:41,  1.16s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:40,  1.14s/it]
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Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
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Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.22s/it]
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Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.27s/it]
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Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.26s/it]
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  8%|8         | 64/781 [00:03<00:38, 18.75it/s]
  8%|8         | 66/781 [00:03<00:37, 18.82it/s]
  9%|8         | 68/781 [00:03<00:37, 18.84it/s]
  9%|8         | 70/781 [00:03<00:37, 18.95it/s]
  9%|9         | 72/781 [00:03<00:37, 18.86it/s]
  9%|9         | 74/781 [00:04<00:37, 18.86it/s]
 10%|9         | 76/781 [00:04<00:37, 18.78it/s]
 10%|9         | 78/781 [00:04<00:37, 18.94it/s]
 10%|#         | 80/781 [00:04<00:37, 18.83it/s]
 10%|#         | 82/781 [00:04<00:36, 18.97it/s]
 11%|#         | 84/781 [00:04<00:36, 18.94it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.03it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.90it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.46it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.50it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.55it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.71it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.92it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.05it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.12it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.28it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.09it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.14it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.18it/s]
 14%|#4        | 112/781 [00:06<00:35, 19.11it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.23it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.90it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.87it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.10it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.73it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.00it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.08it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.17it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.22it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.19it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.40it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.38it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.62it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.69it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.74it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.90it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.85it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.87it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.93it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.94it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.70it/s]
 20%|##        | 158/781 [00:08<00:33, 18.77it/s]
 20%|##        | 160/781 [00:08<00:33, 18.79it/s]
 21%|##        | 162/781 [00:08<00:32, 18.83it/s]
 21%|##        | 164/781 [00:08<00:32, 18.92it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.02it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.10it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.14it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.25it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.21it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.38it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.42it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.40it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.48it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.50it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.48it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.34it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.24it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.19it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.32it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.37it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.44it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.13it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.24it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.98it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.08it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.97it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.84it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.06it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.11it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.19it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.32it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.11it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.64it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.26it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.18it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.15it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.90it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.89it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.95it/s]
 30%|###       | 236/781 [00:12<00:30, 17.83it/s]
 30%|###       | 238/781 [00:12<00:30, 17.62it/s]
 31%|###       | 240/781 [00:12<00:30, 17.61it/s]
 31%|###       | 242/781 [00:12<00:30, 17.59it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.73it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.79it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.70it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.88it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.13it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.31it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.44it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.59it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.67it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.68it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.50it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.59it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.73it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.94it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.99it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.66it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.68it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.77it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.86it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.91it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.79it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.79it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.86it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.93it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.83it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.70it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.78it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.85it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.59it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.48it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.61it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.67it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.80it/s]
 40%|####      | 314/781 [00:16<00:24, 18.72it/s]
 40%|####      | 316/781 [00:16<00:24, 18.81it/s]
 41%|####      | 318/781 [00:16<00:24, 18.84it/s]
 41%|####      | 320/781 [00:17<00:24, 18.87it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.65it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.63it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.64it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.75it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.82it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.85it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.92it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.77it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.86it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.81it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.71it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.75it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.82it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.87it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.81it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.72it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.46it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.50it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.52it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.48it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.44it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.37it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.56it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.40it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.58it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.41it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.20it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.45it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.74it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.97it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.87it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.06it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.23it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.37it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.19it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.01it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.97it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.11it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.24it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.06it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.20it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.04it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.20it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.17it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.24it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.08it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.91it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.72it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.70it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.74it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.81it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.69it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.81it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.78it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.68it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.51it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.42it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.44it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.45it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.68it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.79it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.61it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.69it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.87it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.95it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.92it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.81it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.74it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.90it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.98it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.87it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.94it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.03it/s]
 60%|######    | 470/781 [00:25<00:16, 19.07it/s]
 60%|######    | 472/781 [00:25<00:16, 18.98it/s]
 61%|######    | 474/781 [00:25<00:16, 19.07it/s]
 61%|######    | 476/781 [00:25<00:15, 19.11it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.06it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.95it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.00it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.05it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.09it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.15it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.19it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.17it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.19it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.15it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.14it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.11it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.10it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.00it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.95it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.96it/s]
 65%|######5   | 510/781 [00:27<00:14, 19.03it/s]
 66%|######5   | 512/781 [00:27<00:14, 19.03it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.87it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.96it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.92it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.02it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.02it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.91it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.99it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.04it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.04it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.03it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.05it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.09it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.98it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.97it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.94it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.03it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.99it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.92it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.52it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.61it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.64it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.59it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.58it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.56it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.45it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.50it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.44it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.64it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.77it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.91it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.77it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.90it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.47it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.45it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.52it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.64it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.52it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.55it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.71it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.80it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.67it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.73it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.52it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.34it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.38it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.21it/s]
 78%|#######7  | 606/781 [00:32<00:09, 17.87it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.01it/s]
 78%|#######8  | 610/781 [00:32<00:09, 17.93it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.16it/s]
 79%|#######8  | 614/781 [00:32<00:09, 17.97it/s]
 79%|#######8  | 616/781 [00:32<00:09, 18.03it/s]
 79%|#######9  | 618/781 [00:32<00:09, 17.78it/s]
 79%|#######9  | 620/781 [00:33<00:09, 17.85it/s]
 80%|#######9  | 622/781 [00:33<00:08, 17.83it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.08it/s]
 80%|########  | 626/781 [00:33<00:08, 18.22it/s]
 80%|########  | 628/781 [00:33<00:08, 18.45it/s]
 81%|########  | 630/781 [00:33<00:08, 18.30it/s]
 81%|########  | 632/781 [00:33<00:08, 18.34it/s]
 81%|########1 | 634/781 [00:33<00:08, 18.21it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.31it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.38it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.67it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.87it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.67it/s]
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  1%|1         | 2/157 [00:00<00:10, 14.80it/s]
  3%|2         | 4/157 [00:00<00:10, 15.03it/s]
  4%|3         | 6/157 [00:00<00:09, 15.98it/s]
  5%|5         | 8/157 [00:00<00:08, 16.69it/s]
  6%|6         | 10/157 [00:00<00:08, 16.92it/s]
  8%|7         | 12/157 [00:00<00:08, 17.16it/s]
  9%|8         | 14/157 [00:00<00:08, 17.39it/s]
 10%|#         | 16/157 [00:00<00:08, 17.52it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.41it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.54it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.48it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.59it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.72it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.72it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.75it/s]
 20%|##        | 32/157 [00:01<00:07, 17.73it/s]
 22%|##1       | 34/157 [00:01<00:06, 17.77it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.60it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.52it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.40it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.08it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.21it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.86it/s]
 31%|###       | 48/157 [00:02<00:06, 15.91it/s]
 32%|###1      | 50/157 [00:02<00:06, 15.78it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.76it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.61it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.01it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.15it/s]
 38%|###8      | 60/157 [00:03<00:06, 16.09it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.13it/s]
 41%|####      | 64/157 [00:03<00:05, 16.23it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.24it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.44it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.38it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.34it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.39it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.76it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.04it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.21it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.32it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.47it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.48it/s]
 56%|#####6    | 88/157 [00:05<00:03, 17.57it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.50it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.36it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.39it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.50it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.64it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.73it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.73it/s]
 66%|######6   | 104/157 [00:06<00:02, 17.79it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.85it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.84it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.84it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.89it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.70it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.74it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.78it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.71it/s]
 78%|#######7  | 122/157 [00:07<00:01, 17.66it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.72it/s]
 80%|########  | 126/157 [00:07<00:01, 17.79it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.63it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.46it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.35it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.26it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.43it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.36it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.56it/s]
 90%|######### | 142/157 [00:08<00:00, 17.71it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.78it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.82it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.83it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.88it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.91it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.73it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.74it/s]
100%|##########| 157/157 [00:09<00:00, 17.25it/s]
+
  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.14it/s]
  1%|          | 5/781 [00:00<00:39, 19.78it/s]
  1%|1         | 8/781 [00:00<00:38, 20.16it/s]
  1%|1         | 11/781 [00:00<00:38, 19.82it/s]
  2%|1         | 14/781 [00:00<00:38, 20.04it/s]
  2%|2         | 17/781 [00:00<00:38, 20.10it/s]
  3%|2         | 20/781 [00:01<00:37, 20.11it/s]
  3%|2         | 23/781 [00:01<00:37, 20.17it/s]
  3%|3         | 26/781 [00:01<00:37, 20.00it/s]
  4%|3         | 29/781 [00:01<00:37, 20.19it/s]
  4%|4         | 32/781 [00:01<00:37, 20.21it/s]
  4%|4         | 35/781 [00:01<00:36, 20.36it/s]
  5%|4         | 38/781 [00:01<00:36, 20.31it/s]
  5%|5         | 41/781 [00:02<00:36, 20.22it/s]
  6%|5         | 44/781 [00:02<00:36, 20.06it/s]
  6%|6         | 47/781 [00:02<00:37, 19.58it/s]
  6%|6         | 49/781 [00:02<00:37, 19.43it/s]
  7%|6         | 51/781 [00:02<00:37, 19.29it/s]
  7%|6         | 53/781 [00:02<00:37, 19.41it/s]
  7%|7         | 56/781 [00:02<00:37, 19.44it/s]
  8%|7         | 59/781 [00:02<00:36, 19.71it/s]
  8%|7         | 62/781 [00:03<00:36, 19.67it/s]
  8%|8         | 64/781 [00:03<00:36, 19.49it/s]
  8%|8         | 66/781 [00:03<00:37, 19.13it/s]
  9%|8         | 69/781 [00:03<00:36, 19.49it/s]
  9%|9         | 72/781 [00:03<00:36, 19.69it/s]
  9%|9         | 74/781 [00:03<00:35, 19.75it/s]
 10%|9         | 76/781 [00:03<00:37, 19.04it/s]
 10%|9         | 78/781 [00:03<00:37, 18.81it/s]
 10%|#         | 80/781 [00:04<00:37, 18.51it/s]
 10%|#         | 82/781 [00:04<00:38, 18.24it/s]
 11%|#         | 84/781 [00:04<00:38, 18.11it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.21it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.35it/s]
 12%|#1        | 90/781 [00:04<00:38, 18.13it/s]
 12%|#1        | 92/781 [00:04<00:38, 17.99it/s]
 12%|#2        | 94/781 [00:04<00:38, 17.77it/s]
 12%|#2        | 96/781 [00:04<00:38, 17.68it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.59it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.47it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.46it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.54it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.46it/s]
 14%|#3        | 108/781 [00:05<00:38, 17.49it/s]
 14%|#4        | 110/781 [00:05<00:38, 17.53it/s]
 14%|#4        | 112/781 [00:05<00:37, 17.67it/s]
 15%|#4        | 114/781 [00:05<00:37, 17.61it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.76it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.88it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.03it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.10it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.14it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.15it/s]
 16%|#6        | 128/781 [00:06<00:36, 18.07it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.11it/s]
 17%|#6        | 132/781 [00:06<00:35, 18.20it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.04it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.04it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.08it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.06it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.01it/s]
 18%|#8        | 144/781 [00:07<00:35, 17.99it/s]
 19%|#8        | 146/781 [00:07<00:35, 17.95it/s]
 19%|#8        | 148/781 [00:07<00:35, 17.81it/s]
 19%|#9        | 150/781 [00:07<00:35, 17.76it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.89it/s]
 20%|#9        | 154/781 [00:08<00:34, 17.98it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.01it/s]
 20%|##        | 158/781 [00:08<00:34, 18.06it/s]
 20%|##        | 160/781 [00:08<00:34, 18.12it/s]
 21%|##        | 162/781 [00:08<00:34, 18.06it/s]
 21%|##        | 164/781 [00:08<00:34, 18.06it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.14it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.16it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.13it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.93it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.95it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.03it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.93it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.02it/s]
 23%|##3       | 182/781 [00:09<00:33, 17.86it/s]
 24%|##3       | 184/781 [00:09<00:33, 17.84it/s]
 24%|##3       | 186/781 [00:09<00:33, 17.83it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.95it/s]
 24%|##4       | 190/781 [00:10<00:32, 17.92it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.89it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.97it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.96it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.80it/s]
 26%|##5       | 200/781 [00:10<00:32, 17.73it/s]
 26%|##5       | 202/781 [00:10<00:32, 17.92it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.04it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.07it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.17it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.20it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.11it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.11it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.12it/s]
 28%|##7       | 218/781 [00:11<00:31, 17.99it/s]
 28%|##8       | 220/781 [00:11<00:31, 18.04it/s]
 28%|##8       | 222/781 [00:11<00:31, 17.96it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.83it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.86it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.92it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.88it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.61it/s]
 30%|##9       | 234/781 [00:12<00:31, 17.50it/s]
 30%|###       | 236/781 [00:12<00:30, 17.59it/s]
 30%|###       | 238/781 [00:12<00:30, 17.74it/s]
 31%|###       | 240/781 [00:13<00:30, 17.62it/s]
 31%|###       | 242/781 [00:13<00:30, 17.73it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.78it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.70it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.79it/s]
 32%|###2      | 250/781 [00:13<00:30, 17.70it/s]
 32%|###2      | 252/781 [00:13<00:29, 17.74it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.86it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.54it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.53it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.53it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.46it/s]
 34%|###3      | 264/781 [00:14<00:29, 17.57it/s]
 34%|###4      | 266/781 [00:14<00:29, 17.74it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.93it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.07it/s]
 35%|###4      | 272/781 [00:14<00:28, 18.15it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.17it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.26it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.24it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.26it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.27it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.15it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.06it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.88it/s]
 37%|###7      | 290/781 [00:15<00:28, 17.49it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.69it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.89it/s]
 38%|###7      | 296/781 [00:16<00:26, 17.96it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.52it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.71it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.79it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.88it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.96it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.05it/s]
 40%|###9      | 310/781 [00:16<00:26, 18.10it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.08it/s]
 40%|####      | 314/781 [00:17<00:25, 18.02it/s]
 40%|####      | 316/781 [00:17<00:25, 17.91it/s]
 41%|####      | 318/781 [00:17<00:25, 18.06it/s]
 41%|####      | 320/781 [00:17<00:25, 18.10it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.12it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.14it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.18it/s]
 42%|####1     | 328/781 [00:17<00:25, 18.05it/s]
 42%|####2     | 330/781 [00:18<00:25, 18.00it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.02it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.10it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.14it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.06it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.10it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.14it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.21it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.25it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.28it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.15it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.07it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.98it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.00it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.02it/s]
 46%|####6     | 362/781 [00:19<00:23, 18.07it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.14it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.12it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.15it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.20it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.18it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.13it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.17it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.23it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.25it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.24it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.24it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.18it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.20it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.27it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.32it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.34it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.26it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.96it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.77it/s]
 51%|#####1    | 402/781 [00:22<00:21, 17.75it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.87it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.02it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.01it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.98it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.77it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.75it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.62it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.81it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.77it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.48it/s]
 54%|#####4    | 424/781 [00:23<00:20, 17.58it/s]
 55%|#####4    | 426/781 [00:23<00:20, 17.65it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.87it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.87it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.71it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.70it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.71it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.57it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.40it/s]
 57%|#####6    | 442/781 [00:24<00:19, 17.69it/s]
 57%|#####6    | 444/781 [00:24<00:18, 17.77it/s]
 57%|#####7    | 446/781 [00:24<00:18, 17.68it/s]
 57%|#####7    | 448/781 [00:24<00:19, 17.49it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.68it/s]
 58%|#####7    | 452/781 [00:24<00:18, 17.52it/s]
 58%|#####8    | 454/781 [00:24<00:18, 17.47it/s]
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 59%|#####8    | 458/781 [00:25<00:18, 17.72it/s]
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 60%|#####9    | 466/781 [00:25<00:17, 17.74it/s]
 60%|#####9    | 468/781 [00:25<00:17, 17.86it/s]
 60%|######    | 470/781 [00:25<00:17, 17.79it/s]
 60%|######    | 472/781 [00:25<00:17, 17.85it/s]
 61%|######    | 474/781 [00:26<00:17, 17.89it/s]
 61%|######    | 476/781 [00:26<00:17, 17.91it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.04it/s]
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100%|##########| 781/781 [00:42<00:00, 18.51it/s]
+
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Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:37<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:37<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:37<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:37<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:38<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:38<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:38<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:38<00:12,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.23s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.17s/it]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.10s/it]
100%|##########| 1/1 [00:05<00:00,  5.10s/it]
+
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  8%|7         | 12/157 [00:00<00:08, 16.93it/s]
  9%|8         | 14/157 [00:00<00:08, 17.26it/s]
 10%|#         | 16/157 [00:00<00:08, 17.47it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.60it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.70it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.74it/s]
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 17%|#6        | 26/157 [00:01<00:07, 17.56it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.42it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.38it/s]
 20%|##        | 32/157 [00:01<00:07, 17.44it/s]
 22%|##1       | 34/157 [00:01<00:07, 17.44it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.39it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.44it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.46it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.11it/s]
 41%|####      | 64/157 [00:03<00:05, 16.23it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.39it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.54it/s]
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 50%|####9     | 78/157 [00:04<00:04, 16.23it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.17it/s]
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 60%|#####9    | 94/157 [00:05<00:03, 17.20it/s]
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 64%|######3   | 100/157 [00:05<00:03, 17.48it/s]
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 69%|######8   | 108/157 [00:06<00:02, 16.63it/s]
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 80%|########  | 126/157 [00:07<00:01, 15.63it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.54it/s]
 83%|########2 | 130/157 [00:07<00:01, 15.42it/s]
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 85%|########5 | 134/157 [00:08<00:01, 15.45it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.62it/s]
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 92%|#########1| 144/157 [00:08<00:00, 15.89it/s]
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100%|##########| 157/157 [00:09<00:00, 16.51it/s]
+
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  2%|2         | 16/781 [00:00<00:42, 17.97it/s]
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  3%|2         | 22/781 [00:01<00:42, 17.97it/s]
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  5%|4         | 36/781 [00:02<00:41, 17.93it/s]
  5%|4         | 38/781 [00:02<00:41, 17.90it/s]
  5%|5         | 40/781 [00:02<00:41, 18.00it/s]
  5%|5         | 42/781 [00:02<00:40, 18.09it/s]
  6%|5         | 44/781 [00:02<00:40, 18.14it/s]
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  6%|6         | 48/781 [00:02<00:41, 17.84it/s]
  6%|6         | 50/781 [00:02<00:40, 17.87it/s]
  7%|6         | 52/781 [00:02<00:40, 17.83it/s]
  7%|6         | 54/781 [00:03<00:41, 17.71it/s]
  7%|7         | 56/781 [00:03<00:41, 17.61it/s]
  7%|7         | 58/781 [00:03<00:41, 17.54it/s]
  8%|7         | 60/781 [00:03<00:41, 17.56it/s]
  8%|7         | 62/781 [00:03<00:40, 17.72it/s]
  8%|8         | 64/781 [00:03<00:40, 17.86it/s]
  8%|8         | 66/781 [00:03<00:39, 18.32it/s]
  9%|8         | 68/781 [00:03<00:38, 18.32it/s]
  9%|8         | 70/781 [00:03<00:38, 18.55it/s]
  9%|9         | 72/781 [00:04<00:38, 18.57it/s]
  9%|9         | 74/781 [00:04<00:38, 18.21it/s]
 10%|9         | 76/781 [00:04<00:38, 18.22it/s]
 10%|9         | 78/781 [00:04<00:38, 18.22it/s]
 10%|#         | 80/781 [00:04<00:38, 18.22it/s]
 10%|#         | 82/781 [00:04<00:38, 18.10it/s]
 11%|#         | 84/781 [00:04<00:37, 18.36it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.49it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.29it/s]
 12%|#1        | 90/781 [00:05<00:37, 18.27it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.19it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.12it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.13it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.04it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.09it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.05it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.02it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.12it/s]
 14%|#3        | 108/781 [00:06<00:37, 18.17it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.14it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.89it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.80it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.75it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.88it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.17it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.29it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.69it/s]
 16%|#6        | 126/781 [00:07<00:35, 18.64it/s]
 16%|#6        | 128/781 [00:07<00:34, 18.66it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.84it/s]
 17%|#6        | 132/781 [00:07<00:34, 19.05it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.17it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.36it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.45it/s]
 18%|#8        | 141/781 [00:07<00:32, 19.82it/s]
 18%|#8        | 144/781 [00:07<00:31, 19.99it/s]
 19%|#8        | 147/781 [00:08<00:31, 20.11it/s]
 19%|#9        | 150/781 [00:08<00:31, 20.29it/s]
 20%|#9        | 153/781 [00:08<00:30, 20.38it/s]
 20%|#9        | 156/781 [00:08<00:30, 20.31it/s]
 20%|##        | 159/781 [00:08<00:30, 20.34it/s]
 21%|##        | 162/781 [00:08<00:30, 20.14it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.73it/s]
 22%|##1       | 168/781 [00:09<00:30, 19.88it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.70it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.14it/s]
 22%|##2       | 175/781 [00:09<00:30, 19.56it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.74it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.77it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.77it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.87it/s]
 24%|##4       | 188/781 [00:10<00:29, 20.02it/s]
 24%|##4       | 190/781 [00:10<00:29, 19.93it/s]
 25%|##4       | 192/781 [00:10<00:29, 19.95it/s]
 25%|##4       | 195/781 [00:10<00:29, 20.05it/s]
 25%|##5       | 198/781 [00:10<00:28, 20.21it/s]
 26%|##5       | 201/781 [00:10<00:28, 20.32it/s]
 26%|##6       | 204/781 [00:10<00:28, 20.13it/s]
 27%|##6       | 207/781 [00:11<00:28, 20.22it/s]
 27%|##6       | 210/781 [00:11<00:28, 20.18it/s]
 27%|##7       | 213/781 [00:11<00:28, 20.21it/s]
 28%|##7       | 216/781 [00:11<00:27, 20.31it/s]
 28%|##8       | 219/781 [00:11<00:27, 20.42it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.46it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.37it/s]
 29%|##9       | 228/781 [00:12<00:27, 20.29it/s]
 30%|##9       | 231/781 [00:12<00:27, 20.11it/s]
 30%|##9       | 234/781 [00:12<00:27, 20.09it/s]
 30%|###       | 237/781 [00:12<00:27, 19.79it/s]
 31%|###       | 239/781 [00:12<00:27, 19.80it/s]
 31%|###       | 241/781 [00:12<00:27, 19.83it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.85it/s]
 31%|###1      | 246/781 [00:13<00:26, 20.03it/s]
 32%|###1      | 249/781 [00:13<00:26, 19.86it/s]
 32%|###2      | 252/781 [00:13<00:26, 19.80it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.32it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.97it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.66it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.65it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.89it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.93it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.11it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.97it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.12it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.15it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.98it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.91it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.02it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.56it/s]
 36%|###6      | 284/781 [00:14<00:24, 19.95it/s]
 37%|###6      | 287/781 [00:15<00:24, 20.19it/s]
 37%|###7      | 290/781 [00:15<00:24, 20.31it/s]
 38%|###7      | 293/781 [00:15<00:23, 20.37it/s]
 38%|###7      | 296/781 [00:15<00:24, 20.12it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.81it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.49it/s]
 39%|###8      | 303/781 [00:15<00:25, 19.07it/s]
 39%|###9      | 305/781 [00:16<00:25, 18.70it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.38it/s]
 40%|###9      | 309/781 [00:16<00:26, 18.15it/s]
 40%|###9      | 311/781 [00:16<00:26, 17.97it/s]
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 41%|####1     | 323/781 [00:17<00:23, 19.30it/s]
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 43%|####2     | 335/781 [00:17<00:22, 20.07it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.28it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.35it/s]
 44%|####4     | 344/781 [00:18<00:21, 20.40it/s]
 44%|####4     | 347/781 [00:18<00:21, 20.53it/s]
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 48%|####8     | 377/781 [00:19<00:19, 20.30it/s]
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 50%|####9     | 389/781 [00:20<00:19, 20.28it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.53it/s]
 51%|#####     | 395/781 [00:20<00:19, 19.85it/s]
 51%|#####     | 398/781 [00:20<00:19, 20.03it/s]
 51%|#####1    | 401/781 [00:20<00:19, 19.97it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.53it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.59it/s]
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 53%|#####2    | 411/781 [00:21<00:18, 19.90it/s]
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 57%|#####6    | 444/781 [00:23<00:16, 20.29it/s]
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 58%|#####7    | 450/781 [00:23<00:16, 20.31it/s]
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 58%|#####8    | 456/781 [00:23<00:15, 20.34it/s]
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 60%|#####9    | 465/781 [00:24<00:15, 20.28it/s]
 60%|#####9    | 468/781 [00:24<00:15, 20.26it/s]
 60%|######    | 471/781 [00:24<00:15, 20.36it/s]
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 61%|######1   | 477/781 [00:24<00:14, 20.29it/s]
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 66%|######5   | 513/781 [00:26<00:13, 20.43it/s]
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 66%|######6   | 519/781 [00:26<00:12, 20.50it/s]
 67%|######6   | 522/781 [00:26<00:12, 20.36it/s]
 67%|######7   | 525/781 [00:27<00:12, 20.22it/s]
 68%|######7   | 528/781 [00:27<00:12, 20.11it/s]
 68%|######7   | 531/781 [00:27<00:12, 19.98it/s]
 68%|######8   | 534/781 [00:27<00:12, 20.09it/s]
 69%|######8   | 537/781 [00:27<00:12, 20.15it/s]
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 70%|######9   | 543/781 [00:27<00:11, 20.23it/s]
 70%|######9   | 546/781 [00:28<00:11, 20.37it/s]
 70%|#######   | 549/781 [00:28<00:11, 20.48it/s]
 71%|#######   | 552/781 [00:28<00:11, 20.39it/s]
 71%|#######1  | 555/781 [00:28<00:11, 20.49it/s]
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 80%|#######9  | 624/781 [00:31<00:07, 20.37it/s]
 80%|########  | 627/781 [00:32<00:07, 20.14it/s]
 81%|########  | 630/781 [00:32<00:07, 20.15it/s]
 81%|########1 | 633/781 [00:32<00:07, 20.02it/s]
 81%|########1 | 636/781 [00:32<00:07, 20.18it/s]
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100%|##########| 781/781 [00:40<00:00, 18.10it/s]
100%|##########| 781/781 [00:40<00:00, 19.35it/s]
+
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+
+
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Validation Progress:  23%|##2       | 10/44 [00:11<00:38,  1.13s/it]
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Validation Progress:  32%|###1      | 14/44 [00:15<00:32,  1.10s/it]
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Validation Progress:  34%|###4      | 15/44 [00:17<00:34,  1.19s/it]
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Validation Progress:  52%|#####2    | 23/44 [00:26<00:25,  1.22s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:27<00:23,  1.18s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:28<00:22,  1.19s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:31<00:20,  1.18s/it]
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Validation Progress:  61%|######1   | 27/44 [00:31<00:20,  1.19s/it]
Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.18s/it]
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Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.18s/it]
Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
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Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:43<00:08,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:48<00:03,  1.26s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.16s/it]
+
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+
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 10%|#         | 16/157 [00:01<00:08, 16.56it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.81it/s]
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+
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  8%|7         | 62/781 [00:03<00:39, 18.16it/s]
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 13%|#3        | 104/781 [00:05<00:37, 17.88it/s]
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 16%|#6        | 128/781 [00:07<00:36, 17.92it/s]
 17%|#6        | 130/781 [00:07<00:36, 18.07it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.12it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.16it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.23it/s]
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 18%|#7        | 140/781 [00:07<00:35, 18.25it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.26it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.12it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.15it/s]
 19%|#8        | 148/781 [00:08<00:35, 18.08it/s]
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 25%|##5       | 196/781 [00:10<00:32, 17.99it/s]
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 26%|##5       | 200/781 [00:11<00:32, 18.01it/s]
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 30%|###       | 236/781 [00:13<00:30, 18.03it/s]
 30%|###       | 238/781 [00:13<00:30, 17.94it/s]
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 99%|#########9| 776/781 [00:43<00:00, 17.96it/s]
100%|#########9| 778/781 [00:43<00:00, 18.02it/s]
100%|#########9| 780/781 [00:43<00:00, 17.93it/s]
100%|##########| 781/781 [00:43<00:00, 17.86it/s]
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