=======================================================   RESTART [10-24 17:49:19]   =======================================================







=======================================================   RESTART [10-24 17:49:19]   =======================================================
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-20241024_025046-x4jmugaq
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run bright-pine-231
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/x4jmugaq







=======================================================   RESTART [10-25 01:31:12]   =======================================================







=======================================================   RESTART [10-25 01:31:12]   =======================================================







=======================================================   RESTART [10-25 01:31:12]   =======================================================







=======================================================   RESTART [10-25 01:31:12]   =======================================================
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-20241024_103234-cluj3jbl
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run comfy-vortex-232
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/cluj3jbl
/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 0.0318 ms 100.0%
  triton_mm_9 0.0334 ms 95.4%
  triton_mm_16 0.0344 ms 92.5%
  triton_mm_6 0.0348 ms 91.5%
  triton_mm_8 0.0351 ms 90.7%
  triton_mm_5 0.0362 ms 88.1%
  triton_mm_7 0.0371 ms 85.9%
  triton_mm_12 0.0376 ms 84.8%
  triton_mm_14 0.0376 ms 84.7%
  triton_mm_10 0.0380 ms 83.7%
SingleProcess AUTOTUNE benchmarking takes 2.4212 seconds and 0.0209 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_31 0.0218 ms 100.0%
  triton_mm_35 0.0224 ms 97.3%
  triton_mm_26 0.0225 ms 97.0%
  triton_mm_27 0.0231 ms 94.5%
  triton_mm_21 0.0239 ms 91.2%
  triton_mm_23 0.0239 ms 91.2%
  triton_mm_22 0.0244 ms 89.5%
  triton_mm_30 0.0245 ms 89.2%
  triton_mm_20 0.0245 ms 88.9%
  bias_addmm 0.0250 ms 87.4%
SingleProcess AUTOTUNE benchmarking takes 2.2050 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2252 ms 100.0%
  triton_mm_53 0.2301 ms 97.9%
  triton_mm_54 0.2589 ms 87.0%
  triton_mm_47 0.2686 ms 83.8%
  triton_mm_49 0.2769 ms 81.3%
  triton_mm_45 0.2802 ms 80.4%
  addmm 0.2853 ms 78.9%
  bias_addmm 0.2995 ms 75.2%
  triton_mm_46 0.3116 ms 72.3%
  triton_mm_50 0.3149 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6103 seconds and 0.0068 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0907 ms 100.0%
  triton_mm_71 0.0916 ms 99.0%
  bias_addmm 0.0981 ms 92.4%
  triton_mm_68 0.0985 ms 92.1%
  triton_mm_66 0.0986 ms 92.0%
  triton_mm_73 0.0998 ms 90.9%
  triton_mm_64 0.1026 ms 88.4%
  addmm 0.1111 ms 81.6%
  triton_mm_65 0.1123 ms 80.8%
  triton_mm_69 0.1128 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 2.5100 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_90 0.2931 ms 100.0%
  triton_mm_91 0.2972 ms 98.6%
  bias_addmm 0.3258 ms 90.0%
  triton_mm_92 0.3358 ms 87.3%
  triton_mm_85 0.3447 ms 85.0%
  triton_mm_83 0.3628 ms 80.8%
  triton_mm_87 0.3669 ms 79.9%
  addmm 0.3720 ms 78.8%
  triton_mm_84 0.4032 ms 72.7%
  triton_mm_88 0.4129 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6486 seconds and 0.0126 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2932 ms 100.0%
  triton_mm_110 0.3092 ms 94.8%
  triton_mm_109 0.3177 ms 92.3%
  addmm 0.3280 ms 89.4%
  triton_mm_111 0.3284 ms 89.3%
  triton_mm_104 0.3588 ms 81.7%
  triton_mm_106 0.3590 ms 81.7%
  triton_mm_102 0.3721 ms 78.8%
  triton_mm_105 0.3725 ms 78.7%
  triton_mm_107 0.4100 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6599 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_124 0.0218 ms 100.0%
  triton_mm_128 0.0223 ms 97.7%
  triton_mm_116 0.0229 ms 95.1%
  triton_mm_120 0.0230 ms 94.7%
  triton_mm_119 0.0234 ms 93.0%
  triton_mm_114 0.0240 ms 90.9%
  triton_mm_115 0.0243 ms 89.6%
  triton_mm_113 0.0244 ms 89.5%
  triton_mm_123 0.0244 ms 89.3%
  bias_addmm 0.0245 ms 88.8%
SingleProcess AUTOTUNE benchmarking takes 2.2076 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_183 0.2923 ms 100.0%
  triton_mm_184 0.2969 ms 98.4%
  bias_addmm 0.3268 ms 89.4%
  triton_mm_185 0.3347 ms 87.3%
  triton_mm_178 0.3438 ms 85.0%
  triton_mm_176 0.3618 ms 80.8%
  triton_mm_180 0.3640 ms 80.3%
  addmm 0.3737 ms 78.2%
  triton_mm_177 0.4001 ms 73.0%
  triton_mm_181 0.4104 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6391 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2937 ms 100.0%
  triton_mm_203 0.3089 ms 95.1%
  triton_mm_202 0.3170 ms 92.6%
  triton_mm_204 0.3275 ms 89.7%
  addmm 0.3287 ms 89.3%
  triton_mm_197 0.3582 ms 82.0%
  triton_mm_199 0.3586 ms 81.9%
  triton_mm_195 0.3700 ms 79.4%
  triton_mm_198 0.3718 ms 79.0%
  triton_mm_200 0.4095 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6578 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_276 0.2929 ms 100.0%
  triton_mm_277 0.2968 ms 98.7%
  bias_addmm 0.3269 ms 89.6%
  triton_mm_278 0.3338 ms 87.7%
  triton_mm_271 0.3421 ms 85.6%
  triton_mm_269 0.3618 ms 81.0%
  triton_mm_273 0.3634 ms 80.6%
  triton_mm_270 0.4013 ms 73.0%
  triton_mm_274 0.4113 ms 71.2%
  addmm 0.4181 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.6465 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2936 ms 100.0%
  triton_mm_296 0.3068 ms 95.7%
  triton_mm_295 0.3178 ms 92.4%
  triton_mm_297 0.3263 ms 90.0%
  addmm 0.3277 ms 89.6%
  triton_mm_292 0.3568 ms 82.3%
  triton_mm_290 0.3574 ms 82.1%
  triton_mm_288 0.3714 ms 79.1%
  triton_mm_291 0.3724 ms 78.8%
  triton_mm_293 0.4084 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.6519 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_389 0.3065 ms 100.0%
  triton_mm_388 0.3162 ms 96.9%
  triton_mm_390 0.3276 ms 93.6%
  bias_addmm 0.3309 ms 92.6%
  triton_mm_385 0.3563 ms 86.0%
  triton_mm_383 0.3566 ms 85.9%
  addmm 0.3668 ms 83.6%
  triton_mm_381 0.3708 ms 82.7%
  triton_mm_384 0.3714 ms 82.5%
  triton_mm_386 0.4076 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6458 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_482 0.3065 ms 100.0%
  triton_mm_481 0.3171 ms 96.7%
  triton_mm_483 0.3272 ms 93.7%
  addmm 0.3289 ms 93.2%
  bias_addmm 0.3300 ms 92.9%
  triton_mm_476 0.3564 ms 86.0%
  triton_mm_478 0.3572 ms 85.8%
  triton_mm_474 0.3697 ms 82.9%
  triton_mm_477 0.3716 ms 82.5%
  triton_mm_479 0.4069 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6512 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_575 0.3061 ms 100.0%
  triton_mm_574 0.3164 ms 96.8%
  triton_mm_576 0.3267 ms 93.7%
  bias_addmm 0.3300 ms 92.8%
  triton_mm_569 0.3559 ms 86.0%
  triton_mm_571 0.3566 ms 85.8%
  addmm 0.3670 ms 83.4%
  triton_mm_567 0.3696 ms 82.8%
  triton_mm_570 0.3699 ms 82.8%
  triton_mm_572 0.4070 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6587 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0146 ms 100.0%
  triton_mm_1608 0.0150 ms 97.0%
  triton_mm_1616 0.0159 ms 91.8%
  triton_mm_1612 0.0161 ms 90.7%
  triton_mm_1602 0.0174 ms 83.7%
  triton_mm_1603 0.0178 ms 82.0%
  mm 0.0179 ms 81.6%
  triton_mm_1607 0.0184 ms 79.4%
  triton_mm_1601 0.0186 ms 78.6%
  triton_mm_1611 0.0189 ms 77.0%
SingleProcess AUTOTUNE benchmarking takes 7.4498 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5559 ms 100.0%
  triton_mm_1633 0.5603 ms 99.2%
  triton_mm_1634 0.5606 ms 99.2%
  triton_mm_1635 0.6314 ms 88.0%
  triton_mm_1628 0.6609 ms 84.1%
  triton_mm_1630 0.6922 ms 80.3%
  addmm 0.6985 ms 79.6%
  triton_mm_1626 0.7096 ms 78.3%
  triton_mm_1631 0.7786 ms 71.4%
  triton_mm_1627 0.7822 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 11.2664 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  triton_mm_1671 0.5587 ms 100.0%
  triton_mm_1672 0.5772 ms 96.8%
  mm 0.5945 ms 94.0%
  triton_mm_1673 0.6017 ms 92.8%
  triton_mm_1666 0.6700 ms 83.4%
  triton_mm_1664 0.6842 ms 81.7%
  triton_mm_1668 0.6855 ms 81.5%
  triton_mm_1667 0.7281 ms 76.7%
  triton_mm_1669 0.7306 ms 76.5%
  triton_mm_1665 0.7418 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 9.4731 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2907 ms 100.0%
  triton_mm_1744 0.2977 ms 97.7%
  triton_mm_1743 0.2989 ms 97.2%
  triton_mm_1745 0.3028 ms 96.0%
  triton_mm_1738 0.3561 ms 81.6%
  triton_mm_1736 0.3586 ms 81.1%
  triton_mm_1740 0.3658 ms 79.5%
  triton_mm_1739 0.3816 ms 76.2%
  triton_mm_1741 0.4014 ms 72.4%
  triton_mm_1737 0.4075 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 9.7528 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1696 0.0113 ms 100.0%
  triton_mm_1700 0.0115 ms 98.3%
  triton_mm_1699 0.0116 ms 97.0%
  triton_mm_1704 0.0117 ms 96.2%
  triton_mm_1706 0.0121 ms 93.6%
  triton_mm_1691 0.0123 ms 91.9%
  triton_mm_1705 0.0124 ms 91.2%
  triton_mm_1707 0.0124 ms 91.2%
  triton_mm_1693 0.0125 ms 90.1%
  triton_mm_1702 0.0125 ms 90.1%
SingleProcess AUTOTUNE benchmarking takes 5.9373 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1682 0.0163 ms 100.0%
  triton_mm_1678 0.0167 ms 97.7%
  mm 0.0171 ms 95.3%
  triton_mm_1686 0.0213 ms 76.6%
  triton_mm_1690 0.0233 ms 70.1%
  triton_mm_1677 0.0235 ms 69.5%
  triton_mm_1676 0.0236 ms 69.2%
  triton_mm_1681 0.0252 ms 64.7%
  triton_mm_1685 0.0257 ms 63.4%
  triton_mm_1675 0.0273 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 7.7578 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5435 ms 100.0%
  triton_mm_1652 0.5715 ms 95.1%
  triton_mm_1653 0.5804 ms 93.6%
  triton_mm_1654 0.5938 ms 91.5%
  triton_mm_1649 0.6640 ms 81.9%
  triton_mm_1647 0.6649 ms 81.7%
  triton_mm_1645 0.6739 ms 80.7%
  triton_mm_1648 0.7017 ms 77.5%
  triton_mm_1646 0.7292 ms 74.5%
  triton_mm_1650 0.7366 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 9.7012 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2778 ms 100.0%
  triton_mm_1725 0.2800 ms 99.2%
  mm 0.2826 ms 98.3%
  triton_mm_1726 0.3179 ms 87.4%
  triton_mm_1717 0.3396 ms 81.8%
  triton_mm_1719 0.3418 ms 81.3%
  triton_mm_1721 0.3464 ms 80.2%
  triton_mm_1718 0.3643 ms 76.3%
  triton_mm_1722 0.3859 ms 72.0%
  triton_mm_1720 0.4242 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 2.5293 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2245 ms 100.0%
  triton_mm_1838 0.2313 ms 97.1%
  triton_mm_1840 0.2425 ms 92.6%
  triton_mm_1835 0.2577 ms 87.1%
  mm 0.2578 ms 87.1%
  triton_mm_1833 0.2629 ms 85.4%
  triton_mm_1831 0.2645 ms 84.9%
  triton_mm_1834 0.2889 ms 77.7%
  triton_mm_1832 0.2915 ms 77.0%
  triton_mm_1836 0.2988 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 9.9413 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2910 ms 100.0%
  mm 0.2948 ms 98.7%
  triton_mm_1782 0.2957 ms 98.4%
  triton_mm_1783 0.3432 ms 84.8%
  triton_mm_1778 0.3484 ms 83.5%
  triton_mm_1774 0.3559 ms 81.8%
  triton_mm_1776 0.3586 ms 81.1%
  triton_mm_1777 0.3847 ms 75.6%
  triton_mm_1779 0.3944 ms 73.8%
  triton_mm_1775 0.4016 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.9767 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2272 ms 100.0%
  triton_mm_1857 0.2795 ms 81.3%
  triton_mm_1852 0.2848 ms 79.8%
  triton_mm_1850 0.2854 ms 79.6%
  triton_mm_1858 0.2861 ms 79.4%
  triton_mm_1859 0.2892 ms 78.5%
  triton_mm_1853 0.3121 ms 72.8%
  triton_mm_1855 0.3267 ms 69.5%
  triton_mm_1851 0.3310 ms 68.6%
  triton_mm_1849 0.3396 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 9.8465 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0973 ms 100.0%
  triton_mm_1821 0.0986 ms 98.8%
  triton_mm_1814 0.1061 ms 91.8%
  triton_mm_1820 0.1086 ms 89.6%
  triton_mm_1811 0.1186 ms 82.1%
  triton_mm_1812 0.1196 ms 81.4%
  triton_mm_1816 0.1207 ms 80.7%
  triton_mm_1819 0.1225 ms 79.5%
  triton_mm_1815 0.1264 ms 77.0%
  triton_mm_1817 0.1305 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 9.7205 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3040 ms 100.0%
  triton_mm_1762 0.3040 ms 100.0%
  triton_mm_1763 0.3112 ms 97.7%
  triton_mm_1764 0.3209 ms 94.7%
  triton_mm_1759 0.3435 ms 88.5%
  triton_mm_1757 0.3492 ms 87.0%
  triton_mm_1755 0.3501 ms 86.8%
  triton_mm_1758 0.3661 ms 83.0%
  triton_mm_1756 0.3865 ms 78.6%
  triton_mm_1760 0.3947 ms 77.0%
SingleProcess AUTOTUNE benchmarking takes 2.5383 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0837 ms 100.0%
  mm 0.0839 ms 99.8%
  triton_mm_1800 0.0844 ms 99.3%
  triton_mm_1797 0.0926 ms 90.4%
  triton_mm_1802 0.0934 ms 89.6%
  triton_mm_1793 0.0942 ms 88.9%
  triton_mm_1795 0.0954 ms 87.7%
  triton_mm_1794 0.1028 ms 81.5%
  triton_mm_1798 0.1056 ms 79.3%
  triton_mm_1796 0.1236 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.4180 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2759 ms 100.0%
  triton_mm_1911 0.2787 ms 99.0%
  mm 0.2806 ms 98.3%
  triton_mm_1912 0.3166 ms 87.2%
  triton_mm_1903 0.3381 ms 81.6%
  triton_mm_1905 0.3419 ms 80.7%
  triton_mm_1907 0.3470 ms 79.5%
  triton_mm_1904 0.3640 ms 75.8%
  triton_mm_1908 0.3860 ms 71.5%
  triton_mm_1906 0.4237 ms 65.1%
SingleProcess AUTOTUNE benchmarking takes 2.5287 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_1948 0.3029 ms 100.0%
  mm 0.3042 ms 99.6%
  triton_mm_1949 0.3108 ms 97.5%
  triton_mm_1950 0.3212 ms 94.3%
  triton_mm_1945 0.3439 ms 88.1%
  triton_mm_1941 0.3506 ms 86.4%
  triton_mm_1943 0.3507 ms 86.4%
  triton_mm_1944 0.3666 ms 82.6%
  triton_mm_1942 0.3871 ms 78.3%
  triton_mm_1946 0.3953 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 2.5340 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1889 0.0172 ms 100.0%
  triton_mm_1882 0.0178 ms 96.6%
  triton_mm_1892 0.0183 ms 93.7%
  triton_mm_1883 0.0184 ms 93.1%
  triton_mm_1885 0.0184 ms 93.1%
  triton_mm_1888 0.0186 ms 92.3%
  triton_mm_1886 0.0186 ms 92.1%
  triton_mm_1893 0.0191 ms 89.8%
  triton_mm_1891 0.0191 ms 89.6%
  triton_mm_1890 0.0192 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 5.8073 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2940 ms 100.0%
  triton_mm_1930 0.2977 ms 98.8%
  triton_mm_1929 0.2993 ms 98.2%
  triton_mm_1931 0.3027 ms 97.1%
  triton_mm_1924 0.3554 ms 82.7%
  triton_mm_1922 0.3573 ms 82.3%
  triton_mm_1926 0.3654 ms 80.5%
  triton_mm_1925 0.3816 ms 77.1%
  triton_mm_1927 0.4003 ms 73.5%
  triton_mm_1923 0.4071 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5261 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0264 ms 100.0%
  mm 0.0268 ms 98.6%
  triton_mm_1868 0.0307 ms 86.1%
  triton_mm_1872 0.0399 ms 66.2%
  triton_mm_1876 0.0518 ms 51.0%
  triton_mm_1863 0.0521 ms 50.7%
  triton_mm_1862 0.0553 ms 47.8%
  triton_mm_1867 0.0602 ms 43.9%
  triton_mm_1871 0.0618 ms 42.8%
  triton_mm_1861 0.0660 ms 40.1%
SingleProcess AUTOTUNE benchmarking takes 6.5986 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2266 ms 100.0%
  triton_mm_2043 0.2787 ms 81.3%
  triton_mm_2038 0.2839 ms 79.8%
  triton_mm_2044 0.2855 ms 79.4%
  triton_mm_2036 0.2861 ms 79.2%
  triton_mm_2040 0.2864 ms 79.1%
  triton_mm_2045 0.2893 ms 78.3%
  triton_mm_2039 0.3120 ms 72.6%
  triton_mm_2041 0.3267 ms 69.4%
  triton_mm_2037 0.3307 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 2.5035 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0973 ms 100.0%
  triton_mm_2007 0.0986 ms 98.7%
  triton_mm_2000 0.1051 ms 92.6%
  triton_mm_2006 0.1079 ms 90.2%
  triton_mm_1997 0.1178 ms 82.6%
  triton_mm_1998 0.1204 ms 80.8%
  triton_mm_2002 0.1208 ms 80.6%
  triton_mm_2005 0.1218 ms 79.9%
  triton_mm_2001 0.1264 ms 77.0%
  triton_mm_2003 0.1306 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4013 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0837 ms 100.0%
  mm 0.0842 ms 99.4%
  triton_mm_1986 0.0844 ms 99.2%
  triton_mm_1983 0.0926 ms 90.4%
  triton_mm_1988 0.0935 ms 89.6%
  triton_mm_1981 0.0947 ms 88.4%
  triton_mm_1979 0.0949 ms 88.2%
  triton_mm_1980 0.1021 ms 82.0%
  triton_mm_1984 0.1048 ms 79.9%
  triton_mm_1977 0.1237 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.4112 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2240 ms 100.0%
  triton_mm_2025 0.2255 ms 99.3%
  triton_mm_2024 0.2317 ms 96.7%
  triton_mm_2026 0.2441 ms 91.8%
  triton_mm_2021 0.2586 ms 86.6%
  triton_mm_2017 0.2642 ms 84.8%
  triton_mm_2019 0.2656 ms 84.3%
  triton_mm_2020 0.2890 ms 77.5%
  triton_mm_2018 0.2928 ms 76.5%
  triton_mm_2022 0.2987 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2760 ms 100.0%
  triton_mm_2097 0.2804 ms 98.4%
  mm 0.2815 ms 98.0%
  triton_mm_2098 0.3172 ms 87.0%
  triton_mm_2089 0.3401 ms 81.1%
  triton_mm_2091 0.3441 ms 80.2%
  triton_mm_2093 0.3461 ms 79.7%
  triton_mm_2090 0.3644 ms 75.7%
  triton_mm_2094 0.3860 ms 71.5%
  triton_mm_2092 0.4257 ms 64.8%
SingleProcess AUTOTUNE benchmarking takes 2.5250 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3022 ms 100.0%
  triton_mm_2134 0.3048 ms 99.1%
  triton_mm_2135 0.3125 ms 96.7%
  triton_mm_2136 0.3218 ms 93.9%
  triton_mm_2131 0.3454 ms 87.5%
  triton_mm_2129 0.3511 ms 86.1%
  triton_mm_2127 0.3520 ms 85.8%
  triton_mm_2130 0.3680 ms 82.1%
  triton_mm_2128 0.3885 ms 77.8%
  triton_mm_2132 0.3975 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.5265 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0172 ms 100.0%
  triton_mm_2071 0.0172 ms 100.0%
  triton_mm_2068 0.0177 ms 96.8%
  triton_mm_2074 0.0179 ms 95.7%
  triton_mm_2073 0.0181 ms 94.5%
  triton_mm_2076 0.0182 ms 94.2%
  triton_mm_2075 0.0183 ms 93.7%
  triton_mm_2072 0.0186 ms 92.3%
  triton_mm_2077 0.0191 ms 89.8%
  triton_mm_2078 0.0193 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 2.1170 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2268 ms 100.0%
  triton_mm_2229 0.2790 ms 81.3%
  triton_mm_2226 0.2847 ms 79.7%
  triton_mm_2224 0.2848 ms 79.6%
  triton_mm_2230 0.2862 ms 79.2%
  triton_mm_2222 0.2873 ms 78.9%
  triton_mm_2231 0.2901 ms 78.2%
  triton_mm_2225 0.3127 ms 72.5%
  triton_mm_2227 0.3271 ms 69.3%
  triton_mm_2223 0.3316 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.5203 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0973 ms 100.0%
  triton_mm_2193 0.0994 ms 97.9%
  triton_mm_2186 0.1052 ms 92.5%
  triton_mm_2192 0.1078 ms 90.2%
  triton_mm_2183 0.1187 ms 82.0%
  triton_mm_2184 0.1196 ms 81.3%
  triton_mm_2188 0.1206 ms 80.6%
  triton_mm_2191 0.1217 ms 79.9%
  triton_mm_2187 0.1265 ms 76.9%
  triton_mm_2189 0.1304 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.4173 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2173 0.0830 ms 100.0%
  mm 0.0832 ms 99.7%
  triton_mm_2172 0.0851 ms 97.5%
  triton_mm_2169 0.0928 ms 89.4%
  triton_mm_2174 0.0943 ms 88.1%
  triton_mm_2167 0.0949 ms 87.5%
  triton_mm_2165 0.0951 ms 87.3%
  triton_mm_2166 0.1024 ms 81.1%
  triton_mm_2170 0.1057 ms 78.5%
  triton_mm_2168 0.1236 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4053 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2251 ms 100.0%
  triton_mm_2211 0.2255 ms 99.8%
  triton_mm_2210 0.2320 ms 97.0%
  triton_mm_2212 0.2440 ms 92.2%
  triton_mm_2207 0.2594 ms 86.8%
  triton_mm_2205 0.2650 ms 85.0%
  triton_mm_2203 0.2665 ms 84.5%
  triton_mm_2206 0.2894 ms 77.8%
  triton_mm_2204 0.2928 ms 76.9%
  triton_mm_2208 0.2995 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5103 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3037 ms 100.0%
  triton_mm_2320 0.3049 ms 99.6%
  triton_mm_2321 0.3125 ms 97.2%
  triton_mm_2322 0.3225 ms 94.2%
  triton_mm_2317 0.3459 ms 87.8%
  triton_mm_2315 0.3512 ms 86.5%
  triton_mm_2313 0.3519 ms 86.3%
  triton_mm_2316 0.3683 ms 82.5%
  triton_mm_2314 0.3884 ms 78.2%
  triton_mm_2318 0.3974 ms 76.4%
SingleProcess AUTOTUNE benchmarking takes 2.5408 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2255 0.0172 ms 100.0%
  triton_mm_2257 0.0181 ms 94.8%
  triton_mm_2261 0.0182 ms 94.6%
  triton_mm_2262 0.0182 ms 94.4%
  triton_mm_2264 0.0183 ms 93.7%
  triton_mm_2256 0.0184 ms 93.4%
  triton_mm_2258 0.0184 ms 93.2%
  triton_mm_2260 0.0184 ms 93.1%
  triton_mm_2254 0.0187 ms 92.0%
  triton_mm_2263 0.0191 ms 89.8%
SingleProcess AUTOTUNE benchmarking takes 2.1539 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2269 ms 100.0%
  triton_mm_2415 0.2786 ms 81.5%
  triton_mm_2416 0.2857 ms 79.4%
  triton_mm_2412 0.2858 ms 79.4%
  triton_mm_2410 0.2858 ms 79.4%
  triton_mm_2408 0.2879 ms 78.8%
  triton_mm_2417 0.2895 ms 78.4%
  triton_mm_2411 0.3139 ms 72.3%
  triton_mm_2413 0.3271 ms 69.4%
  triton_mm_2409 0.3321 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.5150 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0966 ms 100.0%
  triton_mm_2379 0.0986 ms 98.0%
  triton_mm_2372 0.1052 ms 91.8%
  triton_mm_2378 0.1078 ms 89.6%
  triton_mm_2369 0.1186 ms 81.4%
  triton_mm_2370 0.1197 ms 80.7%
  triton_mm_2374 0.1206 ms 80.1%
  triton_mm_2377 0.1218 ms 79.3%
  triton_mm_2373 0.1265 ms 76.4%
  triton_mm_2375 0.1304 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.4286 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0830 ms 100.0%
  mm 0.0840 ms 98.8%
  triton_mm_2358 0.0853 ms 97.3%
  triton_mm_2355 0.0928 ms 89.5%
  triton_mm_2360 0.0935 ms 88.8%
  triton_mm_2351 0.0944 ms 88.0%
  triton_mm_2353 0.0957 ms 86.8%
  triton_mm_2352 0.1031 ms 80.6%
  triton_mm_2356 0.1049 ms 79.2%
  triton_mm_2354 0.1237 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4298 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2246 ms 100.0%
  triton_mm_2397 0.2268 ms 99.0%
  triton_mm_2396 0.2315 ms 97.0%
  triton_mm_2398 0.2434 ms 92.3%
  triton_mm_2393 0.2582 ms 87.0%
  triton_mm_2391 0.2647 ms 84.9%
  triton_mm_2389 0.2652 ms 84.7%
  triton_mm_2392 0.2903 ms 77.4%
  triton_mm_2390 0.2934 ms 76.5%
  triton_mm_2394 0.2989 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5108 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2545 0.0840 ms 99.0%
  triton_mm_2544 0.0846 ms 98.3%
  triton_mm_2541 0.0929 ms 89.5%
  triton_mm_2546 0.0935 ms 88.9%
  triton_mm_2537 0.0953 ms 87.3%
  triton_mm_2539 0.0957 ms 86.9%
  triton_mm_2538 0.1030 ms 80.7%
  triton_mm_2542 0.1050 ms 79.2%
  triton_mm_2540 0.1233 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4185 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2238 ms 100.0%
  triton_mm_2583 0.2257 ms 99.1%
  triton_mm_2582 0.2320 ms 96.5%
  triton_mm_2584 0.2447 ms 91.5%
  triton_mm_2579 0.2601 ms 86.0%
  triton_mm_2575 0.2649 ms 84.5%
  triton_mm_2577 0.2656 ms 84.3%
  triton_mm_2578 0.2900 ms 77.2%
  triton_mm_2576 0.2935 ms 76.3%
  triton_mm_2580 0.2999 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.5068 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2731 0.0830 ms 100.0%
  mm 0.0832 ms 99.8%
  triton_mm_2730 0.0855 ms 97.0%
  triton_mm_2727 0.0921 ms 90.2%
  triton_mm_2732 0.0944 ms 87.9%
  triton_mm_2723 0.0952 ms 87.2%
  triton_mm_2725 0.0958 ms 86.7%
  triton_mm_2724 0.1030 ms 80.6%
  triton_mm_2728 0.1057 ms 78.6%
  triton_mm_2726 0.1233 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.4181 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2250 ms 100.0%
  triton_mm_2769 0.2257 ms 99.7%
  triton_mm_2768 0.2309 ms 97.4%
  triton_mm_2770 0.2432 ms 92.5%
  triton_mm_2765 0.2588 ms 86.9%
  triton_mm_2763 0.2633 ms 85.4%
  triton_mm_2761 0.2657 ms 84.7%
  triton_mm_2764 0.2906 ms 77.4%
  triton_mm_2762 0.2921 ms 77.0%
  triton_mm_2766 0.2986 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5139 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2236 ms 100.0%
  triton_mm_2955 0.2251 ms 99.3%
  triton_mm_2954 0.2316 ms 96.5%
  triton_mm_2956 0.2439 ms 91.7%
  triton_mm_2951 0.2593 ms 86.2%
  triton_mm_2947 0.2642 ms 84.6%
  triton_mm_2949 0.2652 ms 84.3%
  triton_mm_2950 0.2891 ms 77.3%
  triton_mm_2948 0.2929 ms 76.3%
  triton_mm_2952 0.2996 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.5044 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2249 ms 100.0%
  triton_mm_3141 0.2260 ms 99.5%
  triton_mm_3140 0.2309 ms 97.4%
  triton_mm_3142 0.2435 ms 92.4%
  triton_mm_3137 0.2585 ms 87.0%
  triton_mm_3133 0.2641 ms 85.2%
  triton_mm_3135 0.2647 ms 84.9%
  triton_mm_3136 0.2900 ms 77.5%
  triton_mm_3134 0.2928 ms 76.8%
  triton_mm_3138 0.2985 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5138 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0292 ms 100.0%
  triton_mm_4874 0.0447 ms 65.2%
  triton_mm_4878 0.0479 ms 60.9%
  triton_mm_4882 0.0490 ms 59.6%
  triton_mm_4872 0.0597 ms 48.9%
  triton_mm_4873 0.0633 ms 46.1%
  triton_mm_4881 0.0674 ms 43.3%
  triton_mm_4871 0.0708 ms 41.2%
  triton_mm_4877 0.0719 ms 40.6%
  triton_mm_4880 0.0789 ms 37.0%
SingleProcess AUTOTUNE benchmarking takes 7.7932 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_9 0.0324 ms 100.0%
  triton_mm_13 0.0326 ms 99.3%
  triton_mm_8 0.0340 ms 95.1%
  triton_mm_16 0.0344 ms 94.0%
  triton_mm_6 0.0356 ms 90.8%
  triton_mm_5 0.0362 ms 89.4%
  triton_mm_7 0.0371 ms 87.2%
  bias_addmm 0.0374 ms 86.6%
  triton_mm_10 0.0383 ms 84.5%
  triton_mm_12 0.0383 ms 84.4%
SingleProcess AUTOTUNE benchmarking takes 4.5000 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5542 ms 100.0%
  triton_mm_1634 0.5615 ms 98.7%
  triton_mm_1633 0.5627 ms 98.5%
  triton_mm_1635 0.6323 ms 87.7%
  triton_mm_1628 0.6582 ms 84.2%
  triton_mm_1630 0.6947 ms 79.8%
  addmm 0.6961 ms 79.6%
  triton_mm_1626 0.7105 ms 78.0%
  triton_mm_1627 0.7860 ms 70.5%
  triton_mm_1631 0.7862 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 6.3490 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5390 ms 100.0%
  triton_mm_1652 0.5702 ms 94.5%
  triton_mm_1653 0.5815 ms 92.7%
  triton_mm_1654 0.5960 ms 90.4%
  triton_mm_1647 0.6632 ms 81.3%
  triton_mm_1649 0.6684 ms 80.6%
  triton_mm_1645 0.6711 ms 80.3%
  triton_mm_1648 0.7024 ms 76.7%
  triton_mm_1646 0.7268 ms 74.2%
  triton_mm_1650 0.7377 ms 73.1%
SingleProcess AUTOTUNE benchmarking takes 2.6963 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 0.0319 ms 100.0%
  triton_mm_9 0.0324 ms 98.3%
  triton_mm_16 0.0345 ms 92.6%
  triton_mm_8 0.0350 ms 91.1%
  triton_mm_6 0.0350 ms 91.1%
  triton_mm_5 0.0354 ms 90.1%
  triton_mm_11 0.0376 ms 84.8%
  triton_mm_7 0.0380 ms 84.0%
  triton_mm_10 0.0383 ms 83.2%
  triton_mm_12 0.0383 ms 83.2%
SingleProcess AUTOTUNE benchmarking takes 2.5602 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5173 ms 100.0%
  triton_mm_1671 0.5459 ms 94.8%
  triton_mm_1672 0.5640 ms 91.7%
  triton_mm_1673 0.5889 ms 87.8%
  triton_mm_1666 0.6542 ms 79.1%
  triton_mm_1664 0.6630 ms 78.0%
  triton_mm_1668 0.6667 ms 77.6%
  triton_mm_1667 0.7102 ms 72.8%
  triton_mm_1669 0.7125 ms 72.6%
  triton_mm_1665 0.7282 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.7755 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1700 0.0116 ms 100.0%
  triton_mm_1702 0.0116 ms 100.0%
  triton_mm_1697 0.0117 ms 98.6%
  triton_mm_1699 0.0117 ms 98.6%
  triton_mm_1701 0.0117 ms 98.6%
  triton_mm_1703 0.0118 ms 98.1%
  triton_mm_1704 0.0118 ms 97.8%
  triton_mm_1696 0.0120 ms 96.0%
  triton_mm_1693 0.0124 ms 93.3%
  triton_mm_1707 0.0124 ms 93.3%
SingleProcess AUTOTUNE benchmarking takes 2.1903 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0155 ms 100.0%
  mm 0.0171 ms 90.6%
  triton_mm_1682 0.0173 ms 89.5%
  triton_mm_1686 0.0201 ms 76.9%
  triton_mm_1677 0.0224 ms 69.1%
  triton_mm_1690 0.0234 ms 66.1%
  triton_mm_1676 0.0236 ms 65.5%
  triton_mm_1685 0.0258 ms 60.0%
  triton_mm_1681 0.0262 ms 59.2%
  triton_mm_1675 0.0263 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1890 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5265 ms 100.0%
  triton_mm_1652 0.5577 ms 94.4%
  triton_mm_1653 0.5706 ms 92.3%
  triton_mm_1654 0.5830 ms 90.3%
  triton_mm_1647 0.6556 ms 80.3%
  triton_mm_1649 0.6561 ms 80.3%
  triton_mm_1645 0.6583 ms 80.0%
  triton_mm_1648 0.6869 ms 76.7%
  triton_mm_1646 0.7146 ms 73.7%
  triton_mm_1650 0.7230 ms 72.8%
SingleProcess AUTOTUNE benchmarking takes 2.7239 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(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5610 ms 100.0%
  triton_mm_1633 0.5624 ms 99.8%
  triton_mm_1635 0.6368 ms 88.1%
  bias_addmm 0.6483 ms 86.5%
  triton_mm_1628 0.6638 ms 84.5%
  triton_mm_1630 0.6950 ms 80.7%
  triton_mm_1626 0.7131 ms 78.7%
  addmm 0.7638 ms 73.4%
  triton_mm_1631 0.7856 ms 71.4%
  triton_mm_1627 0.7856 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.8735 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5283 ms 100.0%
  triton_mm_1671 0.5521 ms 95.7%
  triton_mm_1672 0.5733 ms 92.1%
  triton_mm_1673 0.5980 ms 88.3%
  triton_mm_1666 0.6676 ms 79.1%
  triton_mm_1668 0.6744 ms 78.3%
  triton_mm_1664 0.6836 ms 77.3%
  triton_mm_1667 0.7263 ms 72.7%
  triton_mm_1669 0.7267 ms 72.7%
  triton_mm_1665 0.7381 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.7034 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5382 ms 100.0%
  triton_mm_1652 0.5671 ms 94.9%
  triton_mm_1653 0.5776 ms 93.2%
  triton_mm_1654 0.5930 ms 90.8%
  triton_mm_1647 0.6655 ms 80.9%
  triton_mm_1649 0.6656 ms 80.9%
  triton_mm_1645 0.6761 ms 79.6%
  triton_mm_1648 0.6986 ms 77.0%
  triton_mm_1646 0.7184 ms 74.9%
  triton_mm_1650 0.7312 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.7034 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 mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8200 ms 100.0%
  mm 0.9410 ms 87.1%
  triton_mm_4992 0.9848 ms 83.3%
  triton_mm_4988 1.0023 ms 81.8%
  triton_mm_4996 1.0560 ms 77.7%
  triton_mm_4989 1.0966 ms 74.8%
  triton_mm_4993 1.1082 ms 74.0%
  triton_mm_4990 1.1351 ms 72.2%
  triton_mm_4985 1.3353 ms 61.4%
  triton_mm_4986 1.4052 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1405 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8284 ms 100.0%
  mm 0.8485 ms 97.6%
  triton_mm_5085 0.9852 ms 84.1%
  triton_mm_5081 1.0004 ms 82.8%
  triton_mm_5089 1.0647 ms 77.8%
  triton_mm_5082 1.1068 ms 74.8%
  triton_mm_5086 1.1081 ms 74.8%
  triton_mm_5083 1.1301 ms 73.3%
  triton_mm_5078 1.3292 ms 62.3%
  triton_mm_5079 1.3979 ms 59.3%
SingleProcess AUTOTUNE benchmarking takes 2.1440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0361 ms 100.0%
  triton_mm_4895 0.0372 ms 96.8%
  triton_mm_4898 0.0377 ms 95.6%
  triton_mm_4899 0.0382 ms 94.5%
  triton_mm_4902 0.0382 ms 94.3%
  triton_mm_4901 0.0393 ms 91.9%
  triton_mm_4897 0.0408 ms 88.5%
  triton_mm_4890 0.0410 ms 87.9%
  triton_mm_4891 0.0422 ms 85.4%
  triton_mm_4889 0.0469 ms 76.8%
SingleProcess AUTOTUNE benchmarking takes 1.6399 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0442 ms 100.0%
  triton_mm_4914 0.0452 ms 97.6%
  triton_mm_4921 0.0454 ms 97.3%
  triton_mm_4913 0.0472 ms 93.5%
  triton_mm_4911 0.0487 ms 90.7%
  triton_mm_4910 0.0495 ms 89.2%
  triton_mm_4912 0.0512 ms 86.2%
  triton_mm_4917 0.0517 ms 85.4%
  triton_mm_4916 0.0524 ms 84.2%
  triton_mm_4919 0.0528 ms 83.6%
SingleProcess AUTOTUNE benchmarking takes 2.4754 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6405 ms 100.0%
  bias_addmm 0.6501 ms 98.5%
  triton_mm_4937 0.7446 ms 86.0%
  triton_mm_4933 0.7579 ms 84.5%
  addmm 0.7953 ms 80.5%
  triton_mm_4941 0.8363 ms 76.6%
  triton_mm_4938 0.8373 ms 76.5%
  triton_mm_4934 0.8441 ms 75.9%
  triton_mm_4935 0.8713 ms 73.5%
  triton_mm_4930 1.0020 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.2405 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2256 ms 100.0%
  mm 0.2375 ms 95.0%
  triton_mm_4956 0.2556 ms 88.3%
  triton_mm_4952 0.2681 ms 84.2%
  triton_mm_4957 0.2801 ms 80.6%
  triton_mm_4960 0.2909 ms 77.6%
  triton_mm_4953 0.2964 ms 76.1%
  triton_mm_4954 0.3059 ms 73.8%
  triton_mm_4949 0.3393 ms 66.5%
  triton_mm_4950 0.3527 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.0099 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8401 ms 100.0%
  mm 0.8793 ms 95.5%
  triton_mm_5015 1.0013 ms 83.9%
  triton_mm_5011 1.0106 ms 83.1%
  triton_mm_5007 1.0460 ms 80.3%
  triton_mm_5012 1.0678 ms 78.7%
  triton_mm_5008 1.1199 ms 75.0%
  triton_mm_5009 1.1300 ms 74.3%
  triton_mm_5004 1.3460 ms 62.4%
  triton_mm_5005 1.3610 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 2.1409 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0212 ms 100.0%
  triton_mm_6452 0.0218 ms 97.2%
  mm 0.0225 ms 94.3%
  triton_mm_6457 0.0234 ms 90.8%
  triton_mm_6464 0.0249 ms 85.1%
  triton_mm_6451 0.0250 ms 84.8%
  triton_mm_6461 0.0272 ms 77.9%
  triton_mm_6463 0.0286 ms 74.2%
  triton_mm_6460 0.0294 ms 72.1%
  triton_mm_6459 0.0320 ms 66.3%
SingleProcess AUTOTUNE benchmarking takes 1.6308 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5492 ms 100.0%
  bias_addmm 1.5551 ms 99.6%
  triton_mm_6518 1.8543 ms 83.5%
  triton_mm_6514 1.9047 ms 81.3%
  addmm 1.9195 ms 80.7%
  triton_mm_6522 2.0068 ms 77.2%
  triton_mm_6519 2.1013 ms 73.7%
  triton_mm_6515 2.1014 ms 73.7%
  triton_mm_6516 2.1552 ms 71.9%
  triton_mm_6511 2.5330 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.3860 seconds and 0.0011 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 [02:12<1:35:07, 132.73s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8276 ms 100.0%
  mm 0.9430 ms 87.8%
  triton_mm_4992 0.9962 ms 83.1%
  triton_mm_4988 1.0056 ms 82.3%
  triton_mm_4996 1.0560 ms 78.4%
  triton_mm_4993 1.1048 ms 74.9%
  triton_mm_4989 1.1057 ms 74.9%
  triton_mm_4990 1.1448 ms 72.3%
  triton_mm_4985 1.3331 ms 62.1%
  triton_mm_4986 1.4005 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1261 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8360 ms 100.0%
  mm 0.8422 ms 99.3%
  triton_mm_5085 0.9979 ms 83.8%
  triton_mm_5081 1.0088 ms 82.9%
  triton_mm_5089 1.0662 ms 78.4%
  triton_mm_5086 1.1098 ms 75.3%
  triton_mm_5082 1.1109 ms 75.3%
  triton_mm_5083 1.1502 ms 72.7%
  triton_mm_5078 1.3501 ms 61.9%
  triton_mm_5079 1.4025 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.1289 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5460 0.8448 ms 100.0%
  mm 0.8460 ms 99.9%
  triton_mm_5457 1.0079 ms 83.8%
  triton_mm_5453 1.0105 ms 83.6%
  triton_mm_5461 1.0773 ms 78.4%
  triton_mm_5458 1.1212 ms 75.3%
  triton_mm_5454 1.1216 ms 75.3%
  triton_mm_5455 1.1414 ms 74.0%
  triton_mm_5450 1.3380 ms 63.1%
  triton_mm_5451 1.4162 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.1257 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8370 ms 100.0%
  mm 0.8471 ms 98.8%
  triton_mm_6011 1.0106 ms 82.8%
  triton_mm_6015 1.0151 ms 82.4%
  triton_mm_6019 1.0766 ms 77.7%
  triton_mm_6016 1.1199 ms 74.7%
  triton_mm_6012 1.1214 ms 74.6%
  triton_mm_6013 1.1520 ms 72.7%
  triton_mm_6008 1.3493 ms 62.0%
  triton_mm_6009 1.4160 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1358 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0363 ms 100.0%
  triton_mm_4902 0.0367 ms 98.8%
  triton_mm_4895 0.0371 ms 97.6%
  triton_mm_4899 0.0382 ms 95.0%
  triton_mm_4901 0.0390 ms 93.0%
  triton_mm_4898 0.0390 ms 92.9%
  triton_mm_4890 0.0404 ms 89.6%
  triton_mm_4891 0.0415 ms 87.4%
  triton_mm_4897 0.0418 ms 86.7%
  triton_mm_4889 0.0485 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 1.6405 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0441 ms 100.0%
  triton_mm_4914 0.0455 ms 96.9%
  triton_mm_4921 0.0465 ms 94.9%
  triton_mm_4913 0.0473 ms 93.2%
  triton_mm_4911 0.0491 ms 89.8%
  triton_mm_4910 0.0496 ms 89.0%
  triton_mm_4916 0.0518 ms 85.1%
  triton_mm_4912 0.0524 ms 84.1%
  triton_mm_4917 0.0526 ms 83.8%
  triton_mm_4919 0.0526 ms 83.8%
SingleProcess AUTOTUNE benchmarking takes 2.4820 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6454 ms 100.0%
  bias_addmm 0.6500 ms 99.3%
  triton_mm_4937 0.7526 ms 85.8%
  triton_mm_4933 0.7662 ms 84.2%
  addmm 0.8003 ms 80.6%
  triton_mm_4941 0.8404 ms 76.8%
  triton_mm_4938 0.8427 ms 76.6%
  triton_mm_4934 0.8548 ms 75.5%
  triton_mm_4935 0.8767 ms 73.6%
  triton_mm_4930 1.0185 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.2349 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2273 ms 100.0%
  mm 0.2382 ms 95.4%
  triton_mm_4956 0.2584 ms 88.0%
  triton_mm_4952 0.2694 ms 84.4%
  triton_mm_4957 0.2832 ms 80.2%
  triton_mm_4960 0.2894 ms 78.5%
  triton_mm_4953 0.2976 ms 76.4%
  triton_mm_4954 0.3103 ms 73.2%
  triton_mm_4949 0.3450 ms 65.9%
  triton_mm_4950 0.3544 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.0066 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8430 ms 100.0%
  mm 0.8828 ms 95.5%
  triton_mm_5015 1.0020 ms 84.1%
  triton_mm_5011 1.0187 ms 82.8%
  triton_mm_5007 1.0526 ms 80.1%
  triton_mm_5012 1.0752 ms 78.4%
  triton_mm_5008 1.1252 ms 74.9%
  triton_mm_5009 1.1331 ms 74.4%
  triton_mm_5004 1.3527 ms 62.3%
  triton_mm_5005 1.3673 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 2.1374 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5293 0.8449 ms 100.0%
  mm 0.8840 ms 95.6%
  triton_mm_5294 1.0012 ms 84.4%
  triton_mm_5290 1.0179 ms 83.0%
  triton_mm_5286 1.0537 ms 80.2%
  triton_mm_5291 1.0748 ms 78.6%
  triton_mm_5287 1.1261 ms 75.0%
  triton_mm_5288 1.1375 ms 74.3%
  triton_mm_5283 1.3516 ms 62.5%
  triton_mm_5284 1.3667 ms 61.8%
SingleProcess AUTOTUNE benchmarking takes 2.1490 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5312 0.6459 ms 100.0%
  bias_addmm 0.6524 ms 99.0%
  triton_mm_5309 0.7537 ms 85.7%
  triton_mm_5305 0.7661 ms 84.3%
  addmm 0.8019 ms 80.5%
  triton_mm_5313 0.8447 ms 76.5%
  triton_mm_5310 0.8486 ms 76.1%
  triton_mm_5306 0.8554 ms 75.5%
  triton_mm_5307 0.8770 ms 73.6%
  triton_mm_5302 1.0182 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.2486 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5331 0.2267 ms 100.0%
  mm 0.2392 ms 94.8%
  triton_mm_5328 0.2579 ms 87.9%
  triton_mm_5324 0.2705 ms 83.8%
  triton_mm_5329 0.2822 ms 80.3%
  triton_mm_5332 0.2913 ms 77.8%
  triton_mm_5325 0.2984 ms 76.0%
  triton_mm_5326 0.3104 ms 73.0%
  triton_mm_5321 0.3465 ms 65.4%
  triton_mm_5322 0.3541 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.0156 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0370 ms 100.0%
  triton_mm_5344 0.0378 ms 98.1%
  triton_mm_5345 0.0378 ms 97.9%
  triton_mm_5341 0.0379 ms 97.8%
  triton_mm_5348 0.0380 ms 97.5%
  triton_mm_5347 0.0403 ms 92.0%
  triton_mm_5336 0.0405 ms 91.5%
  triton_mm_5337 0.0414 ms 89.3%
  triton_mm_5343 0.0418 ms 88.6%
  triton_mm_5335 0.0485 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 1.6622 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  mm 0.0214 ms 100.0%
  triton_mm_6452 0.0215 ms 99.6%
  triton_mm_6453 0.0222 ms 96.7%
  triton_mm_6457 0.0233 ms 91.9%
  triton_mm_6451 0.0238 ms 90.2%
  triton_mm_6464 0.0258 ms 83.0%
  triton_mm_6461 0.0260 ms 82.6%
  triton_mm_6463 0.0285 ms 75.3%
  triton_mm_6460 0.0290 ms 74.0%
  triton_mm_6459 0.0308 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 1.6318 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5547 ms 100.0%
  bias_addmm 1.5607 ms 99.6%
  triton_mm_6518 1.8608 ms 83.5%
  triton_mm_6514 1.9091 ms 81.4%
  addmm 1.9340 ms 80.4%
  triton_mm_6522 2.0075 ms 77.4%
  triton_mm_6519 2.0998 ms 74.0%
  triton_mm_6515 2.1256 ms 73.1%
  triton_mm_6516 2.1638 ms 71.8%
  triton_mm_6511 2.5426 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.3823 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 [02:12<1:35:08, 132.75s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8323 ms 100.0%
  mm 0.9415 ms 88.4%
  triton_mm_4992 1.0000 ms 83.2%
  triton_mm_4988 1.0095 ms 82.4%
  triton_mm_4996 1.0672 ms 78.0%
  triton_mm_4989 1.1134 ms 74.8%
  triton_mm_4993 1.1170 ms 74.5%
  triton_mm_4990 1.1410 ms 72.9%
  triton_mm_4985 1.3417 ms 62.0%
  triton_mm_4986 1.4124 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1420 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8332 ms 100.0%
  mm 0.8445 ms 98.7%
  triton_mm_5085 0.9938 ms 83.8%
  triton_mm_5081 1.0262 ms 81.2%
  triton_mm_5089 1.0744 ms 77.6%
  triton_mm_5082 1.1221 ms 74.3%
  triton_mm_5086 1.1230 ms 74.2%
  triton_mm_5083 1.1470 ms 72.6%
  triton_mm_5078 1.3422 ms 62.1%
  triton_mm_5079 1.4132 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1382 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5181 0.8411 ms 100.0%
  mm 0.8466 ms 99.3%
  triton_mm_5178 0.9933 ms 84.7%
  triton_mm_5174 1.0239 ms 82.1%
  triton_mm_5182 1.0771 ms 78.1%
  triton_mm_5179 1.1237 ms 74.8%
  triton_mm_5175 1.1303 ms 74.4%
  triton_mm_5176 1.1508 ms 73.1%
  triton_mm_5171 1.3424 ms 62.7%
  triton_mm_5172 1.4100 ms 59.7%
SingleProcess AUTOTUNE benchmarking takes 2.1498 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5367 0.8443 ms 100.0%
  mm 0.8478 ms 99.6%
  triton_mm_5364 1.0053 ms 84.0%
  triton_mm_5360 1.0145 ms 83.2%
  triton_mm_5368 1.0874 ms 77.6%
  triton_mm_5361 1.1215 ms 75.3%
  triton_mm_5365 1.1240 ms 75.1%
  triton_mm_5362 1.1489 ms 73.5%
  triton_mm_5357 1.3459 ms 62.7%
  triton_mm_5358 1.4136 ms 59.7%
SingleProcess AUTOTUNE benchmarking takes 2.1411 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5739 0.8355 ms 100.0%
  mm 0.8461 ms 98.7%
  triton_mm_5736 0.9946 ms 84.0%
  triton_mm_5732 1.0272 ms 81.3%
  triton_mm_5740 1.0789 ms 77.4%
  triton_mm_5733 1.1224 ms 74.4%
  triton_mm_5737 1.1233 ms 74.4%
  triton_mm_5734 1.1479 ms 72.8%
  triton_mm_5729 1.3427 ms 62.2%
  triton_mm_5730 1.4136 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1394 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5925 0.8444 ms 100.0%
  mm 0.8463 ms 99.8%
  triton_mm_5918 1.0144 ms 83.2%
  triton_mm_5922 1.0148 ms 83.2%
  triton_mm_5926 1.0877 ms 77.6%
  triton_mm_5919 1.1182 ms 75.5%
  triton_mm_5923 1.1248 ms 75.1%
  triton_mm_5920 1.1437 ms 73.8%
  triton_mm_5915 1.3456 ms 62.8%
  triton_mm_5916 1.4138 ms 59.7%
SingleProcess AUTOTUNE benchmarking takes 2.1335 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6297 0.8349 ms 100.0%
  mm 0.8447 ms 98.8%
  triton_mm_6294 0.9939 ms 84.0%
  triton_mm_6290 1.0138 ms 82.4%
  triton_mm_6298 1.0872 ms 76.8%
  triton_mm_6295 1.1102 ms 75.2%
  triton_mm_6291 1.1219 ms 74.4%
  triton_mm_6292 1.1486 ms 72.7%
  triton_mm_6287 1.3468 ms 62.0%
  triton_mm_6288 1.4138 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1430 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6483 0.8423 ms 100.0%
  mm 0.8457 ms 99.6%
  triton_mm_6480 0.9933 ms 84.8%
  triton_mm_6476 1.0148 ms 83.0%
  triton_mm_6484 1.0840 ms 77.7%
  triton_mm_6477 1.1210 ms 75.1%
  triton_mm_6481 1.1234 ms 75.0%
  triton_mm_6478 1.1472 ms 73.4%
  triton_mm_6473 1.3459 ms 62.6%
  triton_mm_6474 1.4134 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.1507 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4902 0.0370 ms 100.0%
  mm 0.0370 ms 99.9%
  triton_mm_4895 0.0378 ms 97.9%
  triton_mm_4898 0.0378 ms 97.9%
  triton_mm_4899 0.0379 ms 97.6%
  triton_mm_4901 0.0390 ms 94.7%
  triton_mm_4890 0.0408 ms 90.6%
  triton_mm_4897 0.0408 ms 90.5%
  triton_mm_4891 0.0422 ms 87.5%
  triton_mm_4889 0.0495 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 1.6495 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0439 ms 100.0%
  triton_mm_4914 0.0453 ms 96.9%
  triton_mm_4921 0.0455 ms 96.5%
  triton_mm_4913 0.0472 ms 93.0%
  triton_mm_4911 0.0489 ms 89.7%
  triton_mm_4910 0.0495 ms 88.7%
  triton_mm_4916 0.0522 ms 84.1%
  triton_mm_4912 0.0523 ms 84.0%
  triton_mm_4917 0.0523 ms 84.0%
  triton_mm_4919 0.0535 ms 81.9%
SingleProcess AUTOTUNE benchmarking takes 2.4841 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6412 ms 100.0%
  bias_addmm 0.6455 ms 99.3%
  triton_mm_4937 0.7450 ms 86.1%
  triton_mm_4933 0.7550 ms 84.9%
  addmm 0.7957 ms 80.6%
  triton_mm_4941 0.8395 ms 76.4%
  triton_mm_4938 0.8484 ms 75.6%
  triton_mm_4934 0.8555 ms 74.9%
  triton_mm_4935 0.8758 ms 73.2%
  triton_mm_4930 1.0145 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.2387 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2255 ms 100.0%
  mm 0.2374 ms 95.0%
  triton_mm_4956 0.2560 ms 88.1%
  triton_mm_4952 0.2704 ms 83.4%
  triton_mm_4957 0.2812 ms 80.2%
  triton_mm_4960 0.2915 ms 77.4%
  triton_mm_4953 0.2981 ms 75.6%
  triton_mm_4954 0.3121 ms 72.2%
  triton_mm_4949 0.3425 ms 65.8%
  triton_mm_4950 0.3543 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.0273 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8360 ms 100.0%
  mm 0.8767 ms 95.4%
  triton_mm_5015 1.0015 ms 83.5%
  triton_mm_5011 1.0128 ms 82.5%
  triton_mm_5007 1.0511 ms 79.5%
  triton_mm_5012 1.0773 ms 77.6%
  triton_mm_5008 1.1311 ms 73.9%
  triton_mm_5009 1.1389 ms 73.4%
  triton_mm_5004 1.3421 ms 62.3%
  triton_mm_5005 1.3611 ms 61.4%
SingleProcess AUTOTUNE benchmarking takes 2.1488 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0206 ms 100.0%
  mm 0.0215 ms 95.8%
  triton_mm_6453 0.0215 ms 95.8%
  triton_mm_6457 0.0234 ms 88.0%
  triton_mm_6451 0.0239 ms 86.2%
  triton_mm_6464 0.0247 ms 83.4%
  triton_mm_6461 0.0267 ms 77.1%
  triton_mm_6463 0.0276 ms 74.8%
  triton_mm_6460 0.0283 ms 72.9%
  triton_mm_6459 0.0309 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 1.6385 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  bias_addmm 1.5505 ms 100.0%
  triton_mm_6521 1.5524 ms 99.9%
  triton_mm_6518 1.8606 ms 83.3%
  triton_mm_6514 1.9078 ms 81.3%
  addmm 1.9097 ms 81.2%
  triton_mm_6522 2.0201 ms 76.8%
  triton_mm_6519 2.1022 ms 73.8%
  triton_mm_6515 2.1026 ms 73.7%
  triton_mm_6516 2.1600 ms 71.8%
  triton_mm_6511 2.5388 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.3899 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 [02:12<1:35:08, 132.75s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8179 ms 100.0%
  mm 0.9399 ms 87.0%
  triton_mm_4992 0.9883 ms 82.8%
  triton_mm_4988 0.9948 ms 82.2%
  triton_mm_4996 1.0562 ms 77.4%
  triton_mm_4993 1.1017 ms 74.2%
  triton_mm_4989 1.1042 ms 74.1%
  triton_mm_4990 1.1227 ms 72.8%
  triton_mm_4985 1.3318 ms 61.4%
  triton_mm_4986 1.3967 ms 58.6%
SingleProcess AUTOTUNE benchmarking takes 2.1477 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0362 ms 100.0%
  triton_mm_4902 0.0368 ms 98.4%
  triton_mm_4895 0.0372 ms 97.2%
  triton_mm_4899 0.0381 ms 94.9%
  triton_mm_4898 0.0395 ms 91.6%
  triton_mm_4901 0.0404 ms 89.7%
  triton_mm_4890 0.0406 ms 89.1%
  triton_mm_4897 0.0415 ms 87.1%
  triton_mm_4891 0.0430 ms 84.2%
  triton_mm_4889 0.0478 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 1.6423 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0445 ms 100.0%
  triton_mm_4914 0.0457 ms 97.4%
  triton_mm_4921 0.0457 ms 97.3%
  triton_mm_4913 0.0475 ms 93.7%
  triton_mm_4911 0.0493 ms 90.2%
  triton_mm_4910 0.0508 ms 87.5%
  triton_mm_4912 0.0526 ms 84.6%
  triton_mm_4916 0.0527 ms 84.4%
  triton_mm_4917 0.0529 ms 84.1%
  triton_mm_4919 0.0531 ms 83.9%
SingleProcess AUTOTUNE benchmarking takes 2.4698 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6368 ms 100.0%
  bias_addmm 0.6482 ms 98.2%
  triton_mm_4937 0.7403 ms 86.0%
  triton_mm_4933 0.7596 ms 83.8%
  addmm 0.8074 ms 78.9%
  triton_mm_4941 0.8373 ms 76.1%
  triton_mm_4938 0.8375 ms 76.0%
  triton_mm_4934 0.8445 ms 75.4%
  triton_mm_4935 0.8740 ms 72.9%
  triton_mm_4930 1.0033 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.2283 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2246 ms 100.0%
  mm 0.2370 ms 94.8%
  triton_mm_4956 0.2576 ms 87.2%
  triton_mm_4952 0.2676 ms 83.9%
  triton_mm_4957 0.2810 ms 79.9%
  triton_mm_4960 0.2909 ms 77.2%
  triton_mm_4953 0.2952 ms 76.1%
  triton_mm_4954 0.3064 ms 73.3%
  triton_mm_4949 0.3432 ms 65.5%
  triton_mm_4950 0.3536 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.0065 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8360 ms 100.0%
  mm 0.8762 ms 95.4%
  triton_mm_5015 1.0002 ms 83.6%
  triton_mm_5011 1.0087 ms 82.9%
  triton_mm_5007 1.0452 ms 80.0%
  triton_mm_5012 1.0760 ms 77.7%
  triton_mm_5008 1.1178 ms 74.8%
  triton_mm_5009 1.1318 ms 73.9%
  triton_mm_5004 1.3471 ms 62.1%
  triton_mm_5005 1.3617 ms 61.4%
SingleProcess AUTOTUNE benchmarking takes 2.1494 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0207 ms 100.0%
  triton_mm_6453 0.0211 ms 98.2%
  mm 0.0220 ms 93.9%
  triton_mm_6457 0.0240 ms 86.0%
  triton_mm_6451 0.0243 ms 85.2%
  triton_mm_6464 0.0248 ms 83.5%
  triton_mm_6461 0.0260 ms 79.4%
  triton_mm_6463 0.0276 ms 75.0%
  triton_mm_6460 0.0295 ms 70.1%
  triton_mm_6459 0.0321 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 1.6330 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5471 ms 100.0%
  bias_addmm 1.5505 ms 99.8%
  triton_mm_6518 1.8557 ms 83.4%
  triton_mm_6514 1.8823 ms 82.2%
  addmm 1.9137 ms 80.8%
  triton_mm_6522 2.0017 ms 77.3%
  triton_mm_6519 2.0947 ms 73.9%
  triton_mm_6515 2.1003 ms 73.7%
  triton_mm_6516 2.1733 ms 71.2%
  triton_mm_6511 2.5413 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.3932 seconds and 0.0011 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 [02:12<1:35:12, 132.85s/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 [02:15<39:22, 56.25s/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 [02:15<39:22, 56.25s/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 [02:15<39:22, 56.26s/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 [02:15<39:24, 56.29s/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 [02:16<21:11, 31.01s/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 [02:16<21:11, 31.01s/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 [02:16<21:11, 31.01s/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 [02:16<21:12, 31.03s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:46, 19.17s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:46, 19.17s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:46, 19.17s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:47, 19.18s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:14, 12.68s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:14, 12.68s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:14, 12.68s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:14, 12.69s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:30,  8.69s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:30,  8.69s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:30,  8.69s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:30,  8.69s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:49,  6.20s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:49,  6.20s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:49,  6.21s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:50,  6.24s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.57s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.57s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.56s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:43,  4.54s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.48s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.48s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.47s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.46s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.72s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.72s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.72s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.71s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:13,  2.21s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.20s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.21s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:13,  2.21s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.87s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.87s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.86s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.87s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:49,  1.60s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:49,  1.60s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:49,  1.60s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:49,  1.60s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.43s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.43s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.43s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.43s/it]
Validation Progress:  34%|###4      | 15/44 [02:29<00:40,  1.41s/it]
Validation Progress:  34%|###4      | 15/44 [02:29<00:40,  1.41s/it]
Validation Progress:  34%|###4      | 15/44 [02:29<00:40,  1.41s/it]
Validation Progress:  34%|###4      | 15/44 [02:29<00:40,  1.41s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.32s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.32s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.32s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.32s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.22s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.22s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.22s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.22s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:32,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:32,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:32,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:32,  1.23s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.19s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.19s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.19s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.19s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.15s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.15s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.15s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.16s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:26,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:26,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:26,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:26,  1.14s/it]
Validation Progress:  50%|#####     | 22/44 [02:37<00:25,  1.16s/it]
Validation Progress:  50%|#####     | 22/44 [02:37<00:25,  1.15s/it]
Validation Progress:  50%|#####     | 22/44 [02:37<00:25,  1.15s/it]
Validation Progress:  50%|#####     | 22/44 [02:37<00:25,  1.16s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:25,  1.20s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:25,  1.20s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:25,  1.20s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:25,  1.20s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:23,  1.16s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:23,  1.16s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:23,  1.16s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:23,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:22,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:22,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:22,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:22,  1.16s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [02:44<00:18,  1.13s/it]
Validation Progress:  64%|######3   | 28/44 [02:44<00:18,  1.13s/it]
Validation Progress:  64%|######3   | 28/44 [02:44<00:18,  1.13s/it]
Validation Progress:  64%|######3   | 28/44 [02:44<00:18,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [02:45<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [02:45<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [02:45<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [02:45<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [02:46<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [02:46<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [02:46<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [02:46<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [02:47<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [02:47<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [02:47<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [02:47<00:14,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [02:48<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [02:48<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [02:48<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [02:48<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [02:49<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [02:49<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [02:49<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [02:49<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [02:52<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:52<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:52<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:52<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:53<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [02:53<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [02:53<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [02:53<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [02:54<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [02:54<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [02:54<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [02:54<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [02:59<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [02:59<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [02:59<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [02:59<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [03:00<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [03:00<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [03:00<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [03:00<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [03:01<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [03:01<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [03:01<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [03:01<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  4.15s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  4.15s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  4.15s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [03:02<00:00,  4.15s/it]

0it [00:00, ?it/s]
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26it [00:00, 93.76it/s]
74it [00:00, 202.35it/s]
200it [00:00, 466.68it/s]
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11265it [00:03, 4742.65it/s]
11679it [00:03, 3678.51it/s]

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100%|##########| 1/1 [00:03<00:00,  3.23s/it]
100%|##########| 1/1 [00:03<00:00,  3.23s/it]

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 10%|9         | 15/157 [00:01<00:10, 13.69it/s]
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100%|##########| 157/157 [00:10<00:00, 14.32it/s]

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 23%|##3       | 182/781 [00:10<00:35, 16.74it/s]
 24%|##3       | 184/781 [00:11<00:35, 16.63it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.80it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.71it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.53it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.48it/s]
 25%|##4       | 194/781 [00:11<00:35, 16.43it/s]
 25%|##5       | 196/781 [00:11<00:35, 16.39it/s]
 25%|##5       | 198/781 [00:11<00:35, 16.64it/s]
 26%|##5       | 200/781 [00:12<00:34, 16.77it/s]
 26%|##5       | 202/781 [00:12<00:34, 16.87it/s]
 26%|##6       | 204/781 [00:12<00:34, 16.69it/s]
 26%|##6       | 206/781 [00:12<00:34, 16.81it/s]
 27%|##6       | 208/781 [00:12<00:34, 16.66it/s]
 27%|##6       | 210/781 [00:12<00:34, 16.58it/s]
 27%|##7       | 212/781 [00:12<00:33, 16.76it/s]
 27%|##7       | 214/781 [00:12<00:33, 16.87it/s]
 28%|##7       | 216/781 [00:13<00:33, 16.98it/s]
 28%|##7       | 218/781 [00:13<00:33, 17.04it/s]
 28%|##8       | 220/781 [00:13<00:33, 16.84it/s]
 28%|##8       | 222/781 [00:13<00:33, 16.73it/s]
 29%|##8       | 224/781 [00:13<00:32, 16.89it/s]
 29%|##8       | 226/781 [00:13<00:32, 16.92it/s]
 29%|##9       | 228/781 [00:13<00:32, 17.27it/s]
 29%|##9       | 230/781 [00:13<00:31, 17.27it/s]
 30%|##9       | 232/781 [00:13<00:31, 17.23it/s]
 30%|##9       | 234/781 [00:14<00:31, 17.45it/s]
 30%|###       | 236/781 [00:14<00:31, 17.37it/s]
 30%|###       | 238/781 [00:14<00:31, 17.31it/s]
 31%|###       | 240/781 [00:14<00:31, 17.00it/s]
 31%|###       | 242/781 [00:14<00:31, 17.06it/s]
 31%|###1      | 244/781 [00:14<00:31, 17.06it/s]
 31%|###1      | 246/781 [00:14<00:31, 17.04it/s]
 32%|###1      | 248/781 [00:14<00:31, 17.05it/s]
 32%|###2      | 250/781 [00:15<00:31, 17.12it/s]
 32%|###2      | 252/781 [00:15<00:30, 17.35it/s]
 33%|###2      | 254/781 [00:15<00:30, 17.52it/s]
 33%|###2      | 256/781 [00:15<00:30, 17.06it/s]
 33%|###3      | 258/781 [00:15<00:31, 16.85it/s]
 33%|###3      | 260/781 [00:15<00:31, 16.65it/s]
 34%|###3      | 262/781 [00:15<00:41, 12.59it/s]
 34%|###3      | 264/781 [00:15<00:37, 13.76it/s]
 34%|###4      | 266/781 [00:16<00:35, 14.40it/s]
 34%|###4      | 268/781 [00:16<00:34, 14.87it/s]
 35%|###4      | 270/781 [00:16<00:33, 15.36it/s]
 35%|###4      | 272/781 [00:16<00:32, 15.51it/s]
 35%|###5      | 274/781 [00:16<00:31, 16.04it/s]
 35%|###5      | 276/781 [00:16<00:31, 16.27it/s]
 36%|###5      | 278/781 [00:16<00:30, 16.47it/s]
 36%|###5      | 280/781 [00:16<00:30, 16.29it/s]
 36%|###6      | 282/781 [00:17<00:30, 16.45it/s]
 36%|###6      | 284/781 [00:17<00:30, 16.38it/s]
 37%|###6      | 286/781 [00:17<00:30, 16.32it/s]
 37%|###6      | 288/781 [00:17<00:29, 16.47it/s]
 37%|###7      | 290/781 [00:17<00:29, 16.39it/s]
 37%|###7      | 292/781 [00:17<00:29, 16.46it/s]
 38%|###7      | 294/781 [00:17<00:29, 16.44it/s]
 38%|###7      | 296/781 [00:17<00:29, 16.21it/s]
 38%|###8      | 298/781 [00:18<00:29, 16.30it/s]
 38%|###8      | 300/781 [00:18<00:29, 16.13it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.37it/s]
 39%|###8      | 304/781 [00:18<00:28, 16.54it/s]
 39%|###9      | 306/781 [00:18<00:28, 16.68it/s]
 39%|###9      | 308/781 [00:18<00:28, 16.44it/s]
 40%|###9      | 310/781 [00:18<00:28, 16.28it/s]
 40%|###9      | 312/781 [00:18<00:28, 16.21it/s]
 40%|####      | 314/781 [00:19<00:28, 16.40it/s]
 40%|####      | 316/781 [00:19<00:28, 16.56it/s]
 41%|####      | 318/781 [00:19<00:27, 16.97it/s]
 41%|####      | 320/781 [00:19<00:26, 17.23it/s]
 41%|####1     | 322/781 [00:19<00:26, 17.29it/s]
 41%|####1     | 324/781 [00:19<00:26, 16.93it/s]
 42%|####1     | 326/781 [00:19<00:26, 16.96it/s]
 42%|####1     | 328/781 [00:19<00:26, 16.98it/s]
 42%|####2     | 330/781 [00:19<00:27, 16.61it/s]
 43%|####2     | 332/781 [00:20<00:27, 16.37it/s]
 43%|####2     | 334/781 [00:20<00:27, 16.21it/s]
 43%|####3     | 336/781 [00:20<00:27, 16.11it/s]
 43%|####3     | 338/781 [00:20<00:27, 16.02it/s]
 44%|####3     | 340/781 [00:20<00:27, 16.00it/s]
 44%|####3     | 342/781 [00:20<00:27, 15.90it/s]
 44%|####4     | 344/781 [00:20<00:27, 15.89it/s]
 44%|####4     | 346/781 [00:20<00:27, 15.95it/s]
 45%|####4     | 348/781 [00:21<00:26, 16.13it/s]
 45%|####4     | 350/781 [00:21<00:26, 16.20it/s]
 45%|####5     | 352/781 [00:21<00:26, 16.21it/s]
 45%|####5     | 354/781 [00:21<00:26, 16.30it/s]
 46%|####5     | 356/781 [00:21<00:25, 16.39it/s]
 46%|####5     | 358/781 [00:21<00:25, 16.45it/s]
 46%|####6     | 360/781 [00:21<00:25, 16.40it/s]
 46%|####6     | 362/781 [00:21<00:25, 16.41it/s]
 47%|####6     | 364/781 [00:22<00:25, 16.56it/s]
 47%|####6     | 366/781 [00:22<00:25, 16.48it/s]
 47%|####7     | 368/781 [00:22<00:25, 16.44it/s]
 47%|####7     | 370/781 [00:22<00:25, 16.42it/s]
 48%|####7     | 372/781 [00:22<00:24, 16.38it/s]
 48%|####7     | 374/781 [00:22<00:24, 16.35it/s]
 48%|####8     | 376/781 [00:22<00:24, 16.56it/s]
 48%|####8     | 378/781 [00:22<00:23, 16.95it/s]
 49%|####8     | 380/781 [00:23<00:23, 16.72it/s]
 49%|####8     | 382/781 [00:23<00:23, 16.81it/s]
 49%|####9     | 384/781 [00:23<00:23, 16.91it/s]
 49%|####9     | 386/781 [00:23<00:23, 16.96it/s]
 50%|####9     | 388/781 [00:23<00:23, 16.90it/s]
 50%|####9     | 390/781 [00:23<00:23, 16.55it/s]
 50%|#####     | 392/781 [00:23<00:23, 16.58it/s]
 50%|#####     | 394/781 [00:23<00:23, 16.74it/s]
 51%|#####     | 396/781 [00:23<00:23, 16.66it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.54it/s]
 51%|#####1    | 400/781 [00:24<00:23, 16.52it/s]
 51%|#####1    | 402/781 [00:24<00:23, 16.34it/s]
 52%|#####1    | 404/781 [00:24<00:23, 16.36it/s]
 52%|#####1    | 406/781 [00:24<00:22, 16.34it/s]
 52%|#####2    | 408/781 [00:24<00:23, 16.15it/s]
 52%|#####2    | 410/781 [00:24<00:22, 16.24it/s]
 53%|#####2    | 412/781 [00:24<00:22, 16.41it/s]
 53%|#####3    | 414/781 [00:25<00:22, 16.32it/s]
 53%|#####3    | 416/781 [00:25<00:22, 16.44it/s]
 54%|#####3    | 418/781 [00:25<00:21, 16.59it/s]
 54%|#####3    | 420/781 [00:25<00:22, 16.36it/s]
 54%|#####4    | 422/781 [00:25<00:21, 16.42it/s]
 54%|#####4    | 424/781 [00:25<00:21, 16.55it/s]
 55%|#####4    | 426/781 [00:25<00:21, 16.65it/s]
 55%|#####4    | 428/781 [00:25<00:21, 16.64it/s]
 55%|#####5    | 430/781 [00:26<00:20, 16.73it/s]
 55%|#####5    | 432/781 [00:26<00:21, 16.29it/s]
 56%|#####5    | 434/781 [00:26<00:20, 16.62it/s]
 56%|#####5    | 436/781 [00:26<00:20, 16.49it/s]
 56%|#####6    | 438/781 [00:26<00:21, 16.33it/s]
 56%|#####6    | 440/781 [00:26<00:21, 15.98it/s]
 57%|#####6    | 442/781 [00:26<00:21, 16.12it/s]
 57%|#####6    | 444/781 [00:26<00:20, 16.22it/s]
 57%|#####7    | 446/781 [00:27<00:20, 16.57it/s]
 57%|#####7    | 448/781 [00:27<00:20, 16.36it/s]
 58%|#####7    | 450/781 [00:27<00:20, 16.21it/s]
 58%|#####7    | 452/781 [00:27<00:20, 16.34it/s]
 58%|#####8    | 454/781 [00:27<00:19, 16.41it/s]
 58%|#####8    | 456/781 [00:27<00:19, 16.38it/s]
 59%|#####8    | 458/781 [00:27<00:19, 16.44it/s]
 59%|#####8    | 460/781 [00:27<00:19, 16.26it/s]
 59%|#####9    | 462/781 [00:28<00:19, 16.57it/s]
 59%|#####9    | 464/781 [00:28<00:19, 16.61it/s]
 60%|#####9    | 466/781 [00:28<00:18, 16.61it/s]
 60%|#####9    | 468/781 [00:28<00:18, 16.81it/s]
 60%|######    | 470/781 [00:28<00:18, 16.53it/s]
 60%|######    | 472/781 [00:28<00:18, 16.57it/s]
 61%|######    | 474/781 [00:28<00:18, 16.80it/s]
 61%|######    | 476/781 [00:28<00:17, 16.96it/s]
 61%|######1   | 478/781 [00:28<00:17, 16.87it/s]
 61%|######1   | 480/781 [00:29<00:17, 16.84it/s]
 62%|######1   | 482/781 [00:29<00:18, 16.54it/s]
 62%|######1   | 484/781 [00:29<00:18, 16.33it/s]
 62%|######2   | 486/781 [00:29<00:18, 16.34it/s]
 62%|######2   | 488/781 [00:29<00:18, 16.11it/s]
 63%|######2   | 490/781 [00:29<00:17, 16.24it/s]
 63%|######2   | 492/781 [00:29<00:17, 16.14it/s]
 63%|######3   | 494/781 [00:29<00:17, 16.08it/s]
 64%|######3   | 496/781 [00:30<00:17, 16.03it/s]
 64%|######3   | 498/781 [00:30<00:17, 16.23it/s]
 64%|######4   | 500/781 [00:30<00:17, 16.28it/s]
 64%|######4   | 502/781 [00:30<00:17, 16.06it/s]
 65%|######4   | 504/781 [00:30<00:17, 15.78it/s]
 65%|######4   | 506/781 [00:30<00:17, 16.06it/s]
 65%|######5   | 508/781 [00:30<00:17, 15.87it/s]
 65%|######5   | 510/781 [00:30<00:16, 15.99it/s]
 66%|######5   | 512/781 [00:31<00:16, 16.35it/s]
 66%|######5   | 514/781 [00:31<00:16, 16.20it/s]
 66%|######6   | 516/781 [00:31<00:16, 16.08it/s]
 66%|######6   | 518/781 [00:31<00:16, 16.03it/s]
 67%|######6   | 520/781 [00:31<00:26,  9.92it/s]
 67%|######6   | 522/781 [00:31<00:23, 11.16it/s]
 67%|######7   | 524/781 [00:32<00:20, 12.36it/s]
 67%|######7   | 526/781 [00:32<00:19, 13.22it/s]
 68%|######7   | 528/781 [00:32<00:18, 13.91it/s]
 68%|######7   | 530/781 [00:32<00:17, 14.45it/s]
 68%|######8   | 532/781 [00:32<00:16, 14.83it/s]
 68%|######8   | 534/781 [00:32<00:16, 15.18it/s]
 69%|######8   | 536/781 [00:32<00:15, 15.56it/s]
 69%|######8   | 538/781 [00:32<00:15, 15.75it/s]
 69%|######9   | 540/781 [00:33<00:14, 16.11it/s]
 69%|######9   | 542/781 [00:33<00:14, 16.40it/s]
 70%|######9   | 544/781 [00:33<00:14, 16.61it/s]
 70%|######9   | 546/781 [00:33<00:14, 16.70it/s]
 70%|#######   | 548/781 [00:33<00:14, 16.55it/s]
 70%|#######   | 550/781 [00:33<00:13, 16.73it/s]
 71%|#######   | 552/781 [00:33<00:13, 16.83it/s]
 71%|#######   | 554/781 [00:33<00:13, 16.68it/s]
 71%|#######1  | 556/781 [00:34<00:13, 16.59it/s]
 71%|#######1  | 558/781 [00:34<00:13, 16.53it/s]
 72%|#######1  | 560/781 [00:34<00:13, 16.66it/s]
 72%|#######1  | 562/781 [00:34<00:12, 17.00it/s]
 72%|#######2  | 564/781 [00:34<00:12, 16.79it/s]
 72%|#######2  | 566/781 [00:34<00:12, 16.79it/s]
 73%|#######2  | 568/781 [00:34<00:12, 16.65it/s]
 73%|#######2  | 570/781 [00:34<00:12, 16.57it/s]
 73%|#######3  | 572/781 [00:34<00:12, 16.49it/s]
 73%|#######3  | 574/781 [00:35<00:12, 16.68it/s]
 74%|#######3  | 576/781 [00:35<00:12, 16.53it/s]
 74%|#######4  | 578/781 [00:35<00:12, 16.35it/s]
 74%|#######4  | 580/781 [00:35<00:12, 16.36it/s]
 75%|#######4  | 582/781 [00:35<00:11, 16.73it/s]
 75%|#######4  | 584/781 [00:35<00:11, 16.73it/s]
 75%|#######5  | 586/781 [00:35<00:11, 16.75it/s]
 75%|#######5  | 588/781 [00:35<00:11, 16.85it/s]
 76%|#######5  | 590/781 [00:36<00:11, 16.72it/s]
 76%|#######5  | 592/781 [00:36<00:11, 16.81it/s]
 76%|#######6  | 594/781 [00:36<00:11, 16.89it/s]
 76%|#######6  | 596/781 [00:36<00:10, 16.92it/s]
 77%|#######6  | 598/781 [00:36<00:10, 16.89it/s]
 77%|#######6  | 600/781 [00:36<00:10, 16.66it/s]
 77%|#######7  | 602/781 [00:36<00:10, 16.78it/s]
 77%|#######7  | 604/781 [00:36<00:10, 16.65it/s]
 78%|#######7  | 606/781 [00:37<00:10, 16.81it/s]
 78%|#######7  | 608/781 [00:37<00:10, 17.15it/s]
 78%|#######8  | 610/781 [00:37<00:09, 17.13it/s]
 78%|#######8  | 612/781 [00:37<00:09, 17.15it/s]
 79%|#######8  | 614/781 [00:37<00:09, 17.08it/s]
 79%|#######8  | 616/781 [00:37<00:09, 17.03it/s]
 79%|#######9  | 618/781 [00:37<00:09, 16.99it/s]
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 80%|#######9  | 622/781 [00:37<00:09, 16.96it/s]
 80%|#######9  | 624/781 [00:38<00:09, 17.23it/s]
 80%|########  | 626/781 [00:38<00:08, 17.32it/s]
 80%|########  | 628/781 [00:38<00:08, 17.13it/s]
 81%|########  | 630/781 [00:38<00:08, 16.79it/s]
 81%|########  | 632/781 [00:38<00:13, 11.35it/s]
 81%|########1 | 634/781 [00:38<00:11, 12.36it/s]
 81%|########1 | 636/781 [00:38<00:10, 13.22it/s]
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 82%|########1 | 640/781 [00:39<00:09, 14.28it/s]
 82%|########2 | 642/781 [00:39<00:09, 14.64it/s]
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 83%|########2 | 648/781 [00:39<00:08, 15.33it/s]
 83%|########3 | 650/781 [00:39<00:08, 15.48it/s]
 83%|########3 | 652/781 [00:39<00:08, 15.56it/s]
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 84%|########4 | 658/781 [00:40<00:07, 15.48it/s]
 85%|########4 | 660/781 [00:40<00:07, 15.34it/s]
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 85%|########5 | 666/781 [00:40<00:07, 15.41it/s]
 86%|########5 | 668/781 [00:41<00:07, 15.50it/s]
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 86%|########6 | 672/781 [00:41<00:06, 15.58it/s]
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 91%|#########1| 712/781 [00:43<00:04, 15.45it/s]
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 92%|#########2| 720/781 [00:44<00:03, 15.56it/s]
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 93%|#########2| 726/781 [00:44<00:03, 15.58it/s]
 93%|#########3| 728/781 [00:44<00:03, 15.56it/s]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/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 [00:50<00:00,  1.53s/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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  with torch.cuda.amp.autocast(enabled=False):

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 65%|######4   | 102/157 [00:06<00:03, 16.93it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.93it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.82it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.90it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.05it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.95it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.83it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.77it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.60it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.71it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.68it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.62it/s]
 80%|########  | 126/157 [00:07<00:01, 16.66it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.69it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.60it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.64it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.75it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.75it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.67it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.85it/s]
 90%|######### | 142/157 [00:08<00:00, 16.64it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.68it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.84it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.75it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.95it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.91it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.73it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.89it/s]
100%|##########| 157/157 [00:09<00:00, 16.73it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.45it/s]
  1%|          | 4/781 [00:00<00:41, 18.59it/s]
  1%|          | 6/781 [00:00<00:42, 18.45it/s]
  1%|1         | 8/781 [00:00<00:41, 18.54it/s]
  1%|1         | 10/781 [00:00<00:41, 18.80it/s]
  2%|1         | 12/781 [00:00<00:41, 18.61it/s]
  2%|1         | 14/781 [00:00<00:41, 18.68it/s]
  2%|2         | 16/781 [00:00<00:41, 18.45it/s]
  2%|2         | 18/781 [00:00<00:41, 18.54it/s]
  3%|2         | 20/781 [00:01<00:40, 18.58it/s]
  3%|2         | 22/781 [00:01<00:40, 18.82it/s]
  3%|3         | 24/781 [00:01<00:40, 18.67it/s]
  3%|3         | 26/781 [00:01<00:40, 18.51it/s]
  4%|3         | 28/781 [00:01<00:40, 18.41it/s]
  4%|3         | 30/781 [00:01<00:40, 18.53it/s]
  4%|4         | 32/781 [00:01<00:40, 18.65it/s]
  4%|4         | 34/781 [00:01<00:40, 18.65it/s]
  5%|4         | 36/781 [00:01<00:39, 18.74it/s]
  5%|4         | 38/781 [00:02<00:39, 18.94it/s]
  5%|5         | 40/781 [00:02<00:39, 18.81it/s]
  5%|5         | 42/781 [00:02<00:39, 18.92it/s]
  6%|5         | 44/781 [00:02<00:39, 18.76it/s]
  6%|5         | 46/781 [00:02<00:39, 18.81it/s]
  6%|6         | 48/781 [00:02<00:38, 18.88it/s]
  6%|6         | 50/781 [00:02<00:38, 18.84it/s]
  7%|6         | 52/781 [00:02<00:38, 18.88it/s]
  7%|6         | 54/781 [00:02<00:38, 18.77it/s]
  7%|7         | 56/781 [00:02<00:38, 18.64it/s]
  7%|7         | 58/781 [00:03<00:39, 18.43it/s]
  8%|7         | 60/781 [00:03<00:38, 18.65it/s]
  8%|7         | 62/781 [00:03<00:38, 18.61it/s]
  8%|8         | 64/781 [00:03<00:38, 18.64it/s]
  8%|8         | 66/781 [00:03<00:38, 18.76it/s]
  9%|8         | 68/781 [00:03<00:38, 18.73it/s]
  9%|8         | 70/781 [00:03<00:37, 18.84it/s]
  9%|9         | 72/781 [00:03<00:37, 18.95it/s]
  9%|9         | 74/781 [00:03<00:37, 19.05it/s]
 10%|9         | 76/781 [00:04<00:36, 19.09it/s]
 10%|9         | 78/781 [00:04<00:36, 19.10it/s]
 10%|#         | 80/781 [00:04<00:36, 19.12it/s]
 10%|#         | 82/781 [00:04<00:36, 19.11it/s]
 11%|#         | 84/781 [00:04<00:36, 19.10it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.17it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.21it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.23it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.40it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.13it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.17it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.17it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.22it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.25it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.29it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.31it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.33it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.31it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.32it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.32it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.31it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.31it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.30it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.30it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.32it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.32it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.36it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.37it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.35it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.38it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.42it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.39it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.28it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.31it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.35it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.37it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.36it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.27it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.29it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.71it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.86it/s]
 20%|##        | 158/781 [00:08<00:32, 18.90it/s]
 20%|##        | 160/781 [00:08<00:32, 19.02it/s]
 21%|##        | 162/781 [00:08<00:32, 18.94it/s]
 21%|##        | 164/781 [00:08<00:32, 18.92it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.80it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.80it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.73it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.81it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.74it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.81it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.89it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.01it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.08it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.06it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.04it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.14it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.22it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.28it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.30it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.32it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.36it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.40it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.41it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.44it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.43it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.41it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.38it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.38it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.38it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.37it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.35it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.12it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.16it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.23it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.27it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.33it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.35it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.37it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.36it/s]
 30%|###       | 236/781 [00:12<00:28, 19.34it/s]
 30%|###       | 238/781 [00:12<00:28, 19.34it/s]
 31%|###       | 240/781 [00:12<00:27, 19.34it/s]
 31%|###       | 242/781 [00:12<00:27, 19.38it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.42it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.41it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.40it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.26it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.06it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.12it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.15it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.23it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.25it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.27it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.28it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.27it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.28it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.32it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.29it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.15it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.04it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.05it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.06it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.98it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.97it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.07it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.15it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.20it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.26it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.26it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.28it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.30it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.19it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.09it/s]
 39%|###8      | 304/781 [00:15<00:25, 19.04it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.98it/s]
 39%|###9      | 308/781 [00:16<00:24, 18.94it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.90it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.00it/s]
 40%|####      | 314/781 [00:16<00:24, 19.01it/s]
 40%|####      | 316/781 [00:16<00:24, 18.98it/s]
 41%|####      | 318/781 [00:16<00:24, 18.96it/s]
 41%|####      | 320/781 [00:16<00:24, 18.94it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.92it/s]
 41%|####1     | 324/781 [00:16<00:24, 18.97it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.09it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.15it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.19it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.23it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.26it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.30it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.30it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.24it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.17it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.21it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.12it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.15it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.18it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.95it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.77it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.56it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.62it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.57it/s]
 46%|####6     | 362/781 [00:18<00:22, 18.67it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.69it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.85it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.94it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.90it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.84it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.86it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.92it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.97it/s]
 49%|####8     | 380/781 [00:19<00:21, 19.07it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.12it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.06it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.18it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.25it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.29it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.27it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.30it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.34it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.40it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.36it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.19it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.08it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.05it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.00it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.05it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.11it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.18it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.22it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.19it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.22it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.29it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.33it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.38it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.38it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.34it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.35it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.35it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.35it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.38it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.36it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.31it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.29it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.28it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.30it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.30it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.33it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.33it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.32it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.36it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.38it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.38it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.22it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.25it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.24it/s]
 60%|######    | 470/781 [00:24<00:16, 18.82it/s]
 60%|######    | 472/781 [00:24<00:16, 18.96it/s]
 61%|######    | 474/781 [00:24<00:16, 19.01it/s]
 61%|######    | 476/781 [00:24<00:16, 19.04it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.09it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.12it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.14it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.17it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.19it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.20it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.19it/s]
 63%|######2   | 492/781 [00:25<00:15, 19.23it/s]
 63%|######3   | 494/781 [00:25<00:14, 19.24it/s]
 64%|######3   | 496/781 [00:25<00:14, 19.24it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.25it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.27it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.27it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.30it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.22it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.24it/s]
 65%|######5   | 510/781 [00:26<00:14, 19.23it/s]
 66%|######5   | 512/781 [00:26<00:13, 19.27it/s]
 66%|######5   | 514/781 [00:26<00:13, 19.27it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.22it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.05it/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:  70%|#######   | 31/44 [00:34<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.09s/it]
100%|##########| 1/1 [00:03<00:00,  3.09s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
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  3%|2         | 4/157 [00:00<00:10, 14.92it/s]
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  9%|8         | 14/157 [00:00<00:09, 15.64it/s]
 10%|#         | 16/157 [00:01<00:08, 15.71it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.83it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.91it/s]
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 18%|#7        | 28/157 [00:01<00:08, 16.06it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.05it/s]
 20%|##        | 32/157 [00:02<00:07, 16.07it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.06it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.08it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.05it/s]
 41%|####      | 64/157 [00:04<00:05, 16.05it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.05it/s]
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 51%|#####     | 80/157 [00:05<00:04, 15.78it/s]
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 61%|######1   | 96/157 [00:06<00:03, 15.82it/s]
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 80%|########  | 126/157 [00:07<00:01, 15.70it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.69it/s]
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100%|##########| 157/157 [00:09<00:00, 15.87it/s]

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  1%|          | 4/781 [00:00<01:10, 10.96it/s]
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  1%|1         | 8/781 [00:00<01:10, 11.03it/s]
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  2%|1         | 12/781 [00:01<01:09, 11.05it/s]
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  3%|2         | 20/781 [00:01<01:08, 11.08it/s]
  3%|2         | 22/781 [00:01<01:08, 11.12it/s]
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  6%|6         | 48/781 [00:04<01:06, 10.99it/s]
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  7%|7         | 58/781 [00:05<01:07, 10.66it/s]
  8%|7         | 60/781 [00:05<01:08, 10.47it/s]
  8%|7         | 62/781 [00:05<01:08, 10.47it/s]
  8%|8         | 64/781 [00:05<01:07, 10.61it/s]
  8%|8         | 66/781 [00:06<01:06, 10.70it/s]
  9%|8         | 68/781 [00:06<01:06, 10.75it/s]
  9%|8         | 70/781 [00:06<01:05, 10.84it/s]
  9%|9         | 72/781 [00:06<01:05, 10.90it/s]
  9%|9         | 74/781 [00:06<01:04, 10.94it/s]
 10%|9         | 76/781 [00:06<01:04, 10.97it/s]
 10%|9         | 78/781 [00:07<01:04, 10.95it/s]
 10%|#         | 80/781 [00:07<01:03, 10.97it/s]
 10%|#         | 82/781 [00:07<01:03, 10.99it/s]
 11%|#         | 84/781 [00:07<01:03, 10.93it/s]
 11%|#1        | 86/781 [00:07<01:03, 10.91it/s]
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 12%|#1        | 90/781 [00:08<01:03, 10.95it/s]
 12%|#1        | 92/781 [00:08<01:02, 10.96it/s]
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 14%|#3        | 106/781 [00:09<01:01, 11.01it/s]
 14%|#3        | 108/781 [00:09<01:01, 10.96it/s]
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 14%|#4        | 112/781 [00:10<01:01, 10.92it/s]
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 15%|#5        | 118/781 [00:10<01:00, 10.92it/s]
 15%|#5        | 120/781 [00:10<01:00, 10.91it/s]
 16%|#5        | 122/781 [00:11<01:00, 10.94it/s]
 16%|#5        | 124/781 [00:11<01:00, 10.94it/s]
 16%|#6        | 126/781 [00:11<00:59, 10.95it/s]
 16%|#6        | 128/781 [00:11<00:59, 10.95it/s]
 17%|#6        | 130/781 [00:11<00:59, 10.93it/s]
 17%|#6        | 132/781 [00:12<00:59, 10.93it/s]
 17%|#7        | 134/781 [00:12<00:59, 10.93it/s]
 17%|#7        | 136/781 [00:12<00:58, 10.94it/s]
 18%|#7        | 138/781 [00:12<00:58, 10.93it/s]
 18%|#7        | 140/781 [00:12<00:58, 10.94it/s]
 18%|#8        | 142/781 [00:12<00:58, 10.93it/s]
 18%|#8        | 144/781 [00:13<00:58, 10.94it/s]
 19%|#8        | 146/781 [00:13<00:58, 10.93it/s]
 19%|#8        | 148/781 [00:13<00:57, 10.96it/s]
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 19%|#9        | 152/781 [00:13<00:56, 11.05it/s]
 20%|#9        | 154/781 [00:14<00:56, 11.07it/s]
 20%|#9        | 156/781 [00:14<00:56, 11.09it/s]
 20%|##        | 158/781 [00:14<00:56, 11.11it/s]
 20%|##        | 160/781 [00:14<00:55, 11.13it/s]
 21%|##        | 162/781 [00:14<00:55, 11.10it/s]
 21%|##        | 164/781 [00:14<00:56, 11.01it/s]
 21%|##1       | 166/781 [00:15<00:56, 10.91it/s]
 22%|##1       | 168/781 [00:15<00:56, 10.86it/s]
 22%|##1       | 170/781 [00:15<00:56, 10.85it/s]
 22%|##2       | 172/781 [00:15<00:56, 10.83it/s]
 22%|##2       | 174/781 [00:15<00:56, 10.77it/s]
 23%|##2       | 176/781 [00:16<00:55, 10.83it/s]
 23%|##2       | 178/781 [00:16<00:55, 10.89it/s]
 23%|##3       | 180/781 [00:16<00:55, 10.92it/s]
 23%|##3       | 182/781 [00:16<00:54, 10.98it/s]
 24%|##3       | 184/781 [00:16<00:54, 11.02it/s]
 24%|##3       | 186/781 [00:16<00:53, 11.06it/s]
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 26%|##6       | 204/781 [00:18<00:52, 11.05it/s]
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 27%|##7       | 214/781 [00:19<00:50, 11.18it/s]
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 28%|##7       | 218/781 [00:19<00:50, 11.21it/s]
 28%|##8       | 220/781 [00:20<00:50, 11.13it/s]
 28%|##8       | 222/781 [00:20<00:50, 11.07it/s]
 29%|##8       | 224/781 [00:20<00:50, 11.05it/s]
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 30%|##9       | 232/781 [00:21<00:49, 11.05it/s]
 30%|##9       | 234/781 [00:21<00:49, 11.04it/s]
 30%|###       | 236/781 [00:21<00:49, 11.04it/s]
 30%|###       | 238/781 [00:21<00:49, 11.06it/s]
 31%|###       | 240/781 [00:21<00:48, 11.06it/s]
 31%|###       | 242/781 [00:22<00:48, 11.07it/s]
 31%|###1      | 244/781 [00:22<00:48, 11.06it/s]
 31%|###1      | 246/781 [00:22<00:48, 11.06it/s]
 32%|###1      | 248/781 [00:22<00:48, 11.06it/s]
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 32%|###2      | 252/781 [00:22<00:47, 11.08it/s]
 33%|###2      | 254/781 [00:23<00:47, 11.07it/s]
 33%|###2      | 256/781 [00:23<00:47, 11.07it/s]
 33%|###3      | 258/781 [00:23<00:47, 11.05it/s]
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 35%|###5      | 274/781 [00:24<00:46, 11.01it/s]
 35%|###5      | 276/781 [00:25<00:46, 10.90it/s]
 36%|###5      | 278/781 [00:25<00:46, 10.89it/s]
 36%|###5      | 280/781 [00:25<00:46, 10.89it/s]
 36%|###6      | 282/781 [00:25<00:45, 10.88it/s]
 36%|###6      | 284/781 [00:25<00:45, 10.96it/s]
 37%|###6      | 286/781 [00:26<00:45, 10.96it/s]
 37%|###6      | 288/781 [00:26<00:45, 10.92it/s]
 37%|###7      | 290/781 [00:26<00:44, 10.92it/s]
 37%|###7      | 292/781 [00:26<00:44, 10.94it/s]
 38%|###7      | 294/781 [00:26<00:44, 10.94it/s]
 38%|###7      | 296/781 [00:26<00:44, 10.97it/s]
 38%|###8      | 298/781 [00:27<00:43, 11.00it/s]
 38%|###8      | 300/781 [00:27<00:43, 11.01it/s]
 39%|###8      | 302/781 [00:27<00:43, 11.01it/s]
 39%|###8      | 304/781 [00:27<00:43, 10.99it/s]
 39%|###9      | 306/781 [00:27<00:43, 10.99it/s]
 39%|###9      | 308/781 [00:28<00:43, 10.99it/s]
 40%|###9      | 310/781 [00:28<00:42, 10.98it/s]
 40%|###9      | 312/781 [00:28<00:42, 10.98it/s]
 40%|####      | 314/781 [00:28<00:42, 10.99it/s]
 40%|####      | 316/781 [00:28<00:42, 10.99it/s]
 41%|####      | 318/781 [00:28<00:42, 11.01it/s]
 41%|####      | 320/781 [00:29<00:41, 11.01it/s]
 41%|####1     | 322/781 [00:29<00:41, 11.01it/s]
 41%|####1     | 324/781 [00:29<00:41, 11.02it/s]
 42%|####1     | 326/781 [00:29<00:41, 11.00it/s]
 42%|####1     | 328/781 [00:29<00:41, 11.00it/s]
 42%|####2     | 330/781 [00:30<00:41, 10.93it/s]
 43%|####2     | 332/781 [00:30<00:41, 10.89it/s]
 43%|####2     | 334/781 [00:30<00:41, 10.90it/s]
 43%|####3     | 336/781 [00:30<00:40, 10.89it/s]
 43%|####3     | 338/781 [00:30<00:40, 10.89it/s]
 44%|####3     | 340/781 [00:30<00:40, 10.94it/s]
 44%|####3     | 342/781 [00:31<00:39, 11.00it/s]
 44%|####4     | 344/781 [00:31<00:39, 11.03it/s]
 44%|####4     | 346/781 [00:31<00:39, 11.05it/s]
 45%|####4     | 348/781 [00:31<00:39, 11.07it/s]
 45%|####4     | 350/781 [00:31<00:38, 11.10it/s]
 45%|####5     | 352/781 [00:32<00:38, 11.13it/s]
 45%|####5     | 354/781 [00:32<00:39, 10.86it/s]
 46%|####5     | 356/781 [00:32<00:39, 10.73it/s]
 46%|####5     | 358/781 [00:32<00:39, 10.82it/s]
 46%|####6     | 360/781 [00:32<00:38, 10.86it/s]
 46%|####6     | 362/781 [00:32<00:38, 10.91it/s]
 47%|####6     | 364/781 [00:33<00:38, 10.94it/s]
 47%|####6     | 366/781 [00:33<00:37, 10.96it/s]
 47%|####7     | 368/781 [00:33<00:37, 11.02it/s]
 47%|####7     | 370/781 [00:33<00:37, 11.08it/s]
 48%|####7     | 372/781 [00:33<00:36, 11.12it/s]
 48%|####7     | 374/781 [00:34<00:36, 11.10it/s]
 48%|####8     | 376/781 [00:34<00:36, 11.09it/s]
 48%|####8     | 378/781 [00:34<00:36, 11.05it/s]
 49%|####8     | 380/781 [00:34<00:36, 11.04it/s]
 49%|####8     | 382/781 [00:34<00:36, 11.03it/s]
 49%|####9     | 384/781 [00:34<00:36, 10.96it/s]
 49%|####9     | 386/781 [00:35<00:36, 10.91it/s]
 50%|####9     | 388/781 [00:35<00:36, 10.87it/s]
 50%|####9     | 390/781 [00:35<00:36, 10.85it/s]
 50%|#####     | 392/781 [00:35<00:36, 10.75it/s]
 50%|#####     | 394/781 [00:35<00:35, 10.81it/s]
 51%|#####     | 396/781 [00:36<00:35, 10.79it/s]
 51%|#####     | 398/781 [00:36<00:35, 10.81it/s]
 51%|#####1    | 400/781 [00:36<00:35, 10.85it/s]
 51%|#####1    | 402/781 [00:36<00:34, 10.87it/s]
 52%|#####1    | 404/781 [00:36<00:34, 10.93it/s]
 52%|#####1    | 406/781 [00:36<00:34, 10.93it/s]
 52%|#####2    | 408/781 [00:37<00:34, 10.94it/s]
 52%|#####2    | 410/781 [00:37<00:33, 10.95it/s]
 53%|#####2    | 412/781 [00:37<00:33, 11.00it/s]
 53%|#####3    | 414/781 [00:37<00:33, 11.01it/s]
 53%|#####3    | 416/781 [00:37<00:33, 11.04it/s]
 54%|#####3    | 418/781 [00:38<00:32, 11.04it/s]
 54%|#####3    | 420/781 [00:38<00:32, 11.05it/s]
 54%|#####4    | 422/781 [00:38<00:32, 11.04it/s]
 54%|#####4    | 424/781 [00:38<00:32, 11.03it/s]
 55%|#####4    | 426/781 [00:38<00:32, 11.02it/s]
 55%|#####4    | 428/781 [00:38<00:32, 11.02it/s]
 55%|#####5    | 430/781 [00:39<00:31, 11.05it/s]
 55%|#####5    | 432/781 [00:39<00:31, 11.05it/s]
 56%|#####5    | 434/781 [00:39<00:31, 11.04it/s]
 56%|#####5    | 436/781 [00:39<00:31, 11.04it/s]
 56%|#####6    | 438/781 [00:39<00:31, 11.01it/s]
 56%|#####6    | 440/781 [00:40<00:31, 10.97it/s]
 57%|#####6    | 442/781 [00:40<00:30, 11.02it/s]
 57%|#####6    | 444/781 [00:40<00:30, 11.03it/s]
 57%|#####7    | 446/781 [00:40<00:30, 11.07it/s]
 57%|#####7    | 448/781 [00:40<00:30, 11.10it/s]
 58%|#####7    | 450/781 [00:40<00:29, 11.11it/s]
 58%|#####7    | 452/781 [00:41<00:29, 11.13it/s]
 58%|#####8    | 454/781 [00:41<00:29, 11.13it/s]
 58%|#####8    | 456/781 [00:41<00:29, 11.14it/s]
 59%|#####8    | 458/781 [00:41<00:28, 11.15it/s]
 59%|#####8    | 460/781 [00:41<00:28, 11.16it/s]
 59%|#####9    | 462/781 [00:42<00:28, 11.16it/s]
 59%|#####9    | 464/781 [00:42<00:28, 11.16it/s]
 60%|#####9    | 466/781 [00:42<00:28, 11.10it/s]
 60%|#####9    | 468/781 [00:42<00:28, 11.06it/s]
 60%|######    | 470/781 [00:42<00:28, 11.03it/s]
 60%|######    | 472/781 [00:42<00:28, 11.03it/s]
 61%|######    | 474/781 [00:43<00:27, 11.02it/s]
 61%|######    | 476/781 [00:43<00:27, 11.01it/s]
 61%|######1   | 478/781 [00:43<00:27, 11.01it/s]
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 62%|######1   | 482/781 [00:43<00:27, 11.00it/s]
 62%|######1   | 484/781 [00:44<00:27, 10.99it/s]
 62%|######2   | 486/781 [00:44<00:26, 10.99it/s]
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 63%|######2   | 490/781 [00:44<00:26, 10.99it/s]
 63%|######2   | 492/781 [00:44<00:26, 10.94it/s]
 63%|######3   | 494/781 [00:44<00:26, 10.95it/s]
 64%|######3   | 496/781 [00:45<00:25, 11.00it/s]
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 64%|######4   | 500/781 [00:45<00:25, 11.08it/s]
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 66%|######5   | 512/781 [00:46<00:24, 10.92it/s]
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 66%|######6   | 516/781 [00:46<00:23, 11.08it/s]
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 67%|######6   | 520/781 [00:47<00:23, 11.18it/s]
 67%|######6   | 522/781 [00:47<00:23, 11.21it/s]
 67%|######7   | 524/781 [00:47<00:22, 11.22it/s]
 67%|######7   | 526/781 [00:47<00:22, 11.24it/s]
 68%|######7   | 528/781 [00:47<00:22, 11.25it/s]
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 68%|######8   | 532/781 [00:48<00:22, 11.24it/s]
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 69%|######8   | 536/781 [00:48<00:21, 11.22it/s]
 69%|######8   | 538/781 [00:48<00:21, 11.24it/s]
 69%|######9   | 540/781 [00:49<00:21, 11.21it/s]
 69%|######9   | 542/781 [00:49<00:21, 11.20it/s]
 70%|######9   | 544/781 [00:49<00:21, 11.22it/s]
 70%|######9   | 546/781 [00:49<00:20, 11.21it/s]
 70%|#######   | 548/781 [00:49<00:20, 11.21it/s]
 70%|#######   | 550/781 [00:49<00:20, 11.19it/s]
 71%|#######   | 552/781 [00:50<00:20, 11.14it/s]
 71%|#######   | 554/781 [00:50<00:20, 11.12it/s]
 71%|#######1  | 556/781 [00:50<00:20, 11.14it/s]
 71%|#######1  | 558/781 [00:50<00:19, 11.15it/s]
 72%|#######1  | 560/781 [00:50<00:19, 11.16it/s]
 72%|#######1  | 562/781 [00:51<00:19, 11.17it/s]
 72%|#######2  | 564/781 [00:51<00:19, 11.18it/s]
 72%|#######2  | 566/781 [00:51<00:19, 11.18it/s]
 73%|#######2  | 568/781 [00:51<00:19, 11.21it/s]
 73%|#######2  | 570/781 [00:51<00:18, 11.19it/s]
 73%|#######3  | 572/781 [00:51<00:18, 11.18it/s]
 73%|#######3  | 574/781 [00:52<00:18, 11.19it/s]
 74%|#######3  | 576/781 [00:52<00:18, 11.17it/s]
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 74%|#######4  | 580/781 [00:52<00:18, 11.12it/s]
 75%|#######4  | 582/781 [00:52<00:17, 11.12it/s]
 75%|#######4  | 584/781 [00:53<00:17, 11.13it/s]
 75%|#######5  | 586/781 [00:53<00:17, 11.13it/s]
 75%|#######5  | 588/781 [00:53<00:17, 11.15it/s]
 76%|#######5  | 590/781 [00:53<00:17, 11.15it/s]
 76%|#######5  | 592/781 [00:53<00:16, 11.15it/s]
 76%|#######6  | 594/781 [00:53<00:16, 11.15it/s]
 76%|#######6  | 596/781 [00:54<00:16, 11.16it/s]
 77%|#######6  | 598/781 [00:54<00:16, 11.16it/s]
 77%|#######6  | 600/781 [00:54<00:16, 11.19it/s]
 77%|#######7  | 602/781 [00:54<00:16, 11.16it/s]
 77%|#######7  | 604/781 [00:54<00:15, 11.07it/s]
 78%|#######7  | 606/781 [00:54<00:15, 11.00it/s]
 78%|#######7  | 608/781 [00:55<00:15, 10.92it/s]
 78%|#######8  | 610/781 [00:55<00:15, 10.82it/s]
 78%|#######8  | 612/781 [00:55<00:15, 10.88it/s]
 79%|#######8  | 614/781 [00:55<00:15, 10.89it/s]
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 79%|#######9  | 618/781 [00:56<00:15, 10.86it/s]
 79%|#######9  | 620/781 [00:56<00:14, 10.87it/s]
 80%|#######9  | 622/781 [00:56<00:14, 10.97it/s]
 80%|#######9  | 624/781 [00:56<00:14, 11.01it/s]
 80%|########  | 626/781 [00:56<00:14, 11.04it/s]
 80%|########  | 628/781 [00:57<00:13, 11.07it/s]
 81%|########  | 630/781 [00:57<00:13, 11.11it/s]
 81%|########  | 632/781 [00:57<00:13, 11.15it/s]
 81%|########1 | 634/781 [00:57<00:13, 11.16it/s]
 81%|########1 | 636/781 [00:57<00:12, 11.19it/s]
 82%|########1 | 638/781 [00:57<00:12, 11.17it/s]
 82%|########1 | 640/781 [00:58<00:12, 11.04it/s]
 82%|########2 | 642/781 [00:58<00:12, 11.10it/s]
 82%|########2 | 644/781 [00:58<00:12, 11.12it/s]
 83%|########2 | 646/781 [00:58<00:12, 11.13it/s]
 83%|########2 | 648/781 [00:58<00:11, 11.10it/s]
 83%|########3 | 650/781 [00:58<00:11, 11.05it/s]
 83%|########3 | 652/781 [00:59<00:11, 11.04it/s]
 84%|########3 | 654/781 [00:59<00:11, 11.02it/s]
 84%|########3 | 656/781 [00:59<00:11, 11.02it/s]
 84%|########4 | 658/781 [00:59<00:11, 11.02it/s]
 85%|########4 | 660/781 [00:59<00:10, 11.07it/s]
 85%|########4 | 662/781 [01:00<00:10, 11.01it/s]
 85%|########5 | 664/781 [01:00<00:10, 11.04it/s]
 85%|########5 | 666/781 [01:00<00:10, 11.04it/s]
 86%|########5 | 668/781 [01:00<00:10, 11.07it/s]
 86%|########5 | 670/781 [01:00<00:09, 11.11it/s]
 86%|########6 | 672/781 [01:00<00:09, 11.15it/s]
 86%|########6 | 674/781 [01:01<00:09, 11.13it/s]
 87%|########6 | 676/781 [01:01<00:09, 11.15it/s]
 87%|########6 | 678/781 [01:01<00:09, 11.17it/s]
 87%|########7 | 680/781 [01:01<00:09, 11.14it/s]
 87%|########7 | 682/781 [01:01<00:08, 11.14it/s]
 88%|########7 | 684/781 [01:02<00:08, 11.15it/s]
 88%|########7 | 686/781 [01:02<00:08, 11.14it/s]
 88%|########8 | 688/781 [01:02<00:08, 11.16it/s]
 88%|########8 | 690/781 [01:02<00:08, 11.14it/s]
 89%|########8 | 692/781 [01:02<00:07, 11.16it/s]
 89%|########8 | 694/781 [01:02<00:07, 11.19it/s]
 89%|########9 | 696/781 [01:03<00:07, 11.21it/s]
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 90%|########9 | 700/781 [01:03<00:07, 11.18it/s]
 90%|########9 | 702/781 [01:03<00:07, 11.19it/s]
 90%|######### | 704/781 [01:03<00:06, 11.21it/s]
 90%|######### | 706/781 [01:04<00:06, 11.21it/s]
 91%|######### | 708/781 [01:04<00:06, 11.23it/s]
 91%|######### | 710/781 [01:04<00:06, 11.24it/s]
 91%|#########1| 712/781 [01:04<00:06, 11.24it/s]
 91%|#########1| 714/781 [01:04<00:05, 11.24it/s]
 92%|#########1| 716/781 [01:04<00:05, 11.21it/s]
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 92%|#########2| 720/781 [01:05<00:05, 11.12it/s]
 92%|#########2| 722/781 [01:05<00:05, 11.07it/s]
 93%|#########2| 724/781 [01:05<00:05, 11.09it/s]
 93%|#########2| 726/781 [01:05<00:04, 11.08it/s]
 93%|#########3| 728/781 [01:05<00:04, 11.07it/s]
 93%|#########3| 730/781 [01:06<00:04, 10.90it/s]
 94%|#########3| 732/781 [01:06<00:04, 10.94it/s]
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 94%|#########4| 736/781 [01:06<00:04, 11.04it/s]
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 95%|#########5| 742/781 [01:07<00:03, 11.08it/s]
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 96%|#########5| 748/781 [01:07<00:02, 11.12it/s]
 96%|#########6| 750/781 [01:07<00:02, 11.15it/s]
 96%|#########6| 752/781 [01:08<00:02, 11.17it/s]
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 97%|#########7| 758/781 [01:08<00:02, 11.18it/s]
 97%|#########7| 760/781 [01:08<00:01, 11.19it/s]
 98%|#########7| 762/781 [01:09<00:01, 11.20it/s]
 98%|#########7| 764/781 [01:09<00:01, 11.21it/s]
 98%|#########8| 766/781 [01:09<00:01, 11.21it/s]
 98%|#########8| 768/781 [01:09<00:01, 11.19it/s]
 99%|#########8| 770/781 [01:09<00:00, 11.17it/s]
 99%|#########8| 772/781 [01:09<00:00, 11.19it/s]
 99%|#########9| 774/781 [01:10<00:00, 11.13it/s]
 99%|#########9| 776/781 [01:10<00:00, 11.12it/s]
100%|#########9| 778/781 [01:10<00:00, 11.11it/s]
100%|#########9| 780/781 [01:10<00:00, 11.13it/s]
100%|##########| 781/781 [01:10<00:00, 11.04it/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,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.09s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:40,  1.00it/s]
Validation Progress:   7%|6         | 3/44 [00:03<00:40,  1.00it/s]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.00s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.03s/it]
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Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
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  7%|6         | 54/781 [00:02<00:40, 17.98it/s]
  7%|7         | 56/781 [00:03<00:39, 18.32it/s]
  7%|7         | 58/781 [00:03<00:39, 18.50it/s]
  8%|7         | 60/781 [00:03<00:38, 18.60it/s]
  8%|7         | 62/781 [00:03<00:38, 18.77it/s]
  8%|8         | 64/781 [00:03<00:37, 18.92it/s]
  8%|8         | 66/781 [00:03<00:37, 18.98it/s]
  9%|8         | 68/781 [00:03<00:37, 19.09it/s]
  9%|8         | 70/781 [00:03<00:37, 19.20it/s]
  9%|9         | 72/781 [00:03<00:36, 19.25it/s]
  9%|9         | 74/781 [00:04<00:36, 19.32it/s]
 10%|9         | 76/781 [00:04<00:36, 19.20it/s]
 10%|9         | 78/781 [00:04<00:36, 19.07it/s]
 10%|#         | 80/781 [00:04<00:36, 19.04it/s]
 10%|#         | 82/781 [00:04<00:36, 18.97it/s]
 11%|#         | 84/781 [00:04<00:36, 19.07it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.20it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.21it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.07it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.16it/s]
 12%|#2        | 94/781 [00:05<00:35, 19.25it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.29it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.27it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.19it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.19it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.28it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.34it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.40it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.42it/s]
 14%|#4        | 112/781 [00:06<00:34, 19.37it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.34it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.41it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.44it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.46it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.45it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.44it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.42it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.42it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.42it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.44it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.45it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.49it/s]
 18%|#7        | 138/781 [00:07<00:32, 19.49it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.46it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.47it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.49it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.48it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.50it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.50it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.52it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.50it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.47it/s]
 20%|##        | 158/781 [00:08<00:31, 19.47it/s]
 20%|##        | 160/781 [00:08<00:31, 19.47it/s]
 21%|##        | 162/781 [00:08<00:31, 19.46it/s]
 21%|##        | 164/781 [00:08<00:31, 19.46it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.44it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.47it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.47it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.48it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.46it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.50it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.50it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.49it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.47it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.45it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.47it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.44it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.42it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.42it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.39it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.40it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.41it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.41it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.41it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.43it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.45it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.45it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.41it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.39it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.43it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.46it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.44it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.43it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.41it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.43it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.41it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.45it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.41it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.42it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.40it/s]
 30%|###       | 236/781 [00:12<00:28, 19.42it/s]
 30%|###       | 238/781 [00:12<00:27, 19.41it/s]
 31%|###       | 240/781 [00:12<00:27, 19.43it/s]
 31%|###       | 242/781 [00:12<00:27, 19.45it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.34it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.30it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.32it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.17it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.21it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.13it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.96it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.92it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.03it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.07it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.14it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.14it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.17it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.23it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.15it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.23it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.32it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.34it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.36it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.39it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.43it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.46it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.46it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.47it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.49it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.48it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.49it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.50it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.51it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.48it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.51it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.49it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.48it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.47it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.48it/s]
 40%|####      | 314/781 [00:16<00:23, 19.47it/s]
 40%|####      | 316/781 [00:16<00:23, 19.47it/s]
 41%|####      | 318/781 [00:16<00:23, 19.46it/s]
 41%|####      | 320/781 [00:16<00:23, 19.29it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.30it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.30it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.30it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.32it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.37it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.37it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.33it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.37it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.21it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.08it/s]
 44%|####3     | 342/781 [00:17<00:23, 19.03it/s]
 44%|####4     | 344/781 [00:17<00:23, 19.00it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.02it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.98it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.91it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.92it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.02it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.15it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.22it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.30it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.37it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.35it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.37it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.40it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.46it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.44it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.39it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.41it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.43it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.47it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.41it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.43it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.29it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.22it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.12it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.20it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.28it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.34it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.35it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.41it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.46it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.48it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.29it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.18it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.08it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.08it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.04it/s]
 53%|#####3    | 416/781 [00:21<00:19, 19.06it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.15it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.29it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.34it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.40it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.39it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.32it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.37it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.41it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.40it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.31it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.19it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.19it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.23it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.20it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.24it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.25it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.26it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.19it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.07it/s]
 58%|#####8    | 456/781 [00:23<00:17, 19.05it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.05it/s]
 59%|#####8    | 460/781 [00:23<00:16, 19.12it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.08it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.12it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.08it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.18it/s]
 60%|######    | 470/781 [00:24<00:16, 19.22it/s]
 60%|######    | 472/781 [00:24<00:16, 19.30it/s]
 61%|######    | 474/781 [00:24<00:15, 19.33it/s]
 61%|######    | 476/781 [00:24<00:15, 19.39it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.40it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.45it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.44it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.28it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.10it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.03it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.97it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.95it/s]
 63%|######3   | 494/781 [00:25<00:15, 19.03it/s]
 64%|######3   | 496/781 [00:25<00:15, 18.84it/s]
 64%|######3   | 498/781 [00:25<00:14, 18.88it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.90it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.89it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.89it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.01it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.00it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.99it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.98it/s]
 66%|######5   | 514/781 [00:26<00:14, 18.99it/s]
 66%|######6   | 516/781 [00:26<00:13, 18.97it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.00it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.06it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.08it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.15it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.19it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.13it/s]
 68%|######7   | 530/781 [00:27<00:13, 19.14it/s]
 68%|######8   | 532/781 [00:27<00:12, 19.20it/s]
 68%|######8   | 534/781 [00:27<00:12, 19.27it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.29it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.33it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.19it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.15it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.16it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.17it/s]
 70%|#######   | 548/781 [00:28<00:12, 19.20it/s]
 70%|#######   | 550/781 [00:28<00:12, 19.21it/s]
 71%|#######   | 552/781 [00:28<00:11, 19.24it/s]
 71%|#######   | 554/781 [00:28<00:11, 19.26it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.25it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.20it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.07it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.17it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.23it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.25it/s]
 73%|#######2  | 568/781 [00:29<00:11, 19.27it/s]
 73%|#######2  | 570/781 [00:29<00:10, 19.29it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.35it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.31it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.32it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.33it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.34it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.35it/s]
 75%|#######4  | 584/781 [00:30<00:10, 19.38it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.39it/s]
 75%|#######5  | 588/781 [00:30<00:09, 19.38it/s]
 76%|#######5  | 590/781 [00:30<00:09, 19.37it/s]
 76%|#######5  | 592/781 [00:30<00:09, 19.37it/s]
 76%|#######6  | 594/781 [00:30<00:09, 19.39it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.41it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.40it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.42it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.40it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.39it/s]
 78%|#######7  | 606/781 [00:31<00:09, 19.38it/s]
 78%|#######7  | 608/781 [00:31<00:08, 19.38it/s]
 78%|#######8  | 610/781 [00:31<00:08, 19.38it/s]
 78%|#######8  | 612/781 [00:31<00:08, 19.37it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.36it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.36it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.41it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.28it/s]
 80%|#######9  | 622/781 [00:32<00:08, 19.15it/s]
 80%|#######9  | 624/781 [00:32<00:08, 19.01it/s]
 80%|########  | 626/781 [00:32<00:08, 18.97it/s]
 80%|########  | 628/781 [00:32<00:08, 18.99it/s]
 81%|########  | 630/781 [00:32<00:07, 19.10it/s]
 81%|########  | 632/781 [00:32<00:07, 19.16it/s]
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  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:04<00:00,  4.15s/it]
100%|##########| 1/1 [00:04<00:00,  4.15s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.27it/s]
  3%|2         | 4/157 [00:00<00:10, 15.13it/s]
  4%|3         | 6/157 [00:00<00:09, 15.63it/s]
  5%|5         | 8/157 [00:00<00:09, 16.07it/s]
  6%|6         | 10/157 [00:00<00:08, 16.37it/s]
  8%|7         | 12/157 [00:00<00:08, 16.59it/s]
  9%|8         | 14/157 [00:00<00:08, 16.78it/s]
 10%|#         | 16/157 [00:00<00:08, 16.90it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.99it/s]
 13%|#2        | 20/157 [00:01<00:08, 17.06it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.11it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.14it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.15it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.15it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.17it/s]
 20%|##        | 32/157 [00:01<00:07, 17.18it/s]
 22%|##1       | 34/157 [00:02<00:07, 17.09it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.99it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.93it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.86it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.82it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.80it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.81it/s]
 31%|###       | 48/157 [00:02<00:06, 16.79it/s]
 32%|###1      | 50/157 [00:02<00:06, 16.78it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.92it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.99it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.05it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.11it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.13it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.13it/s]
 41%|####      | 64/157 [00:03<00:05, 17.06it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.05it/s]
 43%|####3     | 68/157 [00:04<00:05, 17.09it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.12it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.16it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.16it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.13it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.12it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.99it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.84it/s]
 54%|#####3    | 84/157 [00:04<00:04, 16.80it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.75it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.74it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.75it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.89it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.81it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.74it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.66it/s]
 64%|######3   | 100/157 [00:05<00:03, 16.59it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.65it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.68it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.71it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.78it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.79it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.79it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.80it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.82it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.78it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.76it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.80it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.80it/s]
 80%|########  | 126/157 [00:07<00:01, 16.84it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.93it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.00it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.01it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.05it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.09it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.11it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.14it/s]
 90%|######### | 142/157 [00:08<00:00, 17.11it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.04it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.92it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.83it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.75it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.79it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.61it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.69it/s]
100%|##########| 157/157 [00:09<00:00, 16.92it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.25it/s]
  1%|          | 4/781 [00:00<00:40, 19.22it/s]
  1%|          | 6/781 [00:00<00:40, 19.28it/s]
  1%|1         | 8/781 [00:00<00:40, 19.14it/s]
  1%|1         | 10/781 [00:00<00:40, 19.10it/s]
  2%|1         | 12/781 [00:00<00:40, 19.10it/s]
  2%|1         | 14/781 [00:00<00:40, 19.11it/s]
  2%|2         | 16/781 [00:00<00:40, 19.12it/s]
  2%|2         | 18/781 [00:00<00:39, 19.17it/s]
  3%|2         | 20/781 [00:01<00:39, 19.17it/s]
  3%|2         | 22/781 [00:01<00:39, 19.18it/s]
  3%|3         | 24/781 [00:01<00:39, 19.23it/s]
  3%|3         | 26/781 [00:01<00:39, 19.26it/s]
  4%|3         | 28/781 [00:01<00:39, 19.26it/s]
  4%|3         | 30/781 [00:01<00:38, 19.29it/s]
  4%|4         | 32/781 [00:01<00:38, 19.29it/s]
  4%|4         | 34/781 [00:01<00:38, 19.31it/s]
  5%|4         | 36/781 [00:01<00:38, 19.31it/s]
  5%|4         | 38/781 [00:01<00:38, 19.30it/s]
  5%|5         | 40/781 [00:02<00:38, 19.34it/s]
  5%|5         | 42/781 [00:02<00:38, 19.36it/s]
  6%|5         | 44/781 [00:02<00:37, 19.41it/s]
  6%|5         | 46/781 [00:02<00:37, 19.42it/s]
  6%|6         | 48/781 [00:02<00:37, 19.35it/s]
  6%|6         | 50/781 [00:02<00:37, 19.36it/s]
  7%|6         | 52/781 [00:02<00:37, 19.32it/s]
  7%|6         | 54/781 [00:02<00:37, 19.33it/s]
  7%|7         | 56/781 [00:02<00:37, 19.31it/s]
  7%|7         | 58/781 [00:03<00:37, 19.32it/s]
  8%|7         | 60/781 [00:03<00:37, 19.33it/s]
  8%|7         | 62/781 [00:03<00:37, 19.36it/s]
  8%|8         | 64/781 [00:03<00:36, 19.38it/s]
  8%|8         | 66/781 [00:03<00:36, 19.37it/s]
  9%|8         | 68/781 [00:03<00:36, 19.40it/s]
  9%|8         | 70/781 [00:03<00:36, 19.41it/s]
  9%|9         | 72/781 [00:03<00:36, 19.44it/s]
  9%|9         | 74/781 [00:03<00:36, 19.37it/s]
 10%|9         | 76/781 [00:03<00:36, 19.36it/s]
 10%|9         | 78/781 [00:04<00:36, 19.32it/s]
 10%|#         | 80/781 [00:04<00:36, 19.26it/s]
 10%|#         | 82/781 [00:04<00:36, 19.16it/s]
 11%|#         | 84/781 [00:04<00:36, 19.11it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.05it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.08it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.10it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.15it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.19it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.24it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.27it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.25it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.12it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.02it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.98it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.93it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.88it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.00it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.12it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.25it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.29it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.33it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.31it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.28it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.30it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.34it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.36it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.37it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.36it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.37it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.39it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.38it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.40it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.08it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.04it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.94it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.94it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.91it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.02it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.98it/s]
 20%|##        | 158/781 [00:08<00:32, 18.99it/s]
 20%|##        | 160/781 [00:08<00:32, 18.98it/s]
 21%|##        | 162/781 [00:08<00:32, 18.98it/s]
 21%|##        | 164/781 [00:08<00:32, 19.11it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.24it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.27it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.33it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.35it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.39it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.39it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.38it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.35it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.23it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.12it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.98it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.80it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.90it/s]
 25%|##4       | 192/781 [00:09<00:31, 18.98it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.02it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.09it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.16it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.08it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.99it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.94it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.94it/s]
 27%|##6       | 210/781 [00:10<00:30, 18.91it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.90it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.92it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.07it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.18it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.11it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.17it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.24it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.29it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.34it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.35it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.36it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.35it/s]
 30%|###       | 236/781 [00:12<00:28, 19.35it/s]
 30%|###       | 238/781 [00:12<00:28, 19.34it/s]
 31%|###       | 240/781 [00:12<00:27, 19.38it/s]
 31%|###       | 242/781 [00:12<00:27, 19.39it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.40it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.40it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.40it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.40it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.41it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.40it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.38it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.39it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.40it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.37it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.37it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.36it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.40it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.38it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.37it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.35it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.31it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.23it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.18it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.20it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.23it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.22it/s]
 37%|###6      | 288/781 [00:14<00:25, 19.24it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.21it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.26it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.26it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.27it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.27it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.29it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.26it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.28it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.30it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.37it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.33it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.30it/s]
 40%|####      | 314/781 [00:16<00:24, 19.28it/s]
 40%|####      | 316/781 [00:16<00:24, 19.27it/s]
 41%|####      | 318/781 [00:16<00:23, 19.31it/s]
 41%|####      | 320/781 [00:16<00:23, 19.32it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.34it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.35it/s]
 42%|####1     | 326/781 [00:16<00:23, 19.40it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.33it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.35it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.37it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.39it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.31it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.34it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.33it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.33it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.01it/s]
 44%|####4     | 346/781 [00:17<00:22, 19.12it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.18it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.28it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.16it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.23it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.27it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.29it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.16it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.22it/s]
 47%|####6     | 364/781 [00:18<00:21, 19.30it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.33it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.35it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.35it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.35it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.29it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.26it/s]
 48%|####8     | 378/781 [00:19<00:21, 19.18it/s]
 49%|####8     | 380/781 [00:19<00:21, 19.09it/s]
 49%|####8     | 382/781 [00:19<00:21, 18.88it/s]
 49%|####9     | 384/781 [00:19<00:21, 18.84it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.85it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.95it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.89it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.85it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.85it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.98it/s]
 51%|#####     | 398/781 [00:20<00:20, 19.11it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.17it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.25it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.30it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.34it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.36it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.40it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.38it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.41it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.43it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.42it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.45it/s]
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100%|#########9| 780/781 [00:40<00:00, 19.09it/s]
100%|##########| 781/781 [00:41<00:00, 19.05it/s]




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Validation Progress:  52%|#####2    | 23/44 [00:25<00:24,  1.18s/it]
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Validation Progress:  52%|#####2    | 23/44 [00:25<00:24,  1.19s/it]
Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:16,  1.14s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:16,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
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Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
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Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
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Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

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100%|##########| 1/1 [00:04<00:00,  4.78s/it]

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100%|##########| 157/157 [00:09<00:00, 17.08it/s]

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 25%|##5       | 196/781 [00:10<00:30, 18.95it/s]
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 26%|##5       | 200/781 [00:10<00:30, 18.86it/s]
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 26%|##6       | 204/781 [00:10<00:30, 18.91it/s]
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 27%|##6       | 208/781 [00:10<00:30, 18.82it/s]
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 27%|##7       | 212/781 [00:11<00:30, 18.72it/s]
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 28%|##7       | 216/781 [00:11<00:30, 18.74it/s]
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 28%|##8       | 220/781 [00:11<00:29, 18.76it/s]
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 29%|##8       | 224/781 [00:11<00:29, 18.89it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.05it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.08it/s]
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 30%|##9       | 232/781 [00:12<00:28, 18.93it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.94it/s]
 30%|###       | 236/781 [00:12<00:28, 18.91it/s]
 30%|###       | 238/781 [00:12<00:28, 18.87it/s]
 31%|###       | 240/781 [00:12<00:28, 18.96it/s]
 31%|###       | 242/781 [00:12<00:28, 19.11it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.25it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.28it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.27it/s]
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 32%|###2      | 252/781 [00:13<00:27, 19.06it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.99it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.91it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.83it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.83it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.75it/s]
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 34%|###4      | 266/781 [00:13<00:27, 18.80it/s]
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 35%|###4      | 270/781 [00:14<00:27, 18.88it/s]
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 35%|###5      | 274/781 [00:14<00:26, 19.01it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.18it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.13it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.23it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.29it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.31it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.36it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.34it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.37it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.44it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.44it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.47it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.49it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.47it/s]
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 41%|####1     | 322/781 [00:16<00:24, 18.98it/s]
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 49%|####8     | 380/781 [00:19<00:20, 19.29it/s]
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 50%|####9     | 388/781 [00:20<00:20, 19.18it/s]
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 50%|#####     | 392/781 [00:20<00:20, 18.94it/s]
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 51%|#####     | 396/781 [00:20<00:20, 18.99it/s]
 51%|#####     | 398/781 [00:20<00:20, 18.82it/s]
 51%|#####1    | 400/781 [00:20<00:20, 18.83it/s]
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 53%|#####2    | 412/781 [00:21<00:19, 18.73it/s]
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 71%|#######1  | 556/781 [00:29<00:11, 19.25it/s]
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 73%|#######2  | 568/781 [00:29<00:11, 19.11it/s]
 73%|#######2  | 570/781 [00:29<00:11, 19.16it/s]
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100%|##########| 781/781 [00:40<00:00, 19.11it/s]




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 85%|########5 | 134/157 [00:07<00:01, 16.87it/s]
 87%|########6 | 136/157 [00:07<00:01, 16.85it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.86it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.77it/s]
 90%|######### | 142/157 [00:08<00:00, 16.78it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.88it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.96it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.92it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.99it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.05it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.07it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.06it/s]
100%|##########| 157/157 [00:09<00:00, 17.13it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.05it/s]
  1%|          | 4/781 [00:00<00:40, 19.12it/s]
  1%|          | 6/781 [00:00<00:40, 19.17it/s]
  1%|1         | 8/781 [00:00<00:40, 19.20it/s]
  1%|1         | 10/781 [00:00<00:40, 19.08it/s]
  2%|1         | 12/781 [00:00<00:40, 18.95it/s]
  2%|1         | 14/781 [00:00<00:40, 19.04it/s]
  2%|2         | 16/781 [00:00<00:40, 19.11it/s]
  2%|2         | 18/781 [00:00<00:39, 19.18it/s]
  3%|2         | 20/781 [00:01<00:39, 19.22it/s]
  3%|2         | 22/781 [00:01<00:39, 19.25it/s]
  3%|3         | 24/781 [00:01<00:39, 19.28it/s]
  3%|3         | 26/781 [00:01<00:39, 19.32it/s]
  4%|3         | 28/781 [00:01<00:38, 19.34it/s]
  4%|3         | 30/781 [00:01<00:38, 19.36it/s]
  4%|4         | 32/781 [00:01<00:38, 19.36it/s]
  4%|4         | 34/781 [00:01<00:38, 19.38it/s]
  5%|4         | 36/781 [00:01<00:38, 19.37it/s]
  5%|4         | 38/781 [00:01<00:38, 19.36it/s]
  5%|5         | 40/781 [00:02<00:38, 19.37it/s]
  5%|5         | 42/781 [00:02<00:38, 19.38it/s]
  6%|5         | 44/781 [00:02<00:38, 19.31it/s]
  6%|5         | 46/781 [00:02<00:38, 19.17it/s]
  6%|6         | 48/781 [00:02<00:38, 19.24it/s]
  6%|6         | 50/781 [00:02<00:37, 19.30it/s]
  7%|6         | 52/781 [00:02<00:37, 19.32it/s]
  7%|6         | 54/781 [00:02<00:37, 19.38it/s]
  7%|7         | 56/781 [00:02<00:37, 19.42it/s]
  7%|7         | 58/781 [00:03<00:37, 19.42it/s]
  8%|7         | 60/781 [00:03<00:37, 19.40it/s]
  8%|7         | 62/781 [00:03<00:37, 19.42it/s]
  8%|8         | 64/781 [00:03<00:36, 19.44it/s]
  8%|8         | 66/781 [00:03<00:36, 19.43it/s]
  9%|8         | 68/781 [00:03<00:36, 19.42it/s]
  9%|8         | 70/781 [00:03<00:36, 19.45it/s]
  9%|9         | 72/781 [00:03<00:36, 19.39it/s]
  9%|9         | 74/781 [00:03<00:36, 19.25it/s]
 10%|9         | 76/781 [00:03<00:36, 19.21it/s]
 10%|9         | 78/781 [00:04<00:36, 19.21it/s]
 10%|#         | 80/781 [00:04<00:36, 19.24it/s]
 10%|#         | 82/781 [00:04<00:36, 19.28it/s]
 11%|#         | 84/781 [00:04<00:36, 19.29it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.32it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.32it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.37it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.36it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.37it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.40it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.40it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.40it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.02it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.13it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.24it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.23it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.25it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.23it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.23it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.24it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.20it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.19it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.26it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.30it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.32it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.32it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.28it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.16it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.06it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.96it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.88it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.83it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.80it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.77it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.75it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.85it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.98it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.07it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.06it/s]
 20%|##        | 158/781 [00:08<00:32, 19.09it/s]
 20%|##        | 160/781 [00:08<00:32, 19.11it/s]
 21%|##        | 162/781 [00:08<00:32, 19.18it/s]
 21%|##        | 164/781 [00:08<00:32, 19.14it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.05it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.89it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.88it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.84it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.80it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.79it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.92it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.92it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.01it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.08it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.00it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.98it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.85it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.84it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.97it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.04it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.10it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.13it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.18it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.23it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.17it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.18it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.21it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.21it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.22it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.23it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.20it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.22it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.20it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.23it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.19it/s]
 29%|##9       | 228/781 [00:11<00:29, 19.04it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.91it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.87it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.81it/s]
 30%|###       | 236/781 [00:12<00:28, 18.85it/s]
 30%|###       | 238/781 [00:12<00:28, 19.02it/s]
 31%|###       | 240/781 [00:12<00:28, 19.12it/s]
 31%|###       | 242/781 [00:12<00:28, 19.13it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.02it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.95it/s]
 32%|###1      | 248/781 [00:12<00:28, 18.94it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.05it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.04it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.92it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.89it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.98it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.09it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.13it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.06it/s]
 34%|###4      | 266/781 [00:13<00:27, 19.05it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.09it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.10it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.15it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.18it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.21it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.06it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.13it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.21it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.24it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.31it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.29it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.34it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.37it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.42it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.42it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.38it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.35it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.34it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.33it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.34it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.36it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.37it/s]
 40%|####      | 314/781 [00:16<00:24, 19.34it/s]
 40%|####      | 316/781 [00:16<00:24, 19.35it/s]
 41%|####      | 318/781 [00:16<00:23, 19.37it/s]
 41%|####      | 320/781 [00:16<00:23, 19.37it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.35it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.35it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.36it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.33it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.36it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.38it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.37it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.34it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.31it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.35it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.33it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.35it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.36it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.39it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.42it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.40it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.39it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.21it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.31it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.94it/s]
 46%|####6     | 362/781 [00:18<00:22, 19.00it/s]
 47%|####6     | 364/781 [00:18<00:21, 19.04it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.02it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.05it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.07it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.81it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.84it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.01it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.80it/s]
 49%|####8     | 380/781 [00:19<00:21, 18.78it/s]
 49%|####8     | 382/781 [00:19<00:21, 18.72it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.79it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.67it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.77it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.74it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.84it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.92it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.12it/s]
 51%|#####     | 398/781 [00:20<00:20, 19.10it/s]
 51%|#####1    | 400/781 [00:20<00:20, 18.96it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.14it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.01it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.07it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.25it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.16it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.92it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.83it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.77it/s]
 54%|#####3    | 418/781 [00:21<00:19, 18.71it/s]
 54%|#####3    | 420/781 [00:21<00:19, 18.68it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.78it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.89it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.06it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.78it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.72it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.82it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.92it/s]
 56%|#####5    | 436/781 [00:22<00:18, 19.06it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.14it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.31it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.07it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.06it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.04it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.08it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.10it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.12it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.12it/s]
 58%|#####8    | 456/781 [00:23<00:17, 19.10it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.09it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.20it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.98it/s]
 59%|#####9    | 464/781 [00:24<00:22, 14.37it/s]
 60%|#####9    | 466/781 [00:24<00:20, 15.51it/s]
 60%|#####9    | 468/781 [00:24<00:19, 16.44it/s]
 60%|######    | 470/781 [00:24<00:17, 17.28it/s]
 60%|######    | 472/781 [00:24<00:17, 17.75it/s]
 61%|######    | 474/781 [00:24<00:17, 18.02it/s]
 61%|######    | 476/781 [00:24<00:16, 18.34it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.58it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.78it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.64it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.79it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.03it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.90it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.96it/s]
 63%|######2   | 492/781 [00:25<00:15, 19.09it/s]
 63%|######3   | 494/781 [00:25<00:15, 18.76it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.98it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.92it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.11it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.96it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.99it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.08it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.12it/s]
 65%|######5   | 510/781 [00:26<00:14, 19.11it/s]
 66%|######5   | 512/781 [00:26<00:14, 19.12it/s]
 66%|######5   | 514/781 [00:26<00:13, 19.26it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.07it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.13it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.18it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.21it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.20it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.20it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.30it/s]
 68%|######7   | 530/781 [00:27<00:13, 19.09it/s]
 68%|######8   | 532/781 [00:27<00:12, 19.21it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.03it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.07it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.08it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.09it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.12it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.13it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.10it/s]
 70%|#######   | 548/781 [00:28<00:12, 19.15it/s]
 70%|#######   | 550/781 [00:28<00:12, 19.03it/s]
 71%|#######   | 552/781 [00:28<00:12, 19.02it/s]
 71%|#######   | 554/781 [00:29<00:11, 18.97it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.97it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.96it/s]
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100%|##########| 781/781 [00:41<00:00, 19.03it/s]




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Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.18s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.70s/it]
100%|##########| 1/1 [00:05<00:00,  5.70s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.26it/s]
  3%|2         | 4/157 [00:00<00:11, 13.49it/s]
  4%|3         | 6/157 [00:00<00:10, 14.13it/s]
  5%|5         | 8/157 [00:00<00:10, 14.88it/s]
  6%|6         | 10/157 [00:00<00:09, 15.39it/s]
  8%|7         | 12/157 [00:00<00:09, 15.65it/s]
  9%|8         | 14/157 [00:00<00:09, 15.85it/s]
 10%|#         | 16/157 [00:01<00:08, 15.99it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.09it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.13it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.18it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.19it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.21it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.20it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.20it/s]
 20%|##        | 32/157 [00:02<00:07, 16.21it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.19it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.17it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.19it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.16it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.11it/s]
 28%|##8       | 44/157 [00:02<00:07, 16.11it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.04it/s]
 31%|###       | 48/157 [00:03<00:06, 16.08it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.05it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.97it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.96it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.99it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.01it/s]
 38%|###8      | 60/157 [00:03<00:06, 16.03it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.08it/s]
 41%|####      | 64/157 [00:04<00:05, 16.10it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.14it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.12it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.36it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.26it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.23it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.22it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.72it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.62it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.48it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.38it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.53it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.53it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.45it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.71it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.57it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.43it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.37it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.50it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.04it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.19it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.74it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.44it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.23it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.15it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.05it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.10it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.35it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.46it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.51it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.40it/s]
 80%|########  | 126/157 [00:07<00:01, 16.53it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.88it/s]
 83%|########2 | 130/157 [00:08<00:01, 17.01it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.74it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.79it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.75it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.57it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.36it/s]
 90%|######### | 142/157 [00:08<00:00, 16.41it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.34it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.64it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.82it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.53it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.45it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.56it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.85it/s]
100%|##########| 157/157 [00:09<00:00, 16.34it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.98it/s]
  1%|          | 4/781 [00:00<00:42, 18.46it/s]
  1%|          | 6/781 [00:00<00:42, 18.39it/s]
  1%|1         | 8/781 [00:00<00:42, 18.16it/s]
  1%|1         | 10/781 [00:00<00:41, 18.56it/s]
  2%|1         | 12/781 [00:00<00:41, 18.35it/s]
  2%|1         | 14/781 [00:00<00:42, 18.22it/s]
  2%|2         | 16/781 [00:00<00:42, 18.11it/s]
  2%|2         | 18/781 [00:00<00:42, 17.99it/s]
  3%|2         | 20/781 [00:01<00:42, 17.94it/s]
  3%|2         | 22/781 [00:01<00:42, 17.93it/s]
  3%|3         | 24/781 [00:01<00:41, 18.30it/s]
  3%|3         | 26/781 [00:01<00:41, 18.15it/s]
  4%|3         | 28/781 [00:01<00:40, 18.45it/s]
  4%|3         | 30/781 [00:01<00:41, 18.24it/s]
  4%|4         | 32/781 [00:01<00:41, 18.15it/s]
  4%|4         | 34/781 [00:01<00:41, 18.06it/s]
  5%|4         | 36/781 [00:01<00:41, 18.02it/s]
  5%|4         | 38/781 [00:02<00:41, 17.97it/s]
  5%|5         | 40/781 [00:02<00:41, 17.94it/s]
  5%|5         | 42/781 [00:02<00:41, 17.93it/s]
  6%|5         | 44/781 [00:02<00:40, 18.19it/s]
  6%|5         | 46/781 [00:02<00:39, 18.46it/s]
  6%|6         | 48/781 [00:02<00:39, 18.69it/s]
  7%|6         | 51/781 [00:02<00:37, 19.31it/s]
  7%|6         | 54/781 [00:02<00:36, 19.73it/s]
  7%|7         | 56/781 [00:03<00:36, 19.62it/s]
  7%|7         | 58/781 [00:03<00:36, 19.61it/s]
  8%|7         | 61/781 [00:03<00:36, 19.92it/s]
  8%|8         | 64/781 [00:03<00:35, 20.15it/s]
  9%|8         | 67/781 [00:03<00:35, 19.95it/s]
  9%|8         | 70/781 [00:03<00:35, 20.11it/s]
  9%|9         | 73/781 [00:03<00:35, 20.05it/s]
 10%|9         | 76/781 [00:04<00:36, 19.56it/s]
 10%|9         | 78/781 [00:04<00:36, 19.48it/s]
 10%|#         | 80/781 [00:04<00:36, 19.42it/s]
 11%|#         | 83/781 [00:04<00:35, 19.66it/s]
 11%|#         | 85/781 [00:04<00:35, 19.58it/s]
 11%|#1        | 87/781 [00:04<00:36, 19.10it/s]
 11%|#1        | 89/781 [00:04<00:36, 18.71it/s]
 12%|#1        | 91/781 [00:04<00:36, 18.83it/s]
 12%|#1        | 93/781 [00:04<00:36, 18.80it/s]
 12%|#2        | 95/781 [00:05<00:36, 19.05it/s]
 12%|#2        | 97/781 [00:05<00:35, 19.08it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.38it/s]
 13%|#3        | 103/781 [00:05<00:34, 19.52it/s]
 13%|#3        | 105/781 [00:05<00:35, 19.05it/s]
 14%|#3        | 107/781 [00:05<00:35, 18.73it/s]
 14%|#3        | 109/781 [00:05<00:36, 18.47it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.15it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.96it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.65it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.65it/s]
 15%|#5        | 121/781 [00:06<00:34, 19.18it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.62it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.00it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.47it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.58it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.49it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.06it/s]
 18%|#7        | 139/781 [00:07<00:33, 19.31it/s]
 18%|#8        | 141/781 [00:07<00:33, 18.95it/s]
 18%|#8        | 143/781 [00:07<00:34, 18.65it/s]
 19%|#8        | 145/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 147/781 [00:07<00:34, 18.53it/s]
 19%|#9        | 149/781 [00:07<00:34, 18.54it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.09it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.00it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.81it/s]
 20%|##        | 158/781 [00:08<00:33, 18.50it/s]
 20%|##        | 160/781 [00:08<00:33, 18.30it/s]
 21%|##        | 162/781 [00:08<00:34, 18.20it/s]
 21%|##        | 164/781 [00:08<00:33, 18.33it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.33it/s]
 22%|##1       | 169/781 [00:08<00:32, 19.10it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.37it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.11it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.00it/s]
 23%|##2       | 179/781 [00:09<00:31, 19.42it/s]
 23%|##3       | 181/781 [00:09<00:31, 19.16it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.53it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.10it/s]
 24%|##4       | 188/781 [00:09<00:31, 19.06it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.99it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.81it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.83it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.30it/s]
 25%|##5       | 199/781 [00:10<00:30, 19.35it/s]
 26%|##5       | 201/781 [00:10<00:30, 19.23it/s]
 26%|##5       | 203/781 [00:10<00:30, 18.99it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.31it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.89it/s]
 27%|##6       | 210/781 [00:11<00:30, 19.02it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.93it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.77it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.77it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.66it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.88it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.01it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.74it/s]
 29%|##8       | 226/781 [00:11<00:30, 18.48it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.66it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.44it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.26it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.71it/s]
 30%|###       | 236/781 [00:12<00:28, 18.96it/s]
 30%|###       | 238/781 [00:12<00:28, 18.86it/s]
 31%|###       | 241/781 [00:12<00:27, 19.62it/s]
 31%|###1      | 243/781 [00:12<00:28, 19.19it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.33it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.12it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.09it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.65it/s]
 33%|###2      | 255/781 [00:13<00:26, 19.63it/s]
 33%|###2      | 257/781 [00:13<00:26, 19.52it/s]
 33%|###3      | 259/781 [00:13<00:26, 19.55it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.90it/s]
 34%|###3      | 265/781 [00:13<00:25, 19.92it/s]
 34%|###4      | 267/781 [00:14<00:25, 19.89it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.51it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.24it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.14it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.71it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.60it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.65it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.50it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.27it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.41it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.39it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.19it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.32it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.25it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.80it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.72it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.53it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.17it/s]
 39%|###9      | 305/781 [00:16<00:25, 18.77it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.90it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.17it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.11it/s]
 40%|####      | 313/781 [00:16<00:24, 19.30it/s]
 40%|####      | 315/781 [00:16<00:24, 19.11it/s]
 41%|####      | 317/781 [00:16<00:24, 19.17it/s]
 41%|####      | 320/781 [00:16<00:23, 19.53it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.62it/s]
 42%|####1     | 326/781 [00:17<00:22, 19.90it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.85it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.26it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.23it/s]
 43%|####2     | 335/781 [00:17<00:23, 19.33it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.16it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.76it/s]
 44%|####3     | 341/781 [00:17<00:23, 19.07it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.66it/s]
 44%|####4     | 347/781 [00:18<00:21, 19.79it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.53it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.19it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.36it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.97it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.19it/s]
 46%|####6     | 361/781 [00:18<00:22, 18.84it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.83it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.81it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.52it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.21it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.36it/s]
 48%|####8     | 375/781 [00:19<00:20, 19.70it/s]
 48%|####8     | 377/781 [00:19<00:20, 19.30it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.90it/s]
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100%|#########9| 779/781 [00:40<00:00, 20.91it/s]
100%|##########| 781/781 [00:40<00:00, 19.29it/s]




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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:06<00:00,  6.17s/it]
100%|##########| 1/1 [00:06<00:00,  6.17s/it]

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 10%|#         | 16/157 [00:01<00:09, 14.92it/s]
 11%|#1        | 18/157 [00:01<00:09, 14.14it/s]
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100%|##########| 157/157 [00:14<00:00, 10.94it/s]

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 20%|##        | 158/781 [00:13<00:55, 11.27it/s]
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 21%|##        | 162/781 [00:13<00:54, 11.30it/s]
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 21%|##1       | 166/781 [00:14<00:54, 11.31it/s]
 22%|##1       | 168/781 [00:14<00:54, 11.31it/s]
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 22%|##2       | 172/781 [00:14<00:53, 11.28it/s]
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 23%|##3       | 182/781 [00:15<00:53, 11.23it/s]
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 30%|##9       | 232/781 [00:20<00:48, 11.27it/s]
 30%|##9       | 234/781 [00:20<00:48, 11.27it/s]
 30%|###       | 236/781 [00:20<00:48, 11.22it/s]
 30%|###       | 238/781 [00:20<00:48, 11.23it/s]
 31%|###       | 240/781 [00:20<00:47, 11.29it/s]
 31%|###       | 242/781 [00:20<00:47, 11.28it/s]
 31%|###1      | 244/781 [00:21<00:47, 11.24it/s]
 31%|###1      | 246/781 [00:21<00:47, 11.21it/s]
 32%|###1      | 248/781 [00:21<00:47, 11.24it/s]
 32%|###2      | 250/781 [00:21<00:48, 10.94it/s]
 32%|###2      | 252/781 [00:21<00:48, 10.98it/s]
 33%|###2      | 254/781 [00:22<00:47, 11.05it/s]
 33%|###2      | 256/781 [00:22<00:47, 11.12it/s]
 33%|###3      | 258/781 [00:22<00:46, 11.17it/s]
 33%|###3      | 260/781 [00:22<00:46, 11.15it/s]
 34%|###3      | 262/781 [00:22<00:46, 11.17it/s]
 34%|###3      | 264/781 [00:22<00:45, 11.27it/s]
 34%|###4      | 266/781 [00:23<00:45, 11.33it/s]
 34%|###4      | 268/781 [00:23<00:45, 11.29it/s]
 35%|###4      | 270/781 [00:23<00:45, 11.34it/s]
 35%|###4      | 272/781 [00:23<00:44, 11.38it/s]
 35%|###5      | 274/781 [00:23<00:44, 11.35it/s]
 35%|###5      | 276/781 [00:24<00:44, 11.32it/s]
 36%|###5      | 278/781 [00:24<00:44, 11.32it/s]
 36%|###5      | 280/781 [00:24<00:56,  8.94it/s]
 36%|###6      | 282/781 [00:24<00:52,  9.56it/s]
 36%|###6      | 284/781 [00:24<00:49,  9.99it/s]
 37%|###6      | 286/781 [00:25<00:48, 10.28it/s]
 37%|###6      | 288/781 [00:25<00:47, 10.48it/s]
 37%|###7      | 290/781 [00:25<00:45, 10.77it/s]
 37%|###7      | 292/781 [00:25<00:44, 10.88it/s]
 38%|###7      | 294/781 [00:25<00:44, 10.94it/s]
 38%|###7      | 296/781 [00:25<00:43, 11.08it/s]
 38%|###8      | 298/781 [00:26<00:43, 11.08it/s]
 38%|###8      | 300/781 [00:26<00:43, 11.06it/s]
 39%|###8      | 302/781 [00:26<00:42, 11.18it/s]
 39%|###8      | 304/781 [00:26<00:42, 11.23it/s]
 39%|###9      | 306/781 [00:26<00:42, 11.26it/s]
 39%|###9      | 308/781 [00:27<00:41, 11.27it/s]
 40%|###9      | 310/781 [00:27<00:41, 11.38it/s]
 40%|###9      | 312/781 [00:27<00:41, 11.37it/s]
 40%|####      | 314/781 [00:27<00:40, 11.48it/s]
 40%|####      | 316/781 [00:27<00:40, 11.53it/s]
 41%|####      | 318/781 [00:27<00:39, 11.64it/s]
 41%|####      | 320/781 [00:28<00:39, 11.60it/s]
 41%|####1     | 322/781 [00:28<00:39, 11.53it/s]
 41%|####1     | 324/781 [00:28<00:39, 11.52it/s]
 42%|####1     | 326/781 [00:28<00:39, 11.50it/s]
 42%|####1     | 328/781 [00:28<00:39, 11.53it/s]
 42%|####2     | 330/781 [00:28<00:38, 11.63it/s]
 43%|####2     | 332/781 [00:29<00:38, 11.61it/s]
 43%|####2     | 334/781 [00:29<00:38, 11.47it/s]
 43%|####3     | 336/781 [00:29<00:38, 11.58it/s]
 43%|####3     | 338/781 [00:29<00:38, 11.49it/s]
 44%|####3     | 340/781 [00:29<00:38, 11.43it/s]
 44%|####3     | 342/781 [00:29<00:38, 11.33it/s]
 44%|####4     | 344/781 [00:30<00:38, 11.38it/s]
 44%|####4     | 346/781 [00:30<00:38, 11.40it/s]
 45%|####4     | 348/781 [00:30<00:38, 11.36it/s]
 45%|####4     | 350/781 [00:30<00:38, 11.30it/s]
 45%|####5     | 352/781 [00:30<00:38, 11.27it/s]
 45%|####5     | 354/781 [00:31<00:37, 11.24it/s]
 46%|####5     | 356/781 [00:31<00:38, 11.16it/s]
 46%|####5     | 358/781 [00:31<00:38, 11.09it/s]
 46%|####6     | 360/781 [00:31<00:38, 11.05it/s]
 46%|####6     | 362/781 [00:31<00:37, 11.04it/s]
 47%|####6     | 364/781 [00:31<00:37, 11.05it/s]
 47%|####6     | 366/781 [00:32<00:37, 11.06it/s]
 47%|####7     | 368/781 [00:32<00:37, 11.01it/s]
 47%|####7     | 370/781 [00:32<00:37, 10.97it/s]
 48%|####7     | 372/781 [00:32<00:37, 11.01it/s]
 48%|####7     | 374/781 [00:32<00:36, 11.07it/s]
 48%|####8     | 376/781 [00:33<00:36, 11.06it/s]
 48%|####8     | 378/781 [00:33<00:36, 11.05it/s]
 49%|####8     | 380/781 [00:33<00:36, 10.97it/s]
 49%|####8     | 382/781 [00:33<00:36, 10.97it/s]
 49%|####9     | 384/781 [00:33<00:36, 10.97it/s]
 49%|####9     | 386/781 [00:33<00:35, 10.99it/s]
 50%|####9     | 388/781 [00:34<00:35, 11.00it/s]
 50%|####9     | 390/781 [00:34<00:35, 10.97it/s]
 50%|#####     | 392/781 [00:34<00:35, 10.96it/s]
 50%|#####     | 394/781 [00:34<00:35, 10.96it/s]
 51%|#####     | 396/781 [00:34<00:35, 11.00it/s]
 51%|#####     | 398/781 [00:35<00:34, 10.99it/s]
 51%|#####1    | 400/781 [00:35<00:34, 10.99it/s]
 51%|#####1    | 402/781 [00:35<00:34, 10.97it/s]
 52%|#####1    | 404/781 [00:35<00:34, 10.97it/s]
 52%|#####1    | 406/781 [00:35<00:34, 10.99it/s]
 52%|#####2    | 408/781 [00:35<00:33, 10.98it/s]
 52%|#####2    | 410/781 [00:36<00:33, 10.97it/s]
 53%|#####2    | 412/781 [00:36<00:33, 10.97it/s]
 53%|#####3    | 414/781 [00:36<00:33, 10.94it/s]
 53%|#####3    | 416/781 [00:36<00:33, 10.93it/s]
 54%|#####3    | 418/781 [00:36<00:33, 10.96it/s]
 54%|#####3    | 420/781 [00:37<00:32, 10.96it/s]
 54%|#####4    | 422/781 [00:37<00:32, 10.97it/s]
 54%|#####4    | 424/781 [00:37<00:32, 10.99it/s]
 55%|#####4    | 426/781 [00:37<00:32, 10.98it/s]
 55%|#####4    | 428/781 [00:37<00:31, 11.04it/s]
 55%|#####5    | 430/781 [00:37<00:31, 11.08it/s]
 55%|#####5    | 432/781 [00:38<00:31, 11.12it/s]
 56%|#####5    | 434/781 [00:38<00:31, 11.13it/s]
 56%|#####5    | 436/781 [00:38<00:31, 11.12it/s]
 56%|#####6    | 438/781 [00:38<00:30, 11.13it/s]
 56%|#####6    | 440/781 [00:38<00:30, 11.14it/s]
 57%|#####6    | 442/781 [00:39<00:30, 11.03it/s]
 57%|#####6    | 444/781 [00:39<00:30, 11.00it/s]
 57%|#####7    | 446/781 [00:39<00:30, 11.00it/s]
 57%|#####7    | 448/781 [00:39<00:30, 11.00it/s]
 58%|#####7    | 450/781 [00:39<00:29, 11.05it/s]
 58%|#####7    | 452/781 [00:39<00:29, 11.08it/s]
 58%|#####8    | 454/781 [00:40<00:29, 11.12it/s]
 58%|#####8    | 456/781 [00:40<00:29, 11.14it/s]
 59%|#####8    | 458/781 [00:40<00:28, 11.16it/s]
 59%|#####8    | 460/781 [00:40<00:28, 11.15it/s]
 59%|#####9    | 462/781 [00:40<00:28, 11.15it/s]
 59%|#####9    | 464/781 [00:40<00:28, 11.17it/s]
 60%|#####9    | 466/781 [00:41<00:28, 11.13it/s]
 60%|#####9    | 468/781 [00:41<00:28, 11.11it/s]
 60%|######    | 470/781 [00:41<00:27, 11.19it/s]
 60%|######    | 472/781 [00:41<00:27, 11.14it/s]
 61%|######    | 474/781 [00:41<00:27, 11.09it/s]
 61%|######    | 476/781 [00:42<00:27, 11.04it/s]
 61%|######1   | 478/781 [00:42<00:27, 11.05it/s]
 61%|######1   | 480/781 [00:42<00:26, 11.26it/s]
 62%|######1   | 482/781 [00:42<00:26, 11.33it/s]
 62%|######1   | 484/781 [00:42<00:26, 11.23it/s]
 62%|######2   | 486/781 [00:42<00:26, 11.20it/s]
 62%|######2   | 488/781 [00:43<00:25, 11.28it/s]
 63%|######2   | 490/781 [00:43<00:25, 11.27it/s]
 63%|######2   | 492/781 [00:43<00:25, 11.24it/s]
 63%|######3   | 494/781 [00:43<00:25, 11.23it/s]
 64%|######3   | 496/781 [00:43<00:25, 11.19it/s]
 64%|######3   | 498/781 [00:44<00:25, 11.31it/s]
 64%|######4   | 500/781 [00:44<00:24, 11.31it/s]
 64%|######4   | 502/781 [00:44<00:24, 11.25it/s]
 65%|######4   | 504/781 [00:44<00:24, 11.22it/s]
 65%|######4   | 506/781 [00:44<00:24, 11.19it/s]
 65%|######5   | 508/781 [00:44<00:24, 11.10it/s]
 65%|######5   | 510/781 [00:45<00:24, 11.05it/s]
 66%|######5   | 512/781 [00:45<00:24, 11.04it/s]
 66%|######5   | 514/781 [00:45<00:24, 11.00it/s]
 66%|######6   | 516/781 [00:45<00:23, 11.10it/s]
 66%|######6   | 518/781 [00:45<00:23, 11.16it/s]
 67%|######6   | 520/781 [00:46<00:23, 11.06it/s]
 67%|######6   | 522/781 [00:46<00:23, 11.04it/s]
 67%|######7   | 524/781 [00:46<00:23, 11.09it/s]
 67%|######7   | 526/781 [00:46<00:22, 11.12it/s]
 68%|######7   | 528/781 [00:46<00:22, 11.05it/s]
 68%|######7   | 530/781 [00:46<00:22, 11.01it/s]
 68%|######8   | 532/781 [00:47<00:22, 11.09it/s]
 68%|######8   | 534/781 [00:47<00:22, 11.05it/s]
 69%|######8   | 536/781 [00:47<00:22, 11.01it/s]
 69%|######8   | 538/781 [00:47<00:22, 11.00it/s]
 69%|######9   | 540/781 [00:47<00:21, 10.99it/s]
 69%|######9   | 542/781 [00:48<00:21, 10.96it/s]
 70%|######9   | 544/781 [00:48<00:21, 11.09it/s]
 70%|######9   | 546/781 [00:48<00:21, 11.03it/s]
 70%|#######   | 548/781 [00:48<00:21, 10.99it/s]
 70%|#######   | 550/781 [00:48<00:21, 10.96it/s]
 71%|#######   | 552/781 [00:48<00:20, 10.95it/s]
 71%|#######   | 554/781 [00:49<00:20, 10.94it/s]
 71%|#######1  | 556/781 [00:49<00:20, 10.95it/s]
 71%|#######1  | 558/781 [00:49<00:20, 10.95it/s]
 72%|#######1  | 560/781 [00:49<00:20, 10.95it/s]
 72%|#######1  | 562/781 [00:49<00:20, 10.95it/s]
 72%|#######2  | 564/781 [00:50<00:19, 10.94it/s]
 72%|#######2  | 566/781 [00:50<00:19, 10.93it/s]
 73%|#######2  | 568/781 [00:50<00:19, 10.93it/s]
 73%|#######2  | 570/781 [00:50<00:19, 10.93it/s]
 73%|#######3  | 572/781 [00:50<00:19, 10.96it/s]
 73%|#######3  | 574/781 [00:50<00:18, 11.01it/s]
 74%|#######3  | 576/781 [00:51<00:18, 10.98it/s]
 74%|#######4  | 578/781 [00:51<00:18, 10.97it/s]
 74%|#######4  | 580/781 [00:51<00:18, 11.07it/s]
 75%|#######4  | 582/781 [00:51<00:18, 11.05it/s]
 75%|#######4  | 584/781 [00:51<00:17, 10.98it/s]
 75%|#######5  | 586/781 [00:52<00:17, 10.95it/s]
 75%|#######5  | 588/781 [00:52<00:17, 10.90it/s]
 76%|#######5  | 590/781 [00:52<00:17, 10.95it/s]
 76%|#######5  | 592/781 [00:52<00:17, 11.00it/s]
 76%|#######6  | 594/781 [00:52<00:16, 11.15it/s]
 76%|#######6  | 596/781 [00:52<00:16, 11.15it/s]
 77%|#######6  | 598/781 [00:53<00:16, 11.18it/s]
 77%|#######6  | 600/781 [00:53<00:16, 11.21it/s]
 77%|#######7  | 602/781 [00:53<00:15, 11.24it/s]
 77%|#######7  | 604/781 [00:53<00:15, 11.22it/s]
 78%|#######7  | 606/781 [00:53<00:15, 11.17it/s]
 78%|#######7  | 608/781 [00:53<00:15, 11.17it/s]
 78%|#######8  | 610/781 [00:54<00:15, 11.22it/s]
 78%|#######8  | 612/781 [00:54<00:15, 11.21it/s]
 79%|#######8  | 614/781 [00:54<00:14, 11.14it/s]
 79%|#######8  | 616/781 [00:54<00:14, 11.16it/s]
 79%|#######9  | 618/781 [00:54<00:14, 11.14it/s]
 79%|#######9  | 620/781 [00:55<00:14, 11.12it/s]
 80%|#######9  | 622/781 [00:55<00:14, 11.14it/s]
 80%|#######9  | 624/781 [00:55<00:14, 11.11it/s]
 80%|########  | 626/781 [00:55<00:13, 11.11it/s]
 80%|########  | 628/781 [00:55<00:13, 11.18it/s]
 81%|########  | 630/781 [00:55<00:13, 10.97it/s]
 81%|########  | 632/781 [00:56<00:13, 10.97it/s]
 81%|########1 | 634/781 [00:56<00:13, 10.99it/s]
 81%|########1 | 636/781 [00:56<00:13, 10.95it/s]
 82%|########1 | 638/781 [00:56<00:13, 10.96it/s]
 82%|########1 | 640/781 [00:56<00:12, 10.99it/s]
 82%|########2 | 642/781 [00:57<00:12, 11.01it/s]
 82%|########2 | 644/781 [00:57<00:12, 11.08it/s]
 83%|########2 | 646/781 [00:57<00:12, 11.13it/s]
 83%|########2 | 648/781 [00:57<00:11, 11.16it/s]
 83%|########3 | 650/781 [00:57<00:11, 11.13it/s]
 83%|########3 | 652/781 [00:57<00:11, 11.19it/s]
 84%|########3 | 654/781 [00:58<00:11, 11.21it/s]
 84%|########3 | 656/781 [00:58<00:11, 11.28it/s]
 84%|########4 | 658/781 [00:58<00:10, 11.22it/s]
 85%|########4 | 660/781 [00:58<00:10, 11.27it/s]
 85%|########4 | 662/781 [00:58<00:10, 11.34it/s]
 85%|########5 | 664/781 [00:59<00:10, 11.35it/s]
 85%|########5 | 666/781 [00:59<00:10, 11.31it/s]
 86%|########5 | 668/781 [00:59<00:09, 11.35it/s]
 86%|########5 | 670/781 [00:59<00:09, 11.33it/s]
 86%|########6 | 672/781 [00:59<00:09, 11.34it/s]
 86%|########6 | 674/781 [00:59<00:09, 11.38it/s]
 87%|########6 | 676/781 [01:00<00:09, 11.34it/s]
 87%|########6 | 678/781 [01:00<00:09, 11.34it/s]
 87%|########7 | 680/781 [01:00<00:08, 11.32it/s]
 87%|########7 | 682/781 [01:00<00:08, 11.39it/s]
 88%|########7 | 684/781 [01:00<00:08, 11.38it/s]
 88%|########7 | 686/781 [01:00<00:08, 11.33it/s]
 88%|########8 | 688/781 [01:01<00:08, 11.20it/s]
 88%|########8 | 690/781 [01:01<00:08, 11.18it/s]
 89%|########8 | 692/781 [01:01<00:07, 11.21it/s]
 89%|########8 | 694/781 [01:01<00:07, 11.23it/s]
 89%|########9 | 696/781 [01:01<00:07, 11.26it/s]
 89%|########9 | 698/781 [01:02<00:07, 11.23it/s]
 90%|########9 | 700/781 [01:02<00:07, 11.22it/s]
 90%|########9 | 702/781 [01:02<00:07, 11.25it/s]
 90%|######### | 704/781 [01:02<00:06, 11.30it/s]
 90%|######### | 706/781 [01:02<00:06, 11.28it/s]
 91%|######### | 708/781 [01:02<00:06, 11.27it/s]
 91%|######### | 710/781 [01:03<00:06, 11.25it/s]
 91%|#########1| 712/781 [01:03<00:06, 11.27it/s]
 91%|#########1| 714/781 [01:03<00:05, 11.26it/s]
 92%|#########1| 716/781 [01:03<00:05, 11.31it/s]
 92%|#########1| 718/781 [01:03<00:05, 11.36it/s]
 92%|#########2| 720/781 [01:03<00:05, 11.39it/s]
 92%|#########2| 722/781 [01:04<00:05, 11.35it/s]
 93%|#########2| 724/781 [01:04<00:05, 11.37it/s]
 93%|#########2| 726/781 [01:04<00:04, 11.37it/s]
 93%|#########3| 728/781 [01:04<00:04, 11.35it/s]
 93%|#########3| 730/781 [01:04<00:04, 11.26it/s]
 94%|#########3| 732/781 [01:05<00:04, 11.26it/s]
 94%|#########3| 734/781 [01:05<00:04, 11.23it/s]
 94%|#########4| 736/781 [01:05<00:04, 11.17it/s]
 94%|#########4| 738/781 [01:05<00:03, 11.17it/s]
 95%|#########4| 740/781 [01:05<00:03, 11.22it/s]
 95%|#########5| 742/781 [01:05<00:03, 11.23it/s]
 95%|#########5| 744/781 [01:06<00:03, 11.24it/s]
 96%|#########5| 746/781 [01:06<00:03, 11.18it/s]
 96%|#########5| 748/781 [01:06<00:02, 11.11it/s]
 96%|#########6| 750/781 [01:06<00:02, 11.11it/s]
 96%|#########6| 752/781 [01:06<00:02, 11.09it/s]
 97%|#########6| 754/781 [01:07<00:02, 11.09it/s]
 97%|#########6| 756/781 [01:07<00:02, 11.09it/s]
 97%|#########7| 758/781 [01:07<00:02, 11.09it/s]
 97%|#########7| 760/781 [01:07<00:01, 11.06it/s]
 98%|#########7| 762/781 [01:07<00:01, 11.07it/s]
 98%|#########7| 764/781 [01:07<00:01, 11.08it/s]
 98%|#########8| 766/781 [01:08<00:01, 11.06it/s]
 98%|#########8| 768/781 [01:08<00:01, 11.10it/s]
 99%|#########8| 770/781 [01:08<00:00, 11.07it/s]
 99%|#########8| 772/781 [01:08<00:00, 11.07it/s]
 99%|#########9| 774/781 [01:08<00:00, 11.06it/s]
 99%|#########9| 776/781 [01:09<00:00, 11.07it/s]
100%|#########9| 778/781 [01:09<00:00, 11.06it/s]
100%|#########9| 780/781 [01:09<00:00, 11.09it/s]
100%|##########| 781/781 [01:09<00:00, 11.25it/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,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
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  2%|1         | 12/781 [00:00<00:41, 18.66it/s]
  2%|1         | 14/781 [00:00<00:40, 18.83it/s]
  2%|2         | 16/781 [00:00<00:40, 18.94it/s]
  2%|2         | 18/781 [00:00<00:40, 18.97it/s]
  3%|2         | 20/781 [00:01<00:39, 19.05it/s]
  3%|2         | 22/781 [00:01<00:39, 19.13it/s]
  3%|3         | 24/781 [00:01<00:39, 19.15it/s]
  3%|3         | 26/781 [00:01<00:39, 19.21it/s]
  4%|3         | 28/781 [00:01<00:39, 19.26it/s]
  4%|3         | 30/781 [00:01<00:39, 19.12it/s]
  4%|4         | 32/781 [00:01<00:39, 19.09it/s]
  4%|4         | 34/781 [00:01<00:39, 19.01it/s]
  5%|4         | 36/781 [00:01<00:39, 19.01it/s]
  5%|4         | 38/781 [00:02<00:38, 19.12it/s]
  5%|5         | 40/781 [00:02<00:38, 19.24it/s]
  5%|5         | 42/781 [00:02<00:38, 19.24it/s]
  6%|5         | 44/781 [00:02<00:38, 19.23it/s]
  6%|5         | 46/781 [00:02<00:38, 19.11it/s]
  6%|6         | 48/781 [00:02<00:38, 19.14it/s]
  6%|6         | 50/781 [00:02<00:38, 19.17it/s]
  7%|6         | 52/781 [00:02<00:38, 19.04it/s]
  7%|6         | 54/781 [00:02<00:38, 19.06it/s]
  7%|7         | 56/781 [00:02<00:37, 19.17it/s]
  7%|7         | 58/781 [00:03<00:37, 19.21it/s]
  8%|7         | 60/781 [00:03<00:37, 19.14it/s]
  8%|7         | 62/781 [00:03<00:37, 19.04it/s]
  8%|8         | 64/781 [00:03<00:37, 18.95it/s]
  8%|8         | 66/781 [00:03<00:37, 18.89it/s]
  9%|8         | 68/781 [00:03<00:37, 18.88it/s]
  9%|8         | 70/781 [00:03<00:37, 18.85it/s]
  9%|9         | 72/781 [00:03<00:37, 18.86it/s]
  9%|9         | 74/781 [00:03<00:37, 19.04it/s]
 10%|9         | 76/781 [00:04<00:37, 19.00it/s]
 10%|9         | 78/781 [00:04<00:37, 18.69it/s]
 10%|#         | 80/781 [00:04<00:37, 18.72it/s]
 10%|#         | 82/781 [00:04<00:37, 18.80it/s]
 11%|#         | 84/781 [00:04<00:36, 18.88it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.03it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.15it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.24it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.30it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.35it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.39it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.35it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.19it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.16it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.22it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.16it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.14it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.22it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.17it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.20it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.16it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.09it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.03it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.09it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.10it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.16it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.17it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.25it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.27it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.30it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.15it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.20it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.25it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.27it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.30it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.34it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.38it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.40it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.47it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.46it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.47it/s]
 20%|##        | 158/781 [00:08<00:32, 19.46it/s]
 20%|##        | 160/781 [00:08<00:32, 19.35it/s]
 21%|##        | 162/781 [00:08<00:32, 19.21it/s]
 21%|##        | 164/781 [00:08<00:32, 19.11it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.05it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 170/781 [00:08<00:32, 19.00it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.95it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.01it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.15it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.22it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.30it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.36it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.10it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.99it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.94it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.91it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.88it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.84it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.84it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.90it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.06it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.12it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.14it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.04it/s]
 27%|##6       | 208/781 [00:10<00:30, 19.01it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.89it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.90it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.01it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.16it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.19it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.08it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.12it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.19it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.25it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.29it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.34it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.38it/s]
 30%|###       | 236/781 [00:12<00:28, 19.38it/s]
 30%|###       | 238/781 [00:12<00:27, 19.41it/s]
 31%|###       | 240/781 [00:12<00:27, 19.42it/s]
 31%|###       | 242/781 [00:12<00:27, 19.43it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.40it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.31it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.26it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.16it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.16it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.05it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.17it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.23it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.29it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.31it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.32it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.33it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.36it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.40it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.40it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.41it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.41it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.42it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.35it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.39it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.40it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.41it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.41it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.45it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.47it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.50it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.50it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.47it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.41it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.31it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.34it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.31it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.34it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.26it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.26it/s]
 40%|####      | 314/781 [00:16<00:24, 19.21it/s]
 40%|####      | 316/781 [00:16<00:24, 19.09it/s]
 41%|####      | 318/781 [00:16<00:24, 18.90it/s]
 41%|####      | 320/781 [00:16<00:24, 18.79it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.85it/s]
 41%|####1     | 324/781 [00:16<00:24, 18.85it/s]
 42%|####1     | 326/781 [00:17<00:23, 18.98it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.97it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.05it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.07it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.13it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.25it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.38it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.29it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.18it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.24it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.29it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.32it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.35it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.26it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.26it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.26it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.29it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.30it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.29it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.27it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.26it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.25it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.24it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.24it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.26it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.27it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.30it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.25it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.23it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.24it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.19it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.14it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.15it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.15it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.13it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.14it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.18it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.21it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.18it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.07it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.08it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.13it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.23it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.28it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.33it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.37it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.39it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.42it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.43it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.44it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.37it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.32it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.91it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.04it/s]
 56%|#####5    | 434/781 [00:22<00:18, 19.13it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.21it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.29it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.36it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.38it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.18it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.20it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.27it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.30it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.33it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.37it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.36it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.42it/s]
 59%|#####8    | 460/781 [00:23<00:16, 19.43it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.46it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.44it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.34it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.20it/s]
 60%|######    | 470/781 [00:24<00:16, 19.09it/s]
 60%|######    | 472/781 [00:24<00:16, 19.00it/s]
 61%|######    | 474/781 [00:24<00:16, 18.95it/s]
 61%|######    | 476/781 [00:24<00:16, 18.91it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.04it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.17it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.25it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.29it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.32it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.31it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.30it/s]
 63%|######2   | 492/781 [00:25<00:14, 19.29it/s]
 63%|######3   | 494/781 [00:25<00:14, 19.30it/s]
 64%|######3   | 496/781 [00:25<00:14, 19.28it/s]
 64%|######3   | 498/781 [00:25<00:14, 19.33it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.26it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.29it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.25it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.18it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.96it/s]
 65%|######5   | 510/781 [00:26<00:14, 19.06it/s]
 66%|######5   | 512/781 [00:26<00:14, 19.06it/s]
 66%|######5   | 514/781 [00:26<00:14, 19.00it/s]
 66%|######6   | 516/781 [00:26<00:13, 18.97it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.04it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.01it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.98it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.94it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.93it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.92it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.89it/s]
 68%|######8   | 532/781 [00:27<00:13, 18.89it/s]
 68%|######8   | 534/781 [00:27<00:13, 18.88it/s]
 69%|######8   | 536/781 [00:27<00:12, 18.88it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.79it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.88it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.88it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.94it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.98it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.96it/s]
 70%|#######   | 550/781 [00:28<00:12, 19.00it/s]
 71%|#######   | 552/781 [00:28<00:12, 18.94it/s]
 71%|#######   | 554/781 [00:28<00:11, 18.93it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.94it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.99it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.95it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.99it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.11it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.04it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.97it/s]
 73%|#######2  | 570/781 [00:29<00:11, 18.93it/s]
 73%|#######3  | 572/781 [00:29<00:11, 18.99it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.13it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.05it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.17it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.08it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.08it/s]
 75%|#######4  | 584/781 [00:30<00:10, 19.15it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.25it/s]
 75%|#######5  | 588/781 [00:30<00:10, 19.29it/s]
 76%|#######5  | 590/781 [00:30<00:09, 19.36it/s]
 76%|#######5  | 592/781 [00:30<00:09, 19.36it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.32it/s]
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Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.93s/it]
100%|##########| 1/1 [00:07<00:00,  7.93s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.15it/s]
  3%|2         | 4/157 [00:00<00:10, 14.72it/s]
  4%|3         | 6/157 [00:00<00:09, 15.35it/s]
  5%|5         | 8/157 [00:00<00:09, 15.71it/s]
  6%|6         | 10/157 [00:00<00:09, 15.82it/s]
  8%|7         | 12/157 [00:00<00:09, 15.86it/s]
  9%|8         | 14/157 [00:00<00:08, 15.95it/s]
 10%|#         | 16/157 [00:01<00:08, 15.97it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.02it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.04it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.09it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.13it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.12it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.15it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.12it/s]
 20%|##        | 32/157 [00:02<00:07, 16.13it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.14it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.15it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.14it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.20it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.22it/s]
 28%|##8       | 44/157 [00:02<00:07, 16.10it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.08it/s]
 31%|###       | 48/157 [00:03<00:06, 16.01it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.98it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.93it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.88it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.89it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.88it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.98it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.06it/s]
 41%|####      | 64/157 [00:04<00:05, 16.03it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.08it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.12it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.14it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.13it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.15it/s]
 48%|####8     | 76/157 [00:04<00:05, 16.17it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.15it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.13it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.14it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.13it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.12it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.08it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.85it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.85it/s]
 60%|#####9    | 94/157 [00:05<00:03, 15.93it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.91it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.01it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.02it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.97it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.84it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.87it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.97it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.00it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.06it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.09it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.84it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.79it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.77it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.88it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.99it/s]
 80%|########  | 126/157 [00:07<00:01, 16.07it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.09it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.97it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.96it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.90it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.98it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.04it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.13it/s]
 90%|######### | 142/157 [00:08<00:00, 16.17it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.19it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.18it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.20it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.21it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.23it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.24it/s]
100%|##########| 157/157 [00:09<00:00, 16.08it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.80it/s]
  1%|          | 4/781 [00:00<00:43, 17.82it/s]
  1%|          | 6/781 [00:00<00:43, 17.84it/s]
  1%|1         | 8/781 [00:00<00:43, 17.84it/s]
  1%|1         | 10/781 [00:00<00:43, 17.81it/s]
  2%|1         | 12/781 [00:00<00:43, 17.66it/s]
  2%|1         | 14/781 [00:00<00:43, 17.64it/s]
  2%|2         | 16/781 [00:00<00:43, 17.58it/s]
  2%|2         | 18/781 [00:01<00:43, 17.52it/s]
  3%|2         | 20/781 [00:01<00:43, 17.50it/s]
  3%|2         | 22/781 [00:01<00:43, 17.49it/s]
  3%|3         | 24/781 [00:01<00:43, 17.42it/s]
  3%|3         | 26/781 [00:01<00:43, 17.42it/s]
  4%|3         | 28/781 [00:01<00:43, 17.42it/s]
  4%|3         | 30/781 [00:01<00:43, 17.40it/s]
  4%|4         | 32/781 [00:01<00:43, 17.39it/s]
  4%|4         | 34/781 [00:01<00:42, 17.39it/s]
  5%|4         | 36/781 [00:02<00:42, 17.52it/s]
  5%|4         | 38/781 [00:02<00:42, 17.63it/s]
  5%|5         | 40/781 [00:02<00:41, 17.71it/s]
  5%|5         | 42/781 [00:02<00:41, 17.78it/s]
  6%|5         | 44/781 [00:02<00:41, 17.79it/s]
  6%|5         | 46/781 [00:02<00:41, 17.81it/s]
  6%|6         | 48/781 [00:02<00:41, 17.81it/s]
  6%|6         | 50/781 [00:02<00:41, 17.68it/s]
  7%|6         | 52/781 [00:02<00:41, 17.58it/s]
  7%|6         | 54/781 [00:03<00:41, 17.61it/s]
  7%|7         | 56/781 [00:03<00:41, 17.53it/s]
  7%|7         | 58/781 [00:03<00:41, 17.48it/s]
  8%|7         | 60/781 [00:03<00:41, 17.52it/s]
  8%|7         | 62/781 [00:03<00:40, 17.60it/s]
  8%|8         | 64/781 [00:03<00:40, 17.69it/s]
  8%|8         | 66/781 [00:03<00:40, 17.77it/s]
  9%|8         | 68/781 [00:03<00:40, 17.81it/s]
  9%|8         | 70/781 [00:03<00:39, 17.86it/s]
  9%|9         | 72/781 [00:04<00:39, 17.79it/s]
  9%|9         | 74/781 [00:04<00:39, 17.79it/s]
 10%|9         | 76/781 [00:04<00:39, 17.86it/s]
 10%|9         | 78/781 [00:04<00:39, 17.86it/s]
 10%|#         | 80/781 [00:04<00:39, 17.92it/s]
 10%|#         | 82/781 [00:04<00:38, 17.95it/s]
 11%|#         | 84/781 [00:04<00:38, 17.94it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.94it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.91it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.88it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.87it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.88it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.88it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.88it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.84it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.83it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.81it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.75it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.80it/s]
 14%|#4        | 110/781 [00:06<00:38, 17.61it/s]
 14%|#4        | 112/781 [00:06<00:38, 17.57it/s]
 15%|#4        | 114/781 [00:06<00:38, 17.44it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.51it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.56it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.56it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.42it/s]
 16%|#5        | 124/781 [00:07<00:37, 17.39it/s]
 16%|#6        | 126/781 [00:07<00:37, 17.40it/s]
 16%|#6        | 128/781 [00:07<00:37, 17.39it/s]
 17%|#6        | 130/781 [00:07<00:37, 17.51it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.57it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.59it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.62it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.62it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.67it/s]
 18%|#8        | 142/781 [00:08<00:36, 17.71it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.75it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.77it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.75it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.77it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.76it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.78it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.77it/s]
 20%|##        | 158/781 [00:08<00:35, 17.74it/s]
 20%|##        | 160/781 [00:09<00:35, 17.73it/s]
 21%|##        | 162/781 [00:09<00:34, 17.76it/s]
 21%|##        | 164/781 [00:09<00:34, 17.64it/s]
 21%|##1       | 166/781 [00:09<00:35, 17.53it/s]
 22%|##1       | 168/781 [00:09<00:35, 17.46it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.51it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.58it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.62it/s]
 23%|##2       | 176/781 [00:09<00:34, 17.66it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.62it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.52it/s]
 23%|##3       | 182/781 [00:10<00:34, 17.43it/s]
 24%|##3       | 184/781 [00:10<00:34, 17.42it/s]
 24%|##3       | 186/781 [00:10<00:34, 17.43it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.44it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.51it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.47it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.57it/s]
 25%|##5       | 196/781 [00:11<00:33, 17.72it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.79it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.81it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.92it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.94it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.94it/s]
 27%|##6       | 208/781 [00:11<00:31, 17.99it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.05it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.02it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.07it/s]
 28%|##7       | 216/781 [00:12<00:31, 18.03it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.05it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.97it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.91it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.86it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.89it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.31it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.20it/s]
 30%|##9       | 232/781 [00:13<00:29, 18.39it/s]
 30%|##9       | 234/781 [00:13<00:29, 18.49it/s]
 30%|###       | 236/781 [00:13<00:29, 18.30it/s]
 30%|###       | 238/781 [00:13<00:29, 18.45it/s]
 31%|###       | 240/781 [00:13<00:29, 18.29it/s]
 31%|###       | 242/781 [00:13<00:29, 18.21it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.11it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.07it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.08it/s]
 32%|###2      | 250/781 [00:14<00:29, 18.10it/s]
 32%|###2      | 252/781 [00:14<00:29, 18.03it/s]
 33%|###2      | 254/781 [00:14<00:28, 18.26it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.23it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.30it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.57it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.45it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.18it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.97it/s]
 34%|###4      | 268/781 [00:15<00:28, 18.02it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.92it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.88it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.85it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.92it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.81it/s]
 36%|###5      | 280/781 [00:15<00:27, 17.96it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.00it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.93it/s]
 37%|###6      | 286/781 [00:16<00:27, 17.99it/s]
 37%|###6      | 288/781 [00:16<00:27, 17.99it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.07it/s]
 37%|###7      | 292/781 [00:16<00:27, 18.06it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.13it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.08it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.12it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.04it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.08it/s]
 39%|###8      | 304/781 [00:17<00:26, 18.15it/s]
 39%|###9      | 306/781 [00:17<00:26, 18.22it/s]
 39%|###9      | 308/781 [00:17<00:25, 18.28it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.31it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.33it/s]
 40%|####      | 314/781 [00:17<00:25, 18.36it/s]
 40%|####      | 316/781 [00:17<00:25, 18.37it/s]
 41%|####      | 318/781 [00:17<00:25, 18.32it/s]
 41%|####      | 320/781 [00:17<00:25, 18.31it/s]
 41%|####1     | 322/781 [00:18<00:25, 18.33it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.99it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.96it/s]
 42%|####1     | 328/781 [00:18<00:25, 18.08it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.19it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.26it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.29it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.34it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.38it/s]
 44%|####3     | 340/781 [00:19<00:24, 18.26it/s]
 44%|####3     | 342/781 [00:19<00:24, 18.16it/s]
 44%|####4     | 344/781 [00:19<00:24, 18.11it/s]
 44%|####4     | 346/781 [00:19<00:24, 18.10it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.04it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.04it/s]
 45%|####5     | 352/781 [00:19<00:23, 17.95it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.05it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.16it/s]
 46%|####5     | 358/781 [00:20<00:23, 18.12it/s]
 46%|####6     | 360/781 [00:20<00:23, 18.19it/s]
 46%|####6     | 362/781 [00:20<00:23, 18.13it/s]
 47%|####6     | 364/781 [00:20<00:23, 18.08it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.07it/s]
 47%|####7     | 368/781 [00:20<00:22, 17.98it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.05it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.08it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.08it/s]
 48%|####8     | 376/781 [00:21<00:22, 18.05it/s]
 48%|####8     | 378/781 [00:21<00:22, 17.99it/s]
 49%|####8     | 380/781 [00:21<00:22, 17.94it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.94it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.95it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.04it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.11it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.13it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.34it/s]
 50%|#####     | 394/781 [00:22<00:21, 18.24it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.20it/s]
 51%|#####     | 398/781 [00:22<00:20, 18.40it/s]
 51%|#####1    | 400/781 [00:22<00:20, 18.31it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.48it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.56it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.40it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.23it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.07it/s]
 53%|#####2    | 412/781 [00:23<00:20, 18.00it/s]
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 60%|######    | 470/781 [00:26<00:17, 18.19it/s]
 60%|######    | 472/781 [00:26<00:16, 18.28it/s]
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 61%|######1   | 478/781 [00:26<00:16, 18.27it/s]
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 70%|#######   | 548/781 [00:30<00:12, 18.13it/s]
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 71%|#######1  | 556/781 [00:30<00:12, 18.12it/s]
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 80%|########  | 626/781 [00:34<00:08, 18.57it/s]
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100%|#########9| 778/781 [00:42<00:00, 18.50it/s]
100%|#########9| 780/781 [00:43<00:00, 18.46it/s]
100%|##########| 781/781 [00:43<00:00, 18.10it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
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Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
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Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
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Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
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Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

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 20%|#9        | 154/781 [00:08<00:33, 18.99it/s]
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 20%|##        | 158/781 [00:08<00:32, 18.96it/s]
 20%|##        | 160/781 [00:08<00:32, 18.99it/s]
 21%|##        | 162/781 [00:08<00:32, 18.87it/s]
 21%|##        | 164/781 [00:08<00:32, 18.91it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.95it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.96it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.10it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.92it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.12it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.07it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.05it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.09it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.09it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.93it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.00it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.84it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.62it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.71it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.63it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.89it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.95it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.80it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.86it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.85it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.93it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.02it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.06it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.12it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.14it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.09it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.87it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.90it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.96it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.13it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.93it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.92it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.96it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.97it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.96it/s]
 30%|###       | 236/781 [00:12<00:28, 18.99it/s]
 30%|###       | 238/781 [00:12<00:28, 18.98it/s]
 31%|###       | 240/781 [00:12<00:28, 18.99it/s]
 31%|###       | 242/781 [00:12<00:28, 19.12it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.93it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.95it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.95it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.12it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.94it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.94it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.89it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.87it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.89it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.95it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.97it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.18it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.13it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.96it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.11it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.89it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.92it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.06it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.04it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.84it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.02it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.89it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.89it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.05it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.04it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.90it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.93it/s]
 39%|###8      | 302/781 [00:16<00:25, 19.10it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.89it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.92it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.66it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.63it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.48it/s]
 40%|####      | 314/781 [00:16<00:25, 18.51it/s]
 40%|####      | 316/781 [00:16<00:25, 18.51it/s]
 41%|####      | 318/781 [00:16<00:25, 18.39it/s]
 41%|####      | 320/781 [00:17<00:24, 18.50it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.56it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.90it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.21it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.17it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.05it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.35it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.34it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.35it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.32it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.34it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.21it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.27it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.40it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.40it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.38it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.25it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.48it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.47it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.45it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.45it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.33it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.48it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.59it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.70it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.82it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.86it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.73it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.93it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.95it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.93it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.93it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.92it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.93it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.81it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.98it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.95it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.93it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.80it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.66it/s]
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 52%|#####2    | 408/781 [00:21<00:19, 18.86it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.91it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.91it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.93it/s]
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 54%|#####3    | 418/781 [00:22<00:19, 18.94it/s]
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 56%|#####6    | 438/781 [00:23<00:18, 18.95it/s]
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 58%|#####7    | 452/781 [00:24<00:17, 19.02it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.00it/s]
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 60%|#####9    | 466/781 [00:24<00:16, 18.95it/s]
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 60%|######    | 470/781 [00:25<00:16, 18.94it/s]
 60%|######    | 472/781 [00:25<00:16, 18.97it/s]
 61%|######    | 474/781 [00:25<00:16, 18.97it/s]
 61%|######    | 476/781 [00:25<00:16, 18.97it/s]
 61%|######1   | 478/781 [00:25<00:15, 18.97it/s]
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 62%|######1   | 482/781 [00:25<00:15, 18.99it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.98it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.86it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.74it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.65it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.55it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.56it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.65it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.73it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.65it/s]
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 65%|######4   | 504/781 [00:26<00:14, 18.68it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.76it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.76it/s]
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 66%|######5   | 512/781 [00:27<00:21, 12.61it/s]
 66%|######5   | 514/781 [00:27<00:19, 14.02it/s]
 66%|######6   | 516/781 [00:27<00:17, 15.18it/s]
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 67%|######6   | 522/781 [00:27<00:14, 17.40it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.84it/s]
 67%|######7   | 526/781 [00:28<00:14, 18.15it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.33it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.51it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.61it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.66it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.65it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.69it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.76it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.82it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.84it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.79it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.82it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.83it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.85it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.86it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.86it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.87it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.89it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.93it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.92it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.92it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.92it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.93it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.86it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.72it/s]
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 74%|#######4  | 580/781 [00:31<00:10, 18.57it/s]
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 77%|#######6  | 600/781 [00:32<00:09, 18.55it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.96it/s]
100%|##########| 781/781 [00:41<00:00, 18.68it/s]




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 60%|#####9    | 94/157 [00:05<00:04, 15.53it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.59it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.44it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.18it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.16it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.39it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.53it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.67it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.59it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.59it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.71it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.75it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.82it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.83it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.84it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.88it/s]
 80%|########  | 126/157 [00:08<00:01, 15.59it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.37it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.29it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.40it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.56it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.57it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.63it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.47it/s]
 90%|######### | 142/157 [00:09<00:00, 15.50it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.33it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.37it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.46it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.61it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.42it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.57it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.65it/s]
100%|##########| 157/157 [00:09<00:00, 15.73it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.89it/s]
  1%|          | 4/781 [00:00<00:44, 17.58it/s]
  1%|          | 6/781 [00:00<00:43, 17.67it/s]
  1%|1         | 8/781 [00:00<00:43, 17.81it/s]
  1%|1         | 10/781 [00:00<00:43, 17.79it/s]
  2%|1         | 12/781 [00:00<00:43, 17.85it/s]
  2%|1         | 14/781 [00:00<00:43, 17.83it/s]
  2%|2         | 16/781 [00:00<00:42, 17.89it/s]
  2%|2         | 18/781 [00:01<00:42, 17.85it/s]
  3%|2         | 20/781 [00:01<00:42, 17.84it/s]
  3%|2         | 22/781 [00:01<00:42, 17.92it/s]
  3%|3         | 24/781 [00:01<00:42, 17.96it/s]
  3%|3         | 26/781 [00:01<00:41, 18.00it/s]
  4%|3         | 28/781 [00:01<00:42, 17.86it/s]
  4%|3         | 30/781 [00:01<00:42, 17.70it/s]
  4%|4         | 32/781 [00:01<00:43, 17.42it/s]
  4%|4         | 34/781 [00:01<00:42, 17.55it/s]
  5%|4         | 36/781 [00:02<00:42, 17.71it/s]
  5%|4         | 38/781 [00:02<00:42, 17.51it/s]
  5%|5         | 40/781 [00:02<00:42, 17.47it/s]
  5%|5         | 42/781 [00:02<00:42, 17.55it/s]
  6%|5         | 44/781 [00:02<00:41, 17.74it/s]
  6%|5         | 46/781 [00:02<00:41, 17.89it/s]
  6%|6         | 48/781 [00:02<00:41, 17.87it/s]
  6%|6         | 50/781 [00:02<00:40, 17.93it/s]
  7%|6         | 52/781 [00:02<00:41, 17.58it/s]
  7%|6         | 54/781 [00:03<00:41, 17.70it/s]
  7%|7         | 56/781 [00:03<00:40, 17.83it/s]
  7%|7         | 58/781 [00:03<00:40, 17.92it/s]
  8%|7         | 60/781 [00:03<00:40, 17.98it/s]
  8%|7         | 62/781 [00:03<00:39, 18.03it/s]
  8%|8         | 64/781 [00:03<00:39, 17.93it/s]
  8%|8         | 66/781 [00:03<00:39, 17.92it/s]
  9%|8         | 68/781 [00:03<00:39, 17.86it/s]
  9%|8         | 70/781 [00:03<00:39, 17.90it/s]
  9%|9         | 72/781 [00:04<00:39, 17.88it/s]
  9%|9         | 74/781 [00:04<00:39, 17.96it/s]
 10%|9         | 76/781 [00:04<00:39, 18.03it/s]
 10%|9         | 78/781 [00:04<00:38, 18.05it/s]
 10%|#         | 80/781 [00:04<00:38, 18.13it/s]
 10%|#         | 82/781 [00:04<00:38, 18.09it/s]
 11%|#         | 84/781 [00:04<00:38, 18.06it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.06it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.03it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.95it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.99it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.98it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.04it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.13it/s]
 13%|#2        | 100/781 [00:05<00:37, 17.99it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.84it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.91it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.91it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.78it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.80it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.77it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.80it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.81it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.80it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.95it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.01it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.09it/s]
 16%|#6        | 126/781 [00:07<00:36, 18.14it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.14it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.11it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.94it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.97it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.91it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.96it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.99it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.05it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.88it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.84it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.73it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.79it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.85it/s]
 20%|#9        | 154/781 [00:08<00:34, 17.92it/s]
 20%|#9        | 156/781 [00:08<00:34, 17.91it/s]
 20%|##        | 158/781 [00:08<00:34, 18.00it/s]
 20%|##        | 160/781 [00:08<00:34, 18.02it/s]
 21%|##        | 162/781 [00:09<00:34, 18.03it/s]
 21%|##        | 164/781 [00:09<00:34, 17.96it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.84it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.81it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.83it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.88it/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, 18.06it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.09it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.94it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.93it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.85it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.84it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.78it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.81it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.81it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.87it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.85it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.86it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.83it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.90it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.86it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.75it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.64it/s]
 27%|##7       | 212/781 [00:11<00:32, 17.72it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.82it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.91it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.02it/s]
 28%|##8       | 220/781 [00:12<00:31, 18.00it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.04it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.75it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.67it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.40it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.56it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.56it/s]
 30%|##9       | 234/781 [00:13<00:31, 17.55it/s]
 30%|###       | 236/781 [00:13<00:30, 17.68it/s]
 30%|###       | 238/781 [00:13<00:30, 17.76it/s]
 31%|###       | 240/781 [00:13<00:30, 17.82it/s]
 31%|###       | 242/781 [00:13<00:30, 17.91it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.82it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.81it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.61it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.76it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.85it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.86it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.86it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.91it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.94it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.00it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.94it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.91it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.95it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.89it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.87it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.72it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.73it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.78it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.72it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.68it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.71it/s]
 37%|###6      | 286/781 [00:16<00:28, 17.66it/s]
 37%|###6      | 288/781 [00:16<00:28, 17.60it/s]
 37%|###7      | 290/781 [00:16<00:28, 17.50it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.65it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.75it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.85it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.85it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.94it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.98it/s]
 39%|###8      | 304/781 [00:17<00:26, 17.95it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.93it/s]
 39%|###9      | 308/781 [00:17<00:26, 18.02it/s]
 40%|###9      | 310/781 [00:17<00:26, 18.05it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.12it/s]
 40%|####      | 314/781 [00:17<00:26, 17.81it/s]
 40%|####      | 316/781 [00:17<00:25, 17.90it/s]
 41%|####      | 318/781 [00:17<00:25, 17.93it/s]
 41%|####      | 320/781 [00:17<00:25, 17.97it/s]
 41%|####1     | 322/781 [00:18<00:25, 17.91it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.96it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.83it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.82it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.82it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.78it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.89it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.98it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.89it/s]
 44%|####3     | 340/781 [00:19<00:24, 17.73it/s]
 44%|####3     | 342/781 [00:19<00:25, 17.46it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.69it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.83it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.89it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.94it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.83it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.93it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.76it/s]
 46%|####5     | 358/781 [00:20<00:23, 17.88it/s]
 46%|####6     | 360/781 [00:20<00:23, 17.93it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.92it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.82it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.68it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.70it/s]
 47%|####7     | 370/781 [00:20<00:23, 17.69it/s]
 48%|####7     | 372/781 [00:20<00:23, 17.62it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.71it/s]
 48%|####8     | 376/781 [00:21<00:23, 17.61it/s]
 48%|####8     | 378/781 [00:21<00:22, 17.71it/s]
 49%|####8     | 380/781 [00:21<00:22, 17.72it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.74it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.82it/s]
 49%|####9     | 386/781 [00:21<00:22, 17.67it/s]
 50%|####9     | 388/781 [00:21<00:22, 17.38it/s]
 50%|####9     | 390/781 [00:21<00:22, 17.53it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.74it/s]
 51%|#####     | 395/781 [00:22<00:20, 18.59it/s]
 51%|#####     | 398/781 [00:22<00:19, 19.16it/s]
 51%|#####1    | 401/781 [00:22<00:19, 19.59it/s]
 52%|#####1    | 404/781 [00:22<00:18, 19.93it/s]
 52%|#####2    | 407/781 [00:22<00:18, 20.13it/s]
 52%|#####2    | 410/781 [00:22<00:18, 20.05it/s]
 53%|#####2    | 413/781 [00:23<00:18, 20.12it/s]
 53%|#####3    | 416/781 [00:23<00:18, 20.17it/s]
 54%|#####3    | 419/781 [00:23<00:17, 20.20it/s]
 54%|#####4    | 422/781 [00:23<00:17, 20.23it/s]
 54%|#####4    | 425/781 [00:23<00:17, 20.04it/s]
 55%|#####4    | 428/781 [00:23<00:17, 20.13it/s]
 55%|#####5    | 431/781 [00:23<00:17, 20.18it/s]
 56%|#####5    | 434/781 [00:24<00:17, 20.28it/s]
 56%|#####5    | 437/781 [00:24<00:16, 20.27it/s]
 56%|#####6    | 440/781 [00:24<00:16, 20.21it/s]
 57%|#####6    | 443/781 [00:24<00:16, 20.35it/s]
 57%|#####7    | 446/781 [00:24<00:16, 20.42it/s]
 57%|#####7    | 449/781 [00:24<00:16, 20.45it/s]
 58%|#####7    | 452/781 [00:24<00:16, 20.36it/s]
 58%|#####8    | 455/781 [00:25<00:15, 20.44it/s]
 59%|#####8    | 458/781 [00:25<00:15, 20.55it/s]
 59%|#####9    | 461/781 [00:25<00:15, 20.62it/s]
 59%|#####9    | 464/781 [00:25<00:15, 20.55it/s]
 60%|#####9    | 467/781 [00:25<00:15, 20.57it/s]
 60%|######    | 470/781 [00:25<00:15, 20.38it/s]
 61%|######    | 473/781 [00:25<00:15, 20.05it/s]
 61%|######    | 476/781 [00:26<00:15, 19.88it/s]
 61%|######1   | 479/781 [00:26<00:14, 20.14it/s]
 62%|######1   | 482/781 [00:26<00:14, 20.24it/s]
 62%|######2   | 485/781 [00:26<00:14, 19.80it/s]
 62%|######2   | 487/781 [00:26<00:14, 19.80it/s]
 63%|######2   | 489/781 [00:26<00:14, 19.79it/s]
 63%|######2   | 492/781 [00:26<00:14, 20.14it/s]
 63%|######3   | 495/781 [00:27<00:14, 20.28it/s]
 64%|######3   | 498/781 [00:27<00:13, 20.40it/s]
 64%|######4   | 501/781 [00:27<00:13, 20.40it/s]
 65%|######4   | 504/781 [00:27<00:13, 20.45it/s]
 65%|######4   | 507/781 [00:27<00:13, 20.52it/s]
 65%|######5   | 510/781 [00:27<00:13, 20.63it/s]
 66%|######5   | 513/781 [00:27<00:13, 20.58it/s]
 66%|######6   | 516/781 [00:28<00:12, 20.61it/s]
 66%|######6   | 519/781 [00:28<00:12, 20.58it/s]
 67%|######6   | 522/781 [00:28<00:12, 20.55it/s]
 67%|######7   | 525/781 [00:28<00:12, 20.40it/s]
 68%|######7   | 528/781 [00:28<00:12, 20.32it/s]
 68%|######7   | 531/781 [00:28<00:12, 20.41it/s]
 68%|######8   | 534/781 [00:28<00:12, 20.37it/s]
 69%|######8   | 537/781 [00:29<00:11, 20.35it/s]
 69%|######9   | 540/781 [00:29<00:11, 20.30it/s]
 70%|######9   | 543/781 [00:29<00:11, 20.40it/s]
 70%|######9   | 546/781 [00:29<00:11, 20.32it/s]
 70%|#######   | 549/781 [00:29<00:11, 20.19it/s]
 71%|#######   | 552/781 [00:29<00:11, 20.29it/s]
 71%|#######1  | 555/781 [00:29<00:11, 20.37it/s]
 71%|#######1  | 558/781 [00:30<00:10, 20.31it/s]
 72%|#######1  | 561/781 [00:30<00:10, 20.39it/s]
 72%|#######2  | 564/781 [00:30<00:10, 20.48it/s]
 73%|#######2  | 567/781 [00:30<00:10, 20.30it/s]
 73%|#######2  | 570/781 [00:30<00:10, 20.32it/s]
 73%|#######3  | 573/781 [00:30<00:10, 20.47it/s]
 74%|#######3  | 576/781 [00:31<00:10, 20.40it/s]
 74%|#######4  | 579/781 [00:31<00:10, 19.98it/s]
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100%|##########| 781/781 [00:41<00:00, 18.96it/s]




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  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.14it/s]
  3%|2         | 4/157 [00:00<00:11, 13.42it/s]
  4%|3         | 6/157 [00:00<00:10, 13.80it/s]
  5%|5         | 8/157 [00:00<00:10, 14.08it/s]
  6%|6         | 10/157 [00:00<00:10, 14.18it/s]
  8%|7         | 12/157 [00:00<00:10, 13.89it/s]
  9%|8         | 14/157 [00:01<00:10, 13.89it/s]
 10%|#         | 16/157 [00:01<00:10, 13.91it/s]
 11%|#1        | 18/157 [00:01<00:10, 13.90it/s]
 13%|#2        | 20/157 [00:01<00:09, 14.11it/s]
 14%|#4        | 22/157 [00:01<00:09, 14.07it/s]
 15%|#5        | 24/157 [00:01<00:09, 14.14it/s]
 17%|#6        | 26/157 [00:01<00:09, 14.22it/s]
 18%|#7        | 28/157 [00:01<00:08, 14.37it/s]
 19%|#9        | 30/157 [00:02<00:08, 14.34it/s]
 20%|##        | 32/157 [00:02<00:08, 14.35it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.43it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.55it/s]
 24%|##4       | 38/157 [00:02<00:08, 14.50it/s]
 25%|##5       | 40/157 [00:02<00:07, 14.65it/s]
 27%|##6       | 42/157 [00:02<00:07, 14.41it/s]
 28%|##8       | 44/157 [00:03<00:07, 14.33it/s]
 29%|##9       | 46/157 [00:03<00:07, 14.48it/s]
 31%|###       | 48/157 [00:03<00:07, 14.57it/s]
 32%|###1      | 50/157 [00:03<00:07, 14.63it/s]
 33%|###3      | 52/157 [00:03<00:07, 14.40it/s]
 34%|###4      | 54/157 [00:03<00:07, 14.47it/s]
 36%|###5      | 56/157 [00:03<00:06, 14.49it/s]
 37%|###6      | 58/157 [00:04<00:06, 14.64it/s]
 38%|###8      | 60/157 [00:04<00:06, 14.67it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.63it/s]
 41%|####      | 64/157 [00:04<00:06, 14.71it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.77it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.72it/s]
 45%|####4     | 70/157 [00:04<00:05, 14.64it/s]
 46%|####5     | 72/157 [00:05<00:05, 14.74it/s]
 47%|####7     | 74/157 [00:05<00:05, 14.74it/s]
 48%|####8     | 76/157 [00:05<00:05, 14.71it/s]
 50%|####9     | 78/157 [00:05<00:05, 14.47it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.40it/s]
 52%|#####2    | 82/157 [00:05<00:05, 14.44it/s]
 54%|#####3    | 84/157 [00:05<00:05, 14.44it/s]
 55%|#####4    | 86/157 [00:05<00:04, 14.52it/s]
 56%|#####6    | 88/157 [00:06<00:04, 14.53it/s]
 57%|#####7    | 90/157 [00:06<00:04, 14.60it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.62it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.55it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.58it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.65it/s]
 64%|######3   | 100/157 [00:06<00:03, 14.71it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.74it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.74it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.66it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.73it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.64it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.72it/s]
 73%|#######2  | 114/157 [00:07<00:02, 14.75it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.79it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.74it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.70it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.68it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.73it/s]
 80%|########  | 126/157 [00:08<00:02, 14.72it/s]
 82%|########1 | 128/157 [00:08<00:01, 14.76it/s]
 83%|########2 | 130/157 [00:08<00:01, 14.82it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.77it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.82it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.86it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.85it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.89it/s]
 90%|######### | 142/157 [00:09<00:01, 14.89it/s]
 92%|#########1| 144/157 [00:09<00:00, 14.89it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.74it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.82it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.88it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.87it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.82it/s]
 99%|#########9| 156/157 [00:10<00:00, 14.73it/s]
100%|##########| 157/157 [00:10<00:00, 14.61it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.34it/s]
  1%|          | 4/781 [00:00<00:41, 18.73it/s]
  1%|          | 6/781 [00:00<00:41, 18.71it/s]
  1%|1         | 8/781 [00:00<00:41, 18.61it/s]
  1%|1         | 10/781 [00:00<00:40, 18.87it/s]
  2%|1         | 12/781 [00:00<00:40, 18.98it/s]
  2%|1         | 14/781 [00:00<00:40, 19.10it/s]
  2%|2         | 16/781 [00:00<00:40, 19.08it/s]
  2%|2         | 18/781 [00:00<00:39, 19.19it/s]
  3%|2         | 20/781 [00:01<00:39, 19.27it/s]
  3%|2         | 22/781 [00:01<00:40, 18.59it/s]
  3%|3         | 24/781 [00:01<00:40, 18.64it/s]
  3%|3         | 26/781 [00:01<00:40, 18.74it/s]
  4%|3         | 28/781 [00:01<00:39, 18.91it/s]
  4%|3         | 30/781 [00:01<00:39, 19.02it/s]
  4%|4         | 32/781 [00:01<00:39, 19.10it/s]
  4%|4         | 34/781 [00:01<00:39, 19.11it/s]
  5%|4         | 36/781 [00:01<00:38, 19.13it/s]
  5%|4         | 38/781 [00:02<00:38, 19.27it/s]
  5%|5         | 40/781 [00:02<00:38, 19.36it/s]
  5%|5         | 42/781 [00:02<00:38, 19.41it/s]
  6%|5         | 44/781 [00:02<00:37, 19.44it/s]
  6%|5         | 46/781 [00:02<00:38, 19.33it/s]
  6%|6         | 48/781 [00:02<00:37, 19.40it/s]
  6%|6         | 50/781 [00:02<00:38, 19.23it/s]
  7%|6         | 52/781 [00:02<00:38, 19.11it/s]
  7%|6         | 54/781 [00:02<00:38, 18.78it/s]
  7%|7         | 56/781 [00:02<00:38, 18.84it/s]
  7%|7         | 58/781 [00:03<00:39, 18.43it/s]
  8%|7         | 60/781 [00:03<00:39, 18.27it/s]
  8%|7         | 62/781 [00:03<00:39, 18.14it/s]
  8%|8         | 64/781 [00:03<00:39, 18.26it/s]
  8%|8         | 66/781 [00:03<00:39, 18.15it/s]
  9%|8         | 68/781 [00:03<00:39, 18.05it/s]
  9%|8         | 70/781 [00:03<00:39, 17.98it/s]
  9%|9         | 72/781 [00:03<00:39, 17.87it/s]
  9%|9         | 74/781 [00:03<00:38, 18.13it/s]
 10%|9         | 76/781 [00:04<00:38, 18.32it/s]
 10%|9         | 78/781 [00:04<00:38, 18.35it/s]
 10%|#         | 80/781 [00:04<00:37, 18.53it/s]
 10%|#         | 82/781 [00:04<00:37, 18.48it/s]
 11%|#         | 84/781 [00:04<00:37, 18.63it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.62it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.72it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.65it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.72it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.78it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.82it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.85it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.92it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.81it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.67it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.63it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.61it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.56it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.64it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.72it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.47it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.58it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.53it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.62it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.71it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.61it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.66it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.70it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.70it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.83it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.80it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.80it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.82it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.72it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.71it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.66it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.72it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.81it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.89it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.80it/s]
 20%|##        | 158/781 [00:08<00:33, 18.77it/s]
 20%|##        | 160/781 [00:08<00:33, 18.76it/s]
 21%|##        | 162/781 [00:08<00:32, 18.91it/s]
 21%|##        | 164/781 [00:08<00:32, 18.96it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.01it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.01it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.97it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.89it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.95it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.76it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.69it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.75it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.85it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.88it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.90it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.99it/s]
 24%|##4       | 190/781 [00:10<00:31, 19.01it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.04it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.00it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.98it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.77it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.82it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.89it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.77it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.80it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.80it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.87it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.92it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.09it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.27it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.13it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.16it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.35it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.46it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.43it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.29it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.48it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.61it/s]
 30%|###       | 236/781 [00:12<00:47, 11.55it/s]
 30%|###       | 238/781 [00:12<00:41, 13.09it/s]
 31%|###       | 240/781 [00:13<00:37, 14.47it/s]
 31%|###       | 242/781 [00:13<00:34, 15.58it/s]
 31%|###1      | 244/781 [00:13<00:32, 16.44it/s]
 31%|###1      | 246/781 [00:13<00:31, 17.15it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.67it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.98it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.33it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.57it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.64it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.75it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.80it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.66it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.70it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.65it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.56it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.74it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.66it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.51it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.67it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.79it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.82it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.78it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.64it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.76it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.58it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.38it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.23it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.26it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.36it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.33it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.43it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.47it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.47it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.48it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.41it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.47it/s]
 40%|####      | 314/781 [00:16<00:25, 18.50it/s]
 40%|####      | 316/781 [00:17<00:25, 18.58it/s]
 41%|####      | 318/781 [00:17<00:24, 18.59it/s]
 41%|####      | 320/781 [00:17<00:24, 18.67it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.76it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.62it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.77it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.79it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.71it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.74it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.31it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.51it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.60it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.42it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.57it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.35it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.46it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.56it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.65it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.75it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.37it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.38it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.57it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.67it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.62it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.57it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.58it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.65it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.79it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.87it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.94it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.99it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.95it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.92it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.85it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.43it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.50it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.67it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.82it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.94it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.81it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.90it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.89it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.93it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.01it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.03it/s]
 52%|#####2    | 408/781 [00:22<00:19, 19.07it/s]
 52%|#####2    | 410/781 [00:22<00:19, 19.10it/s]
 53%|#####2    | 412/781 [00:22<00:19, 19.04it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.07it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.00it/s]
 54%|#####3    | 418/781 [00:22<00:19, 19.01it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.06it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.93it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.97it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.02it/s]
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100%|##########| 781/781 [00:41<00:00, 18.62it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.15s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:22,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]

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100%|##########| 1/1 [00:10<00:00, 10.51s/it]
100%|##########| 1/1 [00:10<00:00, 10.51s/it]

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100%|##########| 157/157 [00:11<00:00, 14.06it/s]

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 26%|##6       | 204/781 [00:11<00:31, 18.12it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.11it/s]
 27%|##6       | 208/781 [00:11<00:31, 17.94it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.88it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.86it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.91it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.70it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.70it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.63it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.62it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.69it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.84it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.97it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.08it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.13it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.97it/s]
 30%|###       | 236/781 [00:13<00:30, 18.08it/s]
 30%|###       | 238/781 [00:13<00:30, 18.05it/s]
 31%|###       | 240/781 [00:13<00:30, 17.80it/s]
 31%|###       | 242/781 [00:13<00:30, 17.85it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.79it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.86it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.97it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.09it/s]
 32%|###2      | 252/781 [00:14<00:29, 18.11it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.07it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.63it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.84it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.73it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.76it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.88it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.02it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.97it/s]
 35%|###4      | 270/781 [00:15<00:28, 18.04it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.98it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.92it/s]
 35%|###5      | 276/781 [00:15<00:28, 18.00it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.08it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.15it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.18it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.17it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.17it/s]
 37%|###6      | 288/781 [00:16<00:27, 18.15it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.12it/s]
 37%|###7      | 292/781 [00:16<00:27, 18.09it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.09it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.18it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.23it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.95it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.01it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.92it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.99it/s]
 39%|###9      | 308/781 [00:17<00:26, 18.05it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.89it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.86it/s]
 40%|####      | 314/781 [00:17<00:26, 17.90it/s]
 40%|####      | 316/781 [00:17<00:25, 17.90it/s]
 41%|####      | 318/781 [00:17<00:25, 18.04it/s]
 41%|####      | 320/781 [00:17<00:25, 18.14it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.22it/s]
 41%|####1     | 324/781 [00:18<00:25, 18.24it/s]
 42%|####1     | 326/781 [00:18<00:24, 18.26it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.17it/s]
 42%|####2     | 330/781 [00:18<00:25, 18.02it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.86it/s]
 43%|####2     | 334/781 [00:18<00:25, 17.82it/s]
 43%|####3     | 336/781 [00:18<00:25, 17.73it/s]
 43%|####3     | 338/781 [00:18<00:25, 17.68it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.70it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.71it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.67it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.80it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.73it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.61it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.55it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.90it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.00it/s]
 46%|####6     | 360/781 [00:20<00:22, 18.35it/s]
 46%|####6     | 362/781 [00:20<00:22, 18.66it/s]
 47%|####6     | 364/781 [00:20<00:22, 18.82it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.51it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.52it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.66it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.40it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.48it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.75it/s]
 48%|####8     | 378/781 [00:21<00:21, 18.98it/s]
 49%|####8     | 381/781 [00:21<00:20, 19.47it/s]
 49%|####9     | 384/781 [00:21<00:20, 19.78it/s]
 50%|####9     | 387/781 [00:21<00:19, 20.02it/s]
 50%|####9     | 390/781 [00:21<00:19, 20.18it/s]
 50%|#####     | 393/781 [00:21<00:19, 20.24it/s]
 51%|#####     | 396/781 [00:21<00:19, 20.18it/s]
 51%|#####1    | 399/781 [00:22<00:18, 20.35it/s]
 51%|#####1    | 402/781 [00:22<00:18, 20.35it/s]
 52%|#####1    | 405/781 [00:22<00:18, 20.39it/s]
 52%|#####2    | 408/781 [00:22<00:18, 20.53it/s]
 53%|#####2    | 411/781 [00:22<00:17, 20.61it/s]
 53%|#####3    | 414/781 [00:22<00:17, 20.59it/s]
 53%|#####3    | 417/781 [00:22<00:17, 20.58it/s]
 54%|#####3    | 420/781 [00:23<00:17, 20.51it/s]
 54%|#####4    | 423/781 [00:23<00:17, 20.47it/s]
 55%|#####4    | 426/781 [00:23<00:17, 20.53it/s]
 55%|#####4    | 429/781 [00:23<00:17, 20.51it/s]
 55%|#####5    | 432/781 [00:23<00:16, 20.54it/s]
 56%|#####5    | 435/781 [00:23<00:16, 20.54it/s]
 56%|#####6    | 438/781 [00:23<00:16, 20.52it/s]
 56%|#####6    | 441/781 [00:24<00:16, 20.47it/s]
 57%|#####6    | 444/781 [00:24<00:16, 20.39it/s]
 57%|#####7    | 447/781 [00:24<00:16, 20.39it/s]
 58%|#####7    | 450/781 [00:24<00:16, 20.35it/s]
 58%|#####8    | 453/781 [00:24<00:16, 20.45it/s]
 58%|#####8    | 456/781 [00:24<00:15, 20.48it/s]
 59%|#####8    | 459/781 [00:25<00:15, 20.44it/s]
 59%|#####9    | 462/781 [00:25<00:15, 20.24it/s]
 60%|#####9    | 465/781 [00:25<00:15, 20.43it/s]
 60%|#####9    | 468/781 [00:25<00:15, 20.26it/s]
 60%|######    | 471/781 [00:25<00:15, 20.24it/s]
 61%|######    | 474/781 [00:25<00:15, 20.43it/s]
 61%|######1   | 477/781 [00:25<00:14, 20.50it/s]
 61%|######1   | 480/781 [00:26<00:14, 20.59it/s]
 62%|######1   | 483/781 [00:26<00:14, 20.71it/s]
 62%|######2   | 486/781 [00:26<00:14, 20.77it/s]
 63%|######2   | 489/781 [00:26<00:14, 20.73it/s]
 63%|######2   | 492/781 [00:26<00:13, 20.78it/s]
 63%|######3   | 495/781 [00:26<00:13, 20.68it/s]
 64%|######3   | 498/781 [00:26<00:13, 20.65it/s]
 64%|######4   | 501/781 [00:27<00:13, 20.55it/s]
 65%|######4   | 504/781 [00:27<00:13, 20.58it/s]
 65%|######4   | 507/781 [00:27<00:13, 20.63it/s]
 65%|######5   | 510/781 [00:27<00:13, 20.29it/s]
 66%|######5   | 513/781 [00:27<00:13, 20.23it/s]
 66%|######6   | 516/781 [00:27<00:13, 20.24it/s]
 66%|######6   | 519/781 [00:27<00:12, 20.29it/s]
 67%|######6   | 522/781 [00:28<00:12, 20.30it/s]
 67%|######7   | 525/781 [00:28<00:12, 20.44it/s]
 68%|######7   | 528/781 [00:28<00:12, 20.58it/s]
 68%|######7   | 531/781 [00:28<00:12, 20.37it/s]
 68%|######8   | 534/781 [00:28<00:12, 20.44it/s]
 69%|######8   | 537/781 [00:28<00:11, 20.45it/s]
 69%|######9   | 540/781 [00:28<00:11, 20.41it/s]
 70%|######9   | 543/781 [00:29<00:11, 20.34it/s]
 70%|######9   | 546/781 [00:29<00:11, 20.38it/s]
 70%|#######   | 549/781 [00:29<00:11, 20.41it/s]
 71%|#######   | 552/781 [00:29<00:11, 20.44it/s]
 71%|#######1  | 555/781 [00:29<00:11, 20.43it/s]
 71%|#######1  | 558/781 [00:29<00:11, 20.07it/s]
 72%|#######1  | 561/781 [00:30<00:10, 20.15it/s]
 72%|#######2  | 564/781 [00:30<00:10, 19.92it/s]
 72%|#######2  | 566/781 [00:30<00:11, 19.28it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.90it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.85it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.65it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.74it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.94it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.99it/s]
 74%|#######4  | 580/781 [00:31<00:10, 19.12it/s]
 75%|#######4  | 582/781 [00:31<00:10, 19.21it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.33it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.35it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.21it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.33it/s]
 76%|#######5  | 593/781 [00:31<00:09, 19.68it/s]
 76%|#######6  | 595/781 [00:31<00:09, 19.71it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.90it/s]
 77%|#######6  | 601/781 [00:32<00:08, 20.06it/s]
 77%|#######7  | 604/781 [00:32<00:08, 20.22it/s]
 78%|#######7  | 607/781 [00:32<00:08, 20.35it/s]
 78%|#######8  | 610/781 [00:32<00:08, 20.27it/s]
 78%|#######8  | 613/781 [00:32<00:08, 20.45it/s]
 79%|#######8  | 616/781 [00:32<00:08, 20.57it/s]
 79%|#######9  | 619/781 [00:32<00:07, 20.55it/s]
 80%|#######9  | 622/781 [00:33<00:07, 20.63it/s]
 80%|########  | 625/781 [00:33<00:07, 20.58it/s]
 80%|########  | 628/781 [00:33<00:07, 20.61it/s]
 81%|########  | 631/781 [00:33<00:07, 20.58it/s]
 81%|########1 | 634/781 [00:33<00:07, 20.59it/s]
 82%|########1 | 637/781 [00:33<00:07, 20.46it/s]
 82%|########1 | 640/781 [00:33<00:06, 20.54it/s]
 82%|########2 | 643/781 [00:34<00:06, 20.37it/s]
 83%|########2 | 646/781 [00:34<00:06, 20.28it/s]
 83%|########3 | 649/781 [00:34<00:06, 20.33it/s]
 83%|########3 | 652/781 [00:34<00:06, 20.45it/s]
 84%|########3 | 655/781 [00:34<00:06, 20.56it/s]
 84%|########4 | 658/781 [00:34<00:05, 20.65it/s]
 85%|########4 | 661/781 [00:35<00:05, 20.56it/s]
 85%|########5 | 664/781 [00:35<00:05, 20.32it/s]
 85%|########5 | 667/781 [00:35<00:05, 20.32it/s]
 86%|########5 | 670/781 [00:35<00:05, 20.19it/s]
 86%|########6 | 673/781 [00:35<00:05, 20.02it/s]
 87%|########6 | 676/781 [00:35<00:05, 19.52it/s]
 87%|########6 | 678/781 [00:35<00:05, 19.25it/s]
 87%|########7 | 681/781 [00:36<00:05, 19.41it/s]
 87%|########7 | 683/781 [00:36<00:05, 19.42it/s]
 88%|########7 | 685/781 [00:36<00:04, 19.45it/s]
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 88%|########8 | 689/781 [00:36<00:04, 18.78it/s]
 89%|########8 | 692/781 [00:36<00:04, 19.38it/s]
 89%|########8 | 695/781 [00:36<00:04, 19.76it/s]
 89%|########9 | 698/781 [00:36<00:04, 19.97it/s]
 90%|########9 | 701/781 [00:37<00:03, 20.09it/s]
 90%|######### | 704/781 [00:37<00:03, 20.20it/s]
 91%|######### | 707/781 [00:37<00:03, 20.34it/s]
 91%|######### | 710/781 [00:37<00:03, 20.39it/s]
 91%|#########1| 713/781 [00:37<00:03, 20.56it/s]
 92%|#########1| 716/781 [00:37<00:03, 20.47it/s]
 92%|#########2| 719/781 [00:37<00:03, 20.55it/s]
 92%|#########2| 722/781 [00:38<00:02, 20.57it/s]
 93%|#########2| 725/781 [00:38<00:02, 20.63it/s]
 93%|#########3| 728/781 [00:38<00:02, 20.66it/s]
 94%|#########3| 731/781 [00:38<00:02, 20.58it/s]
 94%|#########3| 734/781 [00:38<00:02, 20.50it/s]
 94%|#########4| 737/781 [00:38<00:02, 20.52it/s]
 95%|#########4| 740/781 [00:38<00:02, 20.20it/s]
 95%|#########5| 743/781 [00:39<00:01, 20.35it/s]
 96%|#########5| 746/781 [00:39<00:01, 20.41it/s]
 96%|#########5| 749/781 [00:39<00:01, 20.48it/s]
 96%|#########6| 752/781 [00:39<00:01, 20.62it/s]
 97%|#########6| 755/781 [00:39<00:01, 20.54it/s]
 97%|#########7| 758/781 [00:39<00:01, 20.51it/s]
 97%|#########7| 761/781 [00:39<00:00, 20.08it/s]
 98%|#########7| 764/781 [00:40<00:00, 20.18it/s]
 98%|#########8| 767/781 [00:40<00:00, 19.76it/s]
 99%|#########8| 770/781 [00:40<00:00, 19.86it/s]
 99%|#########8| 772/781 [00:40<00:00, 19.88it/s]
 99%|#########9| 775/781 [00:40<00:00, 20.11it/s]
100%|#########9| 778/781 [00:40<00:00, 20.17it/s]
100%|##########| 781/781 [00:40<00:00, 20.15it/s]
100%|##########| 781/781 [00:40<00:00, 19.06it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
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Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
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Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.03s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.03s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:37,  1.00it/s]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
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Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.07s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.04s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:36,  1.02s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.06s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:36,  1.05s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.06s/it]
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Validation Progress:  23%|##2       | 10/44 [00:10<00:35,  1.05s/it]
Validation Progress:  23%|##2       | 10/44 [00:10<00:35,  1.04s/it]
Validation Progress:  23%|##2       | 10/44 [00:10<00:35,  1.06s/it]
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Validation Progress:  25%|##5       | 11/44 [00:11<00:34,  1.06s/it]
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Validation Progress:  27%|##7       | 12/44 [00:12<00:34,  1.07s/it]
Validation Progress:  27%|##7       | 12/44 [00:12<00:34,  1.07s/it]
Validation Progress:  27%|##7       | 12/44 [00:12<00:34,  1.06s/it]
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 14%|#3        | 106/781 [00:05<00:36, 18.66it/s]
 14%|#3        | 108/781 [00:06<00:36, 18.63it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.44it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.42it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.39it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.16it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.35it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.34it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.13it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.18it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.38it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.56it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.54it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.70it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.01it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.93it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.97it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.12it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.13it/s]
 19%|#8        | 146/781 [00:08<00:33, 19.20it/s]
 19%|#8        | 148/781 [00:08<00:33, 19.15it/s]
 19%|#9        | 150/781 [00:08<00:33, 19.11it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.09it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.14it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.10it/s]
 20%|##        | 158/781 [00:08<00:32, 19.20it/s]
 20%|##        | 160/781 [00:08<00:33, 18.81it/s]
 21%|##        | 162/781 [00:08<00:32, 18.88it/s]
 21%|##        | 164/781 [00:08<00:32, 18.99it/s]
 21%|##1       | 166/781 [00:09<00:32, 19.08it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.14it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.13it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.79it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.82it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.79it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.78it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.77it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.84it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.86it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.94it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.50it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.31it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.21it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.51it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.66it/s]
 26%|##5       | 202/781 [00:11<00:30, 18.72it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.87it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.04it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.11it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.00it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.06it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.19it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.00it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.99it/s]
 28%|##8       | 222/781 [00:12<00:29, 19.16it/s]
 29%|##8       | 224/781 [00:12<00:29, 19.20it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.18it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.26it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.34it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.25it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.33it/s]
 30%|###       | 236/781 [00:12<00:28, 19.39it/s]
 30%|###       | 238/781 [00:12<00:27, 19.40it/s]
 31%|###       | 240/781 [00:12<00:27, 19.35it/s]
 31%|###       | 242/781 [00:13<00:27, 19.31it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.85it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.78it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.79it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.41it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.11it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.96it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.92it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.95it/s]
 33%|###3      | 260/781 [00:14<00:28, 17.99it/s]
 34%|###3      | 262/781 [00:14<00:28, 17.99it/s]
 34%|###3      | 264/781 [00:14<00:29, 17.76it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.80it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.82it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.95it/s]
 35%|###4      | 272/781 [00:14<00:28, 18.15it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.36it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.36it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.41it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.39it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.34it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.34it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.34it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.53it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.65it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.79it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.83it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.59it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.54it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.57it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.63it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.75it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.71it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.65it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.76it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.80it/s]
 40%|####      | 314/781 [00:17<00:24, 18.82it/s]
 40%|####      | 316/781 [00:17<00:25, 18.57it/s]
 41%|####      | 318/781 [00:17<00:25, 18.43it/s]
 41%|####      | 320/781 [00:17<00:25, 18.25it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.32it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.22it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.42it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.15it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.35it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.41it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.45it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.55it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.68it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.76it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.65it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.75it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.80it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.90it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.00it/s]
 45%|####5     | 352/781 [00:19<00:22, 18.85it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.77it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.82it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.88it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.94it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.81it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.90it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.81it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.72it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.73it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.76it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.76it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.86it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.90it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.89it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.94it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.95it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.89it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.91it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.87it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.83it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.89it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.88it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.96it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.02it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.86it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.83it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.93it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.97it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.94it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.98it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.93it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.99it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.03it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.02it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.93it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.88it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.51it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.52it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.59it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.69it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.78it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.82it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.86it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.90it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.78it/s]
 57%|#####7    | 446/781 [00:24<00:17, 18.84it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.83it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.71it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.60it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.61it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.72it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.83it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.88it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.91it/s]
 59%|#####9    | 464/781 [00:25<00:16, 18.93it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.89it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.67it/s]
 60%|######    | 470/781 [00:25<00:16, 18.65it/s]
 60%|######    | 472/781 [00:25<00:16, 18.63it/s]
 61%|######    | 474/781 [00:25<00:16, 18.81it/s]
 61%|######    | 476/781 [00:25<00:16, 18.91it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.93it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.88it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.75it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.64it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.66it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.62it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.63it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.57it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.61it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.65it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.73it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.53it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.50it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.55it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.59it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.72it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.81it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.79it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.68it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.54it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.63it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.66it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.59it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.65it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.68it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.75it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.82it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.77it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.88it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.81it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.68it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.64it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.60it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.55it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.67it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.75it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.80it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.90it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.90it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.70it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.73it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.75it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.79it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.82it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.92it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.98it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.97it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.69it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.78it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.88it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.80it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.51it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.53it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.48it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.64it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.78it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.85it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.59it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.61it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.63it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.71it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.77it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.88it/s]
 77%|#######7  | 604/781 [00:32<00:09, 19.01it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.04it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.94it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.92it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.61it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.71it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.66it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.46it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.66it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.81it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.78it/s]
 80%|########  | 626/781 [00:33<00:08, 18.75it/s]
 80%|########  | 628/781 [00:33<00:08, 18.79it/s]
 81%|########  | 630/781 [00:33<00:08, 18.85it/s]
 81%|########  | 632/781 [00:33<00:07, 18.96it/s]
 81%|########1 | 634/781 [00:34<00:07, 18.52it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.41it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.37it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.49it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.60it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.64it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.76it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.56it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.54it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.70it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.75it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.85it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.93it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.95it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.96it/s]
 85%|########5 | 664/781 [00:35<00:06, 19.00it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.84it/s]
 86%|########5 | 668/781 [00:35<00:05, 18.92it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.99it/s]
 86%|########6 | 672/781 [00:36<00:05, 19.07it/s]
 86%|########6 | 674/781 [00:36<00:05, 19.12it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.88it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.92it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.93it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.80it/s]
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100%|##########| 781/781 [00:41<00:00, 18.63it/s]




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 29%|##9       | 46/157 [00:02<00:07, 15.21it/s]
 31%|###       | 48/157 [00:03<00:07, 15.32it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.47it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.53it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.57it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.53it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.49it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.57it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.25it/s]
 41%|####      | 64/157 [00:04<00:06, 15.41it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.47it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.56it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.50it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.49it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.69it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.91it/s]
 50%|####9     | 78/157 [00:05<00:04, 16.12it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.18it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.25it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.72it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.85it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.08it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.35it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.55it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.53it/s]
 61%|######1   | 96/157 [00:06<00:03, 17.12it/s]
 62%|######2   | 98/157 [00:06<00:03, 17.08it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.79it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.82it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.87it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.90it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.65it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.70it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.81it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.44it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.95it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.74it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.01it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.96it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.70it/s]
 80%|########  | 126/157 [00:07<00:01, 15.62it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.68it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.95it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.86it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.78it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.69it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.68it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.70it/s]
 90%|######### | 142/157 [00:08<00:00, 15.34it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.47it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.14it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.22it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.33it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.38it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.56it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.61it/s]
100%|##########| 157/157 [00:09<00:00, 15.88it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.56it/s]
  1%|          | 4/781 [00:00<00:46, 16.84it/s]
  1%|          | 6/781 [00:00<00:45, 17.14it/s]
  1%|1         | 8/781 [00:00<00:44, 17.26it/s]
  1%|1         | 10/781 [00:00<00:44, 17.52it/s]
  2%|1         | 12/781 [00:00<00:43, 17.66it/s]
  2%|1         | 14/781 [00:00<00:43, 17.76it/s]
  2%|2         | 16/781 [00:00<00:42, 17.83it/s]
  2%|2         | 18/781 [00:01<00:42, 17.85it/s]
  3%|2         | 20/781 [00:01<00:42, 17.88it/s]
  3%|2         | 22/781 [00:01<00:42, 17.79it/s]
  3%|3         | 24/781 [00:01<00:42, 17.86it/s]
  3%|3         | 26/781 [00:01<00:42, 17.91it/s]
  4%|3         | 28/781 [00:01<00:42, 17.56it/s]
  4%|3         | 30/781 [00:01<00:42, 17.63it/s]
  4%|4         | 32/781 [00:01<00:42, 17.56it/s]
  4%|4         | 34/781 [00:01<00:42, 17.59it/s]
  5%|4         | 36/781 [00:02<00:42, 17.65it/s]
  5%|4         | 38/781 [00:02<00:41, 17.79it/s]
  5%|5         | 40/781 [00:02<00:41, 17.85it/s]
  5%|5         | 42/781 [00:02<00:41, 17.90it/s]
  6%|5         | 44/781 [00:02<00:41, 17.89it/s]
  6%|5         | 46/781 [00:02<00:41, 17.52it/s]
  6%|6         | 48/781 [00:02<00:42, 17.42it/s]
  6%|6         | 50/781 [00:02<00:41, 17.64it/s]
  7%|6         | 52/781 [00:02<00:41, 17.54it/s]
  7%|6         | 54/781 [00:03<00:41, 17.70it/s]
  7%|7         | 56/781 [00:03<00:40, 17.86it/s]
  7%|7         | 58/781 [00:03<00:40, 17.92it/s]
  8%|7         | 60/781 [00:03<00:40, 17.84it/s]
  8%|7         | 62/781 [00:03<00:40, 17.93it/s]
  8%|8         | 64/781 [00:03<00:40, 17.88it/s]
  8%|8         | 66/781 [00:03<00:40, 17.86it/s]
  9%|8         | 68/781 [00:03<00:40, 17.81it/s]
  9%|8         | 70/781 [00:03<00:39, 17.80it/s]
  9%|9         | 72/781 [00:04<00:39, 17.84it/s]
  9%|9         | 74/781 [00:04<00:39, 17.76it/s]
 10%|9         | 76/781 [00:04<00:39, 17.82it/s]
 10%|9         | 78/781 [00:04<00:39, 17.85it/s]
 10%|#         | 80/781 [00:04<00:39, 17.78it/s]
 10%|#         | 82/781 [00:04<00:39, 17.83it/s]
 11%|#         | 84/781 [00:04<00:39, 17.77it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.70it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.81it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.78it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.68it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.64it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.75it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.82it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.82it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.87it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.98it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.94it/s]
 14%|#3        | 108/781 [00:06<00:37, 18.03it/s]
 14%|#4        | 110/781 [00:06<00:37, 18.08it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.11it/s]
 15%|#4        | 114/781 [00:06<00:37, 18.02it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.96it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.70it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.74it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.80it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.85it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.93it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.99it/s]
 17%|#6        | 130/781 [00:07<00:36, 18.05it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.95it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.90it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.77it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.68it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.63it/s]
 18%|#8        | 142/781 [00:07<00:36, 17.73it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.70it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.75it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.70it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.85it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.14it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.52it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.62it/s]
 20%|##        | 158/781 [00:08<00:33, 18.69it/s]
 20%|##        | 160/781 [00:08<00:32, 18.85it/s]
 21%|##        | 162/781 [00:09<00:32, 18.93it/s]
 21%|##        | 164/781 [00:09<00:32, 19.06it/s]
 21%|##1       | 166/781 [00:09<00:32, 19.12it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.15it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.05it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.15it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.21it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.25it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.28it/s]
 23%|##3       | 180/781 [00:10<00:31, 19.39it/s]
 23%|##3       | 183/781 [00:10<00:30, 19.67it/s]
 24%|##3       | 185/781 [00:10<00:30, 19.71it/s]
 24%|##4       | 188/781 [00:10<00:29, 19.97it/s]
 24%|##4       | 191/781 [00:10<00:29, 20.20it/s]
 25%|##4       | 194/781 [00:10<00:29, 20.21it/s]
 25%|##5       | 197/781 [00:10<00:28, 20.14it/s]
 26%|##5       | 200/781 [00:10<00:28, 20.27it/s]
 26%|##5       | 203/781 [00:11<00:28, 20.33it/s]
 26%|##6       | 206/781 [00:11<00:28, 20.46it/s]
 27%|##6       | 209/781 [00:11<00:28, 20.41it/s]
 27%|##7       | 212/781 [00:11<00:27, 20.40it/s]
 28%|##7       | 215/781 [00:11<00:27, 20.36it/s]
 28%|##7       | 218/781 [00:11<00:27, 20.43it/s]
 28%|##8       | 221/781 [00:12<00:27, 20.40it/s]
 29%|##8       | 224/781 [00:12<00:27, 20.46it/s]
 29%|##9       | 227/781 [00:12<00:27, 20.22it/s]
 29%|##9       | 230/781 [00:12<00:27, 20.30it/s]
 30%|##9       | 233/781 [00:12<00:27, 20.28it/s]
 30%|###       | 236/781 [00:12<00:27, 20.07it/s]
 31%|###       | 239/781 [00:12<00:26, 20.24it/s]
 31%|###       | 242/781 [00:13<00:26, 20.36it/s]
 31%|###1      | 245/781 [00:13<00:26, 20.23it/s]
 32%|###1      | 248/781 [00:13<00:26, 20.13it/s]
 32%|###2      | 251/781 [00:13<00:26, 20.04it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.93it/s]
 33%|###2      | 257/781 [00:13<00:25, 20.16it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.12it/s]
 34%|###3      | 263/781 [00:14<00:25, 20.24it/s]
 34%|###4      | 266/781 [00:14<00:25, 20.30it/s]
 34%|###4      | 269/781 [00:14<00:25, 20.43it/s]
 35%|###4      | 272/781 [00:14<00:24, 20.49it/s]
 35%|###5      | 275/781 [00:14<00:24, 20.49it/s]
 36%|###5      | 278/781 [00:14<00:24, 20.37it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.41it/s]
 36%|###6      | 284/781 [00:15<00:24, 20.44it/s]
 37%|###6      | 287/781 [00:15<00:24, 20.33it/s]
 37%|###7      | 290/781 [00:15<00:24, 20.03it/s]
 38%|###7      | 293/781 [00:15<00:24, 20.21it/s]
 38%|###7      | 296/781 [00:15<00:24, 20.19it/s]
 38%|###8      | 299/781 [00:15<00:23, 20.25it/s]
 39%|###8      | 302/781 [00:16<00:23, 20.29it/s]
 39%|###9      | 305/781 [00:16<00:23, 20.23it/s]
 39%|###9      | 308/781 [00:16<00:23, 20.29it/s]
 40%|###9      | 311/781 [00:16<00:23, 20.15it/s]
 40%|####      | 314/781 [00:16<00:23, 20.16it/s]
 41%|####      | 317/781 [00:16<00:23, 19.89it/s]
 41%|####      | 320/781 [00:16<00:23, 20.01it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.14it/s]
 42%|####1     | 326/781 [00:17<00:22, 20.26it/s]
 42%|####2     | 329/781 [00:17<00:22, 20.23it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.16it/s]
 43%|####2     | 335/781 [00:17<00:22, 19.40it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.27it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.84it/s]
 44%|####3     | 341/781 [00:18<00:23, 18.49it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.26it/s]
 44%|####4     | 345/781 [00:18<00:24, 18.11it/s]
 44%|####4     | 347/781 [00:18<00:24, 17.96it/s]
 45%|####4     | 349/781 [00:18<00:24, 17.92it/s]
 45%|####4     | 351/781 [00:18<00:24, 17.55it/s]
 45%|####5     | 353/781 [00:18<00:24, 17.62it/s]
 45%|####5     | 355/781 [00:18<00:24, 17.73it/s]
 46%|####5     | 357/781 [00:18<00:24, 17.55it/s]
 46%|####5     | 359/781 [00:19<00:23, 17.68it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.81it/s]
 46%|####6     | 363/781 [00:19<00:23, 17.90it/s]
 47%|####6     | 365/781 [00:19<00:23, 17.96it/s]
 47%|####6     | 367/781 [00:19<00:23, 17.94it/s]
 47%|####7     | 369/781 [00:19<00:22, 17.98it/s]
 48%|####7     | 371/781 [00:19<00:22, 18.00it/s]
 48%|####7     | 373/781 [00:19<00:22, 17.96it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.01it/s]
 48%|####8     | 377/781 [00:20<00:22, 18.07it/s]
 49%|####8     | 379/781 [00:20<00:22, 18.10it/s]
 49%|####8     | 381/781 [00:20<00:22, 18.11it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.11it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.05it/s]
 50%|####9     | 387/781 [00:20<00:22, 17.91it/s]
 50%|####9     | 389/781 [00:20<00:21, 17.86it/s]
 50%|#####     | 391/781 [00:20<00:21, 17.85it/s]
 50%|#####     | 393/781 [00:20<00:21, 17.73it/s]
 51%|#####     | 395/781 [00:21<00:21, 17.69it/s]
 51%|#####     | 397/781 [00:21<00:21, 17.57it/s]
 51%|#####1    | 399/781 [00:21<00:21, 17.62it/s]
 51%|#####1    | 401/781 [00:21<00:21, 17.63it/s]
 52%|#####1    | 403/781 [00:21<00:21, 17.65it/s]
 52%|#####1    | 405/781 [00:21<00:21, 17.70it/s]
 52%|#####2    | 407/781 [00:21<00:21, 17.74it/s]
 52%|#####2    | 409/781 [00:21<00:20, 17.83it/s]
 53%|#####2    | 411/781 [00:21<00:20, 17.92it/s]
 53%|#####2    | 413/781 [00:22<00:20, 17.63it/s]
 53%|#####3    | 415/781 [00:22<00:20, 17.64it/s]
 53%|#####3    | 417/781 [00:22<00:20, 17.65it/s]
 54%|#####3    | 419/781 [00:22<00:20, 17.55it/s]
 54%|#####3    | 421/781 [00:22<00:20, 17.63it/s]
 54%|#####4    | 423/781 [00:22<00:20, 17.61it/s]
 54%|#####4    | 425/781 [00:22<00:20, 17.56it/s]
 55%|#####4    | 427/781 [00:22<00:20, 17.50it/s]
 55%|#####4    | 429/781 [00:22<00:20, 17.57it/s]
 55%|#####5    | 431/781 [00:23<00:19, 17.59it/s]
 55%|#####5    | 433/781 [00:23<00:19, 17.60it/s]
 56%|#####5    | 435/781 [00:23<00:19, 17.60it/s]
 56%|#####5    | 437/781 [00:23<00:19, 17.64it/s]
 56%|#####6    | 439/781 [00:23<00:19, 17.51it/s]
 56%|#####6    | 441/781 [00:23<00:19, 17.64it/s]
 57%|#####6    | 443/781 [00:23<00:19, 17.68it/s]
 57%|#####6    | 445/781 [00:23<00:18, 17.75it/s]
 57%|#####7    | 447/781 [00:23<00:19, 17.48it/s]
 57%|#####7    | 449/781 [00:24<00:19, 17.47it/s]
 58%|#####7    | 451/781 [00:24<00:18, 17.54it/s]
 58%|#####8    | 453/781 [00:24<00:18, 17.80it/s]
 58%|#####8    | 455/781 [00:24<00:18, 17.77it/s]
 59%|#####8    | 457/781 [00:24<00:18, 17.65it/s]
 59%|#####8    | 459/781 [00:24<00:18, 17.58it/s]
 59%|#####9    | 461/781 [00:24<00:18, 17.68it/s]
 59%|#####9    | 463/781 [00:24<00:18, 17.64it/s]
 60%|#####9    | 465/781 [00:25<00:17, 17.69it/s]
 60%|#####9    | 467/781 [00:25<00:18, 17.38it/s]
 60%|######    | 469/781 [00:25<00:17, 17.54it/s]
 60%|######    | 471/781 [00:25<00:17, 17.65it/s]
 61%|######    | 473/781 [00:25<00:17, 17.63it/s]
 61%|######    | 475/781 [00:25<00:17, 17.75it/s]
 61%|######1   | 477/781 [00:25<00:17, 17.77it/s]
 61%|######1   | 479/781 [00:25<00:16, 17.82it/s]
 62%|######1   | 481/781 [00:25<00:16, 17.89it/s]
 62%|######1   | 483/781 [00:26<00:16, 17.84it/s]
 62%|######2   | 485/781 [00:26<00:16, 17.72it/s]
 62%|######2   | 487/781 [00:26<00:16, 17.64it/s]
 63%|######2   | 489/781 [00:26<00:16, 17.67it/s]
 63%|######2   | 491/781 [00:26<00:16, 17.80it/s]
 63%|######3   | 493/781 [00:26<00:16, 17.86it/s]
 63%|######3   | 495/781 [00:26<00:16, 17.74it/s]
 64%|######3   | 497/781 [00:26<00:16, 17.44it/s]
 64%|######3   | 499/781 [00:26<00:15, 17.98it/s]
 64%|######4   | 501/781 [00:27<00:15, 18.39it/s]
 64%|######4   | 503/781 [00:27<00:15, 17.98it/s]
 65%|######4   | 505/781 [00:27<00:15, 18.14it/s]
 65%|######4   | 507/781 [00:27<00:15, 18.17it/s]
 65%|######5   | 509/781 [00:27<00:14, 18.27it/s]
 65%|######5   | 511/781 [00:27<00:14, 18.58it/s]
 66%|######5   | 513/781 [00:27<00:14, 18.20it/s]
 66%|######5   | 515/781 [00:27<00:14, 18.00it/s]
 66%|######6   | 517/781 [00:27<00:14, 17.71it/s]
 66%|######6   | 519/781 [00:28<00:14, 17.90it/s]
 67%|######6   | 521/781 [00:28<00:14, 17.83it/s]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.09s/it]
100%|##########| 1/1 [00:13<00:00, 13.09s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.72it/s]
  3%|2         | 4/157 [00:00<00:10, 14.93it/s]
  4%|3         | 6/157 [00:00<00:09, 15.56it/s]
  5%|5         | 8/157 [00:00<00:09, 15.97it/s]
  6%|6         | 10/157 [00:00<00:09, 16.20it/s]
  8%|7         | 12/157 [00:00<00:08, 16.33it/s]
  9%|8         | 14/157 [00:00<00:08, 16.44it/s]
 10%|#         | 16/157 [00:00<00:08, 16.59it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.67it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.69it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.70it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.57it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.68it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.75it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.81it/s]
 20%|##        | 32/157 [00:01<00:07, 16.88it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.85it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.49it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.60it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.71it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.79it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.84it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.90it/s]
 31%|###       | 48/157 [00:02<00:06, 16.92it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.54it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.68it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.78it/s]
 36%|###5      | 56/157 [00:03<00:05, 16.87it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.86it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.80it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.75it/s]
 41%|####      | 64/157 [00:03<00:05, 16.82it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.83it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.77it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.81it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.69it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.56it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.51it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.49it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.60it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.68it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.71it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.67it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.55it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.42it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.44it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.44it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.53it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.59it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.65it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.69it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.56it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.67it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.71it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.80it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.85it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.76it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.67it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.62it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.55it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.69it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.75it/s]
 80%|########  | 126/157 [00:07<00:01, 16.84it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.88it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.78it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.77it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.76it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.83it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.89it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.89it/s]
 90%|######### | 142/157 [00:08<00:00, 16.89it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.86it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.85it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.83it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.66it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.65it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.62it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.68it/s]
100%|##########| 157/157 [00:09<00:00, 16.71it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.11it/s]
  1%|          | 4/781 [00:00<00:47, 16.29it/s]
  1%|          | 6/781 [00:00<00:44, 17.23it/s]
  1%|1         | 8/781 [00:00<00:43, 17.60it/s]
  1%|1         | 10/781 [00:00<00:43, 17.89it/s]
  2%|1         | 12/781 [00:00<00:42, 18.24it/s]
  2%|1         | 14/781 [00:00<00:41, 18.54it/s]
  2%|2         | 16/781 [00:00<00:40, 18.69it/s]
  2%|2         | 18/781 [00:00<00:40, 18.64it/s]
  3%|2         | 20/781 [00:01<00:40, 18.74it/s]
  3%|2         | 22/781 [00:01<00:40, 18.84it/s]
  3%|3         | 24/781 [00:01<00:40, 18.81it/s]
  3%|3         | 26/781 [00:01<00:39, 18.88it/s]
  4%|3         | 28/781 [00:01<00:39, 18.93it/s]
  4%|3         | 30/781 [00:01<00:39, 18.95it/s]
  4%|4         | 32/781 [00:01<00:39, 18.96it/s]
  4%|4         | 34/781 [00:01<00:39, 19.02it/s]
  5%|4         | 36/781 [00:01<00:39, 18.92it/s]
  5%|4         | 38/781 [00:02<00:39, 18.74it/s]
  5%|5         | 40/781 [00:02<00:39, 18.79it/s]
  5%|5         | 42/781 [00:02<00:39, 18.81it/s]
  6%|5         | 44/781 [00:02<00:38, 18.96it/s]
  6%|5         | 46/781 [00:02<00:38, 19.04it/s]
  6%|6         | 48/781 [00:02<00:38, 19.06it/s]
  6%|6         | 50/781 [00:02<00:38, 18.84it/s]
  7%|6         | 52/781 [00:02<00:38, 18.96it/s]
  7%|6         | 54/781 [00:02<00:38, 18.88it/s]
  7%|7         | 56/781 [00:03<00:38, 18.72it/s]
  7%|7         | 58/781 [00:03<00:38, 18.88it/s]
  8%|7         | 60/781 [00:03<00:38, 18.94it/s]
  8%|7         | 62/781 [00:03<00:38, 18.83it/s]
  8%|8         | 64/781 [00:03<00:38, 18.68it/s]
  8%|8         | 66/781 [00:03<00:38, 18.58it/s]
  9%|8         | 68/781 [00:03<00:38, 18.42it/s]
  9%|8         | 70/781 [00:03<00:38, 18.57it/s]
  9%|9         | 72/781 [00:03<00:37, 18.73it/s]
  9%|9         | 74/781 [00:03<00:37, 18.82it/s]
 10%|9         | 76/781 [00:04<00:37, 18.90it/s]
 10%|9         | 78/781 [00:04<00:37, 18.97it/s]
 10%|#         | 80/781 [00:04<00:37, 18.86it/s]
 10%|#         | 82/781 [00:04<00:37, 18.70it/s]
 11%|#         | 84/781 [00:04<00:37, 18.69it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.66it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.61it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.53it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.68it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.76it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.73it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.86it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.96it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.91it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.99it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.49it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.63it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.74it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.88it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.65it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.77it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.72it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.67it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.56it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.56it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.53it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.64it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.73it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.73it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.66it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.49it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.45it/s]
 19%|#8        | 146/781 [00:07<00:35, 17.91it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.25it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.31it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.42it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.42it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.61it/s]
 20%|##        | 158/781 [00:08<00:33, 18.48it/s]
 20%|##        | 160/781 [00:08<00:33, 18.64it/s]
 21%|##        | 162/781 [00:08<00:32, 18.77it/s]
 21%|##        | 164/781 [00:08<00:32, 18.82it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.89it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.91it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.68it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.52it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.65it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.75it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.31it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.24it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.35it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.53it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.50it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.58it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.60it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.55it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.60it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.51it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.62it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.72it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.77it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.78it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.82it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.74it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.85it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.72it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.83it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.84it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.90it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.95it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.89it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.86it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.78it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.75it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.52it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.53it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.63it/s]
 30%|###       | 236/781 [00:12<00:29, 18.77it/s]
 30%|###       | 238/781 [00:12<00:28, 18.83it/s]
 31%|###       | 240/781 [00:12<00:28, 18.83it/s]
 31%|###       | 242/781 [00:12<00:28, 18.88it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.89it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.57it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.82it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.92it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.92it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.00it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.96it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.73it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.68it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.66it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.64it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.68it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.76it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.80it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.63it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.77it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.71it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.43it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.53it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.55it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.62it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.72it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.83it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.77it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.73it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.81it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.84it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.89it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.73it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.68it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.72it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.79it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.86it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.77it/s]
 40%|####      | 314/781 [00:16<00:24, 18.78it/s]
 40%|####      | 316/781 [00:16<00:24, 18.64it/s]
 41%|####      | 318/781 [00:17<00:24, 18.61it/s]
 41%|####      | 320/781 [00:17<00:24, 18.51it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.47it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.62it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.40it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.62it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.72it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.75it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.74it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.89it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.98it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.01it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.95it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.99it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.75it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.82it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.81it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.72it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.64it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.53it/s]
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 47%|####6     | 366/781 [00:19<00:22, 18.50it/s]
 47%|####7     | 368/781 [00:19<00:23, 17.78it/s]
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 48%|####7     | 372/781 [00:19<00:22, 18.21it/s]
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 49%|####8     | 380/781 [00:20<00:21, 18.30it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.34it/s]
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 50%|####9     | 388/781 [00:20<00:21, 18.62it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.76it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.82it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.74it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.68it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.56it/s]
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 60%|######    | 470/781 [00:25<00:16, 18.84it/s]
 60%|######    | 472/781 [00:25<00:16, 18.92it/s]
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 61%|######1   | 478/781 [00:25<00:15, 18.96it/s]
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 70%|#######   | 548/781 [00:29<00:12, 18.85it/s]
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 71%|#######1  | 556/781 [00:29<00:12, 18.73it/s]
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 77%|#######6  | 600/781 [00:32<00:09, 18.15it/s]
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 80%|########  | 626/781 [00:33<00:08, 18.56it/s]
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 85%|########4 | 660/781 [00:35<00:06, 18.48it/s]
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 91%|######### | 710/781 [00:37<00:03, 18.50it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.67it/s]
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100%|#########9| 778/781 [00:41<00:00, 18.86it/s]
100%|#########9| 780/781 [00:41<00:00, 18.71it/s]
100%|##########| 781/781 [00:41<00:00, 18.69it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.01s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.01s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.01s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.04s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.04s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.04s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.00s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.00s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:37,  1.00it/s]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:37,  1.03s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:37,  1.03s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.07s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.04s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:36,  1.03s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.07s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.07s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:36,  1.05s/it]
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Validation Progress:  23%|##2       | 10/44 [00:10<00:35,  1.05s/it]
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 10%|9         | 76/781 [00:04<00:37, 18.67it/s]
 10%|9         | 78/781 [00:04<00:37, 18.74it/s]
 10%|#         | 80/781 [00:04<00:37, 18.70it/s]
 10%|#         | 82/781 [00:04<00:37, 18.71it/s]
 11%|#         | 84/781 [00:04<00:37, 18.81it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.82it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.90it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.94it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.95it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.91it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.69it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.63it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.43it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.58it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.34it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.40it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.54it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.32it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.33it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.49it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.62it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.64it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.60it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.47it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.37it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.40it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.38it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.39it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.47it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.49it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.60it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.71it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.83it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.92it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.96it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.96it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.79it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.42it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.63it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.40it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.55it/s]
 20%|##        | 158/781 [00:08<00:33, 18.58it/s]
 20%|##        | 160/781 [00:08<00:33, 18.46it/s]
 21%|##        | 162/781 [00:08<00:33, 18.55it/s]
 21%|##        | 164/781 [00:08<00:33, 18.58it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.59it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.63it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.70it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.72it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.70it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.62it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.69it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.60it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.47it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.63it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.74it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.71it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.72it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.41it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.60it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.72it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.78it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.88it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.55it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.58it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.60it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.68it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.77it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.78it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.81it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.85it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.90it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.86it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.40it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.60it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.69it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.53it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.60it/s]
 30%|###       | 236/781 [00:12<00:29, 18.55it/s]
 30%|###       | 238/781 [00:12<00:29, 18.49it/s]
 31%|###       | 240/781 [00:12<00:29, 18.47it/s]
 31%|###       | 242/781 [00:12<00:29, 18.57it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.71it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.38it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.16it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.39it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.48it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.57it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.55it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.64it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.75it/s]
 34%|###3      | 262/781 [00:14<00:50, 10.18it/s]
 34%|###3      | 264/781 [00:14<00:43, 11.78it/s]
 34%|###4      | 266/781 [00:14<00:39, 13.19it/s]
 34%|###4      | 268/781 [00:14<00:35, 14.52it/s]
 35%|###4      | 270/781 [00:14<00:32, 15.54it/s]
 35%|###4      | 272/781 [00:14<00:31, 16.37it/s]
 35%|###5      | 274/781 [00:15<00:29, 17.04it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.60it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.93it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.22it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.48it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.67it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.82it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.89it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.97it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.68it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.68it/s]
 38%|###7      | 296/781 [00:16<00:25, 18.74it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.78it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.85it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.84it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.76it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.82it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.88it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.95it/s]
 40%|###9      | 312/781 [00:17<00:24, 18.95it/s]
 40%|####      | 314/781 [00:17<00:25, 18.43it/s]
 40%|####      | 316/781 [00:17<00:25, 18.52it/s]
 41%|####      | 318/781 [00:17<00:24, 18.60it/s]
 41%|####      | 320/781 [00:17<00:24, 18.76it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.82it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.90it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.92it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.98it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.01it/s]
 43%|####2     | 332/781 [00:18<00:23, 19.04it/s]
 43%|####2     | 334/781 [00:18<00:23, 18.71it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.68it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.58it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.68it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.63it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.68it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.55it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.55it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.43it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.39it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.47it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.48it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.58it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.62it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.73it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.75it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.82it/s]
 47%|####7     | 368/781 [00:20<00:21, 18.85it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.92it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.96it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.95it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.94it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.91it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.92it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.88it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.89it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.82it/s]
 50%|####9     | 388/781 [00:21<00:20, 18.88it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.80it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.84it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.76it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.70it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.66it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.76it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.81it/s]
 52%|#####1    | 406/781 [00:22<00:19, 18.80it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.72it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.71it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.63it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.74it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.76it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.76it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.85it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.83it/s]
 54%|#####4    | 424/781 [00:23<00:18, 18.91it/s]
 55%|#####4    | 426/781 [00:23<00:18, 18.90it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.93it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.42it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.59it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.35it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.31it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.30it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.37it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.38it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.44it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.47it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.53it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.62it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.76it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.83it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.63it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.71it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.74it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.74it/s]
 59%|#####9    | 464/781 [00:25<00:16, 18.77it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.83it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.84it/s]
 60%|######    | 470/781 [00:25<00:16, 18.69it/s]
 60%|######    | 472/781 [00:25<00:16, 18.44it/s]
 61%|######    | 474/781 [00:25<00:16, 18.44it/s]
 61%|######    | 476/781 [00:25<00:16, 18.54it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.70it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.78it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.87it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.87it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.97it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.97it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.92it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.85it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.76it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.62it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.62it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.70it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.65it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.75it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.68it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.71it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.69it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.65it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.64it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.62it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.74it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.43it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.50it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.63it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.57it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.37it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.33it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.47it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.47it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.63it/s]
 69%|######8   | 538/781 [00:29<00:12, 18.70it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.74it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.63it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.57it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.53it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.46it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.48it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.67it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.82it/s]
 71%|#######1  | 556/781 [00:30<00:11, 18.88it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.94it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.79it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.82it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.88it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.90it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.94it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.27it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.49it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.62it/s]
 74%|#######3  | 576/781 [00:31<00:10, 18.67it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.74it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.70it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.79it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.87it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.94it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.79it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.73it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.80it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.77it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.83it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.91it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.99it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.99it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.79it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.79it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.87it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.93it/s]
 78%|#######8  | 612/781 [00:33<00:08, 18.99it/s]
 79%|#######8  | 614/781 [00:33<00:08, 19.00it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.91it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.96it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.96it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.97it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.80it/s]
 80%|########  | 626/781 [00:33<00:08, 18.70it/s]
 80%|########  | 628/781 [00:33<00:08, 18.64it/s]
 81%|########  | 630/781 [00:34<00:08, 18.64it/s]
 81%|########  | 632/781 [00:34<00:08, 18.55it/s]
 81%|########1 | 634/781 [00:34<00:07, 18.55it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.55it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.56it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.56it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.47it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.43it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.46it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.47it/s]
 83%|########3 | 650/781 [00:35<00:07, 18.63it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.76it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.84it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.93it/s]
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 10%|#         | 16/157 [00:01<00:08, 16.03it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.26it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.06it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.95it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.78it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.74it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.91it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.83it/s]
 20%|##        | 32/157 [00:02<00:07, 15.84it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.92it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.97it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.95it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.38it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.58it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.46it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.25it/s]
 31%|###       | 48/157 [00:03<00:06, 16.44it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.61it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.57it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.76it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.82it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.91it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.89it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.97it/s]
 41%|####      | 64/157 [00:03<00:05, 17.22it/s]
 42%|####2     | 66/157 [00:04<00:05, 17.40it/s]
 43%|####3     | 68/157 [00:04<00:05, 17.45it/s]
 45%|####4     | 70/157 [00:04<00:04, 17.58it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.45it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.55it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.51it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.62it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.57it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.49it/s]
 54%|#####3    | 84/157 [00:05<00:04, 17.63it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.62it/s]
 56%|#####6    | 88/157 [00:05<00:03, 17.74it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.78it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.62it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.44it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.60it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.69it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.57it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.35it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.39it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.57it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.70it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.74it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.70it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.67it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.73it/s]
 75%|#######5  | 118/157 [00:07<00:02, 17.76it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.87it/s]
 78%|#######7  | 122/157 [00:07<00:01, 17.83it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.91it/s]
 80%|########  | 126/157 [00:07<00:01, 17.79it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.74it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.87it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.88it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.84it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.91it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.89it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.89it/s]
 90%|######### | 142/157 [00:08<00:00, 17.93it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.97it/s]
 93%|#########2| 146/157 [00:08<00:00, 18.00it/s]
 94%|#########4| 148/157 [00:08<00:00, 18.00it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.86it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.76it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.70it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.65it/s]
100%|##########| 157/157 [00:09<00:00, 17.12it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.33it/s]
  1%|          | 4/781 [00:00<00:42, 18.27it/s]
  1%|          | 7/781 [00:00<00:39, 19.40it/s]
  1%|1         | 10/781 [00:00<00:38, 19.95it/s]
  2%|1         | 13/781 [00:00<00:38, 20.03it/s]
  2%|2         | 16/781 [00:00<00:37, 20.28it/s]
  2%|2         | 19/781 [00:00<00:37, 20.30it/s]
  3%|2         | 22/781 [00:01<00:37, 20.21it/s]
  3%|3         | 25/781 [00:01<00:37, 20.35it/s]
  4%|3         | 28/781 [00:01<00:37, 20.01it/s]
  4%|3         | 31/781 [00:01<00:37, 19.84it/s]
  4%|4         | 33/781 [00:01<00:37, 19.70it/s]
  5%|4         | 36/781 [00:01<00:37, 19.96it/s]
  5%|4         | 39/781 [00:01<00:36, 20.07it/s]
  5%|5         | 42/781 [00:02<00:36, 20.21it/s]
  6%|5         | 45/781 [00:02<00:36, 20.36it/s]
  6%|6         | 48/781 [00:02<00:35, 20.36it/s]
  7%|6         | 51/781 [00:02<00:35, 20.38it/s]
  7%|6         | 54/781 [00:02<00:35, 20.51it/s]
  7%|7         | 57/781 [00:02<00:35, 20.61it/s]
  8%|7         | 60/781 [00:02<00:34, 20.66it/s]
  8%|8         | 63/781 [00:03<00:34, 20.57it/s]
  8%|8         | 66/781 [00:03<00:34, 20.61it/s]
  9%|8         | 69/781 [00:03<00:34, 20.60it/s]
  9%|9         | 72/781 [00:03<00:34, 20.46it/s]
 10%|9         | 75/781 [00:03<00:34, 20.48it/s]
 10%|9         | 78/781 [00:03<00:34, 20.55it/s]
 10%|#         | 81/781 [00:03<00:34, 20.53it/s]
 11%|#         | 84/781 [00:04<00:34, 20.31it/s]
 11%|#1        | 87/781 [00:04<00:34, 20.15it/s]
 12%|#1        | 90/781 [00:04<00:34, 20.25it/s]
 12%|#1        | 93/781 [00:04<00:33, 20.26it/s]
 12%|#2        | 96/781 [00:04<00:33, 20.25it/s]
 13%|#2        | 99/781 [00:04<00:34, 19.60it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.17it/s]
 13%|#3        | 103/781 [00:05<00:35, 19.28it/s]
 13%|#3        | 105/781 [00:05<00:34, 19.43it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.45it/s]
 14%|#3        | 109/781 [00:05<00:35, 18.83it/s]
 14%|#4        | 111/781 [00:05<00:35, 18.77it/s]
 14%|#4        | 113/781 [00:05<00:35, 18.60it/s]
 15%|#4        | 115/781 [00:05<00:35, 18.70it/s]
 15%|#5        | 118/781 [00:05<00:35, 18.52it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.57it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.85it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.81it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.58it/s]
 16%|#6        | 128/781 [00:06<00:36, 17.97it/s]
 17%|#6        | 130/781 [00:06<00:36, 17.83it/s]
 17%|#6        | 132/781 [00:06<00:36, 17.94it/s]
 17%|#7        | 134/781 [00:06<00:35, 18.21it/s]
 17%|#7        | 136/781 [00:06<00:35, 18.33it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.07it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.54it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.22it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.53it/s]
 19%|#9        | 149/781 [00:07<00:33, 18.92it/s]
 19%|#9        | 151/781 [00:07<00:34, 18.51it/s]
 20%|#9        | 153/781 [00:07<00:34, 18.23it/s]
 20%|#9        | 155/781 [00:07<00:34, 17.98it/s]
 20%|##        | 157/781 [00:08<00:34, 17.85it/s]
 20%|##        | 159/781 [00:08<00:35, 17.64it/s]
 21%|##        | 161/781 [00:08<00:35, 17.47it/s]
 21%|##        | 163/781 [00:08<00:35, 17.31it/s]
 21%|##1       | 165/781 [00:08<00:35, 17.19it/s]
 21%|##1       | 167/781 [00:08<00:35, 17.10it/s]
 22%|##1       | 169/781 [00:08<00:35, 17.10it/s]
 22%|##1       | 171/781 [00:08<00:35, 17.26it/s]
 22%|##2       | 173/781 [00:08<00:35, 17.36it/s]
 22%|##2       | 175/781 [00:09<00:34, 17.35it/s]
 23%|##2       | 177/781 [00:09<00:34, 17.34it/s]
 23%|##2       | 179/781 [00:09<00:34, 17.32it/s]
 23%|##3       | 181/781 [00:09<00:34, 17.30it/s]
 23%|##3       | 183/781 [00:09<00:34, 17.48it/s]
 24%|##3       | 185/781 [00:09<00:33, 17.57it/s]
 24%|##3       | 187/781 [00:09<00:33, 17.65it/s]
 24%|##4       | 189/781 [00:09<00:33, 17.58it/s]
 24%|##4       | 191/781 [00:10<00:33, 17.73it/s]
 25%|##4       | 193/781 [00:10<00:32, 17.86it/s]
 25%|##4       | 195/781 [00:10<00:32, 17.95it/s]
 25%|##5       | 197/781 [00:10<00:32, 18.05it/s]
 25%|##5       | 199/781 [00:10<00:32, 18.07it/s]
 26%|##5       | 201/781 [00:10<00:32, 18.10it/s]
 26%|##5       | 203/781 [00:10<00:31, 18.15it/s]
 26%|##6       | 205/781 [00:10<00:31, 18.03it/s]
 27%|##6       | 207/781 [00:10<00:31, 18.06it/s]
 27%|##6       | 209/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 211/781 [00:11<00:31, 18.12it/s]
 27%|##7       | 213/781 [00:11<00:31, 18.10it/s]
 28%|##7       | 215/781 [00:11<00:31, 18.14it/s]
 28%|##7       | 217/781 [00:11<00:30, 18.19it/s]
 28%|##8       | 219/781 [00:11<00:30, 18.19it/s]
 28%|##8       | 221/781 [00:11<00:30, 18.09it/s]
 29%|##8       | 223/781 [00:11<00:31, 17.98it/s]
 29%|##8       | 225/781 [00:11<00:30, 18.02it/s]
 29%|##9       | 227/781 [00:12<00:30, 18.00it/s]
 29%|##9       | 229/781 [00:12<00:30, 18.05it/s]
 30%|##9       | 231/781 [00:12<00:30, 18.06it/s]
 30%|##9       | 233/781 [00:12<00:30, 18.05it/s]
 30%|###       | 235/781 [00:12<00:30, 18.10it/s]
 30%|###       | 237/781 [00:12<00:30, 18.12it/s]
 31%|###       | 239/781 [00:12<00:30, 18.00it/s]
 31%|###       | 241/781 [00:12<00:30, 17.98it/s]
 31%|###1      | 243/781 [00:12<00:29, 18.00it/s]
 31%|###1      | 245/781 [00:13<00:29, 17.90it/s]
 32%|###1      | 247/781 [00:13<00:29, 17.92it/s]
 32%|###1      | 249/781 [00:13<00:29, 17.88it/s]
 32%|###2      | 251/781 [00:13<00:29, 17.82it/s]
 32%|###2      | 253/781 [00:13<00:29, 17.74it/s]
 33%|###2      | 255/781 [00:13<00:29, 17.84it/s]
 33%|###2      | 257/781 [00:13<00:29, 17.88it/s]
 33%|###3      | 259/781 [00:13<00:29, 17.83it/s]
 33%|###3      | 261/781 [00:13<00:29, 17.82it/s]
 34%|###3      | 263/781 [00:14<00:28, 17.87it/s]
 34%|###3      | 265/781 [00:14<00:28, 17.83it/s]
 34%|###4      | 267/781 [00:14<00:28, 17.74it/s]
 34%|###4      | 269/781 [00:14<00:28, 17.66it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.82it/s]
 35%|###4      | 273/781 [00:14<00:28, 17.93it/s]
 35%|###5      | 275/781 [00:14<00:28, 17.96it/s]
 35%|###5      | 277/781 [00:14<00:27, 18.02it/s]
 36%|###5      | 279/781 [00:14<00:28, 17.90it/s]
 36%|###5      | 281/781 [00:15<00:28, 17.83it/s]
 36%|###6      | 283/781 [00:15<00:27, 17.89it/s]
 36%|###6      | 285/781 [00:15<00:27, 17.79it/s]
 37%|###6      | 287/781 [00:15<00:27, 17.91it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.74it/s]
 37%|###7      | 291/781 [00:15<00:27, 17.74it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.73it/s]
 38%|###7      | 295/781 [00:15<00:27, 17.69it/s]
 38%|###8      | 297/781 [00:15<00:27, 17.69it/s]
 38%|###8      | 299/781 [00:16<00:27, 17.55it/s]
 39%|###8      | 301/781 [00:16<00:27, 17.70it/s]
 39%|###8      | 303/781 [00:16<00:26, 17.78it/s]
 39%|###9      | 305/781 [00:16<00:26, 17.86it/s]
 39%|###9      | 307/781 [00:16<00:26, 17.86it/s]
 40%|###9      | 309/781 [00:16<00:26, 17.95it/s]
 40%|###9      | 311/781 [00:16<00:26, 17.95it/s]
 40%|####      | 313/781 [00:16<00:26, 17.83it/s]
 40%|####      | 315/781 [00:16<00:26, 17.85it/s]
 41%|####      | 317/781 [00:17<00:26, 17.71it/s]
 41%|####      | 319/781 [00:17<00:26, 17.69it/s]
 41%|####1     | 321/781 [00:17<00:26, 17.69it/s]
 41%|####1     | 323/781 [00:17<00:25, 17.70it/s]
 42%|####1     | 325/781 [00:17<00:25, 17.71it/s]
 42%|####1     | 327/781 [00:17<00:26, 17.22it/s]
 42%|####2     | 329/781 [00:17<00:25, 17.42it/s]
 42%|####2     | 331/781 [00:17<00:25, 17.52it/s]
 43%|####2     | 333/781 [00:17<00:25, 17.70it/s]
 43%|####2     | 335/781 [00:18<00:25, 17.67it/s]
 43%|####3     | 337/781 [00:18<00:25, 17.74it/s]
 43%|####3     | 339/781 [00:18<00:24, 17.79it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.89it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.83it/s]
 44%|####4     | 345/781 [00:18<00:24, 17.94it/s]
 44%|####4     | 347/781 [00:18<00:24, 18.00it/s]
 45%|####4     | 349/781 [00:18<00:24, 17.85it/s]
 45%|####4     | 351/781 [00:18<00:23, 17.93it/s]
 45%|####5     | 353/781 [00:19<00:24, 17.77it/s]
 45%|####5     | 355/781 [00:19<00:23, 17.81it/s]
 46%|####5     | 357/781 [00:19<00:23, 17.86it/s]
 46%|####5     | 359/781 [00:19<00:23, 17.88it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.90it/s]
 46%|####6     | 363/781 [00:19<00:23, 17.83it/s]
 47%|####6     | 365/781 [00:19<00:23, 17.85it/s]
 47%|####6     | 367/781 [00:19<00:23, 17.89it/s]
 47%|####7     | 369/781 [00:19<00:23, 17.88it/s]
 48%|####7     | 371/781 [00:20<00:23, 17.74it/s]
 48%|####7     | 373/781 [00:20<00:22, 17.86it/s]
 48%|####8     | 375/781 [00:20<00:22, 17.96it/s]
 48%|####8     | 377/781 [00:20<00:22, 17.98it/s]
 49%|####8     | 379/781 [00:20<00:22, 18.04it/s]
 49%|####8     | 381/781 [00:20<00:22, 18.01it/s]
 49%|####9     | 383/781 [00:20<00:22, 17.71it/s]
 49%|####9     | 385/781 [00:20<00:22, 17.73it/s]
 50%|####9     | 387/781 [00:20<00:22, 17.87it/s]
 50%|####9     | 389/781 [00:21<00:21, 17.95it/s]
 50%|#####     | 391/781 [00:21<00:21, 17.99it/s]
 50%|#####     | 393/781 [00:21<00:21, 18.06it/s]
 51%|#####     | 395/781 [00:21<00:21, 18.11it/s]
 51%|#####     | 397/781 [00:21<00:21, 18.08it/s]
 51%|#####1    | 399/781 [00:21<00:21, 18.11it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.14it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.18it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.10it/s]
 52%|#####2    | 407/781 [00:22<00:20, 18.04it/s]
 52%|#####2    | 409/781 [00:22<00:20, 17.74it/s]
 53%|#####2    | 411/781 [00:22<00:20, 17.80it/s]
 53%|#####2    | 413/781 [00:22<00:20, 17.92it/s]
 53%|#####3    | 415/781 [00:22<00:20, 17.89it/s]
 53%|#####3    | 417/781 [00:22<00:20, 17.93it/s]
 54%|#####3    | 419/781 [00:22<00:20, 18.01it/s]
 54%|#####3    | 421/781 [00:22<00:20, 17.88it/s]
 54%|#####4    | 423/781 [00:22<00:20, 17.83it/s]
 54%|#####4    | 425/781 [00:23<00:19, 17.92it/s]
 55%|#####4    | 427/781 [00:23<00:19, 17.99it/s]
 55%|#####4    | 429/781 [00:23<00:19, 17.98it/s]
 55%|#####5    | 431/781 [00:23<00:19, 17.88it/s]
 55%|#####5    | 433/781 [00:23<00:19, 17.86it/s]
 56%|#####5    | 435/781 [00:23<00:19, 17.56it/s]
 56%|#####5    | 437/781 [00:23<00:19, 17.62it/s]
 56%|#####6    | 439/781 [00:23<00:19, 17.63it/s]
 56%|#####6    | 441/781 [00:24<00:19, 17.40it/s]
 57%|#####6    | 443/781 [00:24<00:19, 17.52it/s]
 57%|#####6    | 445/781 [00:24<00:19, 17.67it/s]
 57%|#####7    | 447/781 [00:24<00:18, 17.74it/s]
 57%|#####7    | 449/781 [00:24<00:18, 17.84it/s]
 58%|#####7    | 451/781 [00:24<00:18, 17.63it/s]
 58%|#####8    | 453/781 [00:24<00:18, 17.45it/s]
 58%|#####8    | 455/781 [00:24<00:18, 17.34it/s]
 59%|#####8    | 457/781 [00:24<00:18, 17.38it/s]
 59%|#####8    | 459/781 [00:25<00:18, 17.47it/s]
 59%|#####9    | 461/781 [00:25<00:18, 17.51it/s]
 59%|#####9    | 463/781 [00:25<00:18, 17.53it/s]
 60%|#####9    | 465/781 [00:25<00:18, 17.54it/s]
 60%|#####9    | 467/781 [00:25<00:17, 17.66it/s]
 60%|######    | 469/781 [00:25<00:17, 17.73it/s]
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