=======================================================   RESTART [10-13 06:45:05]   =======================================================







=======================================================   RESTART [10-13 06:45:05]   =======================================================







=======================================================   RESTART [10-13 06:45:05]   =======================================================
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-20241012_154627-ldd3ziku
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run laced-star-189
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/ldd3ziku
/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 0.0326 ms 100.0%
  triton_mm_13 0.0331 ms 98.5%
  triton_mm_16 0.0338 ms 96.4%
  triton_mm_8 0.0342 ms 95.1%
  triton_mm_6 0.0352 ms 92.5%
  triton_mm_5 0.0356 ms 91.5%
  triton_mm_7 0.0375 ms 86.9%
  triton_mm_10 0.0376 ms 86.7%
  triton_mm_14 0.0377 ms 86.3%
  triton_mm_11 0.0386 ms 84.4%
SingleProcess AUTOTUNE benchmarking takes 2.4239 seconds and 0.0132 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0214 ms 100.0%
  triton_mm_27 0.0230 ms 93.0%
  triton_mm_31 0.0232 ms 92.3%
  triton_mm_20 0.0235 ms 90.9%
  triton_mm_23 0.0237 ms 90.0%
  triton_mm_30 0.0238 ms 89.9%
  triton_mm_26 0.0239 ms 89.4%
  bias_addmm 0.0241 ms 88.8%
  triton_mm_21 0.0244 ms 87.7%
  triton_mm_22 0.0257 ms 83.1%
SingleProcess AUTOTUNE benchmarking takes 2.2050 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2210 ms 100.0%
  triton_mm_53 0.2267 ms 97.5%
  triton_mm_54 0.2539 ms 87.0%
  triton_mm_47 0.2626 ms 84.1%
  triton_mm_49 0.2712 ms 81.5%
  triton_mm_45 0.2752 ms 80.3%
  bias_addmm 0.3002 ms 73.6%
  triton_mm_46 0.3053 ms 72.4%
  triton_mm_50 0.3088 ms 71.6%
  addmm 0.3230 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.6487 seconds and 0.0139 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0902 ms 100.0%
  triton_mm_71 0.0917 ms 98.4%
  bias_addmm 0.0972 ms 92.9%
  triton_mm_66 0.0981 ms 92.0%
  triton_mm_68 0.0982 ms 91.9%
  triton_mm_73 0.0994 ms 90.8%
  triton_mm_64 0.1015 ms 88.9%
  addmm 0.1101 ms 82.0%
  triton_mm_65 0.1116 ms 80.8%
  triton_mm_69 0.1122 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 2.5137 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_90 0.2908 ms 100.0%
  triton_mm_91 0.2949 ms 98.6%
  bias_addmm 0.3255 ms 89.3%
  triton_mm_92 0.3340 ms 87.1%
  triton_mm_85 0.3430 ms 84.8%
  triton_mm_83 0.3614 ms 80.5%
  triton_mm_87 0.3647 ms 79.7%
  addmm 0.3682 ms 79.0%
  triton_mm_84 0.4000 ms 72.7%
  triton_mm_88 0.4116 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6512 seconds and 0.0096 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2917 ms 100.0%
  triton_mm_110 0.3078 ms 94.8%
  triton_mm_109 0.3163 ms 92.2%
  triton_mm_111 0.3264 ms 89.4%
  addmm 0.3276 ms 89.0%
  triton_mm_104 0.3559 ms 82.0%
  triton_mm_106 0.3596 ms 81.1%
  triton_mm_102 0.3695 ms 78.9%
  triton_mm_105 0.3709 ms 78.6%
  triton_mm_107 0.4092 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.6552 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_183 0.2925 ms 100.0%
  triton_mm_184 0.2961 ms 98.8%
  bias_addmm 0.3252 ms 89.9%
  triton_mm_185 0.3356 ms 87.1%
  triton_mm_178 0.3441 ms 85.0%
  triton_mm_176 0.3621 ms 80.8%
  triton_mm_180 0.3635 ms 80.5%
  triton_mm_177 0.4013 ms 72.9%
  triton_mm_181 0.4121 ms 71.0%
  addmm 0.4173 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.6479 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2930 ms 100.0%
  triton_mm_203 0.3082 ms 95.1%
  triton_mm_202 0.3167 ms 92.5%
  triton_mm_204 0.3263 ms 89.8%
  addmm 0.3295 ms 88.9%
  triton_mm_197 0.3574 ms 82.0%
  triton_mm_199 0.3593 ms 81.6%
  triton_mm_195 0.3689 ms 79.4%
  triton_mm_198 0.3714 ms 78.9%
  triton_mm_200 0.4095 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6434 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0145 ms 100.0%
  triton_mm_1612 0.0149 ms 97.0%
  triton_mm_1608 0.0151 ms 95.8%
  triton_mm_1616 0.0171 ms 84.4%
  triton_mm_1607 0.0175 ms 82.8%
  triton_mm_1602 0.0175 ms 82.5%
  triton_mm_1601 0.0178 ms 81.3%
  triton_mm_1603 0.0178 ms 81.1%
  mm 0.0181 ms 79.9%
  triton_mm_1611 0.0190 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 7.4440 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1088, 1088x32768)
  triton_mm_1634 2.2287 ms 100.0%
  bias_addmm 2.2327 ms 99.8%
  triton_mm_1633 2.2444 ms 99.3%
  triton_mm_1635 2.5118 ms 88.7%
  triton_mm_1628 2.6554 ms 83.9%
  triton_mm_1630 2.7598 ms 80.8%
  triton_mm_1626 2.8526 ms 78.1%
  addmm 2.9711 ms 75.0%
  triton_mm_1627 3.1106 ms 71.7%
  triton_mm_1631 3.1190 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 11.6023 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(32768x6864, 6864x1088)
  triton_mm_1671 2.0725 ms 100.0%
  triton_mm_1672 2.1486 ms 96.5%
  mm 2.2393 ms 92.6%
  triton_mm_1673 2.2509 ms 92.1%
  triton_mm_1668 2.6100 ms 79.4%
  triton_mm_1664 2.6739 ms 77.5%
  triton_mm_1666 2.6774 ms 77.4%
  triton_mm_1669 2.7849 ms 74.4%
  triton_mm_1667 2.8139 ms 73.7%
  triton_mm_1665 2.9262 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 9.9401 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2910 ms 100.0%
  triton_mm_1744 0.2944 ms 98.8%
  triton_mm_1743 0.2962 ms 98.2%
  triton_mm_1745 0.2997 ms 97.1%
  triton_mm_1738 0.3510 ms 82.9%
  triton_mm_1736 0.3546 ms 82.1%
  triton_mm_1740 0.3624 ms 80.3%
  triton_mm_1739 0.3780 ms 77.0%
  triton_mm_1741 0.3975 ms 73.2%
  triton_mm_1737 0.4022 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 9.9351 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1696 0.0113 ms 100.0%
  triton_mm_1697 0.0116 ms 97.5%
  triton_mm_1698 0.0117 ms 95.9%
  triton_mm_1691 0.0122 ms 92.6%
  triton_mm_1699 0.0125 ms 90.3%
  triton_mm_1700 0.0125 ms 90.0%
  triton_mm_1702 0.0125 ms 90.0%
  triton_mm_1693 0.0125 ms 89.8%
  triton_mm_1705 0.0127 ms 88.9%
  triton_mm_1701 0.0127 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 5.9980 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0157 ms 100.0%
  triton_mm_1682 0.0164 ms 95.3%
  mm 0.0173 ms 90.7%
  triton_mm_1686 0.0206 ms 76.0%
  triton_mm_1690 0.0224 ms 70.0%
  triton_mm_1677 0.0234 ms 67.1%
  triton_mm_1676 0.0238 ms 65.9%
  triton_mm_1681 0.0262 ms 59.9%
  triton_mm_1675 0.0263 ms 59.6%
  triton_mm_1685 0.0270 ms 58.1%
SingleProcess AUTOTUNE benchmarking takes 7.6826 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1088)
  mm 2.0900 ms 100.0%
  triton_mm_1652 2.2950 ms 91.1%
  triton_mm_1653 2.3227 ms 90.0%
  triton_mm_1654 2.3739 ms 88.0%
  triton_mm_1645 2.7994 ms 74.7%
  triton_mm_1649 2.8409 ms 73.6%
  triton_mm_1647 2.8481 ms 73.4%
  triton_mm_1648 2.9165 ms 71.7%
  triton_mm_1646 2.9770 ms 70.2%
  triton_mm_1650 3.0166 ms 69.3%
SingleProcess AUTOTUNE benchmarking takes 2.9390 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2757 ms 100.0%
  mm 0.2808 ms 98.2%
  triton_mm_1725 0.2816 ms 97.9%
  triton_mm_1726 0.3168 ms 87.0%
  triton_mm_1717 0.3418 ms 80.6%
  triton_mm_1719 0.3437 ms 80.2%
  triton_mm_1721 0.3482 ms 79.2%
  triton_mm_1718 0.3660 ms 75.3%
  triton_mm_1722 0.3909 ms 70.5%
  triton_mm_1720 0.4268 ms 64.6%
SingleProcess AUTOTUNE benchmarking takes 2.5267 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2231 ms 100.0%
  triton_mm_1838 0.2287 ms 97.5%
  triton_mm_1835 0.2562 ms 87.1%
  mm 0.2575 ms 86.6%
  triton_mm_1833 0.2601 ms 85.8%
  triton_mm_1831 0.2607 ms 85.5%
  triton_mm_1840 0.2820 ms 79.1%
  triton_mm_1834 0.2852 ms 78.2%
  triton_mm_1832 0.2888 ms 77.2%
  triton_mm_1836 0.2948 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 9.8823 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2912 ms 100.0%
  mm 0.2924 ms 99.6%
  triton_mm_1782 0.2970 ms 98.0%
  triton_mm_1783 0.3035 ms 96.0%
  triton_mm_1778 0.3493 ms 83.3%
  triton_mm_1774 0.3569 ms 81.6%
  triton_mm_1776 0.3602 ms 80.8%
  triton_mm_1777 0.3874 ms 75.2%
  triton_mm_1779 0.3952 ms 73.7%
  triton_mm_1775 0.4023 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5449 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2256 ms 100.0%
  triton_mm_1857 0.2794 ms 80.7%
  triton_mm_1858 0.2861 ms 78.8%
  triton_mm_1852 0.2863 ms 78.8%
  triton_mm_1854 0.2869 ms 78.6%
  triton_mm_1850 0.2891 ms 78.0%
  triton_mm_1859 0.2908 ms 77.6%
  triton_mm_1853 0.3148 ms 71.7%
  triton_mm_1855 0.3277 ms 68.8%
  triton_mm_1851 0.3323 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.5178 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0978 ms 100.0%
  triton_mm_1821 0.0995 ms 98.3%
  triton_mm_1814 0.1044 ms 93.7%
  triton_mm_1820 0.1076 ms 90.9%
  triton_mm_1811 0.1189 ms 82.3%
  triton_mm_1816 0.1199 ms 81.6%
  triton_mm_1812 0.1199 ms 81.6%
  triton_mm_1819 0.1228 ms 79.6%
  triton_mm_1815 0.1273 ms 76.8%
  triton_mm_1817 0.1313 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 9.7807 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3010 ms 100.0%
  triton_mm_1762 0.3053 ms 98.6%
  triton_mm_1763 0.3119 ms 96.5%
  triton_mm_1764 0.3225 ms 93.3%
  triton_mm_1759 0.3469 ms 86.8%
  triton_mm_1757 0.3528 ms 85.3%
  triton_mm_1755 0.3534 ms 85.2%
  triton_mm_1758 0.3682 ms 81.7%
  triton_mm_1756 0.3908 ms 77.0%
  triton_mm_1760 0.3979 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.5355 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0830 ms 100.0%
  mm 0.0839 ms 98.9%
  triton_mm_1800 0.0846 ms 98.1%
  triton_mm_1797 0.0927 ms 89.6%
  triton_mm_1793 0.0940 ms 88.3%
  triton_mm_1802 0.0946 ms 87.8%
  triton_mm_1795 0.0959 ms 86.6%
  triton_mm_1794 0.1028 ms 80.8%
  triton_mm_1798 0.1048 ms 79.2%
  triton_mm_1796 0.1231 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4177 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2757 ms 100.0%
  mm 0.2766 ms 99.7%
  triton_mm_1911 0.2798 ms 98.5%
  triton_mm_1912 0.3163 ms 87.2%
  triton_mm_1903 0.3414 ms 80.8%
  triton_mm_1905 0.3433 ms 80.3%
  triton_mm_1907 0.3486 ms 79.1%
  triton_mm_1904 0.3656 ms 75.4%
  triton_mm_1908 0.3875 ms 71.2%
  triton_mm_1906 0.4263 ms 64.7%
SingleProcess AUTOTUNE benchmarking takes 2.5238 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2998 ms 100.0%
  triton_mm_1948 0.3057 ms 98.1%
  triton_mm_1949 0.3131 ms 95.8%
  triton_mm_1950 0.3234 ms 92.7%
  triton_mm_1945 0.3467 ms 86.5%
  triton_mm_1943 0.3522 ms 85.1%
  triton_mm_1941 0.3538 ms 84.7%
  triton_mm_1944 0.3704 ms 80.9%
  triton_mm_1942 0.3908 ms 76.7%
  triton_mm_1946 0.3984 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5320 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1883 0.0173 ms 100.0%
  triton_mm_1886 0.0173 ms 99.8%
  triton_mm_1885 0.0183 ms 94.7%
  triton_mm_1890 0.0183 ms 94.4%
  triton_mm_1889 0.0184 ms 94.3%
  triton_mm_1884 0.0184 ms 93.9%
  triton_mm_1892 0.0186 ms 93.3%
  triton_mm_1888 0.0186 ms 93.0%
  triton_mm_1882 0.0188 ms 92.2%
  triton_mm_1893 0.0193 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 5.8895 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2916 ms 100.0%
  triton_mm_1930 0.2992 ms 97.5%
  triton_mm_1929 0.3002 ms 97.2%
  triton_mm_1931 0.3049 ms 95.7%
  triton_mm_1924 0.3562 ms 81.9%
  triton_mm_1922 0.3589 ms 81.3%
  triton_mm_1926 0.3676 ms 79.3%
  triton_mm_1925 0.3832 ms 76.1%
  triton_mm_1927 0.4046 ms 72.1%
  triton_mm_1923 0.4075 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5267 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2930 ms 100.0%
  mm 0.2944 ms 99.5%
  triton_mm_1968 0.2982 ms 98.3%
  triton_mm_1969 0.3036 ms 96.5%
  triton_mm_1964 0.3510 ms 83.5%
  triton_mm_1960 0.3574 ms 82.0%
  triton_mm_1962 0.3619 ms 81.0%
  triton_mm_1963 0.3902 ms 75.1%
  triton_mm_1965 0.3960 ms 74.0%
  triton_mm_1961 0.4044 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5242 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0271 ms 100.0%
  triton_mm_1864 0.0280 ms 96.8%
  triton_mm_1868 0.0308 ms 87.9%
  triton_mm_1872 0.0400 ms 67.7%
  triton_mm_1876 0.0517 ms 52.4%
  triton_mm_1863 0.0525 ms 51.6%
  triton_mm_1862 0.0559 ms 48.4%
  triton_mm_1867 0.0609 ms 44.4%
  triton_mm_1871 0.0626 ms 43.3%
  triton_mm_1861 0.0655 ms 41.3%
SingleProcess AUTOTUNE benchmarking takes 6.5927 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2252 ms 100.0%
  triton_mm_2043 0.2794 ms 80.6%
  triton_mm_2044 0.2862 ms 78.7%
  triton_mm_2038 0.2868 ms 78.5%
  triton_mm_2040 0.2881 ms 78.2%
  triton_mm_2036 0.2892 ms 77.9%
  triton_mm_2045 0.2902 ms 77.6%
  triton_mm_2039 0.3162 ms 71.2%
  triton_mm_2041 0.3274 ms 68.8%
  triton_mm_2037 0.3335 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.5081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0972 ms 100.0%
  triton_mm_2007 0.0993 ms 97.9%
  triton_mm_2000 0.1046 ms 93.0%
  triton_mm_2006 0.1076 ms 90.4%
  triton_mm_1997 0.1183 ms 82.2%
  triton_mm_1998 0.1198 ms 81.2%
  triton_mm_2002 0.1207 ms 80.6%
  triton_mm_2005 0.1218 ms 79.8%
  triton_mm_2001 0.1262 ms 77.0%
  triton_mm_2003 0.1301 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.4052 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0831 ms 100.0%
  mm 0.0841 ms 98.9%
  triton_mm_1986 0.0854 ms 97.3%
  triton_mm_1983 0.0918 ms 90.5%
  triton_mm_1979 0.0946 ms 87.9%
  triton_mm_1988 0.0947 ms 87.8%
  triton_mm_1981 0.0958 ms 86.8%
  triton_mm_1980 0.1035 ms 80.3%
  triton_mm_1984 0.1054 ms 78.9%
  triton_mm_1982 0.1221 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.4134 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2263 ms 100.0%
  triton_mm_2025 0.2263 ms 100.0%
  triton_mm_2024 0.2320 ms 97.5%
  triton_mm_2026 0.2459 ms 92.0%
  triton_mm_2021 0.2609 ms 86.7%
  triton_mm_2017 0.2653 ms 85.3%
  triton_mm_2019 0.2653 ms 85.3%
  triton_mm_2020 0.2927 ms 77.3%
  triton_mm_2018 0.2947 ms 76.8%
  triton_mm_2022 0.3018 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5130 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2764 ms 100.0%
  mm 0.2777 ms 99.6%
  triton_mm_2097 0.2814 ms 98.2%
  triton_mm_2098 0.3175 ms 87.1%
  triton_mm_2089 0.3435 ms 80.5%
  triton_mm_2091 0.3478 ms 79.5%
  triton_mm_2093 0.3501 ms 79.0%
  triton_mm_2090 0.3683 ms 75.1%
  triton_mm_2094 0.3882 ms 71.2%
  triton_mm_2092 0.4290 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5257 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3023 ms 100.0%
  triton_mm_2134 0.3060 ms 98.8%
  triton_mm_2135 0.3140 ms 96.3%
  triton_mm_2136 0.3236 ms 93.4%
  triton_mm_2131 0.3482 ms 86.8%
  triton_mm_2129 0.3518 ms 85.9%
  triton_mm_2127 0.3546 ms 85.2%
  triton_mm_2130 0.3697 ms 81.8%
  triton_mm_2128 0.3899 ms 77.5%
  triton_mm_2132 0.3984 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.5360 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2075 0.0172 ms 100.0%
  triton_mm_2069 0.0173 ms 99.5%
  triton_mm_2072 0.0173 ms 99.5%
  triton_mm_2074 0.0173 ms 99.4%
  triton_mm_2073 0.0183 ms 94.1%
  triton_mm_2070 0.0184 ms 93.5%
  triton_mm_2071 0.0185 ms 93.1%
  triton_mm_2078 0.0186 ms 92.8%
  triton_mm_2068 0.0188 ms 91.7%
  triton_mm_2077 0.0193 ms 89.2%
SingleProcess AUTOTUNE benchmarking takes 2.1285 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2937 ms 100.0%
  triton_mm_2116 0.3002 ms 97.8%
  triton_mm_2115 0.3009 ms 97.6%
  triton_mm_2117 0.3042 ms 96.6%
  triton_mm_2110 0.3569 ms 82.3%
  triton_mm_2108 0.3602 ms 81.5%
  triton_mm_2112 0.3692 ms 79.5%
  triton_mm_2111 0.3850 ms 76.3%
  triton_mm_2113 0.4052 ms 72.5%
  triton_mm_2109 0.4097 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5376 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2153 0.2944 ms 100.0%
  mm 0.2951 ms 99.7%
  triton_mm_2154 0.2990 ms 98.5%
  triton_mm_2155 0.3057 ms 96.3%
  triton_mm_2150 0.3508 ms 83.9%
  triton_mm_2146 0.3602 ms 81.7%
  triton_mm_2148 0.3609 ms 81.6%
  triton_mm_2149 0.3897 ms 75.5%
  triton_mm_2151 0.3988 ms 73.8%
  triton_mm_2147 0.4060 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5386 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0269 ms 100.0%
  mm 0.0271 ms 99.4%
  triton_mm_2054 0.0320 ms 84.0%
  triton_mm_2058 0.0406 ms 66.3%
  triton_mm_2062 0.0518 ms 52.0%
  triton_mm_2049 0.0525 ms 51.2%
  triton_mm_2048 0.0568 ms 47.4%
  triton_mm_2053 0.0611 ms 44.1%
  triton_mm_2057 0.0627 ms 42.9%
  triton_mm_2047 0.0664 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 2.0769 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2610 ms 100.0%
  triton_mm_2229 0.2798 ms 93.3%
  triton_mm_2224 0.2859 ms 91.3%
  triton_mm_2230 0.2869 ms 91.0%
  triton_mm_2222 0.2885 ms 90.5%
  triton_mm_2226 0.2887 ms 90.4%
  triton_mm_2231 0.2918 ms 89.4%
  triton_mm_2225 0.3143 ms 83.0%
  triton_mm_2227 0.3291 ms 79.3%
  triton_mm_2223 0.3326 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 2.5128 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0972 ms 100.0%
  triton_mm_2193 0.0984 ms 98.7%
  triton_mm_2186 0.1047 ms 92.8%
  triton_mm_2192 0.1076 ms 90.3%
  triton_mm_2183 0.1185 ms 82.0%
  triton_mm_2184 0.1199 ms 81.1%
  triton_mm_2188 0.1207 ms 80.5%
  triton_mm_2191 0.1218 ms 79.8%
  triton_mm_2187 0.1263 ms 76.9%
  triton_mm_2189 0.1302 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.4239 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2173 0.0833 ms 100.0%
  mm 0.0844 ms 98.7%
  triton_mm_2172 0.0849 ms 98.1%
  triton_mm_2169 0.0932 ms 89.4%
  triton_mm_2174 0.0943 ms 88.3%
  triton_mm_2167 0.0952 ms 87.5%
  triton_mm_2165 0.0955 ms 87.2%
  triton_mm_2166 0.1028 ms 81.0%
  triton_mm_2170 0.1051 ms 79.3%
  triton_mm_2168 0.1221 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.4239 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2258 ms 100.0%
  triton_mm_2211 0.2276 ms 99.2%
  triton_mm_2210 0.2333 ms 96.8%
  triton_mm_2212 0.2454 ms 92.0%
  triton_mm_2207 0.2592 ms 87.1%
  triton_mm_2205 0.2665 ms 84.7%
  triton_mm_2203 0.2667 ms 84.7%
  triton_mm_2204 0.2938 ms 76.8%
  triton_mm_2206 0.2940 ms 76.8%
  triton_mm_2208 0.3002 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5068 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0270 ms 100.0%
  triton_mm_2236 0.0281 ms 95.9%
  triton_mm_2240 0.0308 ms 87.5%
  triton_mm_2244 0.0401 ms 67.3%
  triton_mm_2235 0.0517 ms 52.2%
  triton_mm_2248 0.0522 ms 51.7%
  triton_mm_2234 0.0569 ms 47.4%
  triton_mm_2239 0.0609 ms 44.3%
  triton_mm_2243 0.0626 ms 43.1%
  triton_mm_2233 0.0664 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 2.0757 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0976 ms 100.0%
  triton_mm_2379 0.0984 ms 99.2%
  triton_mm_2372 0.1046 ms 93.3%
  triton_mm_2378 0.1076 ms 90.7%
  triton_mm_2369 0.1181 ms 82.6%
  triton_mm_2370 0.1190 ms 82.0%
  triton_mm_2374 0.1207 ms 80.9%
  triton_mm_2377 0.1218 ms 80.1%
  triton_mm_2373 0.1262 ms 77.4%
  triton_mm_2375 0.1301 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.4232 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0832 ms 100.0%
  mm 0.0847 ms 98.2%
  triton_mm_2358 0.0847 ms 98.1%
  triton_mm_2355 0.0926 ms 89.8%
  triton_mm_2360 0.0943 ms 88.2%
  triton_mm_2351 0.0951 ms 87.4%
  triton_mm_2353 0.0951 ms 87.4%
  triton_mm_2352 0.1027 ms 81.0%
  triton_mm_2356 0.1049 ms 79.3%
  triton_mm_2354 0.1221 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.4264 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2253 ms 100.0%
  triton_mm_2397 0.2264 ms 99.5%
  triton_mm_2396 0.2332 ms 96.6%
  triton_mm_2398 0.2451 ms 91.9%
  triton_mm_2393 0.2596 ms 86.8%
  triton_mm_2391 0.2637 ms 85.4%
  triton_mm_2389 0.2681 ms 84.0%
  triton_mm_2392 0.2911 ms 77.4%
  triton_mm_2390 0.2933 ms 76.8%
  triton_mm_2394 0.3001 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5195 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2763 ms 100.0%
  triton_mm_2468 0.2768 ms 99.8%
  triton_mm_2469 0.2811 ms 98.3%
  triton_mm_2470 0.3171 ms 87.1%
  triton_mm_2461 0.3430 ms 80.5%
  triton_mm_2463 0.3452 ms 80.0%
  triton_mm_2465 0.3506 ms 78.8%
  triton_mm_2462 0.3660 ms 75.5%
  triton_mm_2466 0.3908 ms 70.7%
  triton_mm_2464 0.4264 ms 64.8%
SingleProcess AUTOTUNE benchmarking takes 2.5287 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3032 ms 100.0%
  triton_mm_2506 0.3054 ms 99.3%
  triton_mm_2507 0.3127 ms 97.0%
  triton_mm_2508 0.3236 ms 93.7%
  triton_mm_2503 0.3470 ms 87.4%
  triton_mm_2501 0.3531 ms 85.9%
  triton_mm_2499 0.3553 ms 85.3%
  triton_mm_2502 0.3694 ms 82.1%
  triton_mm_2500 0.3908 ms 77.6%
  triton_mm_2504 0.3994 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.5342 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2446 0.0173 ms 100.0%
  triton_mm_2443 0.0173 ms 99.8%
  triton_mm_2441 0.0180 ms 95.9%
  triton_mm_2445 0.0183 ms 94.6%
  triton_mm_2442 0.0184 ms 93.9%
  triton_mm_2447 0.0185 ms 93.6%
  triton_mm_2440 0.0187 ms 92.8%
  triton_mm_2444 0.0188 ms 92.0%
  triton_mm_2448 0.0193 ms 89.9%
  triton_mm_2451 0.0193 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 2.1396 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2923 ms 100.0%
  triton_mm_2488 0.2994 ms 97.6%
  triton_mm_2487 0.3006 ms 97.2%
  triton_mm_2489 0.3050 ms 95.8%
  triton_mm_2482 0.3586 ms 81.5%
  triton_mm_2480 0.3594 ms 81.3%
  triton_mm_2484 0.3688 ms 79.2%
  triton_mm_2483 0.3854 ms 75.8%
  triton_mm_2485 0.4036 ms 72.4%
  triton_mm_2481 0.4092 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5427 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2525 0.2929 ms 100.0%
  mm 0.2954 ms 99.1%
  triton_mm_2526 0.2983 ms 98.2%
  triton_mm_2527 0.3027 ms 96.7%
  triton_mm_2522 0.3510 ms 83.4%
  triton_mm_2518 0.3580 ms 81.8%
  triton_mm_2520 0.3628 ms 80.7%
  triton_mm_2521 0.3900 ms 75.1%
  triton_mm_2523 0.3971 ms 73.8%
  triton_mm_2519 0.4058 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5354 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0269 ms 100.0%
  mm 0.0273 ms 98.5%
  triton_mm_2426 0.0322 ms 83.6%
  triton_mm_2430 0.0414 ms 65.0%
  triton_mm_2434 0.0508 ms 53.0%
  triton_mm_2421 0.0516 ms 52.1%
  triton_mm_2420 0.0570 ms 47.2%
  triton_mm_2425 0.0601 ms 44.8%
  triton_mm_2429 0.0626 ms 43.0%
  triton_mm_2419 0.0665 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 2.0887 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2627 0.0173 ms 100.0%
  triton_mm_2629 0.0173 ms 100.0%
  triton_mm_2632 0.0173 ms 99.8%
  triton_mm_2633 0.0180 ms 96.3%
  triton_mm_2628 0.0184 ms 93.9%
  triton_mm_2630 0.0186 ms 93.0%
  triton_mm_2626 0.0187 ms 92.8%
  triton_mm_2634 0.0191 ms 90.6%
  triton_mm_2631 0.0195 ms 89.0%
  triton_mm_2636 0.0195 ms 88.8%
SingleProcess AUTOTUNE benchmarking takes 2.1450 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2910 ms 100.0%
  triton_mm_2674 0.3002 ms 96.9%
  triton_mm_2673 0.3008 ms 96.7%
  triton_mm_2675 0.3038 ms 95.8%
  triton_mm_2668 0.3564 ms 81.6%
  triton_mm_2666 0.3593 ms 81.0%
  triton_mm_2670 0.3669 ms 79.3%
  triton_mm_2669 0.3837 ms 75.8%
  triton_mm_2671 0.4042 ms 72.0%
  triton_mm_2667 0.4092 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5408 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2939 ms 100.0%
  triton_mm_2711 0.2939 ms 100.0%
  triton_mm_2712 0.2985 ms 98.5%
  triton_mm_2713 0.3037 ms 96.8%
  triton_mm_2708 0.3494 ms 84.1%
  triton_mm_2704 0.3572 ms 82.3%
  triton_mm_2706 0.3627 ms 81.0%
  triton_mm_2707 0.3880 ms 75.8%
  triton_mm_2709 0.3971 ms 74.0%
  triton_mm_2705 0.4071 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5389 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0272 ms 100.0%
  triton_mm_2608 0.0280 ms 97.1%
  triton_mm_2612 0.0320 ms 84.9%
  triton_mm_2616 0.0412 ms 65.9%
  triton_mm_2620 0.0508 ms 53.5%
  triton_mm_2607 0.0524 ms 51.8%
  triton_mm_2606 0.0568 ms 47.9%
  triton_mm_2611 0.0609 ms 44.6%
  triton_mm_2615 0.0626 ms 43.4%
  triton_mm_2605 0.0663 ms 41.0%
SingleProcess AUTOTUNE benchmarking takes 2.0886 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2818 0.0173 ms 100.0%
  triton_mm_2815 0.0173 ms 99.8%
  triton_mm_2812 0.0178 ms 97.1%
  triton_mm_2820 0.0184 ms 94.1%
  triton_mm_2822 0.0186 ms 93.3%
  triton_mm_2813 0.0186 ms 93.0%
  triton_mm_2819 0.0186 ms 93.0%
  triton_mm_2816 0.0188 ms 92.0%
  triton_mm_2823 0.0193 ms 89.6%
  triton_mm_2817 0.0196 ms 88.3%
SingleProcess AUTOTUNE benchmarking takes 2.1404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2916 ms 100.0%
  triton_mm_2860 0.3006 ms 97.0%
  triton_mm_2859 0.3012 ms 96.8%
  triton_mm_2861 0.3041 ms 95.9%
  triton_mm_2854 0.3561 ms 81.9%
  triton_mm_2852 0.3589 ms 81.3%
  triton_mm_2856 0.3670 ms 79.5%
  triton_mm_2855 0.3834 ms 76.1%
  triton_mm_2857 0.4032 ms 72.3%
  triton_mm_2853 0.4074 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5389 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2934 ms 100.0%
  triton_mm_2897 0.2936 ms 99.9%
  triton_mm_2898 0.2990 ms 98.1%
  triton_mm_2899 0.3037 ms 96.6%
  triton_mm_2894 0.3494 ms 84.0%
  triton_mm_2890 0.3566 ms 82.3%
  triton_mm_2892 0.3612 ms 81.2%
  triton_mm_2893 0.3872 ms 75.8%
  triton_mm_2895 0.3963 ms 74.0%
  triton_mm_2891 0.4053 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5362 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0271 ms 100.0%
  triton_mm_2794 0.0281 ms 96.5%
  triton_mm_2798 0.0322 ms 84.4%
  triton_mm_2802 0.0413 ms 65.7%
  triton_mm_2806 0.0508 ms 53.4%
  triton_mm_2793 0.0516 ms 52.5%
  triton_mm_2792 0.0559 ms 48.5%
  triton_mm_2797 0.0611 ms 44.4%
  triton_mm_2801 0.0626 ms 43.4%
  triton_mm_2791 0.0656 ms 41.3%
SingleProcess AUTOTUNE benchmarking takes 2.0960 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_3083 0.2916 ms 100.0%
  mm 0.2916 ms 100.0%
  triton_mm_3084 0.2971 ms 98.1%
  triton_mm_3085 0.3031 ms 96.2%
  triton_mm_3080 0.3503 ms 83.2%
  triton_mm_3076 0.3572 ms 81.6%
  triton_mm_3078 0.3604 ms 80.9%
  triton_mm_3079 0.3874 ms 75.3%
  triton_mm_3081 0.3962 ms 73.6%
  triton_mm_3077 0.4031 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5380 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2980 0.0269 ms 100.0%
  mm 0.0272 ms 98.8%
  triton_mm_2984 0.0308 ms 87.3%
  triton_mm_2988 0.0412 ms 65.3%
  triton_mm_2992 0.0508 ms 52.9%
  triton_mm_2979 0.0524 ms 51.3%
  triton_mm_2978 0.0568 ms 47.4%
  triton_mm_2983 0.0609 ms 44.2%
  triton_mm_2987 0.0634 ms 42.4%
  triton_mm_2977 0.0655 ms 41.1%
SingleProcess AUTOTUNE benchmarking takes 2.0956 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0295 ms 100.0%
  triton_mm_4874 0.0453 ms 65.2%
  triton_mm_4882 0.0483 ms 61.2%
  triton_mm_4878 0.0489 ms 60.4%
  triton_mm_4872 0.0591 ms 49.9%
  triton_mm_4873 0.0645 ms 45.8%
  triton_mm_4881 0.0676 ms 43.7%
  triton_mm_4871 0.0715 ms 41.3%
  triton_mm_4877 0.0723 ms 40.9%
  triton_mm_4880 0.0794 ms 37.2%
SingleProcess AUTOTUNE benchmarking takes 9.5016 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 0.0322 ms 100.0%
  triton_mm_13 0.0329 ms 98.1%
  triton_mm_16 0.0346 ms 93.3%
  triton_mm_8 0.0348 ms 92.7%
  triton_mm_6 0.0349 ms 92.4%
  triton_mm_5 0.0353 ms 91.3%
  triton_mm_10 0.0374 ms 86.3%
  triton_mm_14 0.0376 ms 85.7%
  triton_mm_7 0.0379 ms 85.0%
  triton_mm_11 0.0384 ms 83.9%
SingleProcess AUTOTUNE benchmarking takes 2.4376 seconds and 0.0064 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0213 ms 100.0%
  triton_mm_31 0.0216 ms 98.5%
  triton_mm_26 0.0227 ms 93.9%
  triton_mm_27 0.0231 ms 92.2%
  triton_mm_30 0.0237 ms 89.8%
  triton_mm_23 0.0238 ms 89.6%
  bias_addmm 0.0241 ms 88.6%
  triton_mm_22 0.0245 ms 87.1%
  triton_mm_20 0.0246 ms 86.8%
  triton_mm_21 0.0252 ms 84.5%
SingleProcess AUTOTUNE benchmarking takes 2.1945 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2216 ms 100.0%
  triton_mm_53 0.2276 ms 97.4%
  triton_mm_54 0.2540 ms 87.3%
  triton_mm_47 0.2628 ms 84.3%
  triton_mm_49 0.2740 ms 80.9%
  triton_mm_45 0.2754 ms 80.5%
  bias_addmm 0.3010 ms 73.6%
  triton_mm_46 0.3063 ms 72.4%
  triton_mm_50 0.3113 ms 71.2%
  addmm 0.3243 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.5728 seconds and 0.0330 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0902 ms 100.0%
  triton_mm_71 0.0912 ms 98.9%
  bias_addmm 0.0970 ms 93.0%
  triton_mm_68 0.0974 ms 92.6%
  triton_mm_66 0.0975 ms 92.5%
  triton_mm_73 0.1000 ms 90.2%
  triton_mm_64 0.1011 ms 89.2%
  addmm 0.1102 ms 81.9%
  triton_mm_65 0.1108 ms 81.4%
  triton_mm_69 0.1130 ms 79.8%
SingleProcess AUTOTUNE benchmarking takes 2.5041 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_90 0.2917 ms 100.0%
  triton_mm_91 0.2960 ms 98.6%
  bias_addmm 0.3279 ms 89.0%
  triton_mm_92 0.3331 ms 87.6%
  triton_mm_85 0.3436 ms 84.9%
  triton_mm_83 0.3623 ms 80.5%
  triton_mm_87 0.3645 ms 80.0%
  triton_mm_84 0.4016 ms 72.7%
  triton_mm_88 0.4099 ms 71.2%
  addmm 0.4170 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.6195 seconds and 0.0050 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2926 ms 100.0%
  triton_mm_110 0.3077 ms 95.1%
  triton_mm_109 0.3166 ms 92.4%
  addmm 0.3258 ms 89.8%
  triton_mm_111 0.3265 ms 89.6%
  triton_mm_106 0.3591 ms 81.5%
  triton_mm_104 0.3605 ms 81.2%
  triton_mm_105 0.3719 ms 78.7%
  triton_mm_102 0.3733 ms 78.4%
  triton_mm_107 0.4089 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.6559 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_124 0.0216 ms 100.0%
  triton_mm_128 0.0224 ms 96.6%
  triton_mm_120 0.0229 ms 94.5%
  triton_mm_116 0.0229 ms 94.4%
  triton_mm_113 0.0235 ms 92.0%
  triton_mm_123 0.0237 ms 91.1%
  triton_mm_119 0.0238 ms 91.0%
  triton_mm_114 0.0242 ms 89.3%
  bias_addmm 0.0251 ms 86.1%
  triton_mm_115 0.0255 ms 84.8%
SingleProcess AUTOTUNE benchmarking takes 2.1876 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_183 0.2919 ms 100.0%
  triton_mm_184 0.2964 ms 98.5%
  bias_addmm 0.3275 ms 89.1%
  triton_mm_185 0.3340 ms 87.4%
  triton_mm_178 0.3435 ms 85.0%
  triton_mm_176 0.3629 ms 80.4%
  triton_mm_180 0.3638 ms 80.2%
  triton_mm_177 0.4021 ms 72.6%
  triton_mm_181 0.4124 ms 70.8%
  addmm 0.4166 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.6431 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2933 ms 100.0%
  triton_mm_203 0.3077 ms 95.3%
  triton_mm_202 0.3170 ms 92.5%
  triton_mm_204 0.3270 ms 89.7%
  addmm 0.3284 ms 89.3%
  triton_mm_199 0.3592 ms 81.6%
  triton_mm_197 0.3615 ms 81.1%
  triton_mm_198 0.3729 ms 78.7%
  triton_mm_195 0.3729 ms 78.6%
  triton_mm_200 0.4092 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6536 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_221 0.0213 ms 100.0%
  triton_mm_217 0.0216 ms 98.7%
  triton_mm_213 0.0231 ms 92.4%
  triton_mm_206 0.0236 ms 90.6%
  triton_mm_209 0.0239 ms 89.4%
  triton_mm_212 0.0239 ms 89.4%
  triton_mm_208 0.0245 ms 87.2%
  triton_mm_216 0.0249 ms 85.6%
  triton_mm_207 0.0254 ms 84.1%
  bias_addmm 0.0273 ms 78.2%
SingleProcess AUTOTUNE benchmarking takes 2.1973 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_276 0.2920 ms 100.0%
  triton_mm_277 0.2962 ms 98.6%
  bias_addmm 0.3270 ms 89.3%
  triton_mm_278 0.3340 ms 87.4%
  triton_mm_271 0.3439 ms 84.9%
  triton_mm_269 0.3625 ms 80.6%
  triton_mm_273 0.3643 ms 80.2%
  triton_mm_270 0.4016 ms 72.7%
  triton_mm_274 0.4162 ms 70.2%
  addmm 0.4170 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.6444 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2942 ms 100.0%
  triton_mm_296 0.3082 ms 95.4%
  triton_mm_295 0.3172 ms 92.8%
  triton_mm_297 0.3268 ms 90.0%
  addmm 0.3280 ms 89.7%
  triton_mm_292 0.3589 ms 82.0%
  triton_mm_290 0.3609 ms 81.5%
  triton_mm_291 0.3722 ms 79.0%
  triton_mm_288 0.3752 ms 78.4%
  triton_mm_293 0.4095 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 2.6511 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_310 0.0217 ms 100.0%
  triton_mm_314 0.0224 ms 96.9%
  triton_mm_305 0.0227 ms 95.3%
  triton_mm_306 0.0231 ms 93.6%
  triton_mm_309 0.0237 ms 91.2%
  triton_mm_302 0.0238 ms 91.1%
  triton_mm_300 0.0242 ms 89.4%
  triton_mm_301 0.0244 ms 88.6%
  triton_mm_299 0.0245 ms 88.5%
  bias_addmm 0.0271 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 2.1908 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_369 0.2928 ms 100.0%
  triton_mm_370 0.2971 ms 98.6%
  bias_addmm 0.3258 ms 89.8%
  triton_mm_371 0.3335 ms 87.8%
  triton_mm_364 0.3439 ms 85.1%
  triton_mm_362 0.3621 ms 80.8%
  triton_mm_366 0.3633 ms 80.6%
  triton_mm_363 0.4014 ms 72.9%
  triton_mm_367 0.4125 ms 71.0%
  addmm 0.4169 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.6482 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2931 ms 100.0%
  triton_mm_389 0.3076 ms 95.3%
  triton_mm_388 0.3168 ms 92.5%
  triton_mm_390 0.3266 ms 89.7%
  addmm 0.3274 ms 89.5%
  triton_mm_385 0.3584 ms 81.8%
  triton_mm_383 0.3608 ms 81.2%
  triton_mm_384 0.3725 ms 78.7%
  triton_mm_381 0.3735 ms 78.5%
  triton_mm_386 0.4093 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.6588 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_482 0.3065 ms 100.0%
  triton_mm_481 0.3169 ms 96.7%
  triton_mm_483 0.3270 ms 93.7%
  bias_addmm 0.3307 ms 92.7%
  triton_mm_478 0.3574 ms 85.8%
  triton_mm_476 0.3587 ms 85.4%
  addmm 0.3664 ms 83.6%
  triton_mm_477 0.3719 ms 82.4%
  triton_mm_474 0.3739 ms 82.0%
  triton_mm_479 0.4079 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.6471 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_575 0.3066 ms 100.0%
  triton_mm_574 0.3173 ms 96.6%
  triton_mm_576 0.3264 ms 93.9%
  addmm 0.3265 ms 93.9%
  bias_addmm 0.3307 ms 92.7%
  triton_mm_571 0.3572 ms 85.8%
  triton_mm_569 0.3590 ms 85.4%
  triton_mm_570 0.3724 ms 82.3%
  triton_mm_567 0.3726 ms 82.3%
  triton_mm_572 0.4073 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6633 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_668 0.3067 ms 100.0%
  triton_mm_667 0.3159 ms 97.1%
  triton_mm_669 0.3256 ms 94.2%
  addmm 0.3257 ms 94.2%
  bias_addmm 0.3317 ms 92.5%
  triton_mm_664 0.3574 ms 85.8%
  triton_mm_662 0.3595 ms 85.3%
  triton_mm_663 0.3710 ms 82.7%
  triton_mm_660 0.3720 ms 82.5%
  triton_mm_665 0.4076 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6562 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_761 0.3063 ms 100.0%
  triton_mm_760 0.3172 ms 96.6%
  addmm 0.3256 ms 94.1%
  triton_mm_762 0.3268 ms 93.7%
  bias_addmm 0.3307 ms 92.6%
  triton_mm_757 0.3571 ms 85.8%
  triton_mm_755 0.3594 ms 85.2%
  triton_mm_756 0.3722 ms 82.3%
  triton_mm_753 0.3727 ms 82.2%
  triton_mm_758 0.4073 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6506 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_854 0.3069 ms 100.0%
  triton_mm_853 0.3159 ms 97.2%
  triton_mm_855 0.3258 ms 94.2%
  bias_addmm 0.3317 ms 92.5%
  triton_mm_850 0.3576 ms 85.8%
  triton_mm_848 0.3593 ms 85.4%
  addmm 0.3664 ms 83.8%
  triton_mm_846 0.3687 ms 83.2%
  triton_mm_849 0.3709 ms 82.7%
  triton_mm_851 0.4079 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6620 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_947 0.3057 ms 100.0%
  triton_mm_946 0.3172 ms 96.4%
  triton_mm_948 0.3260 ms 93.7%
  addmm 0.3265 ms 93.6%
  bias_addmm 0.3308 ms 92.4%
  triton_mm_943 0.3564 ms 85.8%
  triton_mm_941 0.3591 ms 85.1%
  triton_mm_942 0.3724 ms 82.1%
  triton_mm_939 0.3726 ms 82.0%
  triton_mm_944 0.4069 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.6656 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0133 ms 100.0%
  triton_mm_1608 0.0139 ms 96.1%
  triton_mm_1612 0.0149 ms 89.3%
  mm 0.0167 ms 79.9%
  triton_mm_1616 0.0172 ms 77.4%
  triton_mm_1603 0.0175 ms 76.1%
  triton_mm_1607 0.0184 ms 72.5%
  triton_mm_1602 0.0186 ms 71.8%
  triton_mm_1601 0.0188 ms 70.9%
  triton_mm_1614 0.0196 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 7.6230 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1088, 1088x32768)
  bias_addmm 2.1808 ms 100.0%
  triton_mm_1633 2.2212 ms 98.2%
  triton_mm_1634 2.2306 ms 97.8%
  triton_mm_1635 2.5131 ms 86.8%
  triton_mm_1628 2.6265 ms 83.0%
  triton_mm_1630 2.7599 ms 79.0%
  triton_mm_1626 2.8493 ms 76.5%
  addmm 2.9334 ms 74.3%
  triton_mm_1631 3.1185 ms 69.9%
  triton_mm_1627 3.1455 ms 69.3%
SingleProcess AUTOTUNE benchmarking takes 12.0565 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(32768x6864, 6864x1088)
  triton_mm_1671 2.0713 ms 100.0%
  triton_mm_1672 2.1447 ms 96.6%
  mm 2.2452 ms 92.3%
  triton_mm_1673 2.2486 ms 92.1%
  triton_mm_1668 2.6188 ms 79.1%
  triton_mm_1666 2.6769 ms 77.4%
  triton_mm_1664 2.7070 ms 76.5%
  triton_mm_1669 2.7699 ms 74.8%
  triton_mm_1667 2.8420 ms 72.9%
  triton_mm_1665 2.9605 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 10.1418 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2907 ms 100.0%
  triton_mm_1744 0.2942 ms 98.8%
  triton_mm_1743 0.2970 ms 97.9%
  triton_mm_1745 0.2998 ms 96.9%
  triton_mm_1738 0.3513 ms 82.7%
  triton_mm_1736 0.3543 ms 82.0%
  triton_mm_1740 0.3624 ms 80.2%
  triton_mm_1739 0.3786 ms 76.8%
  triton_mm_1741 0.3967 ms 73.3%
  triton_mm_1737 0.4023 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 10.0478 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1700 0.0113 ms 100.0%
  triton_mm_1702 0.0113 ms 100.0%
  triton_mm_1697 0.0114 ms 99.7%
  triton_mm_1699 0.0114 ms 99.4%
  triton_mm_1696 0.0118 ms 96.2%
  triton_mm_1701 0.0119 ms 94.9%
  triton_mm_1691 0.0122 ms 93.2%
  triton_mm_1695 0.0124 ms 91.5%
  triton_mm_1705 0.0127 ms 89.4%
  triton_mm_1707 0.0127 ms 89.4%
SingleProcess AUTOTUNE benchmarking takes 5.9800 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0155 ms 100.0%
  triton_mm_1682 0.0162 ms 95.3%
  mm 0.0178 ms 86.9%
  triton_mm_1686 0.0201 ms 77.0%
  triton_mm_1677 0.0222 ms 69.6%
  triton_mm_1690 0.0224 ms 68.9%
  triton_mm_1676 0.0235 ms 65.9%
  triton_mm_1681 0.0260 ms 59.6%
  triton_mm_1675 0.0260 ms 59.5%
  triton_mm_1685 0.0267 ms 57.8%
SingleProcess AUTOTUNE benchmarking takes 7.7125 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1088)
  mm 2.0902 ms 100.0%
  triton_mm_1652 2.2771 ms 91.8%
  triton_mm_1653 2.3024 ms 90.8%
  triton_mm_1654 2.3515 ms 88.9%
  triton_mm_1645 2.7436 ms 76.2%
  triton_mm_1647 2.7835 ms 75.1%
  triton_mm_1649 2.7865 ms 75.0%
  triton_mm_1648 2.8357 ms 73.7%
  triton_mm_1646 2.9594 ms 70.6%
  triton_mm_1650 2.9667 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 10.2501 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2755 ms 100.0%
  triton_mm_1725 0.2796 ms 98.5%
  mm 0.2798 ms 98.4%
  triton_mm_1726 0.3166 ms 87.0%
  triton_mm_1717 0.3426 ms 80.4%
  triton_mm_1719 0.3444 ms 80.0%
  triton_mm_1721 0.3469 ms 79.4%
  triton_mm_1718 0.3644 ms 75.6%
  triton_mm_1722 0.3863 ms 71.3%
  triton_mm_1720 0.4225 ms 65.2%
SingleProcess AUTOTUNE benchmarking takes 2.5234 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2234 ms 100.0%
  triton_mm_1838 0.2286 ms 97.7%
  triton_mm_1840 0.2401 ms 93.0%
  triton_mm_1835 0.2557 ms 87.4%
  mm 0.2580 ms 86.6%
  triton_mm_1833 0.2621 ms 85.3%
  triton_mm_1831 0.2630 ms 85.0%
  triton_mm_1834 0.2870 ms 77.8%
  triton_mm_1832 0.2892 ms 77.3%
  triton_mm_1836 0.2961 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 9.7710 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2898 ms 100.0%
  mm 0.2920 ms 99.2%
  triton_mm_1782 0.2930 ms 98.9%
  triton_mm_1783 0.2995 ms 96.8%
  triton_mm_1778 0.3461 ms 83.7%
  triton_mm_1774 0.3540 ms 81.9%
  triton_mm_1776 0.3561 ms 81.4%
  triton_mm_1777 0.3806 ms 76.1%
  triton_mm_1779 0.3905 ms 74.2%
  triton_mm_1775 0.3988 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 10.0936 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2244 ms 100.0%
  triton_mm_1857 0.2761 ms 81.3%
  triton_mm_1852 0.2828 ms 79.4%
  triton_mm_1858 0.2832 ms 79.3%
  triton_mm_1854 0.2841 ms 79.0%
  triton_mm_1850 0.2851 ms 78.7%
  triton_mm_1859 0.2876 ms 78.0%
  triton_mm_1853 0.3095 ms 72.5%
  triton_mm_1855 0.3231 ms 69.5%
  triton_mm_1851 0.3282 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 9.9169 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.1010 ms 100.0%
  triton_mm_1814 0.1043 ms 96.8%
  triton_mm_1820 0.1078 ms 93.7%
  triton_mm_1811 0.1186 ms 85.1%
  triton_mm_1812 0.1196 ms 84.4%
  triton_mm_1816 0.1196 ms 84.4%
  triton_mm_1821 0.1208 ms 83.6%
  triton_mm_1819 0.1220 ms 82.8%
  triton_mm_1815 0.1270 ms 79.5%
  triton_mm_1817 0.1311 ms 77.0%
SingleProcess AUTOTUNE benchmarking takes 9.7592 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3008 ms 100.0%
  triton_mm_1762 0.3027 ms 99.4%
  triton_mm_1763 0.3075 ms 97.8%
  triton_mm_1764 0.3179 ms 94.6%
  triton_mm_1759 0.3438 ms 87.5%
  triton_mm_1757 0.3479 ms 86.5%
  triton_mm_1755 0.3484 ms 86.3%
  triton_mm_1758 0.3618 ms 83.1%
  triton_mm_1756 0.3841 ms 78.3%
  triton_mm_1760 0.3932 ms 76.5%
SingleProcess AUTOTUNE benchmarking takes 10.0326 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0836 ms 100.0%
  mm 0.0840 ms 99.6%
  triton_mm_1800 0.0850 ms 98.4%
  triton_mm_1797 0.0916 ms 91.4%
  triton_mm_1802 0.0940 ms 89.0%
  triton_mm_1793 0.0950 ms 88.1%
  triton_mm_1795 0.0958 ms 87.3%
  triton_mm_1794 0.1015 ms 82.4%
  triton_mm_1798 0.1045 ms 80.0%
  triton_mm_1796 0.1227 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 10.2404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2764 ms 100.0%
  mm 0.2777 ms 99.6%
  triton_mm_1911 0.2794 ms 99.0%
  triton_mm_1912 0.3156 ms 87.6%
  triton_mm_1903 0.3428 ms 80.6%
  triton_mm_1905 0.3455 ms 80.0%
  triton_mm_1907 0.3474 ms 79.6%
  triton_mm_1904 0.3659 ms 75.6%
  triton_mm_1908 0.3873 ms 71.4%
  triton_mm_1906 0.4234 ms 65.3%
SingleProcess AUTOTUNE benchmarking takes 2.5282 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3004 ms 100.0%
  triton_mm_1948 0.3053 ms 98.4%
  triton_mm_1949 0.3134 ms 95.8%
  triton_mm_1950 0.3221 ms 93.3%
  triton_mm_1945 0.3470 ms 86.6%
  triton_mm_1943 0.3511 ms 85.5%
  triton_mm_1941 0.3524 ms 85.2%
  triton_mm_1944 0.3675 ms 81.7%
  triton_mm_1942 0.3879 ms 77.4%
  triton_mm_1946 0.3974 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.5348 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1888 0.0174 ms 100.0%
  triton_mm_1883 0.0176 ms 99.1%
  triton_mm_1885 0.0176 ms 98.9%
  triton_mm_1882 0.0178 ms 97.8%
  triton_mm_1889 0.0183 ms 95.4%
  triton_mm_1892 0.0184 ms 94.8%
  triton_mm_1886 0.0185 ms 94.1%
  triton_mm_1887 0.0186 ms 94.0%
  triton_mm_1890 0.0192 ms 91.0%
  triton_mm_1891 0.0192 ms 90.8%
SingleProcess AUTOTUNE benchmarking takes 5.8540 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2915 ms 100.0%
  triton_mm_1930 0.2986 ms 97.6%
  triton_mm_1929 0.2995 ms 97.3%
  triton_mm_1931 0.3035 ms 96.0%
  triton_mm_1924 0.3566 ms 81.7%
  triton_mm_1922 0.3588 ms 81.2%
  triton_mm_1926 0.3670 ms 79.4%
  triton_mm_1925 0.3843 ms 75.9%
  triton_mm_1927 0.4019 ms 72.5%
  triton_mm_1923 0.4077 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5345 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2937 ms 100.0%
  triton_mm_1967 0.2940 ms 99.9%
  triton_mm_1968 0.2971 ms 98.8%
  triton_mm_1969 0.3042 ms 96.5%
  triton_mm_1964 0.3499 ms 83.9%
  triton_mm_1960 0.3580 ms 82.0%
  triton_mm_1962 0.3619 ms 81.2%
  triton_mm_1963 0.3869 ms 75.9%
  triton_mm_1965 0.3965 ms 74.1%
  triton_mm_1961 0.4049 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5304 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0267 ms 100.0%
  mm 0.0268 ms 99.9%
  triton_mm_1868 0.0307 ms 87.0%
  triton_mm_1872 0.0399 ms 67.0%
  triton_mm_1863 0.0514 ms 52.0%
  triton_mm_1876 0.0515 ms 51.9%
  triton_mm_1862 0.0561 ms 47.6%
  triton_mm_1867 0.0595 ms 44.9%
  triton_mm_1871 0.0628 ms 42.5%
  triton_mm_1861 0.0656 ms 40.8%
SingleProcess AUTOTUNE benchmarking takes 6.7355 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0979 ms 100.0%
  triton_mm_2007 0.0995 ms 98.5%
  triton_mm_2000 0.1052 ms 93.0%
  triton_mm_2006 0.1086 ms 90.2%
  triton_mm_1997 0.1180 ms 83.0%
  triton_mm_1998 0.1197 ms 81.8%
  triton_mm_2002 0.1197 ms 81.8%
  triton_mm_2005 0.1222 ms 80.1%
  triton_mm_2001 0.1272 ms 77.0%
  triton_mm_2003 0.1309 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4168 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0829 ms 100.0%
  mm 0.0832 ms 99.6%
  triton_mm_1986 0.0844 ms 98.2%
  triton_mm_1983 0.0925 ms 89.6%
  triton_mm_1988 0.0943 ms 87.9%
  triton_mm_1979 0.0950 ms 87.2%
  triton_mm_1981 0.0950 ms 87.2%
  triton_mm_1980 0.1018 ms 81.5%
  triton_mm_1984 0.1048 ms 79.1%
  triton_mm_1982 0.1235 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4093 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2252 ms 100.0%
  triton_mm_2025 0.2268 ms 99.3%
  triton_mm_2024 0.2312 ms 97.4%
  triton_mm_2026 0.2442 ms 92.3%
  triton_mm_2021 0.2589 ms 87.0%
  triton_mm_2019 0.2649 ms 85.0%
  triton_mm_2017 0.2657 ms 84.8%
  triton_mm_2020 0.2905 ms 77.5%
  triton_mm_2018 0.2937 ms 76.7%
  triton_mm_2022 0.2990 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2771 ms 100.0%
  mm 0.2771 ms 100.0%
  triton_mm_2097 0.2801 ms 98.9%
  triton_mm_2098 0.3172 ms 87.3%
  triton_mm_2089 0.3433 ms 80.7%
  triton_mm_2091 0.3461 ms 80.1%
  triton_mm_2093 0.3482 ms 79.6%
  triton_mm_2090 0.3666 ms 75.6%
  triton_mm_2094 0.3878 ms 71.4%
  triton_mm_2092 0.4234 ms 65.4%
SingleProcess AUTOTUNE benchmarking takes 2.5299 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3037 ms 100.0%
  triton_mm_2134 0.3052 ms 99.5%
  triton_mm_2135 0.3125 ms 97.2%
  triton_mm_2136 0.3231 ms 94.0%
  triton_mm_2131 0.3480 ms 87.3%
  triton_mm_2129 0.3521 ms 86.2%
  triton_mm_2127 0.3548 ms 85.6%
  triton_mm_2130 0.3676 ms 82.6%
  triton_mm_2128 0.3899 ms 77.9%
  triton_mm_2132 0.3982 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 2.5286 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2075 0.0172 ms 100.0%
  triton_mm_2074 0.0174 ms 98.5%
  triton_mm_2068 0.0178 ms 96.6%
  triton_mm_2076 0.0182 ms 94.0%
  triton_mm_2078 0.0183 ms 93.5%
  triton_mm_2069 0.0184 ms 93.2%
  triton_mm_2071 0.0184 ms 93.2%
  triton_mm_2072 0.0185 ms 92.7%
  triton_mm_2070 0.0185 ms 92.6%
  triton_mm_2073 0.0185 ms 92.6%
SingleProcess AUTOTUNE benchmarking takes 2.1273 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0979 ms 100.0%
  triton_mm_2193 0.0992 ms 98.7%
  triton_mm_2186 0.1053 ms 93.0%
  triton_mm_2192 0.1087 ms 90.1%
  triton_mm_2183 0.1189 ms 82.3%
  triton_mm_2184 0.1189 ms 82.3%
  triton_mm_2188 0.1197 ms 81.8%
  triton_mm_2191 0.1221 ms 80.2%
  triton_mm_2187 0.1272 ms 77.0%
  triton_mm_2189 0.1309 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4212 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2173 0.0838 ms 99.3%
  triton_mm_2172 0.0851 ms 97.8%
  triton_mm_2169 0.0917 ms 90.7%
  triton_mm_2174 0.0932 ms 89.3%
  triton_mm_2165 0.0943 ms 88.2%
  triton_mm_2167 0.0959 ms 86.8%
  triton_mm_2166 0.1031 ms 80.8%
  triton_mm_2170 0.1056 ms 78.8%
  triton_mm_2168 0.1227 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.4108 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2247 ms 100.0%
  triton_mm_2211 0.2256 ms 99.6%
  triton_mm_2210 0.2314 ms 97.1%
  triton_mm_2212 0.2445 ms 91.9%
  triton_mm_2207 0.2600 ms 86.4%
  triton_mm_2205 0.2660 ms 84.5%
  triton_mm_2203 0.2665 ms 84.3%
  triton_mm_2206 0.2897 ms 77.6%
  triton_mm_2204 0.2926 ms 76.8%
  triton_mm_2208 0.3005 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5099 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2379 0.0992 ms 100.0%
  triton_mm_2372 0.1054 ms 94.1%
  triton_mm_2378 0.1085 ms 91.4%
  mm 0.1173 ms 84.6%
  triton_mm_2369 0.1188 ms 83.5%
  triton_mm_2370 0.1190 ms 83.4%
  triton_mm_2374 0.1197 ms 82.9%
  triton_mm_2377 0.1221 ms 81.3%
  triton_mm_2373 0.1271 ms 78.1%
  triton_mm_2375 0.1310 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4232 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0829 ms 100.0%
  mm 0.0832 ms 99.7%
  triton_mm_2358 0.0844 ms 98.2%
  triton_mm_2355 0.0926 ms 89.5%
  triton_mm_2360 0.0942 ms 88.0%
  triton_mm_2353 0.0950 ms 87.3%
  triton_mm_2351 0.0952 ms 87.1%
  triton_mm_2352 0.1018 ms 81.5%
  triton_mm_2356 0.1047 ms 79.2%
  triton_mm_2354 0.1236 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4205 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2255 ms 100.0%
  triton_mm_2397 0.2264 ms 99.6%
  triton_mm_2396 0.2311 ms 97.6%
  triton_mm_2398 0.2438 ms 92.5%
  triton_mm_2393 0.2593 ms 87.0%
  triton_mm_2391 0.2648 ms 85.2%
  triton_mm_2389 0.2660 ms 84.8%
  triton_mm_2392 0.2908 ms 77.6%
  triton_mm_2390 0.2925 ms 77.1%
  triton_mm_2394 0.2990 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5142 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0980 ms 100.0%
  triton_mm_2565 0.0996 ms 98.4%
  triton_mm_2558 0.1053 ms 93.0%
  triton_mm_2564 0.1088 ms 90.1%
  triton_mm_2555 0.1180 ms 83.1%
  triton_mm_2560 0.1197 ms 81.9%
  triton_mm_2556 0.1197 ms 81.9%
  triton_mm_2563 0.1221 ms 80.2%
  triton_mm_2559 0.1271 ms 77.1%
  triton_mm_2561 0.1310 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4203 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2545 0.0829 ms 100.0%
  mm 0.0832 ms 99.7%
  triton_mm_2544 0.0844 ms 98.2%
  triton_mm_2541 0.0917 ms 90.4%
  triton_mm_2546 0.0939 ms 88.3%
  triton_mm_2539 0.0950 ms 87.3%
  triton_mm_2537 0.0951 ms 87.2%
  triton_mm_2538 0.1017 ms 81.5%
  triton_mm_2542 0.1055 ms 78.6%
  triton_mm_2540 0.1235 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4256 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2243 ms 100.0%
  triton_mm_2583 0.2272 ms 98.7%
  triton_mm_2582 0.2314 ms 96.9%
  triton_mm_2584 0.2437 ms 92.0%
  triton_mm_2579 0.2589 ms 86.6%
  triton_mm_2577 0.2657 ms 84.4%
  triton_mm_2575 0.2671 ms 83.9%
  triton_mm_2578 0.2897 ms 77.4%
  triton_mm_2576 0.2931 ms 76.5%
  triton_mm_2580 0.2991 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5160 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0971 ms 100.0%
  triton_mm_2751 0.0994 ms 97.7%
  triton_mm_2744 0.1044 ms 93.0%
  triton_mm_2750 0.1086 ms 89.4%
  triton_mm_2741 0.1189 ms 81.7%
  triton_mm_2742 0.1189 ms 81.7%
  triton_mm_2746 0.1197 ms 81.1%
  triton_mm_2749 0.1221 ms 79.5%
  triton_mm_2745 0.1260 ms 77.1%
  triton_mm_2747 0.1308 ms 74.2%
SingleProcess AUTOTUNE benchmarking takes 2.4193 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2731 0.0829 ms 100.0%
  mm 0.0832 ms 99.6%
  triton_mm_2730 0.0844 ms 98.2%
  triton_mm_2727 0.0916 ms 90.5%
  triton_mm_2732 0.0943 ms 87.9%
  triton_mm_2725 0.0948 ms 87.4%
  triton_mm_2723 0.0950 ms 87.2%
  triton_mm_2724 0.1015 ms 81.7%
  triton_mm_2728 0.1046 ms 79.3%
  triton_mm_2726 0.1224 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.4026 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2244 ms 100.0%
  triton_mm_2769 0.2268 ms 98.9%
  triton_mm_2768 0.2314 ms 97.0%
  triton_mm_2770 0.2442 ms 91.9%
  triton_mm_2765 0.2588 ms 86.7%
  triton_mm_2763 0.2649 ms 84.7%
  triton_mm_2761 0.2657 ms 84.5%
  triton_mm_2764 0.2905 ms 77.2%
  triton_mm_2762 0.2939 ms 76.4%
  triton_mm_2766 0.2988 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5095 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0295 ms 100.0%
  triton_mm_4874 0.0451 ms 65.3%
  triton_mm_4882 0.0479 ms 61.4%
  triton_mm_4878 0.0492 ms 59.9%
  triton_mm_4872 0.0590 ms 49.9%
  triton_mm_4873 0.0643 ms 45.8%
  triton_mm_4881 0.0675 ms 43.6%
  triton_mm_4871 0.0711 ms 41.4%
  triton_mm_4877 0.0731 ms 40.3%
  triton_mm_4880 0.0791 ms 37.2%
SingleProcess AUTOTUNE benchmarking takes 8.2142 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 0.0328 ms 98.5%
  triton_mm_8 0.0340 ms 95.1%
  triton_mm_16 0.0349 ms 92.8%
  triton_mm_6 0.0358 ms 90.3%
  triton_mm_5 0.0361 ms 89.5%
  triton_mm_7 0.0372 ms 86.9%
  triton_mm_11 0.0377 ms 85.8%
  triton_mm_14 0.0380 ms 85.0%
  triton_mm_10 0.0386 ms 83.8%
SingleProcess AUTOTUNE benchmarking takes 2.4236 seconds and 0.0249 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0212 ms 100.0%
  triton_mm_26 0.0225 ms 94.0%
  triton_mm_31 0.0229 ms 92.7%
  triton_mm_23 0.0229 ms 92.6%
  triton_mm_27 0.0231 ms 91.7%
  triton_mm_20 0.0235 ms 90.3%
  triton_mm_30 0.0235 ms 90.2%
  triton_mm_21 0.0240 ms 88.1%
  bias_addmm 0.0241 ms 88.0%
  triton_mm_22 0.0245 ms 86.5%
SingleProcess AUTOTUNE benchmarking takes 2.1986 seconds and 0.0007 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2258 ms 100.0%
  triton_mm_53 0.2316 ms 97.5%
  triton_mm_54 0.2607 ms 86.6%
  triton_mm_47 0.2716 ms 83.2%
  triton_mm_49 0.2798 ms 80.7%
  triton_mm_45 0.2837 ms 79.6%
  bias_addmm 0.2993 ms 75.4%
  triton_mm_46 0.3146 ms 71.8%
  triton_mm_50 0.3175 ms 71.1%
  addmm 0.3226 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5971 seconds and 0.0197 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0912 ms 100.0%
  triton_mm_71 0.0914 ms 99.8%
  bias_addmm 0.0985 ms 92.6%
  triton_mm_68 0.0994 ms 91.8%
  triton_mm_73 0.1004 ms 90.9%
  triton_mm_66 0.1012 ms 90.1%
  triton_mm_64 0.1033 ms 88.3%
  addmm 0.1122 ms 81.3%
  triton_mm_65 0.1125 ms 81.1%
  triton_mm_69 0.1140 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 2.5107 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_90 0.2954 ms 100.0%
  triton_mm_91 0.2977 ms 99.2%
  bias_addmm 0.3259 ms 90.6%
  triton_mm_92 0.3383 ms 87.3%
  triton_mm_85 0.3489 ms 84.7%
  triton_mm_83 0.3665 ms 80.6%
  triton_mm_87 0.3675 ms 80.4%
  triton_mm_84 0.4085 ms 72.3%
  triton_mm_88 0.4157 ms 71.1%
  addmm 0.4175 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6165 seconds and 0.0372 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2930 ms 100.0%
  triton_mm_110 0.3113 ms 94.1%
  triton_mm_109 0.3194 ms 91.7%
  addmm 0.3302 ms 88.7%
  triton_mm_111 0.3308 ms 88.6%
  triton_mm_106 0.3610 ms 81.2%
  triton_mm_104 0.3644 ms 80.4%
  triton_mm_105 0.3756 ms 78.0%
  triton_mm_102 0.3772 ms 77.7%
  triton_mm_107 0.4136 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6586 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0212 ms 100.0%
  triton_mm_124 0.0217 ms 97.6%
  triton_mm_116 0.0226 ms 93.8%
  triton_mm_120 0.0229 ms 92.7%
  triton_mm_119 0.0235 ms 90.1%
  triton_mm_114 0.0240 ms 88.4%
  triton_mm_113 0.0244 ms 87.1%
  triton_mm_123 0.0244 ms 86.9%
  triton_mm_115 0.0245 ms 86.7%
  bias_addmm 0.0250 ms 84.9%
SingleProcess AUTOTUNE benchmarking takes 2.2060 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_203 0.3088 ms 100.0%
  triton_mm_202 0.3179 ms 97.1%
  bias_addmm 0.3277 ms 94.2%
  triton_mm_204 0.3285 ms 94.0%
  addmm 0.3287 ms 93.9%
  triton_mm_199 0.3593 ms 85.9%
  triton_mm_197 0.3618 ms 85.3%
  triton_mm_198 0.3756 ms 82.2%
  triton_mm_195 0.3763 ms 82.1%
  triton_mm_200 0.4121 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.6403 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_296 0.3081 ms 100.0%
  triton_mm_295 0.3178 ms 96.9%
  bias_addmm 0.3285 ms 93.8%
  triton_mm_297 0.3286 ms 93.8%
  triton_mm_292 0.3577 ms 86.2%
  triton_mm_290 0.3611 ms 85.3%
  addmm 0.3675 ms 83.8%
  triton_mm_288 0.3732 ms 82.6%
  triton_mm_291 0.3733 ms 82.5%
  triton_mm_293 0.4087 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.6423 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_389 0.3092 ms 100.0%
  triton_mm_388 0.3172 ms 97.5%
  bias_addmm 0.3280 ms 94.3%
  triton_mm_390 0.3289 ms 94.0%
  triton_mm_385 0.3584 ms 86.3%
  triton_mm_383 0.3618 ms 85.5%
  addmm 0.3677 ms 84.1%
  triton_mm_384 0.3727 ms 83.0%
  triton_mm_381 0.3745 ms 82.6%
  triton_mm_386 0.4095 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.6543 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  triton_mm_482 0.3074 ms 100.0%
  triton_mm_481 0.3178 ms 96.7%
  bias_addmm 0.3277 ms 93.8%
  triton_mm_483 0.3280 ms 93.7%
  addmm 0.3295 ms 93.3%
  triton_mm_478 0.3580 ms 85.9%
  triton_mm_476 0.3599 ms 85.4%
  triton_mm_477 0.3733 ms 82.3%
  triton_mm_474 0.3746 ms 82.1%
  triton_mm_479 0.4088 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6606 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0133 ms 100.0%
  triton_mm_1608 0.0139 ms 95.6%
  triton_mm_1612 0.0159 ms 83.7%
  triton_mm_1616 0.0159 ms 83.7%
  mm 0.0166 ms 80.0%
  triton_mm_1603 0.0166 ms 80.0%
  triton_mm_1607 0.0174 ms 76.6%
  triton_mm_1602 0.0183 ms 72.6%
  triton_mm_1601 0.0188 ms 71.0%
  triton_mm_1611 0.0199 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 7.6293 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1088, 1088x32768)
  bias_addmm 2.2057 ms 100.0%
  triton_mm_1633 2.2452 ms 98.2%
  triton_mm_1634 2.2555 ms 97.8%
  triton_mm_1635 2.5116 ms 87.8%
  triton_mm_1628 2.6881 ms 82.1%
  triton_mm_1630 2.7895 ms 79.1%
  triton_mm_1626 2.8800 ms 76.6%
  addmm 2.9780 ms 74.1%
  triton_mm_1627 3.1433 ms 70.2%
  triton_mm_1631 3.1531 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 11.9184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(32768x6864, 6864x1088)
  triton_mm_1671 2.0920 ms 100.0%
  triton_mm_1672 2.1700 ms 96.4%
  mm 2.2301 ms 93.8%
  triton_mm_1673 2.2748 ms 92.0%
  triton_mm_1668 2.6494 ms 79.0%
  triton_mm_1666 2.6834 ms 78.0%
  triton_mm_1664 2.7115 ms 77.2%
  triton_mm_1669 2.8057 ms 74.6%
  triton_mm_1667 2.8686 ms 72.9%
  triton_mm_1665 2.9595 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 10.1533 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2924 ms 100.0%
  triton_mm_1744 0.2946 ms 99.3%
  triton_mm_1743 0.2962 ms 98.7%
  triton_mm_1745 0.2996 ms 97.6%
  triton_mm_1738 0.3523 ms 83.0%
  triton_mm_1736 0.3546 ms 82.5%
  triton_mm_1740 0.3621 ms 80.8%
  triton_mm_1739 0.3772 ms 77.5%
  triton_mm_1741 0.3972 ms 73.6%
  triton_mm_1737 0.4042 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 9.9981 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1696 0.0112 ms 100.0%
  triton_mm_1700 0.0113 ms 99.4%
  triton_mm_1702 0.0113 ms 99.4%
  triton_mm_1699 0.0115 ms 97.5%
  triton_mm_1706 0.0119 ms 94.1%
  triton_mm_1698 0.0120 ms 93.3%
  triton_mm_1691 0.0120 ms 93.1%
  triton_mm_1705 0.0124 ms 90.7%
  triton_mm_1707 0.0124 ms 90.7%
  triton_mm_1693 0.0124 ms 90.4%
SingleProcess AUTOTUNE benchmarking takes 6.1763 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1682 0.0163 ms 100.0%
  triton_mm_1678 0.0167 ms 97.5%
  mm 0.0170 ms 95.7%
  triton_mm_1686 0.0201 ms 80.8%
  triton_mm_1677 0.0222 ms 73.2%
  triton_mm_1690 0.0224 ms 72.5%
  triton_mm_1676 0.0246 ms 66.0%
  triton_mm_1685 0.0254 ms 64.0%
  triton_mm_1681 0.0260 ms 62.5%
  triton_mm_1675 0.0270 ms 60.3%
SingleProcess AUTOTUNE benchmarking takes 7.8090 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1088)
  mm 2.1137 ms 100.0%
  triton_mm_1652 2.3067 ms 91.6%
  triton_mm_1653 2.3414 ms 90.3%
  triton_mm_1654 2.3768 ms 88.9%
  triton_mm_1645 2.8430 ms 74.3%
  triton_mm_1647 2.8509 ms 74.1%
  triton_mm_1649 2.8647 ms 73.8%
  triton_mm_1648 2.9504 ms 71.6%
  triton_mm_1646 3.0095 ms 70.2%
  triton_mm_1650 3.0176 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.9320 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2742 ms 100.0%
  triton_mm_1725 0.2760 ms 99.3%
  mm 0.2809 ms 97.6%
  triton_mm_1726 0.3121 ms 87.9%
  triton_mm_1717 0.3371 ms 81.3%
  triton_mm_1719 0.3398 ms 80.7%
  triton_mm_1721 0.3439 ms 79.7%
  triton_mm_1718 0.3622 ms 75.7%
  triton_mm_1722 0.3833 ms 71.5%
  triton_mm_1720 0.4188 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 10.3370 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2268 ms 100.0%
  triton_mm_1838 0.2318 ms 97.9%
  triton_mm_1840 0.2440 ms 93.0%
  mm 0.2564 ms 88.5%
  triton_mm_1835 0.2599 ms 87.3%
  triton_mm_1831 0.2645 ms 85.8%
  triton_mm_1833 0.2652 ms 85.6%
  triton_mm_1834 0.2924 ms 77.6%
  triton_mm_1832 0.2941 ms 77.1%
  triton_mm_1836 0.2997 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4998 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2896 ms 100.0%
  mm 0.2915 ms 99.3%
  triton_mm_1782 0.2933 ms 98.7%
  triton_mm_1783 0.2982 ms 97.1%
  triton_mm_1778 0.3460 ms 83.7%
  triton_mm_1774 0.3519 ms 82.3%
  triton_mm_1776 0.3556 ms 81.4%
  triton_mm_1777 0.3815 ms 75.9%
  triton_mm_1779 0.3918 ms 73.9%
  triton_mm_1775 0.3990 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 9.9384 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2254 ms 100.0%
  triton_mm_1857 0.2773 ms 81.3%
  triton_mm_1854 0.2833 ms 79.6%
  triton_mm_1852 0.2838 ms 79.4%
  triton_mm_1858 0.2841 ms 79.3%
  triton_mm_1850 0.2856 ms 78.9%
  triton_mm_1859 0.2871 ms 78.5%
  triton_mm_1853 0.3106 ms 72.6%
  triton_mm_1855 0.3238 ms 69.6%
  triton_mm_1851 0.3287 ms 68.6%
SingleProcess AUTOTUNE benchmarking takes 9.9259 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1821 0.0992 ms 100.0%
  mm 0.1001 ms 99.1%
  triton_mm_1814 0.1043 ms 95.2%
  triton_mm_1820 0.1074 ms 92.4%
  triton_mm_1811 0.1179 ms 84.2%
  triton_mm_1812 0.1188 ms 83.5%
  triton_mm_1816 0.1204 ms 82.4%
  triton_mm_1819 0.1210 ms 82.0%
  triton_mm_1815 0.1270 ms 78.1%
  triton_mm_1817 0.1299 ms 76.4%
SingleProcess AUTOTUNE benchmarking takes 9.9094 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3016 ms 100.0%
  triton_mm_1762 0.3030 ms 99.5%
  triton_mm_1763 0.3078 ms 98.0%
  triton_mm_1764 0.3183 ms 94.8%
  triton_mm_1759 0.3421 ms 88.2%
  triton_mm_1757 0.3487 ms 86.5%
  triton_mm_1755 0.3493 ms 86.3%
  triton_mm_1758 0.3633 ms 83.0%
  triton_mm_1756 0.3849 ms 78.4%
  triton_mm_1760 0.3933 ms 76.7%
SingleProcess AUTOTUNE benchmarking takes 9.7705 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0839 ms 100.0%
  triton_mm_1801 0.0840 ms 99.8%
  triton_mm_1800 0.0858 ms 97.8%
  triton_mm_1797 0.0931 ms 90.1%
  triton_mm_1802 0.0936 ms 89.6%
  triton_mm_1793 0.0953 ms 88.0%
  triton_mm_1795 0.0959 ms 87.5%
  triton_mm_1794 0.1027 ms 81.7%
  triton_mm_1798 0.1049 ms 80.0%
  triton_mm_1796 0.1220 ms 68.7%
SingleProcess AUTOTUNE benchmarking takes 2.4161 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2770 ms 100.0%
  triton_mm_1910 0.2776 ms 99.8%
  triton_mm_1911 0.2820 ms 98.2%
  triton_mm_1912 0.3194 ms 86.7%
  triton_mm_1903 0.3467 ms 79.9%
  triton_mm_1905 0.3467 ms 79.9%
  triton_mm_1907 0.3504 ms 79.0%
  triton_mm_1904 0.3676 ms 75.3%
  triton_mm_1908 0.3910 ms 70.8%
  triton_mm_1906 0.4284 ms 64.7%
SingleProcess AUTOTUNE benchmarking takes 2.5279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3017 ms 100.0%
  triton_mm_1948 0.3056 ms 98.7%
  triton_mm_1949 0.3135 ms 96.2%
  triton_mm_1950 0.3249 ms 92.9%
  triton_mm_1945 0.3469 ms 87.0%
  triton_mm_1941 0.3550 ms 85.0%
  triton_mm_1943 0.3555 ms 84.9%
  triton_mm_1944 0.3724 ms 81.0%
  triton_mm_1942 0.3910 ms 77.2%
  triton_mm_1946 0.4008 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5366 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1885 0.0172 ms 100.0%
  triton_mm_1888 0.0173 ms 99.3%
  triton_mm_1882 0.0177 ms 96.8%
  triton_mm_1889 0.0182 ms 94.2%
  triton_mm_1883 0.0182 ms 94.0%
  triton_mm_1892 0.0183 ms 93.9%
  triton_mm_1884 0.0183 ms 93.5%
  triton_mm_1886 0.0184 ms 93.4%
  triton_mm_1891 0.0191 ms 89.6%
  triton_mm_1893 0.0192 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 5.8688 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2915 ms 100.0%
  triton_mm_1929 0.3011 ms 96.8%
  triton_mm_1930 0.3012 ms 96.8%
  triton_mm_1931 0.3046 ms 95.7%
  triton_mm_1924 0.3580 ms 81.4%
  triton_mm_1922 0.3608 ms 80.8%
  triton_mm_1926 0.3702 ms 78.7%
  triton_mm_1925 0.3866 ms 75.4%
  triton_mm_1927 0.4060 ms 71.8%
  triton_mm_1923 0.4095 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5375 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2927 ms 100.0%
  mm 0.2957 ms 99.0%
  triton_mm_1968 0.2981 ms 98.2%
  triton_mm_1969 0.3044 ms 96.1%
  triton_mm_1964 0.3538 ms 82.7%
  triton_mm_1960 0.3608 ms 81.1%
  triton_mm_1962 0.3634 ms 80.5%
  triton_mm_1963 0.3904 ms 75.0%
  triton_mm_1965 0.3985 ms 73.4%
  triton_mm_1961 0.4073 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.5320 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0267 ms 100.0%
  triton_mm_1864 0.0276 ms 96.5%
  triton_mm_1868 0.0307 ms 87.1%
  triton_mm_1872 0.0399 ms 66.9%
  triton_mm_1876 0.0508 ms 52.6%
  triton_mm_1863 0.0523 ms 51.0%
  triton_mm_1862 0.0559 ms 47.8%
  triton_mm_1867 0.0601 ms 44.4%
  triton_mm_1871 0.0616 ms 43.3%
  triton_mm_1861 0.0659 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 6.6771 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2253 ms 100.0%
  triton_mm_2043 0.2797 ms 80.6%
  triton_mm_2038 0.2869 ms 78.5%
  triton_mm_2044 0.2871 ms 78.5%
  triton_mm_2040 0.2879 ms 78.3%
  triton_mm_2036 0.2901 ms 77.7%
  triton_mm_2045 0.2912 ms 77.4%
  triton_mm_2039 0.3150 ms 71.5%
  triton_mm_2041 0.3276 ms 68.8%
  triton_mm_2037 0.3329 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.5073 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0832 ms 100.0%
  mm 0.0836 ms 99.5%
  triton_mm_1986 0.0848 ms 98.2%
  triton_mm_1983 0.0930 ms 89.5%
  triton_mm_1988 0.0943 ms 88.3%
  triton_mm_1979 0.0952 ms 87.4%
  triton_mm_1981 0.0959 ms 86.8%
  triton_mm_1980 0.1027 ms 81.0%
  triton_mm_1984 0.1049 ms 79.3%
  triton_mm_1982 0.1219 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.4134 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2265 ms 100.0%
  triton_mm_2025 0.2266 ms 100.0%
  triton_mm_2024 0.2318 ms 97.7%
  triton_mm_2026 0.2453 ms 92.3%
  triton_mm_2021 0.2615 ms 86.6%
  triton_mm_2019 0.2661 ms 85.1%
  triton_mm_2017 0.2674 ms 84.7%
  triton_mm_2020 0.2929 ms 77.3%
  triton_mm_2018 0.2933 ms 77.2%
  triton_mm_2022 0.3009 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5132 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2763 ms 100.0%
  mm 0.2772 ms 99.7%
  triton_mm_2097 0.2800 ms 98.7%
  triton_mm_2098 0.3191 ms 86.6%
  triton_mm_2089 0.3425 ms 80.7%
  triton_mm_2091 0.3461 ms 79.8%
  triton_mm_2093 0.3504 ms 78.8%
  triton_mm_2090 0.3682 ms 75.0%
  triton_mm_2094 0.3906 ms 70.7%
  triton_mm_2092 0.4270 ms 64.7%
SingleProcess AUTOTUNE benchmarking takes 2.5194 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3022 ms 100.0%
  triton_mm_2134 0.3063 ms 98.7%
  triton_mm_2135 0.3145 ms 96.1%
  triton_mm_2136 0.3235 ms 93.4%
  triton_mm_2131 0.3473 ms 87.0%
  triton_mm_2127 0.3540 ms 85.4%
  triton_mm_2129 0.3564 ms 84.8%
  triton_mm_2130 0.3704 ms 81.6%
  triton_mm_2128 0.3905 ms 77.4%
  triton_mm_2132 0.3989 ms 75.8%
SingleProcess AUTOTUNE benchmarking takes 2.5288 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2075 0.0171 ms 100.0%
  triton_mm_2069 0.0171 ms 99.8%
  triton_mm_2072 0.0173 ms 98.9%
  triton_mm_2076 0.0182 ms 94.0%
  triton_mm_2078 0.0183 ms 93.5%
  triton_mm_2070 0.0183 ms 93.2%
  triton_mm_2071 0.0185 ms 92.5%
  triton_mm_2074 0.0185 ms 92.2%
  triton_mm_2068 0.0186 ms 91.9%
  triton_mm_2079 0.0192 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 2.1131 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2923 ms 100.0%
  triton_mm_2116 0.3002 ms 97.4%
  triton_mm_2115 0.3006 ms 97.3%
  triton_mm_2117 0.3065 ms 95.4%
  triton_mm_2110 0.3580 ms 81.6%
  triton_mm_2108 0.3606 ms 81.1%
  triton_mm_2112 0.3695 ms 79.1%
  triton_mm_2111 0.3850 ms 75.9%
  triton_mm_2113 0.4038 ms 72.4%
  triton_mm_2109 0.4108 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5342 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2153 0.2930 ms 100.0%
  mm 0.2947 ms 99.4%
  triton_mm_2154 0.2985 ms 98.2%
  triton_mm_2155 0.3049 ms 96.1%
  triton_mm_2150 0.3513 ms 83.4%
  triton_mm_2146 0.3604 ms 81.3%
  triton_mm_2148 0.3617 ms 81.0%
  triton_mm_2149 0.3899 ms 75.2%
  triton_mm_2151 0.3980 ms 73.6%
  triton_mm_2147 0.4049 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5245 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0267 ms 100.0%
  triton_mm_2050 0.0278 ms 96.0%
  triton_mm_2054 0.0320 ms 83.4%
  triton_mm_2058 0.0399 ms 66.8%
  triton_mm_2062 0.0508 ms 52.5%
  triton_mm_2049 0.0524 ms 50.8%
  triton_mm_2048 0.0560 ms 47.6%
  triton_mm_2053 0.0593 ms 44.9%
  triton_mm_2057 0.0624 ms 42.7%
  triton_mm_2047 0.0653 ms 40.8%
SingleProcess AUTOTUNE benchmarking takes 2.0743 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2251 ms 100.0%
  triton_mm_2229 0.2788 ms 80.7%
  triton_mm_2224 0.2858 ms 78.8%
  triton_mm_2230 0.2868 ms 78.5%
  triton_mm_2226 0.2886 ms 78.0%
  triton_mm_2222 0.2905 ms 77.5%
  triton_mm_2231 0.2911 ms 77.3%
  triton_mm_2225 0.3147 ms 71.5%
  triton_mm_2227 0.3274 ms 68.7%
  triton_mm_2223 0.3329 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.5135 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0836 ms 100.0%
  triton_mm_2173 0.0839 ms 99.6%
  triton_mm_2172 0.0847 ms 98.7%
  triton_mm_2169 0.0929 ms 90.0%
  triton_mm_2174 0.0936 ms 89.3%
  triton_mm_2165 0.0947 ms 88.2%
  triton_mm_2167 0.0961 ms 87.0%
  triton_mm_2166 0.1029 ms 81.2%
  triton_mm_2170 0.1048 ms 79.7%
  triton_mm_2168 0.1227 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.4070 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2251 ms 100.0%
  triton_mm_2211 0.2270 ms 99.1%
  triton_mm_2210 0.2319 ms 97.1%
  triton_mm_2212 0.2445 ms 92.1%
  triton_mm_2207 0.2612 ms 86.2%
  triton_mm_2205 0.2651 ms 84.9%
  triton_mm_2203 0.2657 ms 84.7%
  triton_mm_2206 0.2927 ms 76.9%
  triton_mm_2204 0.2946 ms 76.4%
  triton_mm_2208 0.3006 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.4960 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2902 ms 100.0%
  triton_mm_2302 0.2999 ms 96.8%
  triton_mm_2301 0.3009 ms 96.4%
  triton_mm_2303 0.3034 ms 95.7%
  triton_mm_2296 0.3572 ms 81.3%
  triton_mm_2294 0.3585 ms 81.0%
  triton_mm_2298 0.3676 ms 78.9%
  triton_mm_2297 0.3845 ms 75.5%
  triton_mm_2299 0.4035 ms 71.9%
  triton_mm_2295 0.4082 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5361 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2339 0.2930 ms 100.0%
  mm 0.2935 ms 99.8%
  triton_mm_2340 0.2983 ms 98.2%
  triton_mm_2341 0.3033 ms 96.6%
  triton_mm_2336 0.3511 ms 83.5%
  triton_mm_2332 0.3588 ms 81.7%
  triton_mm_2334 0.3620 ms 81.0%
  triton_mm_2335 0.3883 ms 75.5%
  triton_mm_2337 0.3961 ms 74.0%
  triton_mm_2333 0.4057 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5371 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0267 ms 100.0%
  triton_mm_2236 0.0278 ms 96.0%
  triton_mm_2240 0.0320 ms 83.6%
  triton_mm_2244 0.0399 ms 67.0%
  triton_mm_2248 0.0520 ms 51.4%
  triton_mm_2235 0.0524 ms 51.0%
  triton_mm_2234 0.0561 ms 47.7%
  triton_mm_2239 0.0600 ms 44.5%
  triton_mm_2243 0.0624 ms 42.8%
  triton_mm_2233 0.0651 ms 41.0%
SingleProcess AUTOTUNE benchmarking takes 2.0899 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0839 ms 100.0%
  mm 0.0843 ms 99.5%
  triton_mm_2358 0.0854 ms 98.2%
  triton_mm_2355 0.0920 ms 91.3%
  triton_mm_2360 0.0935 ms 89.7%
  triton_mm_2351 0.0945 ms 88.8%
  triton_mm_2353 0.0960 ms 87.5%
  triton_mm_2352 0.1028 ms 81.6%
  triton_mm_2356 0.1057 ms 79.4%
  triton_mm_2354 0.1228 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.4200 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2246 ms 100.0%
  triton_mm_2397 0.2265 ms 99.2%
  triton_mm_2396 0.2316 ms 97.0%
  triton_mm_2398 0.2448 ms 91.8%
  triton_mm_2393 0.2593 ms 86.6%
  triton_mm_2391 0.2644 ms 84.9%
  triton_mm_2389 0.2664 ms 84.3%
  triton_mm_2392 0.2909 ms 77.2%
  triton_mm_2390 0.2938 ms 76.4%
  triton_mm_2394 0.3003 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5172 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2901 ms 100.0%
  triton_mm_2487 0.3005 ms 96.5%
  triton_mm_2488 0.3006 ms 96.5%
  triton_mm_2489 0.3038 ms 95.5%
  triton_mm_2482 0.3569 ms 81.3%
  triton_mm_2480 0.3590 ms 80.8%
  triton_mm_2484 0.3683 ms 78.8%
  triton_mm_2483 0.3919 ms 74.0%
  triton_mm_2485 0.4032 ms 72.0%
  triton_mm_2481 0.4082 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5464 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2525 0.2933 ms 100.0%
  mm 0.2942 ms 99.7%
  triton_mm_2526 0.2984 ms 98.3%
  triton_mm_2527 0.3036 ms 96.6%
  triton_mm_2522 0.3510 ms 83.6%
  triton_mm_2518 0.3581 ms 81.9%
  triton_mm_2520 0.3637 ms 80.7%
  triton_mm_2521 0.3902 ms 75.2%
  triton_mm_2523 0.3961 ms 74.1%
  triton_mm_2519 0.4038 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5383 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0265 ms 100.0%
  triton_mm_2422 0.0266 ms 99.5%
  triton_mm_2426 0.0318 ms 83.4%
  triton_mm_2430 0.0399 ms 66.4%
  triton_mm_2434 0.0518 ms 51.1%
  triton_mm_2421 0.0524 ms 50.6%
  triton_mm_2420 0.0559 ms 47.4%
  triton_mm_2425 0.0593 ms 44.7%
  triton_mm_2429 0.0623 ms 42.5%
  triton_mm_2419 0.0651 ms 40.7%
SingleProcess AUTOTUNE benchmarking takes 2.0974 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0838 ms 100.0%
  triton_mm_2545 0.0840 ms 99.7%
  triton_mm_2544 0.0846 ms 99.0%
  triton_mm_2541 0.0920 ms 91.1%
  triton_mm_2546 0.0944 ms 88.8%
  triton_mm_2537 0.0954 ms 87.8%
  triton_mm_2539 0.0960 ms 87.3%
  triton_mm_2538 0.1028 ms 81.5%
  triton_mm_2542 0.1057 ms 79.3%
  triton_mm_2540 0.1227 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.4271 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2254 ms 100.0%
  triton_mm_2583 0.2267 ms 99.4%
  triton_mm_2582 0.2312 ms 97.5%
  triton_mm_2584 0.2441 ms 92.3%
  triton_mm_2579 0.2598 ms 86.8%
  triton_mm_2577 0.2652 ms 85.0%
  triton_mm_2575 0.2665 ms 84.6%
  triton_mm_2578 0.2913 ms 77.4%
  triton_mm_2576 0.2940 ms 76.7%
  triton_mm_2580 0.2997 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5168 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0268 ms 100.0%
  triton_mm_2608 0.0276 ms 97.2%
  triton_mm_2612 0.0318 ms 84.4%
  triton_mm_2616 0.0399 ms 67.2%
  triton_mm_2607 0.0516 ms 52.0%
  triton_mm_2620 0.0518 ms 51.7%
  triton_mm_2606 0.0558 ms 48.0%
  triton_mm_2611 0.0601 ms 44.6%
  triton_mm_2615 0.0623 ms 43.1%
  triton_mm_2605 0.0651 ms 41.2%
SingleProcess AUTOTUNE benchmarking takes 2.0994 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2731 0.0840 ms 100.0%
  mm 0.0841 ms 99.8%
  triton_mm_2730 0.0847 ms 99.1%
  triton_mm_2727 0.0929 ms 90.4%
  triton_mm_2732 0.0936 ms 89.7%
  triton_mm_2723 0.0946 ms 88.8%
  triton_mm_2725 0.0962 ms 87.2%
  triton_mm_2724 0.1032 ms 81.3%
  triton_mm_2728 0.1049 ms 80.1%
  triton_mm_2726 0.1227 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 2.4162 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2256 ms 100.0%
  triton_mm_2769 0.2271 ms 99.3%
  triton_mm_2768 0.2325 ms 97.1%
  triton_mm_2770 0.2440 ms 92.5%
  triton_mm_2765 0.2599 ms 86.8%
  triton_mm_2761 0.2659 ms 84.8%
  triton_mm_2763 0.2660 ms 84.8%
  triton_mm_2764 0.2924 ms 77.2%
  triton_mm_2762 0.2944 ms 76.6%
  triton_mm_2766 0.2998 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5092 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0266 ms 100.0%
  mm 0.0268 ms 99.3%
  triton_mm_2798 0.0307 ms 86.8%
  triton_mm_2802 0.0399 ms 66.8%
  triton_mm_2806 0.0518 ms 51.4%
  triton_mm_2793 0.0523 ms 50.9%
  triton_mm_2792 0.0558 ms 47.7%
  triton_mm_2797 0.0593 ms 44.9%
  triton_mm_2801 0.0624 ms 42.7%
  triton_mm_2791 0.0658 ms 40.4%
SingleProcess AUTOTUNE benchmarking takes 2.0847 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2230 ms 100.0%
  triton_mm_2955 0.2270 ms 98.3%
  triton_mm_2954 0.2314 ms 96.4%
  triton_mm_2956 0.2442 ms 91.3%
  triton_mm_2951 0.2595 ms 85.9%
  triton_mm_2949 0.2660 ms 83.8%
  triton_mm_2947 0.2665 ms 83.7%
  triton_mm_2948 0.2925 ms 76.2%
  triton_mm_2950 0.2927 ms 76.2%
  triton_mm_2952 0.2993 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.5090 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2234 ms 100.0%
  triton_mm_3141 0.2261 ms 98.8%
  triton_mm_3140 0.2322 ms 96.2%
  triton_mm_3142 0.2444 ms 91.4%
  triton_mm_3137 0.2601 ms 85.9%
  triton_mm_3135 0.2647 ms 84.4%
  triton_mm_3133 0.2655 ms 84.1%
  triton_mm_3136 0.2902 ms 77.0%
  triton_mm_3134 0.2932 ms 76.2%
  triton_mm_3138 0.2996 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.5026 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2222 ms 100.0%
  triton_mm_3327 0.2263 ms 98.2%
  triton_mm_3326 0.2308 ms 96.3%
  triton_mm_3328 0.2432 ms 91.4%
  triton_mm_3323 0.2595 ms 85.6%
  triton_mm_3321 0.2646 ms 84.0%
  triton_mm_3319 0.2665 ms 83.4%
  triton_mm_3322 0.2919 ms 76.1%
  triton_mm_3320 0.2923 ms 76.0%
  triton_mm_3324 0.2992 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.5054 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0291 ms 100.0%
  triton_mm_4874 0.0442 ms 65.8%
  triton_mm_4878 0.0478 ms 60.8%
  triton_mm_4882 0.0488 ms 59.6%
  triton_mm_4872 0.0588 ms 49.5%
  triton_mm_4873 0.0633 ms 45.9%
  triton_mm_4881 0.0683 ms 42.6%
  triton_mm_4871 0.0706 ms 41.2%
  triton_mm_4877 0.0729 ms 39.9%
  triton_mm_4880 0.0781 ms 37.2%
SingleProcess AUTOTUNE benchmarking takes 7.7809 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE addmm(6840x1088, 6840x64, 64x1088)
  triton_mm_13 0.0320 ms 100.0%
  triton_mm_9 0.0336 ms 95.4%
  triton_mm_16 0.0337 ms 95.1%
  triton_mm_8 0.0342 ms 93.7%
  triton_mm_6 0.0359 ms 89.3%
  triton_mm_5 0.0364 ms 88.0%
  triton_mm_7 0.0372 ms 86.2%
  triton_mm_12 0.0376 ms 85.3%
  triton_mm_11 0.0383 ms 83.6%
  triton_mm_10 0.0387 ms 82.7%
SingleProcess AUTOTUNE benchmarking takes 2.5364 seconds and 0.0168 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0214 ms 100.0%
  triton_mm_26 0.0227 ms 94.2%
  triton_mm_27 0.0229 ms 93.6%
  triton_mm_23 0.0230 ms 92.9%
  triton_mm_31 0.0230 ms 92.9%
  triton_mm_30 0.0237 ms 90.2%
  bias_addmm 0.0241 ms 89.0%
  triton_mm_21 0.0241 ms 88.8%
  triton_mm_22 0.0245 ms 87.2%
  triton_mm_20 0.0246 ms 86.9%
SingleProcess AUTOTUNE benchmarking takes 2.1990 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2206 ms 100.0%
  triton_mm_53 0.2263 ms 97.5%
  triton_mm_54 0.2544 ms 86.7%
  triton_mm_47 0.2625 ms 84.0%
  triton_mm_49 0.2708 ms 81.5%
  triton_mm_45 0.2733 ms 80.7%
  bias_addmm 0.2999 ms 73.6%
  triton_mm_46 0.3053 ms 72.3%
  triton_mm_50 0.3085 ms 71.5%
  addmm 0.3233 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.5484 seconds and 0.0217 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0903 ms 100.0%
  triton_mm_71 0.0907 ms 99.6%
  bias_addmm 0.0977 ms 92.4%
  triton_mm_68 0.0981 ms 92.0%
  triton_mm_66 0.0991 ms 91.1%
  triton_mm_73 0.0992 ms 91.0%
  triton_mm_64 0.1023 ms 88.3%
  addmm 0.1109 ms 81.4%
  triton_mm_65 0.1110 ms 81.3%
  triton_mm_69 0.1132 ms 79.8%
SingleProcess AUTOTUNE benchmarking takes 2.5081 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_90 0.2898 ms 100.0%
  triton_mm_91 0.2941 ms 98.6%
  bias_addmm 0.3258 ms 89.0%
  triton_mm_92 0.3330 ms 87.0%
  triton_mm_85 0.3389 ms 85.5%
  triton_mm_83 0.3588 ms 80.8%
  triton_mm_87 0.3612 ms 80.2%
  addmm 0.3647 ms 79.5%
  triton_mm_84 0.3998 ms 72.5%
  triton_mm_88 0.4097 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.7066 seconds and 0.0434 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2880 ms 100.0%
  triton_mm_110 0.3048 ms 94.5%
  triton_mm_109 0.3149 ms 91.5%
  addmm 0.3243 ms 88.8%
  triton_mm_111 0.3260 ms 88.4%
  triton_mm_106 0.3537 ms 81.4%
  triton_mm_104 0.3549 ms 81.2%
  triton_mm_102 0.3705 ms 77.7%
  triton_mm_105 0.3706 ms 77.7%
  triton_mm_107 0.4049 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.6513 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0214 ms 100.0%
  triton_mm_119 0.0227 ms 94.4%
  triton_mm_116 0.0228 ms 94.0%
  triton_mm_120 0.0228 ms 93.8%
  triton_mm_124 0.0231 ms 92.5%
  bias_addmm 0.0241 ms 88.7%
  triton_mm_114 0.0241 ms 88.7%
  triton_mm_115 0.0245 ms 87.1%
  triton_mm_113 0.0246 ms 87.0%
  triton_mm_123 0.0249 ms 85.9%
SingleProcess AUTOTUNE benchmarking takes 2.1958 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_183 0.2906 ms 100.0%
  triton_mm_184 0.2937 ms 99.0%
  bias_addmm 0.3250 ms 89.4%
  triton_mm_185 0.3317 ms 87.6%
  triton_mm_178 0.3398 ms 85.5%
  triton_mm_176 0.3589 ms 81.0%
  triton_mm_180 0.3608 ms 80.5%
  addmm 0.3799 ms 76.5%
  triton_mm_177 0.3978 ms 73.1%
  triton_mm_181 0.4084 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6484 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_221 0.0214 ms 100.0%
  triton_mm_213 0.0228 ms 93.8%
  triton_mm_209 0.0228 ms 93.7%
  triton_mm_217 0.0230 ms 93.2%
  triton_mm_212 0.0237 ms 90.3%
  triton_mm_216 0.0238 ms 90.0%
  triton_mm_206 0.0244 ms 87.7%
  triton_mm_207 0.0252 ms 85.1%
  triton_mm_208 0.0256 ms 83.6%
  bias_addmm 0.0260 ms 82.2%
SingleProcess AUTOTUNE benchmarking takes 2.1991 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_276 0.2905 ms 100.0%
  triton_mm_277 0.2932 ms 99.1%
  bias_addmm 0.3253 ms 89.3%
  triton_mm_278 0.3314 ms 87.7%
  triton_mm_271 0.3387 ms 85.8%
  triton_mm_269 0.3574 ms 81.3%
  triton_mm_273 0.3605 ms 80.6%
  addmm 0.3659 ms 79.4%
  triton_mm_270 0.3977 ms 73.1%
  triton_mm_274 0.4069 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6450 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_369 0.2900 ms 100.0%
  triton_mm_370 0.2947 ms 98.4%
  bias_addmm 0.3253 ms 89.2%
  triton_mm_371 0.3345 ms 86.7%
  triton_mm_364 0.3395 ms 85.4%
  triton_mm_362 0.3574 ms 81.1%
  triton_mm_366 0.3617 ms 80.2%
  addmm 0.3643 ms 79.6%
  triton_mm_363 0.3952 ms 73.4%
  triton_mm_367 0.4084 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6469 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_462 0.2895 ms 100.0%
  triton_mm_463 0.2941 ms 98.4%
  bias_addmm 0.3262 ms 88.8%
  triton_mm_464 0.3314 ms 87.4%
  triton_mm_457 0.3389 ms 85.4%
  triton_mm_455 0.3576 ms 80.9%
  triton_mm_459 0.3612 ms 80.2%
  triton_mm_456 0.3979 ms 72.8%
  triton_mm_460 0.4097 ms 70.7%
  addmm 0.4180 ms 69.2%
SingleProcess AUTOTUNE benchmarking takes 2.6537 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0134 ms 100.0%
  triton_mm_1608 0.0141 ms 95.0%
  triton_mm_1612 0.0164 ms 81.5%
  triton_mm_1616 0.0166 ms 80.7%
  mm 0.0168 ms 79.5%
  triton_mm_1602 0.0175 ms 76.3%
  triton_mm_1603 0.0178 ms 75.0%
  triton_mm_1607 0.0184 ms 72.6%
  triton_mm_1601 0.0186 ms 71.8%
  triton_mm_1611 0.0199 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 7.6984 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1088, 1088x32768)
  bias_addmm 2.1867 ms 100.0%
  triton_mm_1634 2.2019 ms 99.3%
  triton_mm_1633 2.2285 ms 98.1%
  triton_mm_1635 2.4913 ms 87.8%
  triton_mm_1628 2.6270 ms 83.2%
  triton_mm_1630 2.7377 ms 79.9%
  triton_mm_1626 2.8268 ms 77.4%
  addmm 2.9103 ms 75.1%
  triton_mm_1627 3.0875 ms 70.8%
  triton_mm_1631 3.0937 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 11.7217 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(32768x6864, 6864x1088)
  triton_mm_1671 2.0466 ms 100.0%
  triton_mm_1672 2.1252 ms 96.3%
  mm 2.2375 ms 91.5%
  triton_mm_1673 2.2545 ms 90.8%
  triton_mm_1668 2.5760 ms 79.4%
  triton_mm_1664 2.6382 ms 77.6%
  triton_mm_1666 2.6482 ms 77.3%
  triton_mm_1669 2.7332 ms 74.9%
  triton_mm_1667 2.8164 ms 72.7%
  triton_mm_1665 2.9252 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 10.0483 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2882 ms 100.0%
  triton_mm_1744 0.2915 ms 98.9%
  triton_mm_1743 0.2929 ms 98.4%
  triton_mm_1745 0.2953 ms 97.6%
  triton_mm_1738 0.3461 ms 83.3%
  triton_mm_1736 0.3503 ms 82.3%
  triton_mm_1740 0.3568 ms 80.8%
  triton_mm_1739 0.3723 ms 77.4%
  triton_mm_1741 0.3930 ms 73.3%
  triton_mm_1737 0.3984 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 9.8694 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1696 0.0113 ms 100.0%
  triton_mm_1701 0.0115 ms 98.1%
  triton_mm_1699 0.0116 ms 97.8%
  triton_mm_1703 0.0116 ms 97.2%
  triton_mm_1700 0.0119 ms 95.1%
  triton_mm_1706 0.0120 ms 94.1%
  triton_mm_1704 0.0121 ms 93.4%
  triton_mm_1698 0.0122 ms 92.8%
  triton_mm_1691 0.0122 ms 92.7%
  triton_mm_1702 0.0122 ms 92.5%
SingleProcess AUTOTUNE benchmarking takes 6.0052 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0155 ms 100.0%
  mm 0.0173 ms 89.3%
  triton_mm_1682 0.0178 ms 87.2%
  triton_mm_1686 0.0215 ms 71.9%
  triton_mm_1677 0.0223 ms 69.4%
  triton_mm_1690 0.0238 ms 65.0%
  triton_mm_1676 0.0241 ms 64.2%
  triton_mm_1685 0.0256 ms 60.4%
  triton_mm_1675 0.0263 ms 59.0%
  triton_mm_1681 0.0263 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 7.6580 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1088)
  mm 2.0708 ms 100.0%
  triton_mm_1652 2.2486 ms 92.1%
  triton_mm_1653 2.2630 ms 91.5%
  triton_mm_1654 2.3265 ms 89.0%
  triton_mm_1645 2.7183 ms 76.2%
  triton_mm_1647 2.7477 ms 75.4%
  triton_mm_1649 2.7648 ms 74.9%
  triton_mm_1648 2.8028 ms 73.9%
  triton_mm_1646 2.8764 ms 72.0%
  triton_mm_1650 2.9194 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 10.1712 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2733 ms 100.0%
  mm 0.2743 ms 99.6%
  triton_mm_1725 0.2768 ms 98.7%
  triton_mm_1726 0.3134 ms 87.2%
  triton_mm_1717 0.3353 ms 81.5%
  triton_mm_1719 0.3407 ms 80.2%
  triton_mm_1721 0.3453 ms 79.1%
  triton_mm_1718 0.3632 ms 75.3%
  triton_mm_1722 0.3852 ms 71.0%
  triton_mm_1720 0.4246 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5278 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2197 ms 100.0%
  triton_mm_1838 0.2269 ms 96.8%
  triton_mm_1840 0.2375 ms 92.5%
  triton_mm_1835 0.2521 ms 87.2%
  triton_mm_1833 0.2557 ms 85.9%
  mm 0.2569 ms 85.5%
  triton_mm_1831 0.2575 ms 85.3%
  triton_mm_1834 0.2822 ms 77.9%
  triton_mm_1832 0.2850 ms 77.1%
  triton_mm_1836 0.2908 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 9.8628 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2882 ms 100.0%
  triton_mm_1781 0.2886 ms 99.9%
  triton_mm_1782 0.2950 ms 97.7%
  triton_mm_1783 0.3008 ms 95.8%
  triton_mm_1778 0.3444 ms 83.7%
  triton_mm_1774 0.3514 ms 82.0%
  triton_mm_1776 0.3554 ms 81.1%
  triton_mm_1777 0.3815 ms 75.6%
  triton_mm_1779 0.3908 ms 73.7%
  triton_mm_1775 0.3991 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5415 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2236 ms 100.0%
  triton_mm_1857 0.2752 ms 81.2%
  triton_mm_1852 0.2776 ms 80.5%
  triton_mm_1854 0.2793 ms 80.1%
  triton_mm_1850 0.2811 ms 79.5%
  triton_mm_1858 0.2817 ms 79.4%
  triton_mm_1859 0.2857 ms 78.3%
  triton_mm_1853 0.3071 ms 72.8%
  triton_mm_1855 0.3202 ms 69.8%
  triton_mm_1851 0.3259 ms 68.6%
SingleProcess AUTOTUNE benchmarking takes 9.9161 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_1821 0.0997 ms 97.1%
  triton_mm_1814 0.1046 ms 92.5%
  triton_mm_1820 0.1088 ms 88.9%
  triton_mm_1811 0.1186 ms 81.6%
  triton_mm_1812 0.1194 ms 81.1%
  triton_mm_1816 0.1199 ms 80.7%
  triton_mm_1819 0.1225 ms 79.0%
  triton_mm_1815 0.1260 ms 76.8%
  triton_mm_1817 0.1314 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.4202 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2964 ms 100.0%
  triton_mm_1762 0.3018 ms 98.2%
  triton_mm_1763 0.3094 ms 95.8%
  triton_mm_1764 0.3196 ms 92.7%
  triton_mm_1759 0.3409 ms 87.0%
  triton_mm_1757 0.3484 ms 85.1%
  triton_mm_1755 0.3490 ms 84.9%
  triton_mm_1758 0.3665 ms 80.9%
  triton_mm_1756 0.3841 ms 77.2%
  triton_mm_1760 0.3947 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5292 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0843 ms 100.0%
  mm 0.0851 ms 99.1%
  triton_mm_1800 0.0858 ms 98.2%
  triton_mm_1797 0.0935 ms 90.2%
  triton_mm_1802 0.0948 ms 88.9%
  triton_mm_1793 0.0954 ms 88.4%
  triton_mm_1795 0.0965 ms 87.4%
  triton_mm_1794 0.1031 ms 81.8%
  triton_mm_1798 0.1052 ms 80.2%
  triton_mm_1796 0.1233 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.4099 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2721 ms 100.0%
  mm 0.2740 ms 99.3%
  triton_mm_1911 0.2765 ms 98.4%
  triton_mm_1912 0.3146 ms 86.5%
  triton_mm_1903 0.3371 ms 80.7%
  triton_mm_1905 0.3405 ms 79.9%
  triton_mm_1907 0.3440 ms 79.1%
  triton_mm_1904 0.3608 ms 75.4%
  triton_mm_1908 0.3848 ms 70.7%
  triton_mm_1906 0.4242 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.5231 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1889 0.0173 ms 100.0%
  triton_mm_1888 0.0174 ms 99.3%
  triton_mm_1886 0.0175 ms 99.1%
  triton_mm_1882 0.0177 ms 97.8%
  triton_mm_1885 0.0183 ms 94.7%
  triton_mm_1887 0.0184 ms 94.3%
  triton_mm_1892 0.0184 ms 94.3%
  triton_mm_1883 0.0186 ms 93.1%
  triton_mm_1884 0.0192 ms 90.3%
  triton_mm_1893 0.0193 ms 89.7%
SingleProcess AUTOTUNE benchmarking takes 5.9205 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2875 ms 100.0%
  triton_mm_1930 0.2958 ms 97.2%
  triton_mm_1929 0.2980 ms 96.5%
  triton_mm_1931 0.3006 ms 95.6%
  triton_mm_1924 0.3524 ms 81.6%
  triton_mm_1922 0.3543 ms 81.1%
  triton_mm_1926 0.3617 ms 79.5%
  triton_mm_1925 0.3792 ms 75.8%
  triton_mm_1927 0.4002 ms 71.8%
  triton_mm_1923 0.4045 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5367 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2894 ms 100.0%
  mm 0.2908 ms 99.5%
  triton_mm_1968 0.2948 ms 98.2%
  triton_mm_1969 0.3007 ms 96.2%
  triton_mm_1964 0.3451 ms 83.9%
  triton_mm_1960 0.3545 ms 81.6%
  triton_mm_1962 0.3562 ms 81.2%
  triton_mm_1963 0.3820 ms 75.7%
  triton_mm_1965 0.3919 ms 73.8%
  triton_mm_1961 0.3994 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0268 ms 100.0%
  triton_mm_1864 0.0278 ms 96.5%
  triton_mm_1868 0.0308 ms 87.2%
  triton_mm_1872 0.0409 ms 65.6%
  triton_mm_1876 0.0519 ms 51.7%
  triton_mm_1863 0.0525 ms 51.1%
  triton_mm_1862 0.0564 ms 47.5%
  triton_mm_1867 0.0606 ms 44.2%
  triton_mm_1871 0.0628 ms 42.7%
  triton_mm_1861 0.0662 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 6.6142 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2222 ms 100.0%
  triton_mm_2043 0.2771 ms 80.2%
  triton_mm_2038 0.2836 ms 78.4%
  triton_mm_2044 0.2840 ms 78.3%
  triton_mm_2040 0.2840 ms 78.2%
  triton_mm_2036 0.2847 ms 78.1%
  triton_mm_2045 0.2891 ms 76.9%
  triton_mm_2039 0.3104 ms 71.6%
  triton_mm_2041 0.3248 ms 68.4%
  triton_mm_2037 0.3288 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.5075 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_2007 0.0991 ms 97.7%
  triton_mm_2000 0.1058 ms 91.5%
  triton_mm_2006 0.1088 ms 89.0%
  triton_mm_1997 0.1179 ms 82.1%
  triton_mm_2002 0.1202 ms 80.5%
  triton_mm_1998 0.1205 ms 80.3%
  triton_mm_2005 0.1223 ms 79.1%
  triton_mm_2001 0.1274 ms 76.0%
  triton_mm_2003 0.1316 ms 73.5%
SingleProcess AUTOTUNE benchmarking takes 2.4132 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2218 ms 100.0%
  triton_mm_2025 0.2251 ms 98.5%
  triton_mm_2024 0.2296 ms 96.6%
  triton_mm_2026 0.2419 ms 91.7%
  triton_mm_2021 0.2564 ms 86.5%
  triton_mm_2019 0.2616 ms 84.8%
  triton_mm_2017 0.2630 ms 84.3%
  triton_mm_2020 0.2896 ms 76.6%
  triton_mm_2018 0.2902 ms 76.4%
  triton_mm_2022 0.2961 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.5121 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2734 ms 100.0%
  mm 0.2744 ms 99.6%
  triton_mm_2097 0.2777 ms 98.5%
  triton_mm_2098 0.3161 ms 86.5%
  triton_mm_2089 0.3383 ms 80.8%
  triton_mm_2091 0.3421 ms 79.9%
  triton_mm_2093 0.3463 ms 79.0%
  triton_mm_2090 0.3643 ms 75.0%
  triton_mm_2094 0.3860 ms 70.8%
  triton_mm_2092 0.4247 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5241 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0172 ms 100.0%
  triton_mm_2072 0.0175 ms 98.7%
  triton_mm_2074 0.0175 ms 98.7%
  triton_mm_2076 0.0183 ms 94.1%
  triton_mm_2070 0.0185 ms 93.4%
  triton_mm_2071 0.0185 ms 93.4%
  triton_mm_2075 0.0185 ms 93.3%
  triton_mm_2068 0.0187 ms 92.4%
  triton_mm_2073 0.0192 ms 89.8%
  triton_mm_2079 0.0193 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 2.1346 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2907 ms 100.0%
  triton_mm_2153 0.2914 ms 99.8%
  triton_mm_2154 0.2956 ms 98.3%
  triton_mm_2155 0.3012 ms 96.5%
  triton_mm_2150 0.3461 ms 84.0%
  triton_mm_2146 0.3541 ms 82.1%
  triton_mm_2148 0.3564 ms 81.6%
  triton_mm_2149 0.3829 ms 75.9%
  triton_mm_2151 0.3936 ms 73.9%
  triton_mm_2147 0.4019 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5322 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0265 ms 100.0%
  mm 0.0270 ms 98.1%
  triton_mm_2054 0.0320 ms 82.7%
  triton_mm_2058 0.0400 ms 66.2%
  triton_mm_2062 0.0509 ms 52.0%
  triton_mm_2049 0.0516 ms 51.3%
  triton_mm_2048 0.0555 ms 47.7%
  triton_mm_2053 0.0605 ms 43.8%
  triton_mm_2057 0.0628 ms 42.2%
  triton_mm_2047 0.0660 ms 40.2%
SingleProcess AUTOTUNE benchmarking takes 2.0700 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2232 ms 100.0%
  triton_mm_2229 0.2775 ms 80.4%
  triton_mm_2224 0.2834 ms 78.8%
  triton_mm_2226 0.2840 ms 78.6%
  triton_mm_2230 0.2855 ms 78.2%
  triton_mm_2222 0.2885 ms 77.4%
  triton_mm_2231 0.2897 ms 77.1%
  triton_mm_2225 0.3127 ms 71.4%
  triton_mm_2227 0.3252 ms 68.7%
  triton_mm_2223 0.3316 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.5081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0969 ms 100.0%
  triton_mm_2193 0.0986 ms 98.3%
  triton_mm_2186 0.1058 ms 91.6%
  triton_mm_2192 0.1080 ms 89.7%
  triton_mm_2183 0.1187 ms 81.6%
  triton_mm_2188 0.1202 ms 80.6%
  triton_mm_2184 0.1203 ms 80.5%
  triton_mm_2191 0.1216 ms 79.7%
  triton_mm_2187 0.1274 ms 76.1%
  triton_mm_2189 0.1315 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 3.3956 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2227 ms 100.0%
  triton_mm_2211 0.2264 ms 98.4%
  triton_mm_2210 0.2310 ms 96.4%
  triton_mm_2212 0.2430 ms 91.6%
  triton_mm_2207 0.2570 ms 86.7%
  triton_mm_2205 0.2622 ms 84.9%
  triton_mm_2203 0.2642 ms 84.3%
  triton_mm_2206 0.2895 ms 76.9%
  triton_mm_2204 0.2912 ms 76.5%
  triton_mm_2208 0.2977 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5109 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2282 0.2751 ms 100.0%
  mm 0.2756 ms 99.8%
  triton_mm_2283 0.2791 ms 98.6%
  triton_mm_2284 0.3153 ms 87.3%
  triton_mm_2275 0.3382 ms 81.3%
  triton_mm_2277 0.3419 ms 80.5%
  triton_mm_2279 0.3460 ms 79.5%
  triton_mm_2276 0.3635 ms 75.7%
  triton_mm_2280 0.3864 ms 71.2%
  triton_mm_2278 0.4232 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 2.5276 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2261 0.0173 ms 100.0%
  triton_mm_2255 0.0182 ms 95.2%
  triton_mm_2257 0.0185 ms 93.4%
  triton_mm_2260 0.0186 ms 92.7%
  triton_mm_2254 0.0187 ms 92.6%
  triton_mm_2258 0.0187 ms 92.6%
  triton_mm_2259 0.0190 ms 90.9%
  triton_mm_2262 0.0192 ms 90.1%
  triton_mm_2265 0.0193 ms 89.7%
  triton_mm_2264 0.0193 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 2.1510 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2914 ms 100.0%
  triton_mm_2339 0.2918 ms 99.9%
  triton_mm_2340 0.2958 ms 98.5%
  triton_mm_2341 0.3018 ms 96.6%
  triton_mm_2336 0.3473 ms 83.9%
  triton_mm_2332 0.3553 ms 82.0%
  triton_mm_2334 0.3582 ms 81.4%
  triton_mm_2335 0.3843 ms 75.8%
  triton_mm_2337 0.3945 ms 73.9%
  triton_mm_2333 0.4027 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5424 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0265 ms 100.0%
  mm 0.0269 ms 98.5%
  triton_mm_2240 0.0308 ms 85.9%
  triton_mm_2244 0.0400 ms 66.2%
  triton_mm_2248 0.0514 ms 51.6%
  triton_mm_2235 0.0516 ms 51.3%
  triton_mm_2234 0.0563 ms 47.1%
  triton_mm_2239 0.0605 ms 43.8%
  triton_mm_2243 0.0621 ms 42.7%
  triton_mm_2233 0.0661 ms 40.1%
SingleProcess AUTOTUNE benchmarking takes 2.0993 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2225 ms 100.0%
  triton_mm_2415 0.2793 ms 79.7%
  triton_mm_2412 0.2837 ms 78.4%
  triton_mm_2410 0.2838 ms 78.4%
  triton_mm_2416 0.2863 ms 77.7%
  triton_mm_2408 0.2873 ms 77.4%
  triton_mm_2417 0.2909 ms 76.5%
  triton_mm_2411 0.3127 ms 71.2%
  triton_mm_2413 0.3259 ms 68.3%
  triton_mm_2409 0.3309 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.5157 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0977 ms 100.0%
  triton_mm_2379 0.0992 ms 98.5%
  triton_mm_2372 0.1050 ms 93.1%
  triton_mm_2378 0.1088 ms 89.8%
  triton_mm_2369 0.1186 ms 82.4%
  triton_mm_2370 0.1196 ms 81.7%
  triton_mm_2374 0.1210 ms 80.8%
  triton_mm_2377 0.1223 ms 79.9%
  triton_mm_2373 0.1265 ms 77.3%
  triton_mm_2375 0.1306 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4276 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2234 ms 100.0%
  triton_mm_2397 0.2255 ms 99.1%
  triton_mm_2396 0.2317 ms 96.4%
  triton_mm_2398 0.2439 ms 91.6%
  triton_mm_2393 0.2588 ms 86.3%
  triton_mm_2389 0.2629 ms 85.0%
  triton_mm_2391 0.2632 ms 84.9%
  triton_mm_2392 0.2896 ms 77.1%
  triton_mm_2390 0.2926 ms 76.3%
  triton_mm_2394 0.2992 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.5174 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2749 ms 100.0%
  triton_mm_2468 0.2760 ms 99.6%
  triton_mm_2469 0.2780 ms 98.9%
  triton_mm_2470 0.3147 ms 87.4%
  triton_mm_2461 0.3392 ms 81.0%
  triton_mm_2463 0.3432 ms 80.1%
  triton_mm_2465 0.3440 ms 79.9%
  triton_mm_2462 0.3650 ms 75.3%
  triton_mm_2466 0.3862 ms 71.2%
  triton_mm_2464 0.4245 ms 64.8%
SingleProcess AUTOTUNE benchmarking takes 2.5363 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0265 ms 100.0%
  mm 0.0268 ms 98.7%
  triton_mm_2426 0.0321 ms 82.5%
  triton_mm_2430 0.0414 ms 64.0%
  triton_mm_2434 0.0510 ms 52.0%
  triton_mm_2421 0.0525 ms 50.5%
  triton_mm_2420 0.0555 ms 47.7%
  triton_mm_2425 0.0597 ms 44.4%
  triton_mm_2429 0.0630 ms 42.1%
  triton_mm_2419 0.0653 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 2.0999 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2654 0.2736 ms 100.0%
  mm 0.2744 ms 99.7%
  triton_mm_2655 0.2769 ms 98.8%
  triton_mm_2656 0.3134 ms 87.3%
  triton_mm_2647 0.3385 ms 80.8%
  triton_mm_2649 0.3415 ms 80.1%
  triton_mm_2651 0.3443 ms 79.5%
  triton_mm_2648 0.3635 ms 75.3%
  triton_mm_2652 0.3845 ms 71.2%
  triton_mm_2650 0.4258 ms 64.3%
SingleProcess AUTOTUNE benchmarking takes 2.5365 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0268 ms 100.0%
  triton_mm_2608 0.0276 ms 97.3%
  triton_mm_2612 0.0308 ms 87.0%
  triton_mm_2616 0.0409 ms 65.7%
  triton_mm_2620 0.0514 ms 52.2%
  triton_mm_2607 0.0525 ms 51.2%
  triton_mm_2606 0.0563 ms 47.7%
  triton_mm_2611 0.0606 ms 44.3%
  triton_mm_2615 0.0621 ms 43.2%
  triton_mm_2605 0.0660 ms 40.7%
SingleProcess AUTOTUNE benchmarking takes 2.0865 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0265 ms 100.0%
  mm 0.0271 ms 97.7%
  triton_mm_2798 0.0308 ms 86.0%
  triton_mm_2802 0.0413 ms 64.1%
  triton_mm_2806 0.0509 ms 52.1%
  triton_mm_2793 0.0516 ms 51.3%
  triton_mm_2792 0.0563 ms 47.0%
  triton_mm_2797 0.0597 ms 44.4%
  triton_mm_2801 0.0630 ms 42.1%
  triton_mm_2791 0.0653 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 2.0958 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2980 0.0265 ms 100.0%
  mm 0.0272 ms 97.4%
  triton_mm_2984 0.0321 ms 82.4%
  triton_mm_2988 0.0405 ms 65.4%
  triton_mm_2992 0.0509 ms 52.0%
  triton_mm_2979 0.0526 ms 50.3%
  triton_mm_2978 0.0555 ms 47.7%
  triton_mm_2983 0.0597 ms 44.3%
  triton_mm_2987 0.0621 ms 42.6%
  triton_mm_2977 0.0661 ms 40.0%
SingleProcess AUTOTUNE benchmarking takes 2.0913 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_3166 0.0265 ms 100.0%
  mm 0.0270 ms 98.1%
  triton_mm_3170 0.0319 ms 83.0%
  triton_mm_3174 0.0400 ms 66.2%
  triton_mm_3178 0.0520 ms 50.9%
  triton_mm_3165 0.0524 ms 50.6%
  triton_mm_3164 0.0563 ms 47.0%
  triton_mm_3169 0.0605 ms 43.8%
  triton_mm_3173 0.0628 ms 42.2%
  triton_mm_3163 0.0661 ms 40.1%
SingleProcess AUTOTUNE benchmarking takes 2.1015 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0294 ms 100.0%
  triton_mm_4874 0.0438 ms 67.2%
  triton_mm_4882 0.0478 ms 61.5%
  triton_mm_4878 0.0479 ms 61.5%
  triton_mm_4872 0.0591 ms 49.8%
  triton_mm_4873 0.0644 ms 45.7%
  triton_mm_4881 0.0676 ms 43.5%
  triton_mm_4871 0.0704 ms 41.8%
  triton_mm_4877 0.0723 ms 40.7%
  triton_mm_4880 0.0793 ms 37.1%
SingleProcess AUTOTUNE benchmarking takes 7.8694 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 0.8430 ms 100.0%
  mm 0.9556 ms 88.2%
  triton_mm_4992 1.0088 ms 83.6%
  triton_mm_4988 1.0291 ms 81.9%
  triton_mm_4996 1.0836 ms 77.8%
  triton_mm_4989 1.1200 ms 75.3%
  triton_mm_4993 1.1206 ms 75.2%
  triton_mm_4990 1.1518 ms 73.2%
  triton_mm_4985 1.3470 ms 62.6%
  triton_mm_4986 1.4275 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1305 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8494 ms 100.0%
  triton_mm_5088 0.8529 ms 99.6%
  triton_mm_5085 1.0072 ms 84.3%
  triton_mm_5081 1.0207 ms 83.2%
  triton_mm_5089 1.0888 ms 78.0%
  triton_mm_5086 1.1194 ms 75.9%
  triton_mm_5082 1.1309 ms 75.1%
  triton_mm_5083 1.1484 ms 74.0%
  triton_mm_5078 1.3609 ms 62.4%
  triton_mm_5079 1.4119 ms 60.2%
SingleProcess AUTOTUNE benchmarking takes 2.1390 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6390 0.8429 ms 100.0%
  mm 0.8543 ms 98.7%
  triton_mm_6387 1.0061 ms 83.8%
  triton_mm_6383 1.0290 ms 81.9%
  triton_mm_6391 1.0870 ms 77.5%
  triton_mm_6388 1.1201 ms 75.3%
  triton_mm_6384 1.1328 ms 74.4%
  triton_mm_6385 1.1564 ms 72.9%
  triton_mm_6380 1.3510 ms 62.4%
  triton_mm_6381 1.4159 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.1337 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6483 0.8421 ms 100.0%
  mm 0.8547 ms 98.5%
  triton_mm_6480 1.0069 ms 83.6%
  triton_mm_6476 1.0288 ms 81.9%
  triton_mm_6484 1.0760 ms 78.3%
  triton_mm_6481 1.1195 ms 75.2%
  triton_mm_6477 1.1308 ms 74.5%
  triton_mm_6478 1.1589 ms 72.7%
  triton_mm_6473 1.3473 ms 62.5%
  triton_mm_6474 1.4278 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1293 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4902 0.0366 ms 100.0%
  mm 0.0368 ms 99.5%
  triton_mm_4895 0.0370 ms 99.0%
  triton_mm_4899 0.0376 ms 97.3%
  triton_mm_4898 0.0387 ms 94.6%
  triton_mm_4891 0.0394 ms 92.8%
  triton_mm_4901 0.0397 ms 92.2%
  triton_mm_4890 0.0408 ms 89.6%
  triton_mm_4897 0.0416 ms 87.9%
  triton_mm_4889 0.0460 ms 79.5%
SingleProcess AUTOTUNE benchmarking takes 1.6383 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0430 ms 100.0%
  triton_mm_4914 0.0444 ms 97.0%
  triton_mm_4921 0.0455 ms 94.5%
  triton_mm_4913 0.0462 ms 93.0%
  triton_mm_4911 0.0488 ms 88.2%
  triton_mm_4910 0.0489 ms 87.9%
  triton_mm_4912 0.0513 ms 83.8%
  triton_mm_4917 0.0516 ms 83.3%
  triton_mm_4916 0.0523 ms 82.3%
  triton_mm_4919 0.0527 ms 81.6%
SingleProcess AUTOTUNE benchmarking takes 2.4781 seconds and 0.0013 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6475 ms 100.0%
  bias_addmm 0.6491 ms 99.8%
  triton_mm_4937 0.7535 ms 85.9%
  triton_mm_4933 0.7656 ms 84.6%
  addmm 0.8042 ms 80.5%
  triton_mm_4941 0.8373 ms 77.3%
  triton_mm_4938 0.8482 ms 76.3%
  triton_mm_4934 0.8588 ms 75.4%
  triton_mm_4935 0.8862 ms 73.1%
  triton_mm_4930 1.0171 ms 63.7%
SingleProcess AUTOTUNE benchmarking takes 2.2279 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2271 ms 100.0%
  mm 0.2385 ms 95.2%
  triton_mm_4956 0.2583 ms 87.9%
  triton_mm_4952 0.2695 ms 84.3%
  triton_mm_4957 0.2829 ms 80.3%
  triton_mm_4960 0.2915 ms 77.9%
  triton_mm_4953 0.2973 ms 76.4%
  triton_mm_4954 0.3108 ms 73.1%
  triton_mm_4949 0.3444 ms 65.9%
  triton_mm_4950 0.3560 ms 63.8%
SingleProcess AUTOTUNE benchmarking takes 2.0179 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8444 ms 100.0%
  mm 0.8809 ms 95.9%
  triton_mm_5015 1.0084 ms 83.7%
  triton_mm_5011 1.0244 ms 82.4%
  triton_mm_5007 1.0663 ms 79.2%
  triton_mm_5012 1.0788 ms 78.3%
  triton_mm_5008 1.1340 ms 74.5%
  triton_mm_5009 1.1416 ms 74.0%
  triton_mm_5004 1.3556 ms 62.3%
  triton_mm_5005 1.3805 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.1346 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0217 ms 100.0%
  mm 0.0218 ms 99.6%
  triton_mm_6452 0.0220 ms 98.8%
  triton_mm_6457 0.0247 ms 87.9%
  triton_mm_6451 0.0252 ms 86.1%
  triton_mm_6464 0.0260 ms 83.3%
  triton_mm_6461 0.0261 ms 83.2%
  triton_mm_6463 0.0276 ms 78.6%
  triton_mm_6460 0.0282 ms 76.9%
  triton_mm_6459 0.0309 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 1.6528 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1088, 1088x32768)
  triton_mm_6521 6.2242 ms 100.0%
  bias_addmm 6.3222 ms 98.4%
  triton_mm_6518 7.5014 ms 83.0%
  triton_mm_6514 7.6545 ms 81.3%
  addmm 7.6674 ms 81.2%
  triton_mm_6522 8.0189 ms 77.6%
  triton_mm_6519 8.4253 ms 73.9%
  triton_mm_6515 8.4669 ms 73.5%
  triton_mm_6516 8.6391 ms 72.0%
  triton_mm_6511 10.3265 ms 60.3%
SingleProcess AUTOTUNE benchmarking takes 3.1568 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 [02:23<1:43:10, 143.97s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8509 ms 100.0%
  mm 0.9566 ms 88.9%
  triton_mm_4992 1.0166 ms 83.7%
  triton_mm_4988 1.0256 ms 83.0%
  triton_mm_4996 1.0889 ms 78.1%
  triton_mm_4993 1.1319 ms 75.2%
  triton_mm_4989 1.1461 ms 74.2%
  triton_mm_4990 1.1580 ms 73.5%
  triton_mm_4985 1.3624 ms 62.5%
  triton_mm_4986 1.4302 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.1354 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0369 ms 100.0%
  mm 0.0370 ms 99.7%
  triton_mm_4899 0.0378 ms 97.5%
  triton_mm_4902 0.0378 ms 97.5%
  triton_mm_4898 0.0379 ms 97.5%
  triton_mm_4891 0.0388 ms 95.2%
  triton_mm_4901 0.0389 ms 94.8%
  triton_mm_4890 0.0405 ms 91.1%
  triton_mm_4897 0.0422 ms 87.5%
  triton_mm_4889 0.0446 ms 82.7%
SingleProcess AUTOTUNE benchmarking takes 1.6440 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0441 ms 100.0%
  triton_mm_4914 0.0444 ms 99.3%
  triton_mm_4921 0.0455 ms 96.8%
  triton_mm_4913 0.0472 ms 93.4%
  triton_mm_4911 0.0490 ms 90.0%
  triton_mm_4910 0.0490 ms 89.9%
  triton_mm_4912 0.0514 ms 85.9%
  triton_mm_4917 0.0517 ms 85.2%
  triton_mm_4916 0.0525 ms 84.0%
  triton_mm_4919 0.0528 ms 83.5%
SingleProcess AUTOTUNE benchmarking takes 2.4742 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6555 ms 100.0%
  bias_addmm 0.6600 ms 99.3%
  triton_mm_4937 0.7716 ms 85.0%
  triton_mm_4933 0.7775 ms 84.3%
  addmm 0.8095 ms 81.0%
  triton_mm_4941 0.8573 ms 76.5%
  triton_mm_4938 0.8600 ms 76.2%
  triton_mm_4934 0.8821 ms 74.3%
  triton_mm_4935 0.8971 ms 73.1%
  triton_mm_4930 1.0250 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.2337 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2293 ms 100.0%
  mm 0.2420 ms 94.8%
  triton_mm_4956 0.2592 ms 88.5%
  triton_mm_4952 0.2726 ms 84.1%
  triton_mm_4957 0.2863 ms 80.1%
  triton_mm_4960 0.2925 ms 78.4%
  triton_mm_4953 0.3008 ms 76.2%
  triton_mm_4954 0.3127 ms 73.3%
  triton_mm_4949 0.3467 ms 66.1%
  triton_mm_4950 0.3612 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.0186 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8636 ms 100.0%
  mm 0.8923 ms 96.8%
  triton_mm_5015 1.0247 ms 84.3%
  triton_mm_5011 1.0365 ms 83.3%
  triton_mm_5007 1.0787 ms 80.1%
  triton_mm_5012 1.0876 ms 79.4%
  triton_mm_5008 1.1461 ms 75.3%
  triton_mm_5009 1.1548 ms 74.8%
  triton_mm_5004 1.3714 ms 63.0%
  triton_mm_5005 1.3950 ms 61.9%
SingleProcess AUTOTUNE benchmarking takes 2.1409 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0207 ms 100.0%
  triton_mm_6453 0.0209 ms 99.2%
  mm 0.0217 ms 95.4%
  triton_mm_6451 0.0241 ms 85.8%
  triton_mm_6457 0.0247 ms 84.0%
  triton_mm_6464 0.0247 ms 83.9%
  triton_mm_6461 0.0259 ms 80.0%
  triton_mm_6460 0.0282 ms 73.4%
  triton_mm_6463 0.0287 ms 72.0%
  triton_mm_6459 0.0319 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 1.6332 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1088, 1088x32768)
  triton_mm_6521 6.2875 ms 100.0%
  bias_addmm 6.3681 ms 98.7%
  triton_mm_6518 7.5820 ms 82.9%
  triton_mm_6514 7.7445 ms 81.2%
  addmm 7.7616 ms 81.0%
  triton_mm_6522 8.0844 ms 77.8%
  triton_mm_6519 8.5440 ms 73.6%
  triton_mm_6515 8.5714 ms 73.4%
  triton_mm_6516 8.8257 ms 71.2%
  triton_mm_6511 10.4205 ms 60.3%
SingleProcess AUTOTUNE benchmarking takes 3.1419 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 [02:23<1:43:10, 143.97s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8506 ms 100.0%
  mm 0.9562 ms 89.0%
  triton_mm_4992 1.0171 ms 83.6%
  triton_mm_4988 1.0526 ms 80.8%
  triton_mm_4996 1.1005 ms 77.3%
  triton_mm_4993 1.1359 ms 74.9%
  triton_mm_4989 1.1487 ms 74.0%
  triton_mm_4990 1.1730 ms 72.5%
  triton_mm_4985 1.3597 ms 62.6%
  triton_mm_4986 1.4429 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1500 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8626 ms 100.0%
  mm 0.8639 ms 99.9%
  triton_mm_5085 1.0164 ms 84.9%
  triton_mm_5081 1.0556 ms 81.7%
  triton_mm_5089 1.1115 ms 77.6%
  triton_mm_5086 1.1444 ms 75.4%
  triton_mm_5082 1.1499 ms 75.0%
  triton_mm_5083 1.1713 ms 73.6%
  triton_mm_5078 1.3738 ms 62.8%
  triton_mm_5087 1.4424 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 3.1798 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5181 0.8508 ms 100.0%
  mm 0.8623 ms 98.7%
  triton_mm_5178 1.0028 ms 84.8%
  triton_mm_5174 1.0140 ms 83.9%
  triton_mm_5182 1.0975 ms 77.5%
  triton_mm_5179 1.1194 ms 76.0%
  triton_mm_5175 1.1335 ms 75.1%
  triton_mm_5176 1.1633 ms 73.1%
  triton_mm_5171 1.3742 ms 61.9%
  triton_mm_5172 1.4312 ms 59.4%
SingleProcess AUTOTUNE benchmarking takes 3.8496 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5274 0.8508 ms 100.0%
  mm 0.8633 ms 98.6%
  triton_mm_5271 1.0159 ms 83.8%
  triton_mm_5267 1.0393 ms 81.9%
  triton_mm_5275 1.1001 ms 77.3%
  triton_mm_5272 1.1442 ms 74.4%
  triton_mm_5268 1.1489 ms 74.1%
  triton_mm_5269 1.1713 ms 72.6%
  triton_mm_5264 1.3744 ms 61.9%
  triton_mm_5273 1.4370 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1528 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5367 0.8525 ms 100.0%
  mm 0.8628 ms 98.8%
  triton_mm_5364 1.0160 ms 83.9%
  triton_mm_5360 1.0414 ms 81.9%
  triton_mm_5368 1.1027 ms 77.3%
  triton_mm_5365 1.1331 ms 75.2%
  triton_mm_5361 1.1505 ms 74.1%
  triton_mm_5362 1.1722 ms 72.7%
  triton_mm_5357 1.3766 ms 61.9%
  triton_mm_5366 1.4407 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5739 0.8508 ms 100.0%
  mm 0.8631 ms 98.6%
  triton_mm_5736 1.0161 ms 83.7%
  triton_mm_5732 1.0397 ms 81.8%
  triton_mm_5740 1.1013 ms 77.3%
  triton_mm_5737 1.1432 ms 74.4%
  triton_mm_5733 1.1469 ms 74.2%
  triton_mm_5734 1.1740 ms 72.5%
  triton_mm_5729 1.3745 ms 61.9%
  triton_mm_5738 1.4413 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1485 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5925 0.8613 ms 100.0%
  mm 0.8644 ms 99.6%
  triton_mm_5922 1.0184 ms 84.6%
  triton_mm_5918 1.0550 ms 81.6%
  triton_mm_5926 1.1009 ms 78.2%
  triton_mm_5923 1.1343 ms 75.9%
  triton_mm_5919 1.1478 ms 75.0%
  triton_mm_5920 1.1725 ms 73.5%
  triton_mm_5915 1.3764 ms 62.6%
  triton_mm_5924 1.4378 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.1503 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0360 ms 100.0%
  triton_mm_4902 0.0363 ms 99.2%
  triton_mm_4895 0.0374 ms 96.4%
  triton_mm_4899 0.0377 ms 95.6%
  triton_mm_4898 0.0384 ms 93.8%
  triton_mm_4891 0.0390 ms 92.4%
  triton_mm_4901 0.0395 ms 91.2%
  triton_mm_4897 0.0405 ms 88.9%
  triton_mm_4890 0.0408 ms 88.4%
  triton_mm_4889 0.0451 ms 79.9%
SingleProcess AUTOTUNE benchmarking takes 1.6465 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0439 ms 100.0%
  triton_mm_4914 0.0442 ms 99.2%
  triton_mm_4913 0.0460 ms 95.4%
  triton_mm_4921 0.0464 ms 94.6%
  triton_mm_4911 0.0487 ms 90.0%
  triton_mm_4910 0.0495 ms 88.6%
  triton_mm_4912 0.0511 ms 85.9%
  triton_mm_4916 0.0520 ms 84.4%
  triton_mm_4917 0.0520 ms 84.4%
  bias_addmm 0.0536 ms 81.8%
SingleProcess AUTOTUNE benchmarking takes 2.4760 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6595 ms 100.0%
  triton_mm_4940 0.6621 ms 99.6%
  triton_mm_4937 0.7699 ms 85.7%
  triton_mm_4933 0.7780 ms 84.8%
  addmm 0.8102 ms 81.4%
  triton_mm_4941 0.8568 ms 77.0%
  triton_mm_4938 0.8682 ms 76.0%
  triton_mm_4934 0.8823 ms 74.7%
  triton_mm_4935 0.8943 ms 73.7%
  triton_mm_4930 1.0369 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.2412 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2303 ms 100.0%
  mm 0.2421 ms 95.1%
  triton_mm_4956 0.2623 ms 87.8%
  triton_mm_4952 0.2735 ms 84.2%
  triton_mm_4957 0.2853 ms 80.7%
  triton_mm_4960 0.2933 ms 78.5%
  triton_mm_4953 0.3015 ms 76.4%
  triton_mm_4954 0.3137 ms 73.4%
  triton_mm_4949 0.3480 ms 66.2%
  triton_mm_4950 0.3601 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.0139 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8610 ms 100.0%
  mm 0.8945 ms 96.3%
  triton_mm_5015 1.0206 ms 84.4%
  triton_mm_5011 1.0365 ms 83.1%
  triton_mm_5007 1.0784 ms 79.8%
  triton_mm_5012 1.0979 ms 78.4%
  triton_mm_5008 1.1471 ms 75.1%
  triton_mm_5009 1.1611 ms 74.2%
  triton_mm_5004 1.3796 ms 62.4%
  triton_mm_5005 1.3983 ms 61.6%
SingleProcess AUTOTUNE benchmarking takes 2.1479 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5777 0.6547 ms 100.0%
  bias_addmm 0.6599 ms 99.2%
  triton_mm_5774 0.7676 ms 85.3%
  triton_mm_5770 0.7762 ms 84.4%
  addmm 0.8116 ms 80.7%
  triton_mm_5778 0.8548 ms 76.6%
  triton_mm_5775 0.8653 ms 75.7%
  triton_mm_5771 0.8807 ms 74.3%
  triton_mm_5772 0.8992 ms 72.8%
  triton_mm_5767 1.0370 ms 63.1%
SingleProcess AUTOTUNE benchmarking takes 2.2424 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5796 0.2295 ms 100.0%
  mm 0.2413 ms 95.1%
  triton_mm_5793 0.2621 ms 87.6%
  triton_mm_5789 0.2728 ms 84.1%
  triton_mm_5794 0.2864 ms 80.1%
  triton_mm_5797 0.2926 ms 78.5%
  triton_mm_5790 0.3007 ms 76.3%
  triton_mm_5791 0.3111 ms 73.8%
  triton_mm_5786 0.3480 ms 66.0%
  triton_mm_5787 0.3600 ms 63.8%
SingleProcess AUTOTUNE benchmarking takes 2.0284 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_5813 0.0363 ms 100.0%
  mm 0.0366 ms 99.0%
  triton_mm_5806 0.0367 ms 98.8%
  triton_mm_5809 0.0374 ms 97.1%
  triton_mm_5810 0.0380 ms 95.6%
  triton_mm_5812 0.0386 ms 94.1%
  triton_mm_5802 0.0390 ms 93.0%
  triton_mm_5801 0.0408 ms 88.9%
  triton_mm_5808 0.0417 ms 87.0%
  triton_mm_5800 0.0451 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 1.6507 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5851 0.8611 ms 100.0%
  mm 0.8921 ms 96.5%
  triton_mm_5852 1.0211 ms 84.3%
  triton_mm_5848 1.0380 ms 82.9%
  triton_mm_5844 1.0889 ms 79.1%
  triton_mm_5849 1.1005 ms 78.2%
  triton_mm_5845 1.1601 ms 74.2%
  triton_mm_5846 1.1721 ms 73.5%
  triton_mm_5841 1.3784 ms 62.5%
  triton_mm_5842 1.4109 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1580 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0217 ms 100.0%
  triton_mm_6453 0.0220 ms 98.8%
  mm 0.0224 ms 97.2%
  triton_mm_6457 0.0245 ms 88.6%
  triton_mm_6451 0.0248 ms 87.7%
  triton_mm_6461 0.0260 ms 83.6%
  triton_mm_6464 0.0261 ms 83.2%
  triton_mm_6463 0.0287 ms 75.6%
  triton_mm_6460 0.0291 ms 74.8%
  triton_mm_6459 0.0308 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 1.6362 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1088, 1088x32768)
  triton_mm_6521 6.3643 ms 100.0%
  bias_addmm 6.4440 ms 98.8%
  triton_mm_6518 7.7054 ms 82.6%
  addmm 7.7564 ms 82.1%
  triton_mm_6514 7.8488 ms 81.1%
  triton_mm_6522 8.1863 ms 77.7%
  triton_mm_6519 8.5227 ms 74.7%
  triton_mm_6515 8.6516 ms 73.6%
  triton_mm_6516 8.8327 ms 72.1%
  triton_mm_6511 10.4473 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 3.1754 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 [02:23<1:43:10, 143.97s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8256 ms 100.0%
  mm 0.9557 ms 86.4%
  triton_mm_4992 0.9832 ms 84.0%
  triton_mm_4988 1.0015 ms 82.4%
  triton_mm_4996 1.0682 ms 77.3%
  triton_mm_4989 1.1079 ms 74.5%
  triton_mm_4993 1.1092 ms 74.4%
  triton_mm_4990 1.1335 ms 72.8%
  triton_mm_4985 1.3315 ms 62.0%
  triton_mm_4986 1.3987 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1437 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8255 ms 100.0%
  mm 0.8292 ms 99.5%
  triton_mm_5085 0.9933 ms 83.1%
  triton_mm_5081 1.0020 ms 82.4%
  triton_mm_5089 1.0684 ms 77.3%
  triton_mm_5086 1.1091 ms 74.4%
  triton_mm_5082 1.1216 ms 73.6%
  triton_mm_5083 1.1341 ms 72.8%
  triton_mm_5078 1.3310 ms 62.0%
  triton_mm_5079 1.3980 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1454 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8225 ms 100.0%
  triton_mm_6111 0.8336 ms 98.7%
  triton_mm_6108 0.9941 ms 82.7%
  triton_mm_6104 1.0013 ms 82.1%
  triton_mm_6112 1.0707 ms 76.8%
  triton_mm_6105 1.1084 ms 74.2%
  triton_mm_6109 1.1102 ms 74.1%
  triton_mm_6106 1.1334 ms 72.6%
  triton_mm_6101 1.3311 ms 61.8%
  triton_mm_6102 1.3990 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1473 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8370 ms 100.0%
  triton_mm_6390 0.8391 ms 99.8%
  triton_mm_6387 0.9919 ms 84.4%
  triton_mm_6383 1.0271 ms 81.5%
  triton_mm_6391 1.0649 ms 78.6%
  triton_mm_6388 1.1062 ms 75.7%
  triton_mm_6384 1.1221 ms 74.6%
  triton_mm_6385 1.1355 ms 73.7%
  triton_mm_6380 1.3310 ms 62.9%
  triton_mm_6381 1.3983 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.1449 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0363 ms 100.0%
  triton_mm_4895 0.0368 ms 98.6%
  triton_mm_4898 0.0375 ms 96.7%
  triton_mm_4899 0.0377 ms 96.3%
  triton_mm_4902 0.0377 ms 96.2%
  triton_mm_4901 0.0385 ms 94.3%
  triton_mm_4890 0.0399 ms 90.9%
  triton_mm_4891 0.0403 ms 90.1%
  triton_mm_4897 0.0407 ms 89.1%
  triton_mm_4889 0.0437 ms 83.1%
SingleProcess AUTOTUNE benchmarking takes 1.6458 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0441 ms 100.0%
  triton_mm_4914 0.0444 ms 99.2%
  triton_mm_4921 0.0465 ms 94.8%
  triton_mm_4913 0.0473 ms 93.2%
  triton_mm_4911 0.0480 ms 91.8%
  triton_mm_4910 0.0500 ms 88.2%
  triton_mm_4912 0.0522 ms 84.4%
  triton_mm_4916 0.0526 ms 83.8%
  triton_mm_4917 0.0526 ms 83.8%
  triton_mm_4919 0.0536 ms 82.3%
SingleProcess AUTOTUNE benchmarking takes 2.4757 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6391 ms 100.0%
  bias_addmm 0.6425 ms 99.5%
  triton_mm_4937 0.7432 ms 86.0%
  triton_mm_4933 0.7517 ms 85.0%
  addmm 0.7937 ms 80.5%
  triton_mm_4941 0.8367 ms 76.4%
  triton_mm_4938 0.8389 ms 76.2%
  triton_mm_4934 0.8708 ms 73.4%
  triton_mm_4935 0.8789 ms 72.7%
  triton_mm_4930 1.0028 ms 63.7%
SingleProcess AUTOTUNE benchmarking takes 2.2293 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2245 ms 100.0%
  mm 0.2364 ms 95.0%
  triton_mm_4956 0.2568 ms 87.4%
  triton_mm_4952 0.2683 ms 83.7%
  triton_mm_4957 0.2800 ms 80.2%
  triton_mm_4960 0.2897 ms 77.5%
  triton_mm_4953 0.2965 ms 75.7%
  triton_mm_4954 0.3087 ms 72.7%
  triton_mm_4949 0.3430 ms 65.5%
  triton_mm_4950 0.3575 ms 62.8%
SingleProcess AUTOTUNE benchmarking takes 2.0168 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8330 ms 100.0%
  mm 0.8733 ms 95.4%
  triton_mm_5015 0.9984 ms 83.4%
  triton_mm_5011 1.0032 ms 83.0%
  triton_mm_5007 1.0417 ms 80.0%
  triton_mm_5012 1.0749 ms 77.5%
  triton_mm_5009 1.1332 ms 73.5%
  triton_mm_5008 1.1451 ms 72.7%
  triton_mm_5004 1.3446 ms 62.0%
  triton_mm_5005 1.3615 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.1342 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0209 ms 100.0%
  triton_mm_6452 0.0220 ms 95.2%
  mm 0.0225 ms 93.2%
  triton_mm_6457 0.0247 ms 84.7%
  triton_mm_6451 0.0249 ms 84.2%
  triton_mm_6464 0.0255 ms 82.2%
  triton_mm_6461 0.0276 ms 75.8%
  triton_mm_6463 0.0279 ms 75.1%
  triton_mm_6460 0.0300 ms 69.6%
  triton_mm_6459 0.0323 ms 64.9%
SingleProcess AUTOTUNE benchmarking takes 1.6366 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1088, 1088x32768)
  triton_mm_6521 6.2148 ms 100.0%
  bias_addmm 6.2579 ms 99.3%
  triton_mm_6518 7.4217 ms 83.7%
  addmm 7.6536 ms 81.2%
  triton_mm_6514 7.6553 ms 81.2%
  triton_mm_6522 7.9925 ms 77.8%
  triton_mm_6519 8.3482 ms 74.4%
  triton_mm_6515 8.4713 ms 73.4%
  triton_mm_6516 8.6204 ms 72.1%
  triton_mm_6511 10.3081 ms 60.3%
SingleProcess AUTOTUNE benchmarking takes 3.1462 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 [02:24<1:43:15, 144.08s/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 [02:26<42:36, 60.87s/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 [02:26<42:36, 60.87s/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 [02:26<42:36, 60.88s/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 [02:26<42:38, 60.92s/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 [02:27<22:56, 33.56s/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 [02:27<22:56, 33.56s/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 [02:27<22:56, 33.57s/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 [02:27<22:57, 33.59s/it]
Validation Progress:   9%|9         | 4/44 [02:28<13:49, 20.74s/it]
Validation Progress:   9%|9         | 4/44 [02:28<13:49, 20.74s/it]
Validation Progress:   9%|9         | 4/44 [02:28<13:49, 20.74s/it]
Validation Progress:   9%|9         | 4/44 [02:28<13:50, 20.76s/it]
Validation Progress:  11%|#1        | 5/44 [02:30<08:54, 13.72s/it]
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Validation Progress:  11%|#1        | 5/44 [02:30<08:55, 13.72s/it]
Validation Progress:  11%|#1        | 5/44 [02:30<08:55, 13.73s/it]
Validation Progress:  14%|#3        | 6/44 [02:31<05:56,  9.39s/it]
Validation Progress:  14%|#3        | 6/44 [02:31<05:56,  9.39s/it]
Validation Progress:  14%|#3        | 6/44 [02:31<05:56,  9.39s/it]
Validation Progress:  14%|#3        | 6/44 [02:31<05:57,  9.40s/it]
Validation Progress:  16%|#5        | 7/44 [02:32<04:08,  6.70s/it]
Validation Progress:  16%|#5        | 7/44 [02:32<04:08,  6.71s/it]
Validation Progress:  16%|#5        | 7/44 [02:32<04:09,  6.75s/it]
Validation Progress:  16%|#5        | 7/44 [02:32<04:08,  6.71s/it]
Validation Progress:  18%|#8        | 8/44 [02:33<02:57,  4.93s/it]
Validation Progress:  18%|#8        | 8/44 [02:33<02:58,  4.97s/it]
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Validation Progress:  18%|#8        | 8/44 [02:33<02:58,  4.97s/it]
Validation Progress:  20%|##        | 9/44 [02:34<02:11,  3.77s/it]
Validation Progress:  20%|##        | 9/44 [02:34<02:12,  3.78s/it]
Validation Progress:  20%|##        | 9/44 [02:34<02:12,  3.79s/it]
Validation Progress:  20%|##        | 9/44 [02:34<02:12,  3.79s/it]
Validation Progress:  23%|##2       | 10/44 [02:35<01:40,  2.96s/it]
Validation Progress:  23%|##2       | 10/44 [02:35<01:40,  2.95s/it]
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Validation Progress:  23%|##2       | 10/44 [02:35<01:40,  2.97s/it]
Validation Progress:  25%|##5       | 11/44 [02:36<01:19,  2.40s/it]
Validation Progress:  25%|##5       | 11/44 [02:36<01:19,  2.41s/it]
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Validation Progress:  25%|##5       | 11/44 [02:36<01:19,  2.41s/it]
Validation Progress:  27%|##7       | 12/44 [02:38<01:04,  2.02s/it]
Validation Progress:  27%|##7       | 12/44 [02:38<01:04,  2.03s/it]
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Validation Progress:  27%|##7       | 12/44 [02:38<01:05,  2.03s/it]
Validation Progress:  30%|##9       | 13/44 [02:39<00:53,  1.74s/it]
Validation Progress:  30%|##9       | 13/44 [02:39<00:53,  1.74s/it]
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Validation Progress:  30%|##9       | 13/44 [02:39<00:53,  1.74s/it]
Validation Progress:  32%|###1      | 14/44 [02:40<00:46,  1.55s/it]
Validation Progress:  32%|###1      | 14/44 [02:40<00:46,  1.55s/it]
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Validation Progress:  32%|###1      | 14/44 [02:40<00:46,  1.55s/it]
Validation Progress:  34%|###4      | 15/44 [02:41<00:43,  1.52s/it]
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Validation Progress:  34%|###4      | 15/44 [02:41<00:44,  1.52s/it]
Validation Progress:  36%|###6      | 16/44 [02:43<00:39,  1.43s/it]
Validation Progress:  36%|###6      | 16/44 [02:43<00:40,  1.43s/it]
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Validation Progress:  36%|###6      | 16/44 [02:43<00:40,  1.43s/it]
Validation Progress:  39%|###8      | 17/44 [02:44<00:35,  1.32s/it]
Validation Progress:  39%|###8      | 17/44 [02:44<00:35,  1.32s/it]
Validation Progress:  39%|###8      | 17/44 [02:44<00:35,  1.33s/it]
Validation Progress:  39%|###8      | 17/44 [02:44<00:35,  1.33s/it]
Validation Progress:  41%|####      | 18/44 [02:45<00:34,  1.33s/it]
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Validation Progress:  41%|####      | 18/44 [02:45<00:34,  1.33s/it]
Validation Progress:  43%|####3     | 19/44 [02:46<00:32,  1.29s/it]
Validation Progress:  43%|####3     | 19/44 [02:46<00:32,  1.29s/it]
Validation Progress:  43%|####3     | 19/44 [02:46<00:32,  1.29s/it]
Validation Progress:  43%|####3     | 19/44 [02:46<00:32,  1.29s/it]
Validation Progress:  45%|####5     | 20/44 [02:47<00:30,  1.25s/it]
Validation Progress:  45%|####5     | 20/44 [02:47<00:30,  1.25s/it]
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Validation Progress:  45%|####5     | 20/44 [02:47<00:30,  1.25s/it]
Validation Progress:  48%|####7     | 21/44 [02:48<00:28,  1.24s/it]
Validation Progress:  48%|####7     | 21/44 [02:48<00:28,  1.24s/it]
Validation Progress:  48%|####7     | 21/44 [02:48<00:28,  1.24s/it]
Validation Progress:  48%|####7     | 21/44 [02:49<00:28,  1.24s/it]
Validation Progress:  50%|#####     | 22/44 [02:50<00:27,  1.25s/it]
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Validation Progress:  52%|#####2    | 23/44 [02:51<00:27,  1.29s/it]
Validation Progress:  52%|#####2    | 23/44 [02:51<00:27,  1.30s/it]
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Validation Progress:  52%|#####2    | 23/44 [02:51<00:27,  1.30s/it]
Validation Progress:  55%|#####4    | 24/44 [02:52<00:25,  1.26s/it]
Validation Progress:  55%|#####4    | 24/44 [02:52<00:25,  1.26s/it]
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Validation Progress:  55%|#####4    | 24/44 [02:52<00:25,  1.26s/it]
Validation Progress:  57%|#####6    | 25/44 [02:54<00:23,  1.26s/it]
Validation Progress:  57%|#####6    | 25/44 [02:54<00:23,  1.26s/it]
Validation Progress:  57%|#####6    | 25/44 [02:54<00:23,  1.26s/it]
Validation Progress:  57%|#####6    | 25/44 [02:54<00:23,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [02:55<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [02:55<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [02:55<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [02:55<00:22,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [02:56<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [02:56<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [02:56<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [02:56<00:21,  1.25s/it]
Validation Progress:  64%|######3   | 28/44 [02:57<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [02:57<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [02:57<00:19,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [02:57<00:19,  1.24s/it]
Validation Progress:  66%|######5   | 29/44 [02:58<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [02:58<00:18,  1.21s/it]
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Validation Progress:  66%|######5   | 29/44 [02:58<00:18,  1.21s/it]
Validation Progress:  68%|######8   | 30/44 [03:00<00:17,  1.23s/it]
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Validation Progress:  68%|######8   | 30/44 [03:00<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [03:00<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [03:01<00:15,  1.23s/it]
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Validation Progress:  70%|#######   | 31/44 [03:01<00:16,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [03:02<00:14,  1.21s/it]
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Validation Progress:  77%|#######7  | 34/44 [03:05<00:12,  1.29s/it]
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Validation Progress:  80%|#######9  | 35/44 [03:06<00:11,  1.28s/it]
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Validation Progress:  82%|########1 | 36/44 [03:07<00:10,  1.27s/it]
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Validation Progress:  82%|########1 | 36/44 [03:07<00:10,  1.27s/it]
Validation Progress:  84%|########4 | 37/44 [03:09<00:09,  1.30s/it]
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Validation Progress:  84%|########4 | 37/44 [03:09<00:09,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [03:10<00:07,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [03:10<00:07,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [03:10<00:07,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [03:10<00:07,  1.30s/it]
Validation Progress:  89%|########8 | 39/44 [03:11<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [03:11<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [03:11<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [03:11<00:06,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [03:12<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [03:12<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [03:12<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [03:12<00:05,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [03:14<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [03:14<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [03:14<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [03:14<00:03,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [03:15<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [03:15<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [03:15<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [03:15<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [03:16<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [03:16<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [03:16<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [03:16<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  4.49s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  4.49s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  4.49s/it]
Validation Progress: 100%|##########| 44/44 [03:17<00:00,  4.49s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.15s/it]
100%|##########| 1/1 [00:03<00:00,  3.15s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:01<03:10,  1.22s/it]
  2%|1         | 3/157 [00:01<00:55,  2.77it/s]
  3%|3         | 5/157 [00:01<00:30,  4.92it/s]
  4%|4         | 7/157 [00:01<00:20,  7.16it/s]
  6%|5         | 9/157 [00:01<00:15,  9.32it/s]
  7%|7         | 11/157 [00:01<00:12, 11.28it/s]
  8%|8         | 13/157 [00:01<00:11, 12.83it/s]
 10%|9         | 15/157 [00:01<00:09, 14.26it/s]
 11%|#         | 17/157 [00:02<00:09, 15.29it/s]
 12%|#2        | 19/157 [00:02<00:08, 16.07it/s]
 13%|#3        | 21/157 [00:02<00:08, 16.24it/s]
 15%|#4        | 23/157 [00:02<00:07, 16.76it/s]
 16%|#5        | 25/157 [00:02<00:07, 17.16it/s]
 17%|#7        | 27/157 [00:02<00:07, 17.40it/s]
 18%|#8        | 29/157 [00:02<00:07, 17.71it/s]
 20%|#9        | 31/157 [00:02<00:07, 17.59it/s]
 21%|##1       | 33/157 [00:03<00:07, 17.36it/s]
 22%|##2       | 35/157 [00:03<00:07, 17.20it/s]
 24%|##3       | 37/157 [00:03<00:07, 16.27it/s]
 25%|##4       | 39/157 [00:03<00:07, 16.84it/s]
 26%|##6       | 41/157 [00:03<00:06, 17.15it/s]
 27%|##7       | 43/157 [00:03<00:06, 17.37it/s]
 29%|##8       | 45/157 [00:03<00:06, 17.32it/s]
 30%|##9       | 47/157 [00:03<00:06, 17.36it/s]
 31%|###1      | 49/157 [00:03<00:06, 17.34it/s]
 32%|###2      | 51/157 [00:04<00:06, 17.29it/s]
 34%|###3      | 53/157 [00:04<00:06, 16.90it/s]
 35%|###5      | 55/157 [00:04<00:06, 16.98it/s]
 36%|###6      | 57/157 [00:04<00:05, 16.81it/s]
 38%|###7      | 59/157 [00:04<00:05, 16.59it/s]
 39%|###8      | 61/157 [00:04<00:05, 16.63it/s]
 40%|####      | 63/157 [00:04<00:05, 16.40it/s]
 41%|####1     | 65/157 [00:04<00:05, 16.59it/s]
 43%|####2     | 67/157 [00:05<00:05, 16.85it/s]
 44%|####3     | 69/157 [00:05<00:05, 15.47it/s]
 45%|####5     | 71/157 [00:05<00:05, 15.81it/s]
 46%|####6     | 73/157 [00:05<00:05, 16.28it/s]
 48%|####7     | 75/157 [00:05<00:04, 16.66it/s]
 49%|####9     | 77/157 [00:05<00:04, 16.88it/s]
 50%|#####     | 79/157 [00:05<00:04, 16.64it/s]
 52%|#####1    | 81/157 [00:05<00:04, 16.90it/s]
 53%|#####2    | 83/157 [00:05<00:04, 17.07it/s]
 54%|#####4    | 85/157 [00:06<00:04, 17.19it/s]
 55%|#####5    | 87/157 [00:06<00:04, 17.23it/s]
 57%|#####6    | 89/157 [00:06<00:03, 17.37it/s]
 58%|#####7    | 91/157 [00:06<00:03, 17.46it/s]
 59%|#####9    | 93/157 [00:06<00:03, 17.53it/s]
 61%|######    | 95/157 [00:06<00:03, 17.58it/s]
 62%|######1   | 97/157 [00:06<00:03, 17.72it/s]
 63%|######3   | 99/157 [00:06<00:03, 17.77it/s]
 64%|######4   | 101/157 [00:07<00:03, 17.78it/s]
 66%|######5   | 103/157 [00:07<00:03, 17.65it/s]
 67%|######6   | 105/157 [00:07<00:02, 17.51it/s]
 68%|######8   | 107/157 [00:07<00:02, 17.34it/s]
 69%|######9   | 109/157 [00:07<00:02, 17.35it/s]
 71%|#######   | 111/157 [00:07<00:02, 16.94it/s]
 72%|#######1  | 113/157 [00:07<00:02, 17.13it/s]
 73%|#######3  | 115/157 [00:07<00:02, 17.33it/s]
 75%|#######4  | 117/157 [00:07<00:02, 17.45it/s]
 76%|#######5  | 119/157 [00:08<00:02, 17.27it/s]
 77%|#######7  | 121/157 [00:08<00:02, 17.37it/s]
 78%|#######8  | 123/157 [00:08<00:01, 17.25it/s]
 80%|#######9  | 125/157 [00:08<00:01, 17.40it/s]
 81%|########  | 127/157 [00:08<00:01, 17.25it/s]
 82%|########2 | 129/157 [00:08<00:01, 17.40it/s]
 83%|########3 | 131/157 [00:08<00:01, 17.09it/s]
 85%|########4 | 133/157 [00:08<00:01, 14.32it/s]
 86%|########5 | 135/157 [00:09<00:01, 14.89it/s]
 87%|########7 | 137/157 [00:09<00:01, 15.40it/s]
 89%|########8 | 139/157 [00:09<00:01, 15.73it/s]
 90%|########9 | 141/157 [00:09<00:01, 15.93it/s]
 91%|#########1| 143/157 [00:09<00:00, 16.37it/s]
 92%|#########2| 145/157 [00:09<00:00, 16.58it/s]
 94%|#########3| 147/157 [00:09<00:00, 16.44it/s]
 95%|#########4| 149/157 [00:09<00:00, 16.27it/s]
 96%|#########6| 151/157 [00:10<00:00, 16.37it/s]
 97%|#########7| 153/157 [00:10<00:00, 16.61it/s]
 99%|#########8| 155/157 [00:10<00:00, 16.58it/s]
100%|##########| 157/157 [00:11<00:00,  6.19it/s]
100%|##########| 157/157 [00:11<00:00, 14.19it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:39, 19.62it/s]
  1%|          | 4/781 [00:00<00:40, 19.10it/s]
  1%|          | 6/781 [00:00<00:40, 18.97it/s]
  1%|1         | 8/781 [00:00<00:40, 18.88it/s]
  1%|1         | 10/781 [00:00<00:40, 19.05it/s]
  2%|1         | 12/781 [00:00<00:39, 19.33it/s]
  2%|1         | 14/781 [00:00<00:39, 19.52it/s]
  2%|2         | 17/781 [00:00<00:38, 19.71it/s]
  3%|2         | 20/781 [00:01<00:38, 19.78it/s]
  3%|2         | 22/781 [00:01<00:38, 19.71it/s]
  3%|3         | 24/781 [00:01<00:38, 19.67it/s]
  3%|3         | 26/781 [00:01<00:38, 19.62it/s]
  4%|3         | 28/781 [00:01<00:38, 19.44it/s]
  4%|3         | 30/781 [00:01<00:38, 19.53it/s]
  4%|4         | 32/781 [00:01<00:38, 19.57it/s]
  4%|4         | 34/781 [00:01<00:38, 19.37it/s]
  5%|4         | 36/781 [00:01<00:38, 19.21it/s]
  5%|4         | 38/781 [00:01<00:39, 19.01it/s]
  5%|5         | 40/781 [00:02<00:39, 18.73it/s]
  5%|5         | 42/781 [00:02<00:39, 18.75it/s]
  6%|5         | 44/781 [00:02<00:39, 18.78it/s]
  6%|5         | 46/781 [00:02<00:39, 18.79it/s]
  6%|6         | 48/781 [00:02<00:39, 18.75it/s]
  6%|6         | 50/781 [00:02<00:39, 18.37it/s]
  7%|6         | 52/781 [00:02<00:39, 18.62it/s]
  7%|6         | 54/781 [00:02<00:38, 18.98it/s]
  7%|7         | 56/781 [00:02<00:38, 18.61it/s]
  7%|7         | 58/781 [00:03<00:38, 18.89it/s]
  8%|7         | 60/781 [00:03<00:37, 19.14it/s]
  8%|7         | 62/781 [00:03<00:37, 19.24it/s]
  8%|8         | 64/781 [00:03<00:38, 18.85it/s]
  8%|8         | 66/781 [00:03<00:37, 18.83it/s]
  9%|8         | 68/781 [00:03<00:37, 19.11it/s]
  9%|8         | 70/781 [00:03<00:37, 19.03it/s]
  9%|9         | 73/781 [00:03<00:36, 19.56it/s]
 10%|9         | 76/781 [00:03<00:35, 19.99it/s]
 10%|9         | 78/781 [00:04<00:35, 19.68it/s]
 10%|#         | 80/781 [00:04<00:35, 19.69it/s]
 10%|#         | 82/781 [00:04<00:36, 19.40it/s]
 11%|#         | 85/781 [00:04<00:34, 19.97it/s]
 11%|#1        | 88/781 [00:04<00:34, 20.14it/s]
 12%|#1        | 91/781 [00:04<00:34, 20.24it/s]
 12%|#2        | 94/781 [00:04<00:33, 20.29it/s]
 12%|#2        | 97/781 [00:04<00:33, 20.33it/s]
 13%|#2        | 100/781 [00:05<00:33, 20.39it/s]
 13%|#3        | 103/781 [00:05<00:33, 20.42it/s]
 14%|#3        | 106/781 [00:05<00:33, 20.27it/s]
 14%|#3        | 109/781 [00:05<00:33, 19.88it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.50it/s]
 15%|#4        | 114/781 [00:05<00:33, 19.74it/s]
 15%|#4        | 116/781 [00:05<00:33, 19.65it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.81it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.09it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.25it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.19it/s]
 17%|#6        | 131/781 [00:06<00:32, 20.10it/s]
 17%|#7        | 134/781 [00:06<00:32, 20.17it/s]
 18%|#7        | 137/781 [00:07<00:32, 19.87it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.77it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.19it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.24it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.09it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.12it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.64it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.90it/s]
 20%|#9        | 155/781 [00:07<00:31, 19.65it/s]
 20%|##        | 157/781 [00:08<00:31, 19.67it/s]
 20%|##        | 159/781 [00:08<00:32, 19.43it/s]
 21%|##        | 161/781 [00:08<00:31, 19.55it/s]
 21%|##        | 164/781 [00:08<00:30, 19.95it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.31it/s]
 22%|##1       | 170/781 [00:08<00:30, 19.77it/s]
 22%|##2       | 172/781 [00:08<00:30, 19.76it/s]
 22%|##2       | 174/781 [00:08<00:30, 19.76it/s]
 23%|##2       | 177/781 [00:09<00:30, 19.98it/s]
 23%|##3       | 180/781 [00:09<00:29, 20.12it/s]
 23%|##3       | 183/781 [00:09<00:29, 20.40it/s]
 24%|##3       | 186/781 [00:09<00:28, 20.64it/s]
 24%|##4       | 189/781 [00:09<00:28, 20.82it/s]
 25%|##4       | 192/781 [00:09<00:28, 20.94it/s]
 25%|##4       | 195/781 [00:09<00:27, 21.01it/s]
 25%|##5       | 198/781 [00:10<00:27, 21.05it/s]
 26%|##5       | 201/781 [00:10<00:27, 21.09it/s]
 26%|##6       | 204/781 [00:10<00:27, 21.05it/s]
 27%|##6       | 207/781 [00:10<00:27, 21.07it/s]
 27%|##6       | 210/781 [00:10<00:27, 21.09it/s]
 27%|##7       | 213/781 [00:10<00:26, 21.11it/s]
 28%|##7       | 216/781 [00:10<00:26, 21.10it/s]
 28%|##8       | 219/781 [00:11<00:26, 21.14it/s]
 28%|##8       | 222/781 [00:11<00:26, 21.16it/s]
 29%|##8       | 225/781 [00:11<00:26, 21.17it/s]
 29%|##9       | 228/781 [00:11<00:26, 20.97it/s]
 30%|##9       | 231/781 [00:11<00:26, 20.66it/s]
 30%|##9       | 234/781 [00:11<00:26, 20.68it/s]
 30%|###       | 237/781 [00:11<00:26, 20.60it/s]
 31%|###       | 240/781 [00:12<00:26, 20.48it/s]
 31%|###1      | 243/781 [00:12<00:26, 20.63it/s]
 31%|###1      | 246/781 [00:12<00:25, 20.66it/s]
 32%|###1      | 249/781 [00:12<00:25, 20.52it/s]
 32%|###2      | 252/781 [00:12<00:25, 20.61it/s]
 33%|###2      | 255/781 [00:12<00:25, 20.65it/s]
 33%|###3      | 258/781 [00:12<00:25, 20.70it/s]
 33%|###3      | 261/781 [00:14<02:00,  4.30it/s]
 34%|###3      | 263/781 [00:15<01:40,  5.17it/s]
 34%|###4      | 266/781 [00:15<01:15,  6.81it/s]
 34%|###4      | 269/781 [00:15<00:59,  8.64it/s]
 35%|###4      | 272/781 [00:15<00:48, 10.55it/s]
 35%|###5      | 275/781 [00:15<00:40, 12.37it/s]
 36%|###5      | 278/781 [00:15<00:35, 14.07it/s]
 36%|###5      | 281/781 [00:15<00:32, 15.52it/s]
 36%|###6      | 284/781 [00:16<00:29, 16.64it/s]
 37%|###6      | 287/781 [00:16<00:28, 17.59it/s]
 37%|###7      | 290/781 [00:16<00:26, 18.33it/s]
 38%|###7      | 293/781 [00:16<00:25, 18.91it/s]
 38%|###7      | 296/781 [00:16<00:24, 19.45it/s]
 38%|###8      | 299/781 [00:16<00:24, 19.82it/s]
 39%|###8      | 302/781 [00:16<00:23, 20.14it/s]
 39%|###9      | 305/781 [00:17<00:23, 20.36it/s]
 39%|###9      | 308/781 [00:17<00:23, 20.46it/s]
 40%|###9      | 311/781 [00:17<00:22, 20.49it/s]
 40%|####      | 314/781 [00:17<00:22, 20.49it/s]
 41%|####      | 317/781 [00:17<00:22, 20.58it/s]
 41%|####      | 320/781 [00:17<00:22, 20.54it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.51it/s]
 42%|####1     | 326/781 [00:18<00:22, 20.54it/s]
 42%|####2     | 329/781 [00:18<00:21, 20.68it/s]
 43%|####2     | 332/781 [00:18<00:21, 20.76it/s]
 43%|####2     | 335/781 [00:18<00:21, 20.83it/s]
 43%|####3     | 338/781 [00:18<00:21, 20.92it/s]
 44%|####3     | 341/781 [00:18<00:20, 20.96it/s]
 44%|####4     | 344/781 [00:18<00:20, 21.01it/s]
 44%|####4     | 347/781 [00:19<00:20, 20.93it/s]
 45%|####4     | 350/781 [00:19<00:20, 20.81it/s]
 45%|####5     | 353/781 [00:19<00:20, 20.80it/s]
 46%|####5     | 356/781 [00:19<00:20, 20.89it/s]
 46%|####5     | 359/781 [00:19<00:20, 20.96it/s]
 46%|####6     | 362/781 [00:19<00:19, 21.01it/s]
 47%|####6     | 365/781 [00:19<00:19, 21.08it/s]
 47%|####7     | 368/781 [00:20<00:19, 21.07it/s]
 48%|####7     | 371/781 [00:20<00:19, 21.06it/s]
 48%|####7     | 374/781 [00:20<00:19, 21.14it/s]
 48%|####8     | 377/781 [00:20<00:19, 21.14it/s]
 49%|####8     | 380/781 [00:20<00:18, 21.14it/s]
 49%|####9     | 383/781 [00:20<00:18, 21.13it/s]
 49%|####9     | 386/781 [00:20<00:18, 21.10it/s]
 50%|####9     | 389/781 [00:21<00:18, 21.08it/s]
 50%|#####     | 392/781 [00:21<00:18, 21.03it/s]
 51%|#####     | 395/781 [00:21<00:18, 20.88it/s]
 51%|#####     | 398/781 [00:21<00:18, 20.61it/s]
 51%|#####1    | 401/781 [00:21<00:18, 20.62it/s]
 52%|#####1    | 404/781 [00:21<00:18, 20.73it/s]
 52%|#####2    | 407/781 [00:21<00:17, 20.84it/s]
 52%|#####2    | 410/781 [00:22<00:17, 20.75it/s]
 53%|#####2    | 413/781 [00:22<00:17, 20.77it/s]
 53%|#####3    | 416/781 [00:22<00:17, 20.79it/s]
 54%|#####3    | 419/781 [00:22<00:17, 20.78it/s]
 54%|#####4    | 422/781 [00:22<00:17, 20.85it/s]
 54%|#####4    | 425/781 [00:22<00:17, 20.91it/s]
 55%|#####4    | 428/781 [00:22<00:17, 20.72it/s]
 55%|#####5    | 431/781 [00:23<00:16, 20.67it/s]
 56%|#####5    | 434/781 [00:23<00:16, 20.61it/s]
 56%|#####5    | 437/781 [00:23<00:16, 20.66it/s]
 56%|#####6    | 440/781 [00:23<00:16, 20.77it/s]
 57%|#####6    | 443/781 [00:23<00:16, 20.67it/s]
 57%|#####7    | 446/781 [00:23<00:16, 20.72it/s]
 57%|#####7    | 449/781 [00:23<00:16, 20.66it/s]
 58%|#####7    | 452/781 [00:24<00:15, 20.74it/s]
 58%|#####8    | 455/781 [00:24<00:15, 20.81it/s]
 59%|#####8    | 458/781 [00:24<00:15, 20.87it/s]
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100%|##########| 781/781 [00:40<00:00, 19.08it/s]




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Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/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 [00:54<00:00,  1.56s/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 [00:54<00:00,  1.56s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/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 [00:54<00:00,  1.58s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/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 [00:54<00:00,  1.58s/it]
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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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  8%|7         | 61/781 [00:03<00:34, 20.77it/s]
  8%|8         | 64/781 [00:03<00:34, 20.73it/s]
  9%|8         | 67/781 [00:03<00:34, 20.52it/s]
  9%|8         | 70/781 [00:03<00:34, 20.36it/s]
  9%|9         | 73/781 [00:03<00:34, 20.29it/s]
 10%|9         | 76/781 [00:03<00:34, 20.30it/s]
 10%|#         | 79/781 [00:03<00:34, 20.33it/s]
 10%|#         | 82/781 [00:04<00:34, 20.39it/s]
 11%|#         | 85/781 [00:04<00:34, 20.40it/s]
 11%|#1        | 88/781 [00:04<00:34, 20.22it/s]
 12%|#1        | 91/781 [00:04<00:34, 20.25it/s]
 12%|#2        | 94/781 [00:04<00:34, 19.90it/s]
 12%|#2        | 97/781 [00:04<00:34, 20.06it/s]
 13%|#2        | 100/781 [00:04<00:33, 20.17it/s]
 13%|#3        | 103/781 [00:05<00:33, 20.08it/s]
 14%|#3        | 106/781 [00:05<00:33, 20.02it/s]
 14%|#3        | 109/781 [00:05<00:33, 19.80it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.57it/s]
 14%|#4        | 113/781 [00:05<00:34, 19.56it/s]
 15%|#4        | 116/781 [00:05<00:33, 19.82it/s]
 15%|#5        | 119/781 [00:05<00:33, 19.89it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.12it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.27it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.40it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.49it/s]
 17%|#7        | 134/781 [00:06<00:31, 20.29it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.36it/s]
 18%|#7        | 140/781 [00:06<00:31, 20.47it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.46it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.47it/s]
 19%|#9        | 149/781 [00:07<00:31, 20.27it/s]
 19%|#9        | 152/781 [00:07<00:31, 20.18it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.37it/s]
 20%|##        | 158/781 [00:07<00:30, 20.46it/s]
 21%|##        | 161/781 [00:07<00:30, 20.58it/s]
 21%|##        | 164/781 [00:08<00:30, 20.49it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.43it/s]
 22%|##1       | 170/781 [00:08<00:29, 20.50it/s]
 22%|##2       | 173/781 [00:08<00:29, 20.42it/s]
 23%|##2       | 176/781 [00:08<00:29, 20.36it/s]
 23%|##2       | 179/781 [00:08<00:29, 20.24it/s]
 23%|##3       | 182/781 [00:08<00:29, 20.23it/s]
 24%|##3       | 185/781 [00:09<00:29, 20.36it/s]
 24%|##4       | 188/781 [00:09<00:29, 20.33it/s]
 24%|##4       | 191/781 [00:09<00:29, 20.08it/s]
 25%|##4       | 194/781 [00:09<00:29, 19.89it/s]
 25%|##5       | 196/781 [00:09<00:29, 19.89it/s]
 25%|##5       | 199/781 [00:09<00:28, 20.11it/s]
 26%|##5       | 202/781 [00:09<00:28, 20.21it/s]
 26%|##6       | 205/781 [00:10<00:28, 20.36it/s]
 27%|##6       | 208/781 [00:10<00:28, 20.36it/s]
 27%|##7       | 211/781 [00:10<00:28, 20.02it/s]
 27%|##7       | 214/781 [00:10<00:28, 20.19it/s]
 28%|##7       | 217/781 [00:10<00:27, 20.39it/s]
 28%|##8       | 220/781 [00:10<00:27, 20.50it/s]
 29%|##8       | 223/781 [00:11<00:27, 20.36it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.24it/s]
 29%|##9       | 229/781 [00:11<00:27, 20.14it/s]
 30%|##9       | 232/781 [00:11<00:27, 20.08it/s]
 30%|###       | 235/781 [00:11<00:27, 20.12it/s]
 30%|###       | 238/781 [00:11<00:26, 20.13it/s]
 31%|###       | 241/781 [00:11<00:27, 19.74it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.70it/s]
 31%|###1      | 246/781 [00:12<00:26, 19.95it/s]
 32%|###1      | 248/781 [00:12<00:26, 19.77it/s]
 32%|###2      | 251/781 [00:12<00:26, 20.03it/s]
 33%|###2      | 254/781 [00:12<00:25, 20.29it/s]
 33%|###2      | 257/781 [00:12<00:30, 16.99it/s]
 33%|###3      | 260/781 [00:12<00:28, 17.97it/s]
 34%|###3      | 263/781 [00:13<00:27, 18.78it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.18it/s]
 34%|###4      | 269/781 [00:13<00:26, 19.53it/s]
 35%|###4      | 272/781 [00:13<00:25, 19.85it/s]
 35%|###5      | 275/781 [00:13<00:25, 20.08it/s]
 36%|###5      | 278/781 [00:13<00:24, 20.25it/s]
 36%|###5      | 281/781 [00:13<00:24, 20.45it/s]
 36%|###6      | 284/781 [00:14<00:24, 20.43it/s]
 37%|###6      | 287/781 [00:14<00:24, 20.45it/s]
 37%|###7      | 290/781 [00:14<00:24, 20.41it/s]
 38%|###7      | 293/781 [00:14<00:23, 20.43it/s]
 38%|###7      | 296/781 [00:14<00:23, 20.40it/s]
 38%|###8      | 299/781 [00:14<00:23, 20.32it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.82it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.83it/s]
 39%|###9      | 307/781 [00:15<00:23, 19.95it/s]
 40%|###9      | 309/781 [00:15<00:23, 19.67it/s]
 40%|###9      | 312/781 [00:15<00:23, 19.88it/s]
 40%|####      | 315/781 [00:15<00:23, 20.03it/s]
 41%|####      | 318/781 [00:15<00:22, 20.20it/s]
 41%|####1     | 321/781 [00:15<00:22, 20.02it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.87it/s]
 42%|####1     | 327/781 [00:16<00:22, 19.90it/s]
 42%|####2     | 330/781 [00:16<00:22, 20.01it/s]
 43%|####2     | 333/781 [00:16<00:22, 20.17it/s]
 43%|####3     | 336/781 [00:16<00:21, 20.28it/s]
 43%|####3     | 339/781 [00:16<00:21, 20.46it/s]
 44%|####3     | 342/781 [00:16<00:21, 20.49it/s]
 44%|####4     | 345/781 [00:17<00:21, 20.46it/s]
 45%|####4     | 348/781 [00:17<00:21, 20.47it/s]
 45%|####4     | 351/781 [00:17<00:20, 20.48it/s]
 45%|####5     | 354/781 [00:17<00:20, 20.44it/s]
 46%|####5     | 357/781 [00:17<00:20, 20.51it/s]
 46%|####6     | 360/781 [00:17<00:20, 20.44it/s]
 46%|####6     | 363/781 [00:18<00:20, 20.58it/s]
 47%|####6     | 366/781 [00:18<00:20, 20.51it/s]
 47%|####7     | 369/781 [00:18<00:20, 20.29it/s]
 48%|####7     | 372/781 [00:18<00:20, 20.25it/s]
 48%|####8     | 375/781 [00:18<00:20, 20.21it/s]
 48%|####8     | 378/781 [00:18<00:20, 20.10it/s]
 49%|####8     | 381/781 [00:18<00:19, 20.20it/s]
 49%|####9     | 384/781 [00:19<00:19, 20.26it/s]
 50%|####9     | 387/781 [00:19<00:19, 20.30it/s]
 50%|####9     | 390/781 [00:19<00:19, 20.38it/s]
 50%|#####     | 393/781 [00:19<00:19, 20.41it/s]
 51%|#####     | 396/781 [00:19<00:18, 20.38it/s]
 51%|#####1    | 399/781 [00:19<00:18, 20.41it/s]
 51%|#####1    | 402/781 [00:19<00:18, 20.42it/s]
 52%|#####1    | 405/781 [00:20<00:18, 20.43it/s]
 52%|#####2    | 408/781 [00:20<00:18, 20.26it/s]
 53%|#####2    | 411/781 [00:20<00:18, 20.43it/s]
 53%|#####3    | 414/781 [00:20<00:17, 20.55it/s]
 53%|#####3    | 417/781 [00:20<00:18, 20.07it/s]
 54%|#####3    | 420/781 [00:20<00:17, 20.26it/s]
 54%|#####4    | 423/781 [00:20<00:18, 19.80it/s]
 54%|#####4    | 425/781 [00:21<00:18, 19.71it/s]
 55%|#####4    | 428/781 [00:21<00:17, 19.91it/s]
 55%|#####5    | 430/781 [00:21<00:17, 19.60it/s]
 55%|#####5    | 433/781 [00:21<00:17, 19.82it/s]
 56%|#####5    | 436/781 [00:21<00:17, 20.10it/s]
 56%|#####6    | 439/781 [00:21<00:17, 20.10it/s]
 57%|#####6    | 442/781 [00:21<00:16, 20.04it/s]
 57%|#####6    | 445/781 [00:22<00:16, 20.25it/s]
 57%|#####7    | 448/781 [00:22<00:16, 20.37it/s]
 58%|#####7    | 451/781 [00:22<00:16, 20.36it/s]
 58%|#####8    | 454/781 [00:22<00:16, 19.97it/s]
 59%|#####8    | 457/781 [00:22<00:16, 20.08it/s]
 59%|#####8    | 460/781 [00:22<00:16, 20.05it/s]
 59%|#####9    | 463/781 [00:22<00:15, 20.05it/s]
 60%|#####9    | 466/781 [00:23<00:15, 20.05it/s]
 60%|######    | 469/781 [00:23<00:15, 20.00it/s]
 60%|######    | 472/781 [00:23<00:15, 19.96it/s]
 61%|######    | 474/781 [00:23<00:15, 19.86it/s]
 61%|######1   | 477/781 [00:23<00:15, 20.02it/s]
 61%|######1   | 479/781 [00:23<00:15, 19.85it/s]
 62%|######1   | 481/781 [00:23<00:15, 19.88it/s]
 62%|######1   | 484/781 [00:24<00:14, 20.15it/s]
 62%|######2   | 487/781 [00:24<00:14, 20.12it/s]
 63%|######2   | 490/781 [00:24<00:14, 20.24it/s]
 63%|######3   | 493/781 [00:24<00:14, 20.30it/s]
 64%|######3   | 496/781 [00:24<00:14, 20.10it/s]
 64%|######3   | 499/781 [00:24<00:13, 20.20it/s]
 64%|######4   | 502/781 [00:24<00:13, 20.12it/s]
 65%|######4   | 505/781 [00:25<00:13, 19.72it/s]
 65%|######4   | 507/781 [00:25<00:13, 19.75it/s]
 65%|######5   | 510/781 [00:25<00:13, 19.83it/s]
 66%|######5   | 513/781 [00:25<00:13, 20.00it/s]
 66%|######5   | 515/781 [00:25<00:13, 19.48it/s]
 66%|######6   | 517/781 [00:25<00:13, 19.34it/s]
 66%|######6   | 519/781 [00:25<00:13, 19.36it/s]
 67%|######6   | 521/781 [00:25<00:13, 19.39it/s]
 67%|######7   | 524/781 [00:26<00:13, 19.76it/s]
 67%|######7   | 527/781 [00:26<00:12, 20.03it/s]
 68%|######7   | 529/781 [00:26<00:12, 19.87it/s]
 68%|######7   | 531/781 [00:26<00:12, 19.74it/s]
 68%|######8   | 534/781 [00:26<00:12, 19.83it/s]
 69%|######8   | 537/781 [00:26<00:12, 19.99it/s]
 69%|######9   | 540/781 [00:26<00:11, 20.18it/s]
 70%|######9   | 543/781 [00:26<00:11, 20.10it/s]
 70%|######9   | 546/781 [00:27<00:11, 20.05it/s]
 70%|#######   | 549/781 [00:27<00:11, 20.05it/s]
 71%|#######   | 552/781 [00:27<00:11, 20.06it/s]
 71%|#######1  | 555/781 [00:27<00:11, 20.02it/s]
 71%|#######1  | 558/781 [00:27<00:11, 20.02it/s]
 72%|#######1  | 561/781 [00:27<00:11, 19.90it/s]
 72%|#######2  | 564/781 [00:28<00:10, 20.08it/s]
 73%|#######2  | 567/781 [00:28<00:10, 20.30it/s]
 73%|#######2  | 570/781 [00:28<00:10, 20.38it/s]
 73%|#######3  | 573/781 [00:28<00:10, 20.37it/s]
 74%|#######3  | 576/781 [00:28<00:10, 20.39it/s]
 74%|#######4  | 579/781 [00:28<00:09, 20.43it/s]
 75%|#######4  | 582/781 [00:28<00:09, 20.29it/s]
 75%|#######4  | 585/781 [00:29<00:09, 20.14it/s]
 75%|#######5  | 588/781 [00:29<00:09, 20.12it/s]
 76%|#######5  | 591/781 [00:29<00:09, 20.32it/s]
 76%|#######6  | 594/781 [00:29<00:09, 20.48it/s]
 76%|#######6  | 597/781 [00:29<00:08, 20.47it/s]
 77%|#######6  | 600/781 [00:29<00:08, 20.34it/s]
 77%|#######7  | 603/781 [00:29<00:08, 20.45it/s]
 78%|#######7  | 606/781 [00:30<00:08, 20.38it/s]
 78%|#######7  | 609/781 [00:30<00:08, 20.42it/s]
 78%|#######8  | 612/781 [00:30<00:08, 20.15it/s]
 79%|#######8  | 615/781 [00:30<00:08, 20.19it/s]
 79%|#######9  | 618/781 [00:30<00:08, 20.31it/s]
 80%|#######9  | 621/781 [00:30<00:07, 20.34it/s]
 80%|#######9  | 624/781 [00:30<00:07, 20.39it/s]
 80%|########  | 627/781 [00:31<00:07, 20.47it/s]
 81%|########  | 630/781 [00:31<00:07, 20.42it/s]
 81%|########1 | 633/781 [00:31<00:07, 20.37it/s]
 81%|########1 | 636/781 [00:31<00:07, 20.47it/s]
 82%|########1 | 639/781 [00:31<00:06, 20.43it/s]
 82%|########2 | 642/781 [00:31<00:06, 20.50it/s]
 83%|########2 | 645/781 [00:32<00:06, 20.57it/s]
 83%|########2 | 648/781 [00:32<00:06, 20.40it/s]
 83%|########3 | 651/781 [00:32<00:06, 20.46it/s]
 84%|########3 | 654/781 [00:32<00:06, 20.49it/s]
 84%|########4 | 657/781 [00:32<00:06, 20.48it/s]
 85%|########4 | 660/781 [00:32<00:05, 20.41it/s]
 85%|########4 | 663/781 [00:32<00:05, 20.56it/s]
 85%|########5 | 666/781 [00:33<00:05, 20.55it/s]
 86%|########5 | 669/781 [00:33<00:05, 20.30it/s]
 86%|########6 | 672/781 [00:33<00:05, 20.35it/s]
 86%|########6 | 675/781 [00:33<00:05, 20.47it/s]
 87%|########6 | 678/781 [00:33<00:05, 20.51it/s]
 87%|########7 | 681/781 [00:33<00:04, 20.59it/s]
 88%|########7 | 684/781 [00:33<00:04, 20.50it/s]
 88%|########7 | 687/781 [00:34<00:04, 20.56it/s]
 88%|########8 | 690/781 [00:34<00:04, 20.47it/s]
 89%|########8 | 693/781 [00:34<00:04, 20.55it/s]
 89%|########9 | 696/781 [00:34<00:04, 20.51it/s]
 90%|########9 | 699/781 [00:34<00:04, 20.13it/s]
 90%|########9 | 702/781 [00:34<00:03, 20.21it/s]
 90%|######### | 705/781 [00:34<00:03, 20.30it/s]
 91%|######### | 708/781 [00:35<00:03, 20.05it/s]
 91%|#########1| 711/781 [00:35<00:03, 20.29it/s]
 91%|#########1| 714/781 [00:35<00:03, 20.33it/s]
 92%|#########1| 717/781 [00:35<00:03, 19.74it/s]
 92%|#########2| 719/781 [00:35<00:03, 19.44it/s]
 92%|#########2| 721/781 [00:35<00:03, 19.06it/s]
 93%|#########2| 723/781 [00:35<00:03, 18.98it/s]
 93%|#########2| 725/781 [00:35<00:02, 18.76it/s]
 93%|#########3| 727/781 [00:36<00:02, 18.79it/s]
 93%|#########3| 730/781 [00:36<00:02, 19.37it/s]
 94%|#########3| 732/781 [00:36<00:02, 19.35it/s]
 94%|#########3| 734/781 [00:36<00:02, 19.42it/s]
 94%|#########4| 737/781 [00:36<00:02, 19.59it/s]
 95%|#########4| 739/781 [00:36<00:02, 19.07it/s]
 95%|#########4| 741/781 [00:36<00:02, 18.68it/s]
 95%|#########5| 743/781 [00:36<00:02, 18.12it/s]
 95%|#########5| 745/781 [00:37<00:01, 18.37it/s]
 96%|#########5| 747/781 [00:37<00:01, 18.80it/s]
 96%|#########5| 749/781 [00:37<00:01, 18.94it/s]
 96%|#########6| 751/781 [00:37<00:01, 18.74it/s]
 96%|#########6| 753/781 [00:37<00:01, 18.89it/s]
 97%|#########6| 755/781 [00:37<00:01, 19.12it/s]
 97%|#########7| 758/781 [00:37<00:01, 19.61it/s]
 97%|#########7| 760/781 [00:37<00:01, 19.41it/s]
 98%|#########7| 762/781 [00:37<00:00, 19.07it/s]
 98%|#########7| 764/781 [00:38<00:00, 19.07it/s]
 98%|#########8| 766/781 [00:38<00:00, 18.84it/s]
 98%|#########8| 768/781 [00:38<00:00, 18.77it/s]
 99%|#########8| 770/781 [00:38<00:00, 18.23it/s]
 99%|#########8| 772/781 [00:38<00:00, 18.57it/s]
 99%|#########9| 774/781 [00:38<00:00, 18.86it/s]
 99%|#########9| 776/781 [00:38<00:00, 19.14it/s]
100%|#########9| 778/781 [00:38<00:00, 19.01it/s]
100%|#########9| 780/781 [00:38<00:00, 18.90it/s]
100%|##########| 781/781 [00:38<00:00, 20.06it/s]



Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]

Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.06s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.07s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.07s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.19s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:49,  1.17s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.09s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.09s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.12s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.17s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.17s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.17s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.18s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:42,  1.12s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:42,  1.12s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:42,  1.12s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:42,  1.12s/it]
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Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.14s/it]
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  6%|6         | 50/781 [00:02<00:39, 18.32it/s]
  7%|6         | 52/781 [00:02<00:39, 18.34it/s]
  7%|6         | 54/781 [00:02<00:39, 18.37it/s]
  7%|7         | 56/781 [00:03<00:39, 18.37it/s]
  7%|7         | 58/781 [00:03<00:39, 18.41it/s]
  8%|7         | 60/781 [00:03<00:39, 18.45it/s]
  8%|7         | 62/781 [00:03<00:38, 18.46it/s]
  8%|8         | 64/781 [00:03<00:39, 18.20it/s]
  8%|8         | 66/781 [00:03<00:39, 18.17it/s]
  9%|8         | 68/781 [00:03<00:39, 18.25it/s]
  9%|8         | 70/781 [00:03<00:38, 18.48it/s]
  9%|9         | 72/781 [00:03<00:38, 18.59it/s]
  9%|9         | 74/781 [00:04<00:38, 18.57it/s]
 10%|9         | 76/781 [00:04<00:37, 18.65it/s]
 10%|9         | 78/781 [00:04<00:38, 18.36it/s]
 10%|#         | 80/781 [00:04<00:38, 18.35it/s]
 10%|#         | 82/781 [00:04<00:38, 18.28it/s]
 11%|#         | 84/781 [00:04<00:38, 18.33it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.37it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.34it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.31it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.29it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.30it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.35it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.45it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.53it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.63it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.64it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.66it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.75it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.72it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.78it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.86it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.83it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.84it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.92it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.88it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.53it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.52it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.47it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.50it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.62it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.70it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.79it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.76it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.68it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.72it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.76it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.80it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.84it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.46it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.88it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.52it/s]
 20%|##        | 158/781 [00:08<00:35, 17.64it/s]
 20%|##        | 160/781 [00:08<00:34, 17.93it/s]
 21%|##        | 162/781 [00:08<00:34, 18.11it/s]
 21%|##        | 164/781 [00:08<00:34, 17.97it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.27it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.49it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.57it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.46it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.54it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.55it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.64it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.51it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.62it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.70it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.70it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.53it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.44it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.34it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.35it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.07it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.28it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.36it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.50it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.63it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.43it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.40it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.50it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.44it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.48it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.36it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.39it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.51it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.62it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.71it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.73it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.68it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.62it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.40it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.49it/s]
 30%|###       | 236/781 [00:12<00:29, 18.50it/s]
 30%|###       | 238/781 [00:12<00:29, 18.47it/s]
 31%|###       | 240/781 [00:13<00:29, 18.47it/s]
 31%|###       | 242/781 [00:13<00:29, 18.40it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.45it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.14it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.33it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.44it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.57it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.68it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.73it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.67it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.62it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.50it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.27it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.54it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.46it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.66it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.58it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.32it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.12it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.32it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.12it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.99it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.07it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.02it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.91it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.85it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.82it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.49it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.57it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.65it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.64it/s]
 39%|###8      | 302/781 [00:16<00:27, 17.55it/s]
 39%|###8      | 304/781 [00:16<00:27, 17.49it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.70it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.90it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.96it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.12it/s]
 40%|####      | 314/781 [00:17<00:25, 18.12it/s]
 40%|####      | 316/781 [00:17<00:25, 18.20it/s]
 41%|####      | 318/781 [00:17<00:25, 18.39it/s]
 41%|####      | 320/781 [00:17<00:24, 18.51it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.57it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.58it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.66it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.74it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.71it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.70it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.45it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.17it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.41it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.37it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.26it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.22it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.36it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.42it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.42it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.35it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.50it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.60it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.50it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.44it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.44it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.33it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.41it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.43it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.53it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.46it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.44it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.31it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.54it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.45it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.48it/s]
 49%|####9     | 384/781 [00:20<00:22, 18.04it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.18it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.41it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.29it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.18it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.44it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.32it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.36it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.20it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.44it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.41it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.42it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.67it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.87it/s]
 53%|#####2    | 412/781 [00:22<00:19, 19.09it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.10it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.19it/s]
 54%|#####3    | 418/781 [00:22<00:19, 19.10it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.85it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.76it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.74it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.48it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.64it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.77it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.97it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.08it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.08it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.18it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.32it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.43it/s]
 57%|#####6    | 444/781 [00:24<00:17, 19.15it/s]
 57%|#####7    | 446/781 [00:24<00:17, 19.02it/s]
 57%|#####7    | 448/781 [00:24<00:17, 19.10it/s]
 58%|#####7    | 450/781 [00:24<00:17, 19.08it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.08it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.01it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.13it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.17it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.15it/s]
 59%|#####9    | 462/781 [00:25<00:16, 18.99it/s]
 59%|#####9    | 464/781 [00:25<00:16, 19.03it/s]
 60%|#####9    | 466/781 [00:25<00:16, 19.00it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.77it/s]
 60%|######    | 470/781 [00:25<00:16, 18.38it/s]
 60%|######    | 472/781 [00:25<00:16, 18.35it/s]
 61%|######    | 474/781 [00:25<00:16, 18.51it/s]
 61%|######    | 476/781 [00:25<00:16, 18.80it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.00it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.86it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.93it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.84it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.95it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.09it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.18it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.31it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.95it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.03it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.97it/s]
 64%|######4   | 500/781 [00:27<00:14, 18.96it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.65it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.40it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.72it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.92it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.97it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.98it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.77it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.95it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.15it/s]
 67%|######6   | 520/781 [00:28<00:13, 19.24it/s]
 67%|######6   | 522/781 [00:28<00:13, 19.14it/s]
 67%|######7   | 524/781 [00:28<00:13, 19.05it/s]
 67%|######7   | 526/781 [00:28<00:13, 19.16it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.12it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.92it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.90it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.97it/s]
 69%|######8   | 536/781 [00:28<00:12, 18.96it/s]
 69%|######8   | 538/781 [00:29<00:12, 18.80it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.69it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.76it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.86it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.78it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.56it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.83it/s]
 71%|#######   | 552/781 [00:29<00:12, 19.01it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.06it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.11it/s]
 71%|#######1  | 558/781 [00:30<00:11, 19.14it/s]
 72%|#######1  | 560/781 [00:30<00:11, 19.20it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.96it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.85it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.75it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.90it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.03it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.20it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.26it/s]
 74%|#######3  | 576/781 [00:31<00:10, 19.38it/s]
 74%|#######4  | 578/781 [00:31<00:10, 19.42it/s]
 74%|#######4  | 580/781 [00:31<00:10, 19.48it/s]
 75%|#######4  | 582/781 [00:31<00:10, 19.38it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.07it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.13it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.95it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.98it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.13it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.27it/s]
 76%|#######6  | 596/781 [00:32<00:09, 19.36it/s]
 77%|#######6  | 598/781 [00:32<00:09, 19.26it/s]
 77%|#######6  | 600/781 [00:32<00:09, 19.38it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.31it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.97it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.78it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.52it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.73it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.82it/s]
 79%|#######8  | 614/781 [00:33<00:08, 19.01it/s]
 79%|#######8  | 616/781 [00:33<00:08, 19.12it/s]
 79%|#######9  | 618/781 [00:33<00:08, 19.08it/s]
 79%|#######9  | 620/781 [00:33<00:08, 19.15it/s]
 80%|#######9  | 622/781 [00:33<00:08, 19.15it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.97it/s]
 80%|########  | 626/781 [00:33<00:08, 18.99it/s]
 80%|########  | 628/781 [00:33<00:08, 18.91it/s]
 81%|########  | 630/781 [00:33<00:07, 18.95it/s]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:04<00:00,  4.43s/it]
100%|##########| 1/1 [00:04<00:00,  4.43s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 15.61it/s]
  3%|2         | 4/157 [00:00<00:09, 15.64it/s]
  4%|3         | 6/157 [00:00<00:09, 15.87it/s]
  5%|5         | 8/157 [00:00<00:09, 16.28it/s]
  6%|6         | 10/157 [00:00<00:09, 15.99it/s]
  8%|7         | 12/157 [00:00<00:08, 16.19it/s]
  9%|8         | 14/157 [00:00<00:08, 16.17it/s]
 10%|#         | 16/157 [00:00<00:08, 16.46it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.40it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.54it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.55it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.10it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.09it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.20it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.22it/s]
 20%|##        | 32/157 [00:01<00:07, 16.42it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.58it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.69it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.69it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.70it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.58it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.48it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.58it/s]
 31%|###       | 48/157 [00:02<00:06, 16.67it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.72it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.78it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.79it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.73it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.77it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.69it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.69it/s]
 41%|####      | 64/157 [00:03<00:05, 16.65it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.61it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.59it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.64it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.66it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.65it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.68it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.57it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.63it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.53it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.22it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.26it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.37it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.51it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.62it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.58it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.65it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.65it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.74it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.68it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.62it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.61it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.55it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.59it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.50it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.37it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.51it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.61it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.55it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.54it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.37it/s]
 80%|########  | 126/157 [00:07<00:01, 16.48it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.39it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.22it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.42it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.52it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.41it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.36it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.30it/s]
 90%|######### | 142/157 [00:08<00:00, 16.00it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.27it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.27it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.16it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.29it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.19it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.92it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.83it/s]
100%|##########| 157/157 [00:09<00:00, 16.49it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.20it/s]
  1%|          | 4/781 [00:00<00:41, 18.70it/s]
  1%|          | 6/781 [00:00<00:43, 17.95it/s]
  1%|1         | 8/781 [00:00<00:42, 17.99it/s]
  1%|1         | 10/781 [00:00<00:42, 18.28it/s]
  2%|1         | 12/781 [00:00<00:41, 18.57it/s]
  2%|1         | 14/781 [00:00<00:40, 18.79it/s]
  2%|2         | 16/781 [00:00<00:40, 18.90it/s]
  2%|2         | 18/781 [00:00<00:40, 19.02it/s]
  3%|2         | 20/781 [00:01<00:40, 18.98it/s]
  3%|2         | 22/781 [00:01<00:40, 18.97it/s]
  3%|3         | 24/781 [00:01<00:39, 18.95it/s]
  3%|3         | 26/781 [00:01<00:39, 19.01it/s]
  4%|3         | 28/781 [00:01<00:39, 19.09it/s]
  4%|3         | 30/781 [00:01<00:39, 18.87it/s]
  4%|4         | 32/781 [00:01<00:39, 18.91it/s]
  4%|4         | 34/781 [00:01<00:39, 18.86it/s]
  5%|4         | 36/781 [00:01<00:39, 18.93it/s]
  5%|4         | 38/781 [00:02<00:39, 18.87it/s]
  5%|5         | 40/781 [00:02<00:39, 18.97it/s]
  5%|5         | 42/781 [00:02<00:39, 18.89it/s]
  6%|5         | 44/781 [00:02<00:38, 19.05it/s]
  6%|5         | 46/781 [00:02<00:38, 19.22it/s]
  6%|6         | 48/781 [00:02<00:37, 19.34it/s]
  6%|6         | 50/781 [00:02<00:38, 19.17it/s]
  7%|6         | 52/781 [00:02<00:38, 19.12it/s]
  7%|6         | 54/781 [00:02<00:37, 19.15it/s]
  7%|7         | 56/781 [00:02<00:37, 19.13it/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, 18.97it/s]
  8%|8         | 64/781 [00:03<00:37, 18.94it/s]
  8%|8         | 66/781 [00:03<00:37, 19.06it/s]
  9%|8         | 68/781 [00:03<00:37, 18.98it/s]
  9%|8         | 70/781 [00:03<00:37, 19.05it/s]
  9%|9         | 72/781 [00:03<00:37, 19.06it/s]
  9%|9         | 74/781 [00:03<00:37, 19.03it/s]
 10%|9         | 76/781 [00:04<00:37, 18.93it/s]
 10%|9         | 78/781 [00:04<00:36, 19.00it/s]
 10%|#         | 80/781 [00:04<00:36, 19.07it/s]
 10%|#         | 82/781 [00:04<00:36, 19.08it/s]
 11%|#         | 84/781 [00:04<00:36, 19.00it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.12it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.25it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.37it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.44it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.45it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.43it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.31it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.23it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.22it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.81it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.89it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.65it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.56it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.31it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.53it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.62it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.48it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.45it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.13it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.21it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.53it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.63it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.81it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.97it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.17it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.18it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.14it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.94it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.94it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.86it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.84it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.99it/s]
 19%|#9        | 152/781 [00:08<00:33, 19.00it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.94it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.79it/s]
 20%|##        | 158/781 [00:08<00:33, 18.71it/s]
 20%|##        | 160/781 [00:08<00:33, 18.69it/s]
 21%|##        | 162/781 [00:08<00:33, 18.73it/s]
 21%|##        | 164/781 [00:08<00:32, 18.83it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.92it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.85it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.98it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.15it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.23it/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 [00:09<00:31, 19.33it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.38it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.22it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.21it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.23it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.76it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.09it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.89it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.98it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.94it/s]
 26%|##5       | 200/781 [00:10<00:32, 17.90it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.10it/s]
 26%|##6       | 204/781 [00:10<00:32, 17.97it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.04it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.05it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.96it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.10it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.37it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.45it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.39it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.57it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.70it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.76it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.83it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.90it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.86it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.82it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.59it/s]
 30%|###       | 236/781 [00:12<00:29, 18.67it/s]
 30%|###       | 238/781 [00:12<00:28, 18.81it/s]
 31%|###       | 240/781 [00:12<00:28, 18.87it/s]
 31%|###       | 242/781 [00:12<00:28, 18.89it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.83it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.79it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.80it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.77it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.34it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.34it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.36it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.54it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.65it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.76it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.85it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.89it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.82it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.69it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.71it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.80it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.89it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.94it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.76it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.76it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.78it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.87it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.92it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.90it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.90it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.84it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.81it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.70it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.79it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.73it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.79it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.86it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.85it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.87it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.94it/s]
 40%|####      | 314/781 [00:16<00:24, 18.93it/s]
 40%|####      | 316/781 [00:16<00:24, 18.82it/s]
 41%|####      | 318/781 [00:16<00:24, 18.87it/s]
 41%|####      | 320/781 [00:17<00:24, 18.90it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.76it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.80it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.87it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.95it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.94it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.92it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.85it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.73it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.65it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.33it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.35it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.37it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.56it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.57it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.37it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.30it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.49it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.59it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.66it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.51it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.64it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.73it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.77it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.70it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.53it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.55it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.60it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.32it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.46it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.50it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.48it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.46it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.64it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.75it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.58it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.61it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.59it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.44it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.36it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.41it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.44it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.33it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.35it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.21it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.35it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.77it/s]
100%|##########| 781/781 [00:41<00:00, 18.63it/s]




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Validation Progress:  48%|####7     | 21/44 [00:24<00:27,  1.21s/it]
Validation Progress:  50%|#####     | 22/44 [00:25<00:26,  1.22s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.23s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:29<00:23,  1.24s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:30<00:22,  1.23s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:30<00:22,  1.23s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
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Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
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Validation Progress:  68%|######8   | 30/44 [00:35<00:17,  1.24s/it]
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Validation Progress:  68%|######8   | 30/44 [00:35<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.22s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
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Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.20s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.20s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.28s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.30s/it]
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Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.30s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.26s/it]
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Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:49<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:49<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:49<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:49<00:03,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

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100%|##########| 1/1 [00:04<00:00,  4.94s/it]
100%|##########| 1/1 [00:04<00:00,  4.95s/it]

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100%|##########| 157/157 [00:09<00:00, 16.38it/s]

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 24%|##4       | 190/781 [00:10<00:32, 18.12it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.11it/s]
 25%|##4       | 194/781 [00:10<00:41, 14.01it/s]
 25%|##5       | 196/781 [00:10<00:38, 15.04it/s]
 25%|##5       | 198/781 [00:10<00:36, 15.98it/s]
 26%|##5       | 200/781 [00:10<00:35, 16.56it/s]
 26%|##5       | 202/781 [00:11<00:33, 17.33it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.64it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.96it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.21it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.26it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.56it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.60it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.29it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.26it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.11it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.97it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.80it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.71it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.59it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.70it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.08it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.99it/s]
 30%|###       | 236/781 [00:12<00:29, 18.32it/s]
 30%|###       | 238/781 [00:13<00:29, 18.11it/s]
 31%|###       | 240/781 [00:13<00:29, 18.33it/s]
 31%|###       | 242/781 [00:13<00:28, 18.59it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.85it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.99it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.11it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.23it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.28it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.22it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.17it/s]
 33%|###3      | 258/781 [00:14<00:27, 19.32it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.36it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.41it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.47it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.51it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.52it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.54it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.58it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.60it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.60it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.51it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.41it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.40it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.40it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.06it/s]
 37%|###6      | 288/781 [00:15<00:25, 18.98it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.59it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.49it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.41it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.62it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.80it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.81it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.87it/s]
 39%|###8      | 304/781 [00:16<00:25, 19.03it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.07it/s]
 39%|###9      | 308/781 [00:16<00:24, 18.99it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.93it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.08it/s]
 40%|####      | 314/781 [00:17<00:24, 19.15it/s]
 40%|####      | 316/781 [00:17<00:24, 19.10it/s]
 41%|####      | 318/781 [00:17<00:24, 19.10it/s]
 41%|####      | 320/781 [00:17<00:24, 19.15it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.21it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.17it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.20it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.27it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.33it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.96it/s]
 43%|####2     | 334/781 [00:18<00:23, 19.07it/s]
 43%|####3     | 336/781 [00:18<00:23, 19.14it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.21it/s]
 44%|####3     | 340/781 [00:18<00:22, 19.28it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.40it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.22it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.10it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.10it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.23it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.35it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.04it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.06it/s]
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 46%|####6     | 360/781 [00:19<00:21, 19.16it/s]
 46%|####6     | 362/781 [00:19<00:22, 19.02it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.07it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.14it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.18it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.22it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.76it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.88it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.00it/s]
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 49%|####8     | 380/781 [00:20<00:21, 18.81it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.30it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.86it/s]
 49%|####9     | 386/781 [00:20<00:22, 17.81it/s]
 50%|####9     | 388/781 [00:20<00:21, 17.87it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.08it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.18it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.22it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.30it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.46it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.45it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.46it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.51it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.23it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.41it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.33it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.39it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.50it/s]
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 54%|#####3    | 418/781 [00:22<00:19, 18.67it/s]
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 55%|#####4    | 426/781 [00:22<00:19, 18.18it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.19it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.13it/s]
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 56%|#####5    | 436/781 [00:23<00:18, 18.28it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.08it/s]
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 60%|######    | 472/781 [00:25<00:16, 18.41it/s]
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 61%|######1   | 478/781 [00:25<00:16, 18.03it/s]
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 62%|######1   | 482/781 [00:26<00:16, 18.11it/s]
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 62%|######2   | 486/781 [00:26<00:15, 18.52it/s]
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 63%|######2   | 490/781 [00:26<00:15, 18.67it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.72it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.66it/s]
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 65%|######4   | 506/781 [00:27<00:14, 18.41it/s]
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 70%|#######   | 548/781 [00:29<00:12, 18.18it/s]
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 71%|#######1  | 556/781 [00:30<00:12, 18.47it/s]
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 72%|#######1  | 560/781 [00:30<00:11, 18.61it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.38it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.25it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.28it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.45it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.48it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.48it/s]
100%|##########| 781/781 [00:41<00:00, 18.61it/s]




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 82%|########1 | 128/157 [00:07<00:01, 18.20it/s]
 83%|########2 | 130/157 [00:07<00:01, 18.23it/s]
 84%|########4 | 132/157 [00:07<00:01, 18.16it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.96it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.91it/s]
 88%|########7 | 138/157 [00:07<00:01, 17.90it/s]
 89%|########9 | 140/157 [00:07<00:00, 17.96it/s]
 90%|######### | 142/157 [00:08<00:00, 17.75it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.66it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.75it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.95it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.88it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.84it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.90it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.97it/s]
100%|##########| 157/157 [00:08<00:00, 17.68it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:39, 19.78it/s]
  1%|          | 4/781 [00:00<00:39, 19.49it/s]
  1%|          | 7/781 [00:00<00:38, 19.96it/s]
  1%|1         | 9/781 [00:00<00:39, 19.53it/s]
  1%|1         | 11/781 [00:00<00:39, 19.55it/s]
  2%|1         | 13/781 [00:00<00:40, 19.20it/s]
  2%|1         | 15/781 [00:00<00:40, 18.99it/s]
  2%|2         | 17/781 [00:00<00:41, 18.38it/s]
  2%|2         | 19/781 [00:01<00:42, 17.82it/s]
  3%|2         | 21/781 [00:01<00:43, 17.66it/s]
  3%|2         | 23/781 [00:01<00:43, 17.47it/s]
  3%|3         | 25/781 [00:01<00:43, 17.55it/s]
  3%|3         | 27/781 [00:01<00:42, 17.69it/s]
  4%|3         | 29/781 [00:01<00:42, 17.61it/s]
  4%|3         | 31/781 [00:01<00:42, 17.66it/s]
  4%|4         | 33/781 [00:01<00:42, 17.69it/s]
  4%|4         | 35/781 [00:01<00:42, 17.60it/s]
  5%|4         | 37/781 [00:02<00:42, 17.51it/s]
  5%|4         | 39/781 [00:02<00:42, 17.42it/s]
  5%|5         | 41/781 [00:02<00:42, 17.31it/s]
  6%|5         | 43/781 [00:02<00:42, 17.47it/s]
  6%|5         | 45/781 [00:02<00:41, 17.66it/s]
  6%|6         | 47/781 [00:02<00:41, 17.56it/s]
  6%|6         | 49/781 [00:02<00:41, 17.59it/s]
  7%|6         | 51/781 [00:02<00:41, 17.66it/s]
  7%|6         | 53/781 [00:02<00:41, 17.57it/s]
  7%|7         | 55/781 [00:03<00:41, 17.53it/s]
  7%|7         | 57/781 [00:03<00:41, 17.62it/s]
  8%|7         | 59/781 [00:03<00:40, 17.91it/s]
  8%|7         | 61/781 [00:03<00:40, 17.88it/s]
  8%|8         | 63/781 [00:03<00:40, 17.54it/s]
  8%|8         | 65/781 [00:03<00:40, 17.61it/s]
  9%|8         | 67/781 [00:03<00:40, 17.42it/s]
  9%|8         | 69/781 [00:03<00:41, 17.32it/s]
  9%|9         | 71/781 [00:03<00:40, 17.39it/s]
  9%|9         | 73/781 [00:04<00:40, 17.37it/s]
 10%|9         | 75/781 [00:04<00:40, 17.56it/s]
 10%|9         | 77/781 [00:04<00:39, 17.71it/s]
 10%|#         | 79/781 [00:04<00:39, 17.64it/s]
 10%|#         | 81/781 [00:04<00:39, 17.58it/s]
 11%|#         | 83/781 [00:04<00:39, 17.53it/s]
 11%|#         | 85/781 [00:04<00:39, 17.55it/s]
 11%|#1        | 87/781 [00:04<00:39, 17.43it/s]
 11%|#1        | 89/781 [00:05<00:39, 17.62it/s]
 12%|#1        | 91/781 [00:05<00:38, 17.71it/s]
 12%|#1        | 93/781 [00:05<00:38, 17.85it/s]
 12%|#2        | 95/781 [00:05<00:38, 17.72it/s]
 12%|#2        | 97/781 [00:05<00:38, 17.70it/s]
 13%|#2        | 99/781 [00:05<00:38, 17.84it/s]
 13%|#2        | 101/781 [00:05<00:38, 17.77it/s]
 13%|#3        | 103/781 [00:05<00:38, 17.83it/s]
 13%|#3        | 105/781 [00:05<00:38, 17.77it/s]
 14%|#3        | 107/781 [00:06<00:37, 17.76it/s]
 14%|#3        | 109/781 [00:06<00:37, 17.72it/s]
 14%|#4        | 111/781 [00:06<00:37, 17.80it/s]
 14%|#4        | 113/781 [00:06<00:37, 17.80it/s]
 15%|#4        | 115/781 [00:06<00:37, 17.70it/s]
 15%|#4        | 117/781 [00:06<00:37, 17.70it/s]
 15%|#5        | 119/781 [00:06<00:37, 17.50it/s]
 15%|#5        | 121/781 [00:06<00:37, 17.53it/s]
 16%|#5        | 123/781 [00:06<00:37, 17.68it/s]
 16%|#6        | 125/781 [00:07<00:36, 17.74it/s]
 16%|#6        | 127/781 [00:07<00:36, 17.82it/s]
 17%|#6        | 129/781 [00:07<00:36, 17.77it/s]
 17%|#6        | 131/781 [00:07<00:36, 17.88it/s]
 17%|#7        | 133/781 [00:07<00:35, 18.01it/s]
 17%|#7        | 135/781 [00:07<00:35, 18.00it/s]
 18%|#7        | 137/781 [00:07<00:35, 17.99it/s]
 18%|#7        | 139/781 [00:07<00:35, 17.96it/s]
 18%|#8        | 141/781 [00:07<00:35, 18.01it/s]
 18%|#8        | 143/781 [00:08<00:36, 17.67it/s]
 19%|#8        | 145/781 [00:08<00:35, 17.83it/s]
 19%|#8        | 147/781 [00:08<00:35, 17.92it/s]
 19%|#9        | 149/781 [00:08<00:35, 18.00it/s]
 19%|#9        | 151/781 [00:08<00:34, 18.01it/s]
 20%|#9        | 153/781 [00:08<00:35, 17.80it/s]
 20%|#9        | 155/781 [00:08<00:35, 17.76it/s]
 20%|##        | 157/781 [00:08<00:35, 17.62it/s]
 20%|##        | 159/781 [00:08<00:35, 17.68it/s]
 21%|##        | 161/781 [00:09<00:34, 17.79it/s]
 21%|##        | 163/781 [00:09<00:34, 17.80it/s]
 21%|##1       | 165/781 [00:09<00:34, 17.88it/s]
 21%|##1       | 167/781 [00:09<00:34, 17.77it/s]
 22%|##1       | 169/781 [00:09<00:34, 17.90it/s]
 22%|##1       | 171/781 [00:09<00:33, 17.96it/s]
 22%|##2       | 173/781 [00:09<00:33, 17.99it/s]
 22%|##2       | 175/781 [00:09<00:33, 18.10it/s]
 23%|##2       | 177/781 [00:09<00:33, 18.10it/s]
 23%|##2       | 179/781 [00:10<00:33, 18.04it/s]
 23%|##3       | 181/781 [00:10<00:33, 17.95it/s]
 23%|##3       | 183/781 [00:10<00:33, 17.81it/s]
 24%|##3       | 185/781 [00:10<00:33, 17.78it/s]
 24%|##3       | 187/781 [00:10<00:33, 17.81it/s]
 24%|##4       | 189/781 [00:10<00:33, 17.91it/s]
 24%|##4       | 191/781 [00:10<00:33, 17.81it/s]
 25%|##4       | 193/781 [00:10<00:33, 17.81it/s]
 25%|##4       | 195/781 [00:10<00:32, 17.83it/s]
 25%|##5       | 197/781 [00:11<00:32, 17.91it/s]
 25%|##5       | 199/781 [00:11<00:32, 17.97it/s]
 26%|##5       | 201/781 [00:11<00:32, 17.99it/s]
 26%|##5       | 203/781 [00:11<00:32, 17.85it/s]
 26%|##6       | 205/781 [00:11<00:32, 17.73it/s]
 27%|##6       | 207/781 [00:11<00:32, 17.77it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.82it/s]
 27%|##7       | 211/781 [00:11<00:31, 17.83it/s]
 27%|##7       | 213/781 [00:11<00:31, 17.83it/s]
 28%|##7       | 215/781 [00:12<00:32, 17.52it/s]
 28%|##7       | 217/781 [00:12<00:31, 17.68it/s]
 28%|##8       | 219/781 [00:12<00:31, 17.82it/s]
 28%|##8       | 221/781 [00:12<00:31, 17.88it/s]
 29%|##8       | 223/781 [00:12<00:31, 17.55it/s]
 29%|##8       | 225/781 [00:12<00:31, 17.54it/s]
 29%|##9       | 227/781 [00:12<00:31, 17.65it/s]
 29%|##9       | 229/781 [00:12<00:31, 17.66it/s]
 30%|##9       | 231/781 [00:12<00:31, 17.46it/s]
 30%|##9       | 233/781 [00:13<00:31, 17.43it/s]
 30%|###       | 235/781 [00:13<00:31, 17.58it/s]
 30%|###       | 237/781 [00:13<00:30, 17.59it/s]
 31%|###       | 239/781 [00:13<00:30, 17.51it/s]
 31%|###       | 241/781 [00:13<00:30, 17.63it/s]
 31%|###1      | 243/781 [00:13<00:30, 17.62it/s]
 31%|###1      | 245/781 [00:13<00:30, 17.80it/s]
 32%|###1      | 247/781 [00:13<00:29, 17.89it/s]
 32%|###1      | 249/781 [00:13<00:29, 17.98it/s]
 32%|###2      | 251/781 [00:14<00:30, 17.66it/s]
 32%|###2      | 253/781 [00:14<00:29, 17.79it/s]
 33%|###2      | 255/781 [00:14<00:29, 17.67it/s]
 33%|###2      | 257/781 [00:14<00:29, 17.69it/s]
 33%|###3      | 259/781 [00:14<00:29, 17.79it/s]
 33%|###3      | 261/781 [00:14<00:29, 17.90it/s]
 34%|###3      | 263/781 [00:14<00:28, 17.89it/s]
 34%|###3      | 265/781 [00:14<00:28, 17.84it/s]
 34%|###4      | 267/781 [00:15<00:28, 17.83it/s]
 34%|###4      | 269/781 [00:15<00:28, 17.88it/s]
 35%|###4      | 271/781 [00:15<00:28, 17.82it/s]
 35%|###4      | 273/781 [00:15<00:28, 17.82it/s]
 35%|###5      | 275/781 [00:15<00:28, 17.75it/s]
 35%|###5      | 277/781 [00:15<00:28, 17.52it/s]
 36%|###5      | 279/781 [00:15<00:28, 17.56it/s]
 36%|###5      | 281/781 [00:15<00:28, 17.67it/s]
 36%|###6      | 283/781 [00:15<00:28, 17.64it/s]
 36%|###6      | 285/781 [00:16<00:28, 17.56it/s]
 37%|###6      | 287/781 [00:16<00:28, 17.54it/s]
 37%|###7      | 289/781 [00:16<00:27, 17.64it/s]
 37%|###7      | 291/781 [00:16<00:27, 17.58it/s]
 38%|###7      | 293/781 [00:16<00:27, 17.66it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.81it/s]
 38%|###8      | 297/781 [00:16<00:27, 17.78it/s]
 38%|###8      | 299/781 [00:16<00:26, 17.88it/s]
 39%|###8      | 301/781 [00:16<00:26, 18.15it/s]
 39%|###8      | 303/781 [00:17<00:26, 18.38it/s]
 39%|###9      | 305/781 [00:17<00:26, 17.90it/s]
 39%|###9      | 307/781 [00:17<00:26, 17.90it/s]
 40%|###9      | 309/781 [00:17<00:25, 18.23it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.72it/s]
 40%|####      | 314/781 [00:17<00:24, 18.85it/s]
 40%|####      | 316/781 [00:17<00:24, 19.05it/s]
 41%|####      | 319/781 [00:17<00:23, 19.48it/s]
 41%|####1     | 322/781 [00:18<00:23, 19.85it/s]
 41%|####1     | 324/781 [00:18<00:23, 19.76it/s]
 42%|####1     | 327/781 [00:18<00:22, 20.10it/s]
 42%|####2     | 330/781 [00:18<00:22, 20.18it/s]
 43%|####2     | 333/781 [00:18<00:22, 20.26it/s]
 43%|####3     | 336/781 [00:18<00:21, 20.44it/s]
 43%|####3     | 339/781 [00:18<00:21, 20.58it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.65it/s]
 44%|####4     | 345/781 [00:19<00:21, 20.58it/s]
 45%|####4     | 348/781 [00:19<00:21, 20.53it/s]
 45%|####4     | 351/781 [00:19<00:20, 20.59it/s]
 45%|####5     | 354/781 [00:19<00:20, 20.54it/s]
 46%|####5     | 357/781 [00:19<00:20, 20.50it/s]
 46%|####6     | 360/781 [00:19<00:20, 20.47it/s]
 46%|####6     | 363/781 [00:20<00:20, 20.50it/s]
 47%|####6     | 366/781 [00:20<00:20, 20.33it/s]
 47%|####7     | 369/781 [00:20<00:20, 20.35it/s]
 48%|####7     | 372/781 [00:20<00:19, 20.48it/s]
 48%|####8     | 375/781 [00:20<00:19, 20.57it/s]
 48%|####8     | 378/781 [00:20<00:19, 20.68it/s]
 49%|####8     | 381/781 [00:20<00:19, 20.60it/s]
 49%|####9     | 384/781 [00:21<00:19, 20.67it/s]
 50%|####9     | 387/781 [00:21<00:19, 20.07it/s]
 50%|####9     | 390/781 [00:21<00:19, 20.05it/s]
 50%|#####     | 393/781 [00:21<00:19, 19.98it/s]
 51%|#####     | 396/781 [00:21<00:19, 20.10it/s]
 51%|#####1    | 399/781 [00:21<00:18, 20.22it/s]
 51%|#####1    | 402/781 [00:21<00:18, 20.37it/s]
 52%|#####1    | 405/781 [00:22<00:18, 20.28it/s]
 52%|#####2    | 408/781 [00:22<00:18, 20.34it/s]
 53%|#####2    | 411/781 [00:22<00:18, 20.43it/s]
 53%|#####3    | 414/781 [00:22<00:18, 20.14it/s]
 53%|#####3    | 417/781 [00:22<00:18, 20.13it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.94it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.91it/s]
 54%|#####4    | 425/781 [00:23<00:17, 19.91it/s]
 55%|#####4    | 427/781 [00:23<00:17, 19.89it/s]
 55%|#####5    | 430/781 [00:23<00:17, 19.91it/s]
 55%|#####5    | 432/781 [00:23<00:17, 19.80it/s]
 56%|#####5    | 435/781 [00:23<00:17, 19.95it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.99it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.57it/s]
 57%|#####6    | 443/781 [00:23<00:16, 20.00it/s]
 57%|#####6    | 445/781 [00:24<00:16, 19.98it/s]
 57%|#####7    | 448/781 [00:24<00:16, 20.23it/s]
 58%|#####7    | 451/781 [00:24<00:16, 20.24it/s]
 58%|#####8    | 454/781 [00:24<00:16, 20.08it/s]
 59%|#####8    | 457/781 [00:24<00:16, 20.06it/s]
 59%|#####8    | 460/781 [00:24<00:15, 20.18it/s]
 59%|#####9    | 463/781 [00:24<00:15, 20.26it/s]
 60%|#####9    | 466/781 [00:25<00:15, 20.28it/s]
 60%|######    | 469/781 [00:25<00:15, 20.26it/s]
 60%|######    | 472/781 [00:25<00:15, 20.28it/s]
 61%|######    | 475/781 [00:25<00:15, 20.27it/s]
 61%|######1   | 478/781 [00:25<00:14, 20.24it/s]
 62%|######1   | 481/781 [00:25<00:14, 20.26it/s]
 62%|######1   | 484/781 [00:26<00:14, 20.16it/s]
 62%|######2   | 487/781 [00:26<00:14, 20.18it/s]
 63%|######2   | 490/781 [00:26<00:14, 20.34it/s]
 63%|######3   | 493/781 [00:26<00:14, 20.26it/s]
 64%|######3   | 496/781 [00:26<00:13, 20.41it/s]
 64%|######3   | 499/781 [00:26<00:13, 20.45it/s]
 64%|######4   | 502/781 [00:26<00:13, 20.42it/s]
 65%|######4   | 505/781 [00:27<00:13, 20.55it/s]
 65%|######5   | 508/781 [00:27<00:13, 20.60it/s]
 65%|######5   | 511/781 [00:27<00:13, 20.45it/s]
 66%|######5   | 514/781 [00:27<00:13, 20.41it/s]
 66%|######6   | 517/781 [00:27<00:12, 20.53it/s]
 67%|######6   | 520/781 [00:27<00:12, 20.59it/s]
 67%|######6   | 523/781 [00:27<00:12, 20.63it/s]
 67%|######7   | 526/781 [00:28<00:12, 20.70it/s]
 68%|######7   | 529/781 [00:28<00:12, 20.72it/s]
 68%|######8   | 532/781 [00:28<00:12, 20.52it/s]
 69%|######8   | 535/781 [00:28<00:11, 20.52it/s]
 69%|######8   | 538/781 [00:28<00:11, 20.52it/s]
 69%|######9   | 541/781 [00:28<00:11, 20.29it/s]
 70%|######9   | 544/781 [00:28<00:11, 20.45it/s]
 70%|#######   | 547/781 [00:29<00:11, 20.52it/s]
 70%|#######   | 550/781 [00:29<00:11, 20.56it/s]
 71%|#######   | 553/781 [00:29<00:11, 20.65it/s]
 71%|#######1  | 556/781 [00:29<00:10, 20.72it/s]
 72%|#######1  | 559/781 [00:29<00:10, 20.73it/s]
 72%|#######1  | 562/781 [00:29<00:10, 20.69it/s]
 72%|#######2  | 565/781 [00:29<00:10, 20.65it/s]
 73%|#######2  | 568/781 [00:30<00:10, 20.68it/s]
 73%|#######3  | 571/781 [00:30<00:10, 20.69it/s]
 73%|#######3  | 574/781 [00:30<00:10, 20.26it/s]
 74%|#######3  | 577/781 [00:30<00:10, 20.23it/s]
 74%|#######4  | 580/781 [00:30<00:09, 20.19it/s]
 75%|#######4  | 583/781 [00:30<00:09, 20.11it/s]
 75%|#######5  | 586/781 [00:30<00:09, 19.98it/s]
 75%|#######5  | 589/781 [00:31<00:09, 19.96it/s]
 76%|#######5  | 592/781 [00:31<00:09, 20.12it/s]
 76%|#######6  | 595/781 [00:31<00:09, 20.18it/s]
 77%|#######6  | 598/781 [00:31<00:09, 20.29it/s]
 77%|#######6  | 601/781 [00:31<00:08, 20.11it/s]
 77%|#######7  | 604/781 [00:31<00:08, 19.70it/s]
 78%|#######7  | 606/781 [00:31<00:08, 19.73it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.17it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.91it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.85it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.99it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.15it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.27it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.94it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.55it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.54it/s]
 80%|########  | 626/781 [00:33<00:08, 18.27it/s]
 80%|########  | 628/781 [00:33<00:08, 18.01it/s]
 81%|########  | 630/781 [00:33<00:08, 17.93it/s]
 81%|########  | 632/781 [00:33<00:08, 17.72it/s]
 81%|########1 | 634/781 [00:33<00:08, 17.83it/s]
 81%|########1 | 636/781 [00:33<00:08, 17.69it/s]
 82%|########1 | 638/781 [00:33<00:08, 17.80it/s]
 82%|########1 | 640/781 [00:33<00:07, 17.84it/s]
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  3%|2         | 4/157 [00:00<00:11, 13.42it/s]
  4%|3         | 6/157 [00:00<00:11, 13.58it/s]
  5%|5         | 8/157 [00:00<00:10, 14.26it/s]
  6%|6         | 10/157 [00:00<00:09, 14.99it/s]
  8%|7         | 12/157 [00:00<00:09, 15.36it/s]
  9%|8         | 14/157 [00:00<00:09, 15.57it/s]
 10%|#         | 16/157 [00:01<00:08, 15.87it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.17it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.37it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.17it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.99it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.05it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.23it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.35it/s]
 20%|##        | 32/157 [00:02<00:07, 16.37it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.38it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.45it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.28it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.25it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.33it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.36it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.50it/s]
 31%|###       | 48/157 [00:03<00:06, 16.53it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.67it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.65it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.64it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.49it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.49it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.42it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.44it/s]
 41%|####      | 64/157 [00:03<00:05, 16.24it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.28it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.36it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.32it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.45it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.29it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.30it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.17it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.13it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.28it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.37it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.49it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.57it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.05it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.23it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.37it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.20it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.22it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.31it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.49it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.24it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.10it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.04it/s]
 70%|#######   | 110/157 [00:06<00:02, 15.84it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.08it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.63it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.69it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.00it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.08it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.25it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.30it/s]
 80%|########  | 126/157 [00:07<00:01, 16.33it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.44it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.52it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.63it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.53it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.25it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.05it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.98it/s]
 90%|######### | 142/157 [00:08<00:00, 16.00it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.91it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.98it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.99it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.15it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.87it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.05it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.15it/s]
100%|##########| 157/157 [00:09<00:00, 16.18it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.62it/s]
  1%|          | 4/781 [00:00<00:46, 16.72it/s]
  1%|          | 6/781 [00:00<00:46, 16.78it/s]
  1%|1         | 8/781 [00:00<00:45, 17.07it/s]
  1%|1         | 10/781 [00:00<00:43, 17.58it/s]
  2%|1         | 12/781 [00:00<00:42, 17.97it/s]
  2%|1         | 14/781 [00:00<00:42, 18.21it/s]
  2%|2         | 16/781 [00:00<00:41, 18.37it/s]
  2%|2         | 18/781 [00:01<00:41, 18.48it/s]
  3%|2         | 20/781 [00:01<00:41, 18.27it/s]
  3%|2         | 22/781 [00:01<00:41, 18.23it/s]
  3%|3         | 24/781 [00:01<00:41, 18.09it/s]
  3%|3         | 26/781 [00:01<00:41, 18.35it/s]
  4%|3         | 28/781 [00:01<00:41, 18.17it/s]
  4%|3         | 30/781 [00:01<00:42, 17.75it/s]
  4%|4         | 32/781 [00:01<00:42, 17.83it/s]
  4%|4         | 34/781 [00:01<00:41, 18.00it/s]
  5%|4         | 36/781 [00:02<00:41, 18.07it/s]
  5%|4         | 38/781 [00:02<00:41, 17.82it/s]
  5%|5         | 40/781 [00:02<00:41, 18.02it/s]
  5%|5         | 42/781 [00:02<00:40, 18.19it/s]
  6%|5         | 44/781 [00:02<00:41, 17.87it/s]
  6%|5         | 46/781 [00:02<00:40, 18.18it/s]
  6%|6         | 48/781 [00:02<00:40, 18.24it/s]
  6%|6         | 50/781 [00:02<00:40, 18.25it/s]
  7%|6         | 52/781 [00:02<00:39, 18.35it/s]
  7%|6         | 54/781 [00:02<00:39, 18.47it/s]
  7%|7         | 56/781 [00:03<00:39, 18.19it/s]
  7%|7         | 58/781 [00:03<00:39, 18.26it/s]
  8%|7         | 60/781 [00:03<00:39, 18.35it/s]
  8%|7         | 62/781 [00:03<00:39, 18.26it/s]
  8%|8         | 64/781 [00:03<00:39, 18.25it/s]
  8%|8         | 66/781 [00:03<00:39, 18.22it/s]
  9%|8         | 68/781 [00:03<00:39, 18.26it/s]
  9%|8         | 70/781 [00:03<00:38, 18.30it/s]
  9%|9         | 72/781 [00:03<00:38, 18.37it/s]
  9%|9         | 74/781 [00:04<00:38, 18.45it/s]
 10%|9         | 76/781 [00:04<00:38, 18.51it/s]
 10%|9         | 78/781 [00:04<00:38, 18.49it/s]
 10%|#         | 80/781 [00:04<00:38, 18.44it/s]
 10%|#         | 82/781 [00:04<00:38, 18.38it/s]
 11%|#         | 84/781 [00:04<00:37, 18.40it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.28it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.22it/s]
 12%|#1        | 90/781 [00:04<00:38, 18.08it/s]
 12%|#1        | 92/781 [00:05<00:38, 18.03it/s]
 12%|#2        | 94/781 [00:05<00:38, 18.03it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.03it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.90it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.10it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.22it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.27it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.35it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.21it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.98it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.21it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.33it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.17it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.24it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.28it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.33it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.43it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.50it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.45it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.41it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.34it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.38it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.49it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.45it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.34it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.48it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.46it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.59it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.59it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.30it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.06it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.91it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.24it/s]
 20%|##        | 158/781 [00:08<00:34, 18.13it/s]
 20%|##        | 160/781 [00:08<00:33, 18.30it/s]
 21%|##        | 162/781 [00:08<00:33, 18.42it/s]
 21%|##        | 164/781 [00:09<00:33, 18.62it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.54it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.49it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.66it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.87it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.90it/s]
 23%|##2       | 176/781 [00:09<00:31, 18.93it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.73it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.86it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.95it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.85it/s]
 24%|##3       | 186/781 [00:10<00:31, 19.02it/s]
 24%|##4       | 188/781 [00:10<00:31, 19.05it/s]
 24%|##4       | 190/781 [00:10<00:31, 19.02it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.06it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.52it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.44it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.71it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.41it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.42it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.90it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.74it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.54it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.51it/s]
 27%|##7       | 212/781 [00:11<00:32, 17.59it/s]
 27%|##7       | 214/781 [00:11<00:32, 17.64it/s]
 28%|##7       | 216/781 [00:11<00:32, 17.58it/s]
 28%|##7       | 218/781 [00:11<00:32, 17.53it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.57it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.61it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.64it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.67it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.58it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.62it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.66it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.68it/s]
 30%|###       | 236/781 [00:12<00:30, 17.83it/s]
 30%|###       | 238/781 [00:13<00:30, 17.97it/s]
 31%|###       | 240/781 [00:13<00:29, 18.06it/s]
 31%|###       | 242/781 [00:13<00:29, 18.21it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.32it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.13it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.30it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.07it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.16it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.21it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.77it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.70it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.17it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.03it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.07it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.82it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.02it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.26it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.21it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.51it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.55it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.52it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.56it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.46it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.36it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.35it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.40it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.52it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.49it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.48it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.18it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.06it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.93it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.77it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.74it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.75it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.82it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.90it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.99it/s]
 40%|####      | 314/781 [00:17<00:25, 18.13it/s]
 40%|####      | 316/781 [00:17<00:25, 18.09it/s]
 41%|####      | 318/781 [00:17<00:25, 17.94it/s]
 41%|####      | 320/781 [00:17<00:25, 17.90it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.92it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.09it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.22it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.27it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.42it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.28it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.36it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.41it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.21it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.31it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.29it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.27it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.35it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.30it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.24it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.36it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.57it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.20it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.38it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.16it/s]
 46%|####6     | 362/781 [00:19<00:23, 18.18it/s]
 47%|####6     | 364/781 [00:20<00:23, 18.12it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.23it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.41it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.33it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.10it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.21it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.15it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.01it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.97it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.92it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.82it/s]
 49%|####9     | 386/781 [00:21<00:22, 17.80it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.02it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.23it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.23it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.22it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.32it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.48it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.53it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.63it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.68it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.69it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.74it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.75it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.78it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.66it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.65it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.49it/s]
 54%|#####3    | 420/781 [00:23<00:19, 18.24it/s]
 54%|#####4    | 422/781 [00:23<00:19, 18.26it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.32it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.43it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.56it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.18it/s]
100%|##########| 781/781 [00:42<00:00, 18.25it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.23s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:29<00:23,  1.25s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  68%|######8   | 30/44 [00:35<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:35<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:35<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.30s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:06<00:00,  6.60s/it]
100%|##########| 1/1 [00:06<00:00,  6.60s/it]

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 10%|#         | 16/157 [00:01<00:08, 16.03it/s]
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100%|##########| 157/157 [00:09<00:00, 16.23it/s]

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  7%|7         | 56/781 [00:03<00:37, 19.16it/s]
  7%|7         | 58/781 [00:03<00:37, 19.11it/s]
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 21%|##1       | 166/781 [00:08<00:31, 19.37it/s]
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 26%|##6       | 206/781 [00:10<00:30, 19.14it/s]
 27%|##6       | 208/781 [00:10<00:30, 19.05it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.83it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.60it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.58it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.74it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.83it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.65it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.64it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.67it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.58it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.68it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.82it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.00it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.15it/s]
 30%|###       | 236/781 [00:12<00:28, 19.29it/s]
 30%|###       | 238/781 [00:12<00:28, 19.25it/s]
 31%|###       | 240/781 [00:12<00:28, 19.29it/s]
 31%|###       | 242/781 [00:12<00:27, 19.36it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.42it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.30it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.30it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.21it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.88it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.75it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.98it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.87it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.99it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.07it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.91it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.81it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.04it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.22it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.32it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.22it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.29it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.37it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.27it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.00it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.94it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.91it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.56it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.26it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.28it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.41it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.21it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.44it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.60it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.75it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.95it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.05it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.10it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.25it/s]
 40%|####      | 314/781 [00:16<00:24, 19.33it/s]
 40%|####      | 316/781 [00:16<00:24, 19.23it/s]
 41%|####      | 318/781 [00:16<00:24, 19.06it/s]
 41%|####      | 320/781 [00:16<00:24, 18.89it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.98it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.11it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.17it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.22it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.15it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.12it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.92it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.94it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.07it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.04it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.10it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.20it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.26it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.36it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.44it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.47it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.36it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.36it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.29it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.83it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.72it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.61it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.68it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.81it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.80it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.92it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.99it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.92it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.61it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.56it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.54it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.78it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.59it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.77it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.92it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.00it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.99it/s]
 51%|#####     | 398/781 [00:20<00:20, 19.09it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.95it/s]
 51%|#####1    | 402/781 [00:21<00:19, 18.95it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.82it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.92it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.90it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.70it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.81it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.89it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.85it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.94it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.02it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.12it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.13it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.11it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.26it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.32it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.39it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.49it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.48it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.49it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.49it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.31it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.32it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.38it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.07it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.02it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.90it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.94it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.98it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.06it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.05it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.12it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.17it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.13it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.94it/s]
 60%|######    | 470/781 [00:24<00:16, 19.02it/s]
 60%|######    | 472/781 [00:24<00:16, 18.99it/s]
 61%|######    | 474/781 [00:24<00:16, 19.00it/s]
 61%|######    | 476/781 [00:25<00:15, 19.19it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.31it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.28it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.33it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.28it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.29it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.30it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.35it/s]
 63%|######2   | 492/781 [00:25<00:15, 19.26it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.34it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.21it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.26it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.28it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.35it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.14it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.20it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.64it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.87it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.99it/s]
 66%|######5   | 514/781 [00:27<00:14, 19.04it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.95it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.09it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.06it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.96it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.89it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.04it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.94it/s]
 68%|######7   | 530/781 [00:27<00:13, 19.11it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.25it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.27it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.22it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.32it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.31it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.22it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.28it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.36it/s]
 70%|#######   | 548/781 [00:28<00:12, 19.22it/s]
 70%|#######   | 550/781 [00:28<00:11, 19.25it/s]
 71%|#######   | 552/781 [00:29<00:12, 19.02it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.09it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.13it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.26it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.84it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.71it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.88it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.98it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.51it/s]
 73%|#######2  | 570/781 [00:30<00:11, 17.97it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.07it/s]
 73%|#######3  | 574/781 [00:30<00:11, 17.96it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.00it/s]
 74%|#######4  | 578/781 [00:30<00:11, 18.18it/s]
 74%|#######4  | 580/781 [00:30<00:11, 18.10it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.18it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.13it/s]
 75%|#######5  | 586/781 [00:30<00:11, 17.72it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.07it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.35it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.32it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.39it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.20it/s]
 77%|#######6  | 598/781 [00:31<00:10, 18.13it/s]
 77%|#######6  | 600/781 [00:31<00:10, 17.79it/s]
 77%|#######7  | 602/781 [00:31<00:10, 17.79it/s]
 77%|#######7  | 604/781 [00:31<00:09, 17.83it/s]
 78%|#######7  | 606/781 [00:32<00:09, 17.97it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.08it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.26it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.41it/s]
 79%|#######8  | 614/781 [00:32<00:09, 18.52it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.57it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.57it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.62it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.64it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.63it/s]
 80%|########  | 626/781 [00:33<00:08, 18.55it/s]
 80%|########  | 628/781 [00:33<00:08, 18.49it/s]
 81%|########  | 630/781 [00:33<00:08, 18.59it/s]
 81%|########  | 632/781 [00:33<00:08, 18.59it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.59it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.38it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.21it/s]
 82%|########1 | 640/781 [00:33<00:07, 18.37it/s]
 82%|########2 | 642/781 [00:33<00:07, 18.46it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.33it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.39it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.46it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.54it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.56it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.66it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.65it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.60it/s]
 85%|########4 | 660/781 [00:34<00:06, 18.71it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.78it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.83it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.62it/s]
 86%|########5 | 668/781 [00:35<00:06, 18.47it/s]
 86%|########5 | 670/781 [00:35<00:06, 18.50it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.43it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.30it/s]
 87%|########6 | 676/781 [00:35<00:05, 18.13it/s]
 87%|########6 | 678/781 [00:35<00:05, 18.18it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.12it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.35it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.49it/s]
 88%|########7 | 686/781 [00:36<00:05, 18.56it/s]
 88%|########8 | 688/781 [00:36<00:05, 18.54it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.47it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.58it/s]
 89%|########8 | 694/781 [00:36<00:04, 18.58it/s]
 89%|########9 | 696/781 [00:36<00:04, 18.38it/s]
 89%|########9 | 698/781 [00:36<00:04, 18.41it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.38it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.22it/s]
 90%|######### | 704/781 [00:37<00:04, 18.35it/s]
 90%|######### | 706/781 [00:37<00:04, 18.29it/s]
 91%|######### | 708/781 [00:37<00:03, 18.35it/s]
 91%|######### | 710/781 [00:37<00:03, 18.40it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.45it/s]
 91%|#########1| 714/781 [00:37<00:03, 18.39it/s]
 92%|#########1| 716/781 [00:37<00:03, 18.39it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.36it/s]
 92%|#########2| 720/781 [00:38<00:03, 18.41it/s]
 92%|#########2| 722/781 [00:38<00:03, 18.63it/s]
 93%|#########2| 724/781 [00:38<00:03, 18.45it/s]
 93%|#########2| 726/781 [00:38<00:02, 18.51it/s]
 93%|#########3| 728/781 [00:38<00:02, 18.54it/s]
 93%|#########3| 730/781 [00:38<00:02, 18.56it/s]
 94%|#########3| 732/781 [00:38<00:02, 18.28it/s]
 94%|#########3| 734/781 [00:38<00:02, 18.10it/s]
 94%|#########4| 736/781 [00:39<00:02, 18.02it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.22it/s]
 95%|#########4| 740/781 [00:39<00:02, 18.13it/s]
 95%|#########5| 742/781 [00:39<00:02, 18.23it/s]
 95%|#########5| 744/781 [00:39<00:02, 18.16it/s]
 96%|#########5| 746/781 [00:39<00:01, 18.16it/s]
 96%|#########5| 748/781 [00:39<00:01, 18.16it/s]
 96%|#########6| 750/781 [00:39<00:01, 17.93it/s]
 96%|#########6| 752/781 [00:39<00:01, 18.03it/s]
 97%|#########6| 754/781 [00:40<00:01, 18.20it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.18it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.28it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.41it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.51it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.48it/s]
 98%|#########8| 766/781 [00:40<00:00, 18.28it/s]
 98%|#########8| 768/781 [00:40<00:00, 18.41it/s]
 99%|#########8| 770/781 [00:40<00:00, 18.72it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.25it/s]
 99%|#########9| 774/781 [00:41<00:00, 17.90it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.19it/s]
100%|#########9| 778/781 [00:41<00:00, 18.16it/s]
100%|#########9| 780/781 [00:41<00:00, 18.22it/s]
100%|##########| 781/781 [00:41<00:00, 18.81it/s]




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 94%|#########4| 148/157 [00:09<00:00, 15.36it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.23it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.14it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.17it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.27it/s]
100%|##########| 157/157 [00:09<00:00, 15.75it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 18.09it/s]
  1%|          | 4/781 [00:00<00:44, 17.57it/s]
  1%|          | 6/781 [00:00<00:43, 17.71it/s]
  1%|1         | 8/781 [00:00<00:43, 17.79it/s]
  1%|1         | 10/781 [00:00<00:43, 17.87it/s]
  2%|1         | 12/781 [00:00<00:43, 17.81it/s]
  2%|1         | 14/781 [00:00<00:43, 17.83it/s]
  2%|2         | 16/781 [00:00<00:42, 17.84it/s]
  2%|2         | 18/781 [00:01<00:42, 17.86it/s]
  3%|2         | 20/781 [00:01<00:42, 17.98it/s]
  3%|2         | 22/781 [00:01<00:42, 17.97it/s]
  3%|3         | 24/781 [00:01<00:42, 17.97it/s]
  3%|3         | 26/781 [00:01<00:41, 18.00it/s]
  4%|3         | 28/781 [00:01<00:41, 17.98it/s]
  4%|3         | 30/781 [00:01<00:41, 18.01it/s]
  4%|4         | 32/781 [00:01<00:41, 17.92it/s]
  4%|4         | 34/781 [00:01<00:41, 17.96it/s]
  5%|4         | 36/781 [00:02<00:41, 18.04it/s]
  5%|4         | 38/781 [00:02<00:40, 18.14it/s]
  5%|5         | 40/781 [00:02<00:40, 18.34it/s]
  5%|5         | 42/781 [00:02<00:40, 18.43it/s]
  6%|5         | 44/781 [00:02<00:39, 18.45it/s]
  6%|5         | 46/781 [00:02<00:39, 18.57it/s]
  6%|6         | 48/781 [00:02<00:39, 18.60it/s]
  6%|6         | 50/781 [00:02<00:39, 18.70it/s]
  7%|6         | 52/781 [00:02<00:38, 18.73it/s]
  7%|6         | 54/781 [00:02<00:38, 18.77it/s]
  7%|7         | 56/781 [00:03<00:38, 18.74it/s]
  7%|7         | 58/781 [00:03<00:38, 18.84it/s]
  8%|7         | 60/781 [00:03<00:38, 18.79it/s]
  8%|7         | 62/781 [00:03<00:38, 18.83it/s]
  8%|8         | 64/781 [00:03<00:38, 18.63it/s]
  8%|8         | 66/781 [00:03<00:38, 18.70it/s]
  9%|8         | 68/781 [00:03<00:38, 18.57it/s]
  9%|8         | 70/781 [00:03<00:38, 18.66it/s]
  9%|9         | 72/781 [00:03<00:37, 18.67it/s]
  9%|9         | 74/781 [00:04<00:38, 18.56it/s]
 10%|9         | 76/781 [00:04<00:38, 18.41it/s]
 10%|9         | 78/781 [00:04<00:37, 18.52it/s]
 10%|#         | 80/781 [00:04<00:37, 18.50it/s]
 10%|#         | 82/781 [00:04<00:38, 18.33it/s]
 11%|#         | 84/781 [00:04<00:38, 18.18it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.38it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.46it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.53it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.62it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.72it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.51it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.49it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.41it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.30it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.38it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.55it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.39it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.40it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.45it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.48it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.59it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.26it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.29it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.42it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.50it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.59it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.51it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.51it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.59it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.72it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.59it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.61it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.60it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.58it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.60it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.40it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.41it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.42it/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, 18.52it/s]
 20%|##        | 158/781 [00:08<00:33, 18.65it/s]
 20%|##        | 160/781 [00:08<00:33, 18.72it/s]
 21%|##        | 162/781 [00:08<00:33, 18.56it/s]
 21%|##        | 164/781 [00:08<00:33, 18.66it/s]
 21%|##1       | 166/781 [00:09<00:32, 18.71it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.74it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.45it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.56it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.50it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.27it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.32it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.37it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.51it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.53it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.42it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.03it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.16it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.25it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.39it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.51it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.57it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.59it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.58it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.65it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.51it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.47it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.43it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.47it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.28it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.28it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.31it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.42it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.43it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.48it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.40it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.23it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.37it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.56it/s]
 30%|###       | 236/781 [00:12<00:29, 18.63it/s]
 30%|###       | 238/781 [00:12<00:29, 18.70it/s]
 31%|###       | 240/781 [00:13<00:29, 18.62it/s]
 31%|###       | 242/781 [00:13<00:28, 18.65it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.52it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.59it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.45it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.39it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.39it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.45it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.46it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.60it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.73it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.82it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.59it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.68it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.58it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.46it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.52it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.70it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.04it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.20it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.34it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.46it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.52it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.62it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.74it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.83it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.87it/s]
 38%|###7      | 296/781 [00:16<00:25, 18.82it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.81it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.84it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.60it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.35it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.92it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.93it/s]
 40%|###9      | 310/781 [00:16<00:26, 18.03it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.18it/s]
 40%|####      | 314/781 [00:17<00:25, 18.21it/s]
 40%|####      | 316/781 [00:17<00:25, 18.31it/s]
 41%|####      | 318/781 [00:17<00:25, 18.48it/s]
 41%|####      | 320/781 [00:17<00:24, 18.61it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.71it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.75it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.69it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.90it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.81it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.58it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.58it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.32it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.24it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.31it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.30it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.46it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.46it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.52it/s]
 45%|####4     | 350/781 [00:18<00:24, 17.94it/s]
 45%|####5     | 352/781 [00:19<00:23, 17.96it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.04it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.14it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.36it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.30it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.37it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.53it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.48it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.17it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.32it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.47it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.56it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.11it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.00it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.15it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.16it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.36it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.53it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.64it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.65it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.57it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.59it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.63it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.66it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.64it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.52it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.38it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.48it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.39it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.55it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.64it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.68it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.61it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.30it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.26it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.29it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.25it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.18it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.34it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.51it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.50it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.48it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.19it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.28it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.18it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.30it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.13it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.03it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.93it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.05it/s]
 58%|#####7    | 452/781 [00:24<00:18, 18.15it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.20it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.21it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.42it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.47it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.53it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.55it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.51it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.44it/s]
 60%|######    | 470/781 [00:25<00:16, 18.40it/s]
 60%|######    | 472/781 [00:25<00:16, 18.28it/s]
 61%|######    | 474/781 [00:25<00:16, 18.33it/s]
 61%|######    | 476/781 [00:25<00:16, 18.39it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.45it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.37it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.47it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.57it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.45it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.42it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.39it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.29it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.25it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.44it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.47it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.45it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.48it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.31it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.46it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.54it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.32it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.41it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.54it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.67it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.71it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.72it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.31it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.39it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.26it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.43it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.48it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.52it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.29it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.24it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.40it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.24it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.15it/s]
 70%|######9   | 544/781 [00:29<00:13, 18.12it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.18it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.35it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.44it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.21it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.21it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.18it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.31it/s]
 72%|#######1  | 560/781 [00:30<00:12, 17.86it/s]
 72%|#######1  | 562/781 [00:30<00:12, 18.01it/s]
 72%|#######2  | 564/781 [00:30<00:12, 18.03it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.23it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.23it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.25it/s]
 73%|#######3  | 572/781 [00:31<00:11, 18.26it/s]
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100%|#########9| 780/781 [00:42<00:00, 19.37it/s]
100%|##########| 781/781 [00:42<00:00, 18.49it/s]




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Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:08<00:00,  8.06s/it]
100%|##########| 1/1 [00:08<00:00,  8.06s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:12, 12.56it/s]
  3%|2         | 4/157 [00:00<00:11, 13.03it/s]
  4%|3         | 6/157 [00:00<00:11, 13.57it/s]
  5%|5         | 8/157 [00:00<00:10, 14.38it/s]
  6%|6         | 10/157 [00:00<00:09, 14.87it/s]
  8%|7         | 12/157 [00:00<00:09, 15.39it/s]
  9%|8         | 14/157 [00:00<00:09, 15.66it/s]
 10%|#         | 16/157 [00:01<00:08, 15.83it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.87it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.13it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.21it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.13it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.01it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.97it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.05it/s]
 20%|##        | 32/157 [00:02<00:07, 16.06it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.05it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.13it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.13it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.85it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.85it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.95it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.75it/s]
 31%|###       | 48/157 [00:03<00:06, 15.86it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.88it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.97it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.05it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.09it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.97it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.96it/s]
 39%|###9      | 62/157 [00:03<00:05, 15.91it/s]
 41%|####      | 64/157 [00:04<00:05, 15.99it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.07it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.08it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.16it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.25it/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, 16.19it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.20it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.22it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.07it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.96it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.03it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.08it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.12it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.11it/s]
 61%|######1   | 96/157 [00:06<00:03, 16.06it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.12it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.92it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.72it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.62it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.67it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.81it/s]
 70%|#######   | 110/157 [00:06<00:02, 15.91it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.89it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.97it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.09it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.01it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.97it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.98it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.09it/s]
 80%|########  | 126/157 [00:07<00:01, 16.18it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.35it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.38it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.51it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.51it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.31it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.20it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.17it/s]
 90%|######### | 142/157 [00:08<00:00, 16.14it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.87it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.93it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.01it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.92it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.98it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.01it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.05it/s]
100%|##########| 157/157 [00:09<00:00, 15.99it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.15it/s]
  1%|          | 4/781 [00:00<00:43, 17.71it/s]
  1%|          | 6/781 [00:00<00:43, 17.81it/s]
  1%|1         | 8/781 [00:00<00:42, 18.13it/s]
  1%|1         | 10/781 [00:00<00:42, 18.35it/s]
  2%|1         | 12/781 [00:00<00:42, 17.94it/s]
  2%|1         | 14/781 [00:00<00:42, 17.95it/s]
  2%|2         | 16/781 [00:00<00:42, 18.00it/s]
  2%|2         | 18/781 [00:01<00:42, 18.03it/s]
  3%|2         | 20/781 [00:01<00:42, 18.08it/s]
  3%|2         | 22/781 [00:01<00:41, 18.12it/s]
  3%|3         | 24/781 [00:01<00:41, 18.11it/s]
  3%|3         | 26/781 [00:01<00:41, 18.25it/s]
  4%|3         | 28/781 [00:01<00:41, 18.18it/s]
  4%|3         | 30/781 [00:01<00:41, 18.28it/s]
  4%|4         | 32/781 [00:01<00:41, 18.11it/s]
  4%|4         | 34/781 [00:01<00:41, 17.84it/s]
  5%|4         | 36/781 [00:01<00:41, 17.90it/s]
  5%|4         | 38/781 [00:02<00:41, 17.93it/s]
  5%|5         | 40/781 [00:02<00:41, 17.99it/s]
  5%|5         | 42/781 [00:02<00:40, 18.06it/s]
  6%|5         | 44/781 [00:02<00:40, 18.04it/s]
  6%|5         | 46/781 [00:02<00:41, 17.91it/s]
  6%|6         | 48/781 [00:02<00:40, 18.13it/s]
  6%|6         | 50/781 [00:02<00:40, 17.91it/s]
  7%|6         | 52/781 [00:02<00:40, 17.89it/s]
  7%|6         | 54/781 [00:02<00:40, 17.88it/s]
  7%|7         | 56/781 [00:03<00:40, 18.07it/s]
  7%|7         | 58/781 [00:03<00:40, 17.96it/s]
  8%|7         | 60/781 [00:03<00:40, 17.95it/s]
  8%|7         | 62/781 [00:03<00:39, 18.02it/s]
  8%|8         | 64/781 [00:03<00:39, 17.97it/s]
  8%|8         | 66/781 [00:03<00:39, 17.89it/s]
  9%|8         | 68/781 [00:03<00:39, 17.86it/s]
  9%|8         | 70/781 [00:03<00:40, 17.61it/s]
  9%|9         | 72/781 [00:04<00:40, 17.51it/s]
  9%|9         | 74/781 [00:04<00:40, 17.42it/s]
 10%|9         | 76/781 [00:04<00:40, 17.57it/s]
 10%|9         | 78/781 [00:04<00:39, 17.72it/s]
 10%|#         | 80/781 [00:04<00:39, 17.87it/s]
 10%|#         | 82/781 [00:04<00:38, 17.99it/s]
 11%|#         | 84/781 [00:04<00:38, 18.06it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.11it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.18it/s]
 12%|#1        | 90/781 [00:05<00:37, 18.34it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.33it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.30it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.28it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.31it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.12it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.06it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.10it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.03it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.12it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.89it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.09it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.08it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.12it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.93it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.03it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.17it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.65it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.77it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.83it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.93it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.70it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.81it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.93it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.86it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.94it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.02it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.02it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.07it/s]
 19%|#8        | 148/781 [00:08<00:35, 18.02it/s]
 19%|#9        | 150/781 [00:08<00:35, 18.02it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.12it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.06it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.14it/s]
 20%|##        | 158/781 [00:08<00:34, 18.32it/s]
 20%|##        | 160/781 [00:08<00:33, 18.37it/s]
 21%|##        | 162/781 [00:08<00:33, 18.48it/s]
 21%|##        | 164/781 [00:09<00:33, 18.18it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.16it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.05it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.08it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.13it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.09it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.06it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.20it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.12it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.27it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.44it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.54it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.57it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.15it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.32it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.34it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.32it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.18it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.00it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.10it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.21it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.14it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.13it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.10it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.13it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.16it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.13it/s]
 28%|##7       | 218/781 [00:12<00:30, 18.20it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.23it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.18it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.22it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.01it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.28it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.55it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.73it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.93it/s]
 30%|###       | 236/781 [00:13<00:28, 19.09it/s]
 30%|###       | 238/781 [00:13<00:28, 19.05it/s]
 31%|###       | 240/781 [00:13<00:28, 19.18it/s]
 31%|###       | 242/781 [00:13<00:27, 19.33it/s]
 31%|###1      | 244/781 [00:13<00:27, 19.40it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.45it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.40it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.25it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.24it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.32it/s]
 33%|###2      | 256/781 [00:14<00:27, 19.22it/s]
 33%|###3      | 258/781 [00:14<00:27, 19.23it/s]
 33%|###3      | 260/781 [00:14<00:27, 19.17it/s]
 34%|###3      | 262/781 [00:14<00:27, 19.20it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.11it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.20it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.97it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.97it/s]
 35%|###5      | 274/781 [00:15<00:26, 18.99it/s]
 35%|###5      | 276/781 [00:15<00:26, 19.09it/s]
 36%|###5      | 278/781 [00:15<00:26, 19.16it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.05it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.05it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.98it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.95it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.13it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.25it/s]
 38%|###7      | 294/781 [00:16<00:25, 19.35it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.35it/s]
 38%|###8      | 298/781 [00:16<00:24, 19.38it/s]
 38%|###8      | 300/781 [00:16<00:24, 19.41it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.34it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.09it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.16it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.15it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.10it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.19it/s]
 40%|####      | 314/781 [00:17<00:24, 19.32it/s]
 40%|####      | 316/781 [00:17<00:24, 19.34it/s]
 41%|####      | 318/781 [00:17<00:23, 19.36it/s]
 41%|####      | 320/781 [00:17<00:24, 19.18it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.32it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.22it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.19it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.14it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.21it/s]
 43%|####2     | 332/781 [00:18<00:23, 19.26it/s]
 43%|####2     | 334/781 [00:18<00:23, 18.88it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.88it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.91it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.92it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.79it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.93it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.92it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.13it/s]
 45%|####5     | 352/781 [00:19<00:22, 19.27it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.13it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.97it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.03it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.81it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.80it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.86it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.94it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.08it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.97it/s]
 48%|####7     | 372/781 [00:20<00:21, 19.19it/s]
 48%|####7     | 374/781 [00:20<00:21, 19.27it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.11it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.21it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.77it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.67it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.63it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.39it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.46it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.65it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.92it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.92it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.57it/s]
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 51%|#####1    | 400/781 [00:21<00:20, 18.95it/s]
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 52%|#####2    | 408/781 [00:22<00:20, 18.44it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.44it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.70it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.87it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.90it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.68it/s]
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 60%|######    | 470/781 [00:25<00:16, 19.28it/s]
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 70%|#######   | 548/781 [00:29<00:12, 19.33it/s]
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 71%|#######1  | 556/781 [00:29<00:12, 18.56it/s]
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 80%|########  | 626/781 [00:33<00:07, 19.44it/s]
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 91%|#########1| 712/781 [00:38<00:03, 19.25it/s]
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100%|#########9| 778/781 [00:41<00:00, 18.85it/s]
100%|#########9| 780/781 [00:41<00:00, 18.82it/s]
100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
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 16%|#6        | 128/781 [00:06<00:35, 18.37it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.60it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.31it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.36it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.32it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.61it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.71it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.81it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.80it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.46it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.47it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.33it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.07it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.14it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.04it/s]
 20%|##        | 158/781 [00:08<00:34, 18.25it/s]
 20%|##        | 160/781 [00:08<00:34, 18.15it/s]
 21%|##        | 162/781 [00:08<00:34, 18.17it/s]
 21%|##        | 164/781 [00:08<00:33, 18.20it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.12it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.22it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.54it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.48it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.76it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.78it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.82it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.81it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.73it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.51it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.71it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.75it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.69it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.75it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.88it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.94it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.89it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.94it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.09it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.91it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.99it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.13it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.90it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.74it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.96it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.05it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.08it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.11it/s]
 28%|##8       | 222/781 [00:12<00:29, 19.18it/s]
 29%|##8       | 224/781 [00:12<00:29, 19.04it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.95it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.96it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.99it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.98it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.95it/s]
 30%|###       | 236/781 [00:12<00:28, 18.95it/s]
 30%|###       | 238/781 [00:12<00:28, 19.10it/s]
 31%|###       | 240/781 [00:12<00:28, 19.18it/s]
 31%|###       | 242/781 [00:13<00:28, 19.08it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.94it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.92it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.81it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.88it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.94it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.82it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.85it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.78it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.68it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.85it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.04it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.99it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.68it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.79it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.84it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.89it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.72it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.63it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.44it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.24it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.23it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.03it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.99it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.82it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.97it/s]
 38%|###7      | 296/781 [00:15<00:27, 17.95it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.04it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.24it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.28it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.23it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.13it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.19it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.16it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.12it/s]
 40%|####      | 314/781 [00:16<00:25, 18.42it/s]
 40%|####      | 316/781 [00:17<00:25, 18.13it/s]
 41%|####      | 318/781 [00:17<00:25, 18.19it/s]
 41%|####      | 320/781 [00:17<00:25, 18.43it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.21it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.32it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.10it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.86it/s]
 42%|####2     | 330/781 [00:17<00:25, 17.92it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.65it/s]
 43%|####2     | 334/781 [00:18<00:25, 17.82it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.08it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.24it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.19it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.13it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.04it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.02it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.35it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.45it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.34it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.35it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.41it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.45it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.61it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.80it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.81it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.92it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.90it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.93it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.99it/s]
 48%|####7     | 374/781 [00:20<00:21, 19.11it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.16it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.16it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.13it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.09it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.08it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.84it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.88it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.79it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.93it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.10it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.18it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.14it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.08it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.21it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.02it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.18it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.91it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.84it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.96it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.99it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.86it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.95it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.02it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.11it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.01it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.10it/s]
 55%|#####4    | 428/781 [00:23<00:18, 19.10it/s]
 55%|#####5    | 430/781 [00:23<00:18, 19.20it/s]
 55%|#####5    | 432/781 [00:23<00:18, 19.20it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.21it/s]
 56%|#####5    | 436/781 [00:23<00:17, 19.25it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.15it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.15it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.03it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.03it/s]
 57%|#####7    | 446/781 [00:24<00:17, 18.97it/s]
 57%|#####7    | 448/781 [00:24<00:17, 19.01it/s]
 58%|#####7    | 450/781 [00:24<00:17, 19.02it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.11it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.14it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.20it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.18it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.17it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.79it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.84it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.78it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.88it/s]
 60%|######    | 470/781 [00:25<00:16, 18.72it/s]
 60%|######    | 472/781 [00:25<00:16, 18.55it/s]
 61%|######    | 474/781 [00:25<00:16, 18.70it/s]
 61%|######    | 476/781 [00:25<00:16, 18.80it/s]
 61%|######1   | 478/781 [00:25<00:15, 18.95it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.93it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.27it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.15it/s]
 62%|######2   | 486/781 [00:26<00:16, 17.77it/s]
 62%|######2   | 488/781 [00:26<00:16, 17.49it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.41it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.78it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.10it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.22it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.19it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.38it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.49it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.50it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.54it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.21it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.29it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.41it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.67it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.70it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.93it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.94it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.88it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.84it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.93it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.06it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.00it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.08it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.77it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.83it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.95it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.80it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.83it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.92it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.95it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.99it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.98it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.95it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.06it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.16it/s]
 71%|#######1  | 558/781 [00:30<00:11, 19.24it/s]
 72%|#######1  | 560/781 [00:30<00:11, 19.03it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.80it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.87it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.97it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.00it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.90it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.85it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.88it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.99it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.72it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.83it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.88it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.82it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.75it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.42it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.61it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.17it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.10it/s]
 76%|#######6  | 596/781 [00:32<00:10, 18.24it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.40it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.40it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.29it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.40it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.20it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.14it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.06it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.25it/s]
 79%|#######8  | 614/781 [00:33<00:09, 17.93it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.24it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.18it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.28it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.31it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.47it/s]
 80%|########  | 626/781 [00:33<00:08, 18.43it/s]
 80%|########  | 628/781 [00:33<00:08, 18.14it/s]
 81%|########  | 630/781 [00:33<00:08, 18.44it/s]
 81%|########  | 632/781 [00:34<00:08, 18.27it/s]
 81%|########1 | 634/781 [00:34<00:08, 18.37it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.40it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.51it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.36it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.38it/s]
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 83%|########2 | 646/781 [00:34<00:07, 18.17it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.17it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.31it/s]
 83%|########3 | 652/781 [00:35<00:07, 18.24it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.43it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.39it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.15it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.13it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.25it/s]
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 85%|########5 | 666/781 [00:35<00:06, 18.35it/s]
 86%|########5 | 668/781 [00:35<00:06, 18.46it/s]
 86%|########5 | 670/781 [00:36<00:06, 18.43it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.48it/s]
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 87%|########7 | 680/781 [00:36<00:05, 18.15it/s]
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 88%|########7 | 684/781 [00:36<00:05, 17.79it/s]
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 88%|########8 | 688/781 [00:37<00:05, 17.66it/s]
 88%|########8 | 690/781 [00:37<00:05, 17.55it/s]
 89%|########8 | 692/781 [00:37<00:05, 17.57it/s]
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 90%|########9 | 700/781 [00:37<00:04, 17.25it/s]
 90%|########9 | 702/781 [00:37<00:04, 17.14it/s]
 90%|######### | 704/781 [00:38<00:04, 17.20it/s]
 90%|######### | 706/781 [00:38<00:04, 17.44it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.60it/s]
100%|##########| 781/781 [00:42<00:00, 18.48it/s]




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 45%|####4     | 70/157 [00:04<00:05, 16.44it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.42it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.44it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.49it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.54it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.59it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.54it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.60it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.61it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.64it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.43it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.25it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.35it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.38it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.11it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.99it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.90it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.83it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.75it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.73it/s]
 70%|#######   | 110/157 [00:06<00:02, 15.77it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.91it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.86it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.78it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.88it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.83it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.08it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.00it/s]
 80%|########  | 126/157 [00:07<00:01, 15.86it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.52it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.63it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.71it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.53it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.45it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.60it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.72it/s]
 90%|######### | 142/157 [00:08<00:00, 15.86it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.99it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.05it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.16it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.22it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.40it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.41it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.45it/s]
100%|##########| 157/157 [00:09<00:00, 16.11it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.75it/s]
  1%|          | 4/781 [00:00<00:41, 18.74it/s]
  1%|          | 6/781 [00:00<00:41, 18.60it/s]
  1%|1         | 8/781 [00:00<00:41, 18.59it/s]
  1%|1         | 10/781 [00:00<00:41, 18.65it/s]
  2%|1         | 12/781 [00:00<00:40, 18.76it/s]
  2%|1         | 14/781 [00:00<00:40, 18.77it/s]
  2%|2         | 16/781 [00:00<00:41, 18.48it/s]
  2%|2         | 18/781 [00:00<00:42, 18.10it/s]
  3%|2         | 20/781 [00:01<00:42, 18.00it/s]
  3%|2         | 22/781 [00:01<00:42, 18.07it/s]
  3%|3         | 24/781 [00:01<00:41, 18.12it/s]
  3%|3         | 26/781 [00:01<00:41, 18.07it/s]
  4%|3         | 28/781 [00:01<00:41, 18.14it/s]
  4%|3         | 30/781 [00:01<00:41, 18.15it/s]
  4%|4         | 32/781 [00:01<00:40, 18.34it/s]
  4%|4         | 34/781 [00:01<00:41, 18.01it/s]
  5%|4         | 36/781 [00:01<00:41, 18.14it/s]
  5%|4         | 38/781 [00:02<00:41, 17.82it/s]
  5%|5         | 40/781 [00:02<00:41, 18.05it/s]
  5%|5         | 42/781 [00:02<00:40, 18.06it/s]
  6%|5         | 44/781 [00:02<00:40, 18.13it/s]
  6%|5         | 46/781 [00:02<00:40, 18.26it/s]
  6%|6         | 48/781 [00:02<00:39, 18.41it/s]
  6%|6         | 50/781 [00:02<00:39, 18.50it/s]
  7%|6         | 52/781 [00:02<00:39, 18.33it/s]
  7%|6         | 54/781 [00:02<00:39, 18.47it/s]
  7%|7         | 56/781 [00:03<00:38, 18.63it/s]
  7%|7         | 58/781 [00:03<00:39, 18.50it/s]
  8%|7         | 60/781 [00:03<00:39, 18.28it/s]
  8%|7         | 62/781 [00:03<00:39, 18.22it/s]
  8%|8         | 64/781 [00:03<00:39, 18.18it/s]
  8%|8         | 66/781 [00:03<00:39, 18.15it/s]
  9%|8         | 68/781 [00:03<00:39, 18.20it/s]
  9%|8         | 70/781 [00:03<00:38, 18.24it/s]
  9%|9         | 72/781 [00:03<00:38, 18.26it/s]
  9%|9         | 74/781 [00:04<00:38, 18.31it/s]
 10%|9         | 76/781 [00:04<00:39, 17.96it/s]
 10%|9         | 78/781 [00:04<00:38, 18.05it/s]
 10%|#         | 80/781 [00:04<00:38, 18.20it/s]
 10%|#         | 82/781 [00:04<00:38, 18.38it/s]
 11%|#         | 84/781 [00:04<00:38, 18.34it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.38it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.28it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.30it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.45it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.43it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.38it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.12it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.09it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.24it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.12it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.18it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.26it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.44it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.62it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.73it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.85it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.80it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.75it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.83it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.76it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.77it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.79it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.65it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.44it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.36it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.41it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.40it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.32it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.45it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.23it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.23it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.22it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.22it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.22it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.27it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.40it/s]
 20%|##        | 158/781 [00:08<00:33, 18.38it/s]
 20%|##        | 160/781 [00:08<00:33, 18.44it/s]
 21%|##        | 162/781 [00:08<00:33, 18.57it/s]
 21%|##        | 164/781 [00:08<00:33, 18.67it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.23it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.11it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.03it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.94it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.98it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.98it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.17it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.30it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.28it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.36it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.48it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.48it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.56it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.33it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.48it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.60it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.49it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.42it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.57it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.56it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.68it/s]
 27%|##6       | 208/781 [00:11<00:31, 17.97it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.18it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.37it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.43it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.52it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.53it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.56it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.38it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.36it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.32it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.61it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.29it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.17it/s]
 30%|###       | 236/781 [00:12<00:30, 18.12it/s]
 30%|###       | 238/781 [00:12<00:30, 18.04it/s]
 31%|###       | 240/781 [00:13<00:29, 18.09it/s]
 31%|###       | 242/781 [00:13<00:30, 17.83it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.82it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.73it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.08it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.45it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.77it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.82it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.99it/s]
 33%|###3      | 258/781 [00:14<00:27, 19.15it/s]
 33%|###3      | 260/781 [00:14<00:27, 19.19it/s]
 34%|###3      | 262/781 [00:14<00:27, 19.21it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.25it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.21it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.25it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.35it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.38it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.47it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.28it/s]
 36%|###5      | 278/781 [00:15<00:26, 19.19it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.11it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.18it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.19it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.22it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.30it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.35it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.35it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.21it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.13it/s]
 38%|###8      | 298/781 [00:16<00:25, 19.23it/s]
 38%|###8      | 300/781 [00:16<00:24, 19.26it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.22it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.20it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.34it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.26it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.12it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.77it/s]
 40%|####      | 314/781 [00:16<00:25, 18.66it/s]
 40%|####      | 316/781 [00:17<00:25, 18.45it/s]
 41%|####      | 318/781 [00:17<00:24, 18.62it/s]
 41%|####      | 320/781 [00:17<00:24, 18.53it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.02it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.15it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.40it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.56it/s]
 42%|####2     | 330/781 [00:17<00:25, 18.00it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.18it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.37it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.43it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.61it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.84it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.77it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.81it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.89it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.96it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.69it/s]
 45%|####5     | 352/781 [00:19<00:22, 18.94it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.02it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.10it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.07it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.08it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.06it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.90it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.93it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.05it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.11it/s]
 48%|####7     | 372/781 [00:20<00:21, 19.21it/s]
 48%|####7     | 374/781 [00:20<00:21, 19.31it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.24it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.26it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.31it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.35it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.21it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.00it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.13it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.89it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.47it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.62it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.58it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.51it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.23it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.26it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.19it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.16it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.17it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.16it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.83it/s]
 53%|#####3    | 414/781 [00:22<00:21, 17.11it/s]
 53%|#####3    | 416/781 [00:22<00:21, 17.24it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.43it/s]
 54%|#####3    | 420/781 [00:22<00:34, 10.51it/s]
 54%|#####4    | 422/781 [00:23<00:29, 12.05it/s]
 54%|#####4    | 424/781 [00:23<00:26, 13.49it/s]
 55%|#####4    | 426/781 [00:23<00:24, 14.76it/s]
 55%|#####4    | 428/781 [00:23<00:22, 15.63it/s]
 55%|#####5    | 430/781 [00:23<00:21, 16.38it/s]
 55%|#####5    | 432/781 [00:23<00:20, 17.00it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.49it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.91it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.19it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.28it/s]
 57%|#####6    | 442/781 [00:24<00:18, 18.31it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.41it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.58it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.63it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.68it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.79it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.84it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.73it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.79it/s]
 59%|#####8    | 460/781 [00:25<00:17, 18.70it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.43it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.61it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.69it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.71it/s]
 60%|######    | 470/781 [00:25<00:16, 18.81it/s]
 60%|######    | 472/781 [00:25<00:16, 18.60it/s]
 61%|######    | 474/781 [00:25<00:16, 18.57it/s]
 61%|######    | 476/781 [00:25<00:16, 18.66it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.61it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.72it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.63it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.56it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.68it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.49it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.56it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.62it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.70it/s]
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100%|#########9| 780/781 [00:42<00:00, 17.97it/s]
100%|##########| 781/781 [00:42<00:00, 18.28it/s]




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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:10<00:00, 10.10s/it]
100%|##########| 1/1 [00:10<00:00, 10.10s/it]

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  8%|7         | 12/157 [00:00<00:09, 15.32it/s]
  9%|8         | 14/157 [00:00<00:09, 15.09it/s]
 10%|#         | 16/157 [00:01<00:09, 15.52it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.74it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.83it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.50it/s]
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 22%|##1       | 34/157 [00:02<00:07, 16.53it/s]
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 42%|####2     | 66/157 [00:04<00:05, 17.62it/s]
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100%|##########| 157/157 [00:09<00:00, 17.26it/s]

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  1%|          | 4/781 [00:00<00:42, 18.43it/s]
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  2%|2         | 16/781 [00:00<00:38, 20.06it/s]
  2%|2         | 19/781 [00:00<00:37, 20.11it/s]
  3%|2         | 22/781 [00:01<00:37, 20.17it/s]
  3%|3         | 25/781 [00:01<00:37, 20.16it/s]
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  6%|6         | 48/781 [00:02<00:38, 19.19it/s]
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  8%|8         | 64/781 [00:03<00:40, 17.71it/s]
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 10%|9         | 76/781 [00:04<00:40, 17.58it/s]
 10%|9         | 78/781 [00:04<00:40, 17.55it/s]
 10%|#         | 80/781 [00:04<00:39, 17.68it/s]
 10%|#         | 82/781 [00:04<00:39, 17.81it/s]
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 11%|#1        | 86/781 [00:04<00:38, 17.99it/s]
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 15%|#5        | 120/781 [00:06<00:34, 19.13it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.28it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.37it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.29it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.23it/s]
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 17%|#6        | 132/781 [00:07<00:33, 19.10it/s]
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 17%|#7        | 136/781 [00:07<00:33, 19.15it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.28it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.33it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.24it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.21it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.20it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.27it/s]
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 20%|#9        | 153/781 [00:08<00:31, 19.76it/s]
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 20%|##        | 159/781 [00:08<00:30, 20.19it/s]
 21%|##        | 162/781 [00:08<00:30, 20.25it/s]
 21%|##1       | 165/781 [00:08<00:30, 20.28it/s]
 22%|##1       | 168/781 [00:08<00:30, 20.31it/s]
 22%|##1       | 171/781 [00:09<00:29, 20.36it/s]
 22%|##2       | 174/781 [00:09<00:29, 20.38it/s]
 23%|##2       | 177/781 [00:09<00:29, 20.34it/s]
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 23%|##3       | 183/781 [00:09<00:29, 20.59it/s]
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 24%|##4       | 189/781 [00:09<00:28, 20.56it/s]
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 25%|##4       | 195/781 [00:10<00:28, 20.49it/s]
 25%|##5       | 198/781 [00:10<00:28, 20.59it/s]
 26%|##5       | 201/781 [00:10<00:28, 20.70it/s]
 26%|##6       | 204/781 [00:10<00:27, 20.70it/s]
 27%|##6       | 207/781 [00:10<00:27, 20.76it/s]
 27%|##6       | 210/781 [00:10<00:27, 20.74it/s]
 27%|##7       | 213/781 [00:11<00:27, 20.59it/s]
 28%|##7       | 216/781 [00:11<00:27, 20.18it/s]
 28%|##8       | 219/781 [00:11<00:27, 20.28it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.14it/s]
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 30%|###       | 237/781 [00:12<00:27, 19.98it/s]
 31%|###       | 239/781 [00:12<00:27, 19.86it/s]
 31%|###       | 242/781 [00:12<00:27, 19.89it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.02it/s]
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 34%|###4      | 268/781 [00:13<00:25, 19.92it/s]
 35%|###4      | 271/781 [00:13<00:25, 20.08it/s]
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 36%|###6      | 283/781 [00:14<00:24, 20.41it/s]
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 37%|###7      | 289/781 [00:14<00:24, 20.41it/s]
 37%|###7      | 292/781 [00:14<00:23, 20.49it/s]
 38%|###7      | 295/781 [00:15<00:23, 20.53it/s]
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100%|##########| 781/781 [00:40<00:00, 19.47it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:30<00:23,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.23s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.23s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.24s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.22s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.22s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.22s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.22s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:11<00:00, 11.10s/it]
100%|##########| 1/1 [00:11<00:00, 11.10s/it]

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 10%|#         | 16/157 [00:01<00:09, 15.41it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.50it/s]
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100%|##########| 157/157 [00:09<00:00, 16.19it/s]

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  7%|7         | 56/781 [00:03<00:38, 18.99it/s]
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 28%|##8       | 220/781 [00:11<00:29, 19.08it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.05it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.27it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.38it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.19it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.04it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.07it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.15it/s]
 30%|###       | 236/781 [00:12<00:28, 19.23it/s]
 30%|###       | 238/781 [00:12<00:28, 19.30it/s]
 31%|###       | 240/781 [00:12<00:28, 19.17it/s]
 31%|###       | 242/781 [00:12<00:28, 19.25it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.31it/s]
 31%|###1      | 246/781 [00:12<00:28, 19.08it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.66it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.81it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.86it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.89it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.87it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.88it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.78it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.60it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.53it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.91it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.08it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.14it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.17it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.24it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.18it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.03it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.96it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.97it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.17it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.27it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.26it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.34it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.41it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.37it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.40it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.44it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.22it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.23it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.03it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.18it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.23it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.16it/s]
 40%|####      | 314/781 [00:16<00:24, 19.09it/s]
 40%|####      | 316/781 [00:16<00:24, 19.19it/s]
 41%|####      | 318/781 [00:16<00:24, 18.96it/s]
 41%|####      | 320/781 [00:16<00:24, 19.00it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.94it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.88it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.07it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.08it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.01it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.81it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.84it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.88it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.95it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.60it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.76it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.92it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.79it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.30it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.30it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.41it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.48it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.52it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.37it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.46it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.58it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.61it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.68it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.16it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.29it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.51it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.63it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.64it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.66it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.73it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.62it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.69it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.26it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.32it/s]
 50%|#####     | 394/781 [00:20<00:21, 18.38it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.48it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.43it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.58it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.47it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.55it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.65it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.72it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.69it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.78it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.78it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.72it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.63it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.56it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.49it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.56it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.62it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.52it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.50it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.54it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.56it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.44it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.31it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.24it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.11it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.12it/s]
 57%|#####7    | 446/781 [00:23<00:18, 17.93it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.09it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.24it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.46it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.39it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.68it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.80it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.97it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.85it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.01it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.03it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.18it/s]
 60%|######    | 470/781 [00:24<00:16, 19.15it/s]
 60%|######    | 472/781 [00:24<00:16, 19.25it/s]
 61%|######    | 474/781 [00:25<00:15, 19.25it/s]
 61%|######    | 476/781 [00:25<00:15, 19.29it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.30it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.19it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.17it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.25it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.29it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.28it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.19it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.09it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.17it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.06it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.01it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.93it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.02it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.08it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.96it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.81it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.88it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.95it/s]
 66%|######5   | 514/781 [00:27<00:14, 19.04it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.08it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.14it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.24it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.32it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.34it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.30it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.29it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.27it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.19it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.27it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.05it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.10it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.19it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.27it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.16it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.13it/s]
 70%|#######   | 548/781 [00:28<00:12, 19.09it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.96it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.91it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.65it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.78it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.80it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.95it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.09it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.15it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.17it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.21it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.27it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.06it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.04it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.15it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.07it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.90it/s]
 75%|#######5  | 586/781 [00:30<00:10, 18.95it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.04it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.88it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.53it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.65it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.63it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.76it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.76it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.81it/s]
 77%|#######7  | 604/781 [00:31<00:09, 18.87it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.94it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.87it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.89it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.95it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.95it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.93it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.15it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.78it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.43it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.19it/s]
 80%|########  | 626/781 [00:33<00:08, 18.38it/s]
 80%|########  | 628/781 [00:33<00:08, 18.20it/s]
 81%|########  | 630/781 [00:33<00:08, 18.43it/s]
 81%|########  | 632/781 [00:33<00:08, 18.51it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.65it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.68it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.65it/s]
 82%|########1 | 640/781 [00:33<00:07, 18.73it/s]
 82%|########2 | 642/781 [00:33<00:07, 18.86it/s]
 82%|########2 | 644/781 [00:34<00:07, 19.01it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.85it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.68it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.53it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.64it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.82it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.96it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.72it/s]
 85%|########4 | 660/781 [00:34<00:06, 18.49it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.48it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.49it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.27it/s]
 86%|########5 | 668/781 [00:35<00:06, 18.60it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.87it/s]
 86%|########6 | 672/781 [00:35<00:05, 19.01it/s]
 86%|########6 | 674/781 [00:35<00:05, 19.05it/s]
 87%|########6 | 676/781 [00:35<00:05, 19.18it/s]
 87%|########6 | 678/781 [00:35<00:05, 19.07it/s]
 87%|########7 | 680/781 [00:35<00:05, 19.02it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.02it/s]
 88%|########7 | 684/781 [00:36<00:05, 19.13it/s]
 88%|########7 | 686/781 [00:36<00:04, 19.00it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.80it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.82it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.90it/s]
 89%|########8 | 694/781 [00:36<00:04, 18.91it/s]
 89%|########9 | 696/781 [00:36<00:04, 18.95it/s]
 89%|########9 | 698/781 [00:36<00:04, 18.99it/s]
 90%|########9 | 700/781 [00:37<00:04, 19.08it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.01it/s]
 90%|######### | 704/781 [00:37<00:04, 19.21it/s]
 90%|######### | 706/781 [00:37<00:03, 19.18it/s]
 91%|######### | 708/781 [00:37<00:03, 18.90it/s]
 91%|######### | 710/781 [00:37<00:03, 19.02it/s]
 91%|#########1| 712/781 [00:37<00:03, 19.19it/s]
 91%|#########1| 714/781 [00:37<00:03, 19.29it/s]
 92%|#########1| 716/781 [00:37<00:03, 19.19it/s]
 92%|#########1| 718/781 [00:37<00:03, 19.15it/s]
 92%|#########2| 720/781 [00:38<00:03, 19.26it/s]
 92%|#########2| 722/781 [00:38<00:03, 19.24it/s]
 93%|#########2| 724/781 [00:38<00:02, 19.14it/s]
 93%|#########2| 726/781 [00:38<00:02, 19.04it/s]
 93%|#########3| 728/781 [00:38<00:02, 19.09it/s]
 93%|#########3| 730/781 [00:38<00:02, 19.16it/s]
 94%|#########3| 732/781 [00:38<00:02, 19.11it/s]
 94%|#########3| 734/781 [00:38<00:02, 18.88it/s]
 94%|#########4| 736/781 [00:38<00:02, 18.98it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.99it/s]
 95%|#########4| 740/781 [00:39<00:02, 19.00it/s]
 95%|#########5| 742/781 [00:39<00:02, 19.04it/s]
 95%|#########5| 744/781 [00:39<00:01, 18.84it/s]
 96%|#########5| 746/781 [00:39<00:01, 18.91it/s]
 96%|#########5| 748/781 [00:39<00:01, 18.84it/s]
 96%|#########6| 750/781 [00:39<00:01, 18.83it/s]
 96%|#########6| 752/781 [00:39<00:01, 18.74it/s]
 97%|#########6| 754/781 [00:39<00:01, 18.63it/s]
 97%|#########6| 756/781 [00:39<00:01, 18.75it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.61it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.59it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.53it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.65it/s]
 98%|#########8| 766/781 [00:40<00:00, 18.73it/s]
 98%|#########8| 768/781 [00:40<00:00, 18.90it/s]
 99%|#########8| 770/781 [00:40<00:00, 19.08it/s]
 99%|#########8| 772/781 [00:40<00:00, 19.10it/s]
 99%|#########9| 774/781 [00:40<00:00, 19.08it/s]
 99%|#########9| 776/781 [00:41<00:00, 19.23it/s]
100%|#########9| 778/781 [00:41<00:00, 19.18it/s]
100%|#########9| 780/781 [00:41<00:00, 19.04it/s]
100%|##########| 781/781 [00:41<00:00, 18.91it/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 [00:01<00:46,  1.09s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.09s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.09s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.13s/it]
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  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.48it/s]
  1%|          | 4/781 [00:00<00:43, 17.78it/s]
  1%|          | 6/781 [00:00<00:43, 17.95it/s]
  1%|1         | 8/781 [00:00<00:42, 18.01it/s]
  1%|1         | 10/781 [00:00<00:43, 17.89it/s]
  2%|1         | 12/781 [00:00<00:42, 18.00it/s]
  2%|1         | 14/781 [00:00<00:42, 17.87it/s]
  2%|2         | 16/781 [00:00<00:42, 17.81it/s]
  2%|2         | 18/781 [00:01<00:42, 17.75it/s]
  3%|2         | 20/781 [00:01<00:42, 17.90it/s]
  3%|2         | 22/781 [00:01<00:42, 17.66it/s]
  3%|3         | 24/781 [00:01<00:42, 17.77it/s]
  3%|3         | 26/781 [00:01<00:42, 17.91it/s]
  4%|3         | 28/781 [00:01<00:41, 17.99it/s]
  4%|3         | 30/781 [00:01<00:41, 18.00it/s]
  4%|4         | 32/781 [00:01<00:41, 17.99it/s]
  4%|4         | 34/781 [00:01<00:42, 17.54it/s]
  5%|4         | 36/781 [00:02<00:42, 17.61it/s]
  5%|4         | 38/781 [00:02<00:42, 17.53it/s]
  5%|5         | 40/781 [00:02<00:41, 17.67it/s]
  5%|5         | 42/781 [00:02<00:41, 17.71it/s]
  6%|5         | 44/781 [00:02<00:41, 17.81it/s]
  6%|5         | 46/781 [00:02<00:41, 17.92it/s]
  6%|6         | 48/781 [00:02<00:40, 18.00it/s]
  6%|6         | 50/781 [00:02<00:40, 17.87it/s]
  7%|6         | 52/781 [00:02<00:40, 17.98it/s]
  7%|6         | 54/781 [00:03<00:40, 17.98it/s]
  7%|7         | 56/781 [00:03<00:40, 17.92it/s]
  7%|7         | 58/781 [00:03<00:40, 18.00it/s]
  8%|7         | 60/781 [00:03<00:40, 17.73it/s]
  8%|7         | 62/781 [00:03<00:40, 17.85it/s]
  8%|8         | 64/781 [00:03<00:40, 17.91it/s]
  8%|8         | 66/781 [00:03<00:40, 17.79it/s]
  9%|8         | 68/781 [00:03<00:40, 17.65it/s]
  9%|8         | 70/781 [00:03<00:39, 17.81it/s]
  9%|9         | 72/781 [00:04<00:39, 17.95it/s]
  9%|9         | 74/781 [00:04<00:39, 17.91it/s]
 10%|9         | 76/781 [00:04<00:39, 18.02it/s]
 10%|9         | 78/781 [00:04<00:38, 18.07it/s]
 10%|#         | 80/781 [00:04<00:39, 17.85it/s]
 10%|#         | 82/781 [00:04<00:39, 17.89it/s]
 11%|#         | 84/781 [00:04<00:38, 17.93it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.98it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.96it/s]
 12%|#1        | 90/781 [00:05<00:38, 18.03it/s]
 12%|#1        | 92/781 [00:05<00:38, 18.04it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.11it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.78it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.83it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.77it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.84it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.82it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.66it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.74it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.80it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.94it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.96it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.96it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.87it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.95it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.70it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.79it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.82it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.07it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.14it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.92it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.89it/s]
 17%|#7        | 136/781 [00:07<00:37, 17.42it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.51it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.83it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.01it/s]
 18%|#8        | 144/781 [00:08<00:34, 18.56it/s]
 19%|#8        | 147/781 [00:08<00:32, 19.23it/s]
 19%|#9        | 149/781 [00:08<00:33, 19.08it/s]
 19%|#9        | 151/781 [00:08<00:33, 18.86it/s]
 20%|#9        | 153/781 [00:08<00:33, 18.80it/s]
 20%|#9        | 155/781 [00:08<00:34, 18.32it/s]
 20%|##        | 157/781 [00:08<00:34, 17.96it/s]
 20%|##        | 159/781 [00:08<00:34, 17.83it/s]
 21%|##        | 161/781 [00:08<00:34, 17.75it/s]
 21%|##        | 163/781 [00:09<00:35, 17.50it/s]
 21%|##1       | 165/781 [00:09<00:35, 17.58it/s]
 21%|##1       | 167/781 [00:09<00:35, 17.40it/s]
 22%|##1       | 169/781 [00:09<00:34, 17.60it/s]
 22%|##1       | 171/781 [00:09<00:34, 17.75it/s]
 22%|##2       | 173/781 [00:09<00:34, 17.65it/s]
 22%|##2       | 175/781 [00:09<00:34, 17.50it/s]
 23%|##2       | 177/781 [00:09<00:34, 17.37it/s]
 23%|##2       | 179/781 [00:10<00:34, 17.39it/s]
 23%|##3       | 181/781 [00:10<00:34, 17.47it/s]
 23%|##3       | 183/781 [00:10<00:33, 17.68it/s]
 24%|##3       | 185/781 [00:10<00:33, 17.75it/s]
 24%|##3       | 187/781 [00:10<00:33, 17.79it/s]
 24%|##4       | 189/781 [00:10<00:33, 17.82it/s]
 24%|##4       | 191/781 [00:10<00:33, 17.73it/s]
 25%|##4       | 193/781 [00:10<00:33, 17.80it/s]
 25%|##4       | 195/781 [00:10<00:32, 17.80it/s]
 25%|##5       | 197/781 [00:11<00:33, 17.65it/s]
 25%|##5       | 199/781 [00:11<00:33, 17.61it/s]
 26%|##5       | 201/781 [00:11<00:32, 17.69it/s]
 26%|##5       | 203/781 [00:11<00:32, 17.65it/s]
 26%|##6       | 205/781 [00:11<00:32, 17.59it/s]
 27%|##6       | 207/781 [00:11<00:32, 17.77it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.65it/s]
 27%|##7       | 211/781 [00:11<00:32, 17.59it/s]
 27%|##7       | 213/781 [00:11<00:32, 17.58it/s]
 28%|##7       | 215/781 [00:12<00:32, 17.45it/s]
 28%|##7       | 217/781 [00:12<00:32, 17.40it/s]
 28%|##8       | 219/781 [00:12<00:32, 17.23it/s]
 28%|##8       | 221/781 [00:12<00:32, 17.29it/s]
 29%|##8       | 223/781 [00:12<00:32, 17.35it/s]
 29%|##8       | 225/781 [00:12<00:31, 17.39it/s]
 29%|##9       | 227/781 [00:12<00:31, 17.45it/s]
 29%|##9       | 229/781 [00:12<00:31, 17.50it/s]
 30%|##9       | 231/781 [00:12<00:31, 17.68it/s]
 30%|##9       | 233/781 [00:13<00:30, 17.75it/s]
 30%|###       | 235/781 [00:13<00:30, 17.90it/s]
 30%|###       | 237/781 [00:13<00:30, 17.85it/s]
 31%|###       | 239/781 [00:13<00:30, 17.96it/s]
 31%|###       | 241/781 [00:13<00:30, 17.85it/s]
 31%|###1      | 243/781 [00:13<00:30, 17.83it/s]
 31%|###1      | 245/781 [00:13<00:29, 17.92it/s]
 32%|###1      | 247/781 [00:13<00:29, 17.98it/s]
 32%|###1      | 249/781 [00:13<00:29, 17.89it/s]
 32%|###2      | 251/781 [00:14<00:30, 17.49it/s]
 32%|###2      | 253/781 [00:14<00:29, 17.66it/s]
 33%|###2      | 255/781 [00:14<00:29, 17.76it/s]
 33%|###2      | 257/781 [00:14<00:29, 17.75it/s]
 33%|###3      | 259/781 [00:14<00:29, 17.79it/s]
 33%|###3      | 261/781 [00:14<00:29, 17.83it/s]
 34%|###3      | 263/781 [00:14<00:28, 17.90it/s]
 34%|###3      | 265/781 [00:14<00:28, 17.81it/s]
 34%|###4      | 267/781 [00:14<00:29, 17.67it/s]
 34%|###4      | 269/781 [00:15<00:28, 17.70it/s]
 35%|###4      | 271/781 [00:15<00:28, 17.80it/s]
 35%|###4      | 273/781 [00:15<00:28, 17.89it/s]
 35%|###5      | 275/781 [00:15<00:28, 17.88it/s]
 35%|###5      | 277/781 [00:15<00:28, 17.90it/s]
 36%|###5      | 279/781 [00:15<00:27, 17.94it/s]
 36%|###5      | 281/781 [00:15<00:27, 17.95it/s]
 36%|###6      | 283/781 [00:15<00:27, 17.91it/s]
 36%|###6      | 285/781 [00:15<00:27, 17.85it/s]
 37%|###6      | 287/781 [00:16<00:27, 17.84it/s]
 37%|###7      | 289/781 [00:16<00:27, 17.89it/s]
 37%|###7      | 291/781 [00:16<00:27, 17.90it/s]
 38%|###7      | 293/781 [00:16<00:27, 17.59it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.69it/s]
 38%|###8      | 297/781 [00:16<00:27, 17.74it/s]
 38%|###8      | 299/781 [00:16<00:27, 17.72it/s]
 39%|###8      | 301/781 [00:16<00:26, 17.84it/s]
 39%|###8      | 303/781 [00:17<00:26, 17.88it/s]
 39%|###9      | 305/781 [00:17<00:26, 17.91it/s]
 39%|###9      | 307/781 [00:17<00:26, 17.94it/s]
 40%|###9      | 309/781 [00:17<00:26, 17.64it/s]
 40%|###9      | 311/781 [00:17<00:26, 17.46it/s]
 40%|####      | 313/781 [00:17<00:26, 17.58it/s]
 40%|####      | 315/781 [00:17<00:26, 17.74it/s]
 41%|####      | 317/781 [00:17<00:26, 17.76it/s]
 41%|####      | 319/781 [00:17<00:25, 18.24it/s]
 41%|####1     | 321/781 [00:18<00:50,  9.17it/s]
 41%|####1     | 323/781 [00:18<00:42, 10.74it/s]
 42%|####1     | 325/781 [00:18<00:36, 12.34it/s]
 42%|####1     | 327/781 [00:18<00:33, 13.75it/s]
 42%|####2     | 329/781 [00:18<00:29, 15.15it/s]
 42%|####2     | 331/781 [00:18<00:27, 16.16it/s]
 43%|####2     | 333/781 [00:18<00:26, 17.08it/s]
 43%|####3     | 336/781 [00:19<00:24, 18.39it/s]
 43%|####3     | 339/781 [00:19<00:22, 19.24it/s]
 44%|####3     | 342/781 [00:19<00:22, 19.77it/s]
 44%|####4     | 345/781 [00:19<00:21, 20.05it/s]
 45%|####4     | 348/781 [00:19<00:21, 20.10it/s]
 45%|####4     | 351/781 [00:19<00:21, 20.01it/s]
 45%|####5     | 354/781 [00:20<00:21, 20.21it/s]
 46%|####5     | 357/781 [00:20<00:20, 20.37it/s]
 46%|####6     | 360/781 [00:20<00:20, 20.53it/s]
 46%|####6     | 363/781 [00:20<00:20, 20.56it/s]
 47%|####6     | 366/781 [00:20<00:20, 20.51it/s]
 47%|####7     | 369/781 [00:20<00:20, 20.37it/s]
 48%|####7     | 372/781 [00:20<00:20, 20.34it/s]
 48%|####8     | 375/781 [00:21<00:20, 20.29it/s]
 48%|####8     | 378/781 [00:21<00:19, 20.16it/s]
 49%|####8     | 381/781 [00:21<00:19, 20.24it/s]
 49%|####9     | 384/781 [00:21<00:19, 20.15it/s]
 50%|####9     | 387/781 [00:21<00:19, 20.28it/s]
 50%|####9     | 390/781 [00:21<00:19, 20.30it/s]
 50%|#####     | 393/781 [00:21<00:19, 20.40it/s]
 51%|#####     | 396/781 [00:22<00:18, 20.34it/s]
 51%|#####1    | 399/781 [00:22<00:18, 20.19it/s]
 51%|#####1    | 402/781 [00:22<00:18, 20.37it/s]
 52%|#####1    | 405/781 [00:22<00:18, 20.46it/s]
 52%|#####2    | 408/781 [00:22<00:18, 20.09it/s]
 53%|#####2    | 411/781 [00:22<00:18, 20.20it/s]
 53%|#####3    | 414/781 [00:22<00:18, 20.30it/s]
 53%|#####3    | 417/781 [00:23<00:17, 20.31it/s]
 54%|#####3    | 420/781 [00:23<00:17, 20.37it/s]
 54%|#####4    | 423/781 [00:23<00:17, 20.52it/s]
 55%|#####4    | 426/781 [00:23<00:17, 20.51it/s]
 55%|#####4    | 429/781 [00:23<00:17, 20.59it/s]
 55%|#####5    | 432/781 [00:23<00:17, 20.40it/s]
 56%|#####5    | 435/781 [00:23<00:16, 20.41it/s]
 56%|#####6    | 438/781 [00:24<00:16, 20.43it/s]
 56%|#####6    | 441/781 [00:24<00:16, 20.54it/s]
 57%|#####6    | 444/781 [00:24<00:16, 20.67it/s]
 57%|#####7    | 447/781 [00:24<00:16, 20.73it/s]
 58%|#####7    | 450/781 [00:24<00:16, 20.68it/s]
 58%|#####8    | 453/781 [00:24<00:15, 20.68it/s]
 58%|#####8    | 456/781 [00:25<00:15, 20.71it/s]
 59%|#####8    | 459/781 [00:25<00:15, 20.51it/s]
 59%|#####9    | 462/781 [00:25<00:15, 20.43it/s]
 60%|#####9    | 465/781 [00:25<00:15, 20.28it/s]
 60%|#####9    | 468/781 [00:25<00:15, 20.46it/s]
 60%|######    | 471/781 [00:25<00:15, 20.60it/s]
 61%|######    | 474/781 [00:25<00:14, 20.50it/s]
 61%|######1   | 477/781 [00:26<00:14, 20.46it/s]
 61%|######1   | 480/781 [00:26<00:14, 20.49it/s]
 62%|######1   | 483/781 [00:26<00:14, 20.49it/s]
 62%|######2   | 486/781 [00:26<00:14, 20.43it/s]
 63%|######2   | 489/781 [00:26<00:14, 20.48it/s]
 63%|######2   | 492/781 [00:26<00:14, 20.63it/s]
 63%|######3   | 495/781 [00:26<00:13, 20.67it/s]
 64%|######3   | 498/781 [00:27<00:13, 20.63it/s]
 64%|######4   | 501/781 [00:27<00:13, 20.24it/s]
 65%|######4   | 504/781 [00:27<00:13, 20.22it/s]
 65%|######4   | 507/781 [00:27<00:13, 20.08it/s]
 65%|######5   | 510/781 [00:27<00:13, 20.05it/s]
 66%|######5   | 513/781 [00:27<00:13, 20.13it/s]
 66%|######6   | 516/781 [00:27<00:13, 20.19it/s]
 66%|######6   | 519/781 [00:28<00:12, 20.26it/s]
 67%|######6   | 522/781 [00:28<00:12, 20.12it/s]
 67%|######7   | 525/781 [00:28<00:12, 19.76it/s]
 67%|######7   | 527/781 [00:28<00:13, 19.48it/s]
 68%|######7   | 529/781 [00:28<00:13, 19.37it/s]
 68%|######7   | 531/781 [00:28<00:12, 19.30it/s]
 68%|######8   | 533/781 [00:28<00:12, 19.21it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.51it/s]
 69%|######9   | 539/781 [00:29<00:12, 19.82it/s]
 69%|######9   | 542/781 [00:29<00:11, 19.99it/s]
 70%|######9   | 545/781 [00:29<00:11, 20.18it/s]
 70%|#######   | 548/781 [00:29<00:11, 20.18it/s]
 71%|#######   | 551/781 [00:29<00:11, 20.29it/s]
 71%|#######   | 554/781 [00:29<00:11, 20.24it/s]
 71%|#######1  | 557/781 [00:30<00:11, 20.25it/s]
 72%|#######1  | 560/781 [00:30<00:10, 20.35it/s]
 72%|#######2  | 563/781 [00:30<00:10, 20.30it/s]
 72%|#######2  | 566/781 [00:30<00:10, 20.28it/s]
 73%|#######2  | 569/781 [00:30<00:10, 20.41it/s]
 73%|#######3  | 572/781 [00:30<00:10, 20.50it/s]
 74%|#######3  | 575/781 [00:30<00:10, 20.57it/s]
 74%|#######4  | 578/781 [00:31<00:09, 20.64it/s]
 74%|#######4  | 581/781 [00:31<00:09, 20.69it/s]
 75%|#######4  | 584/781 [00:31<00:09, 20.68it/s]
 75%|#######5  | 587/781 [00:31<00:09, 20.73it/s]
 76%|#######5  | 590/781 [00:31<00:09, 20.76it/s]
 76%|#######5  | 593/781 [00:31<00:09, 20.77it/s]
 76%|#######6  | 596/781 [00:31<00:08, 20.64it/s]
 77%|#######6  | 599/781 [00:32<00:08, 20.58it/s]
 77%|#######7  | 602/781 [00:32<00:08, 20.63it/s]
 77%|#######7  | 605/781 [00:32<00:08, 20.61it/s]
 78%|#######7  | 608/781 [00:32<00:08, 19.87it/s]
 78%|#######8  | 611/781 [00:32<00:08, 19.96it/s]
 79%|#######8  | 614/781 [00:32<00:08, 20.06it/s]
 79%|#######9  | 617/781 [00:32<00:08, 20.10it/s]
 79%|#######9  | 620/781 [00:33<00:08, 20.08it/s]
 80%|#######9  | 623/781 [00:33<00:07, 20.08it/s]
 80%|########  | 626/781 [00:33<00:07, 20.03it/s]
 81%|########  | 629/781 [00:33<00:07, 20.27it/s]
 81%|########  | 632/781 [00:33<00:07, 20.37it/s]
 81%|########1 | 635/781 [00:33<00:07, 20.35it/s]
 82%|########1 | 638/781 [00:33<00:06, 20.47it/s]
 82%|########2 | 641/781 [00:34<00:06, 20.53it/s]
 82%|########2 | 644/781 [00:34<00:06, 20.44it/s]
 83%|########2 | 647/781 [00:34<00:06, 20.31it/s]
 83%|########3 | 650/781 [00:34<00:06, 20.13it/s]
 84%|########3 | 653/781 [00:34<00:06, 20.14it/s]
 84%|########3 | 656/781 [00:34<00:06, 20.24it/s]
 84%|########4 | 659/781 [00:35<00:06, 20.19it/s]
 85%|########4 | 662/781 [00:35<00:05, 20.26it/s]
 85%|########5 | 665/781 [00:35<00:05, 20.37it/s]
 86%|########5 | 668/781 [00:35<00:05, 20.30it/s]
 86%|########5 | 671/781 [00:35<00:05, 20.20it/s]
 86%|########6 | 674/781 [00:35<00:05, 20.33it/s]
 87%|########6 | 677/781 [00:35<00:05, 20.50it/s]
 87%|########7 | 680/781 [00:36<00:04, 20.42it/s]
 87%|########7 | 683/781 [00:36<00:04, 20.26it/s]
 88%|########7 | 686/781 [00:36<00:04, 20.16it/s]
 88%|########8 | 689/781 [00:36<00:04, 20.20it/s]
 89%|########8 | 692/781 [00:36<00:04, 20.17it/s]
 89%|########8 | 695/781 [00:36<00:04, 20.16it/s]
 89%|########9 | 698/781 [00:36<00:04, 19.90it/s]
 90%|########9 | 700/781 [00:37<00:04, 19.76it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.59it/s]
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100%|##########| 781/781 [00:41<00:00, 19.00it/s]




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 55%|#####4    | 86/157 [00:05<00:04, 16.54it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.50it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.45it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.54it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.59it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.29it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.13it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.92it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.02it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.26it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.39it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.50it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.55it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.49it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.53it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.63it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.38it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.24it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.24it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.30it/s]
 80%|########  | 126/157 [00:07<00:01, 16.23it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.28it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.34it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.42it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.95it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.11it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.31it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.13it/s]
 90%|######### | 142/157 [00:08<00:00, 16.14it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.90it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.04it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.20it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.15it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.20it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.20it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.39it/s]
100%|##########| 157/157 [00:09<00:00, 16.22it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 19.00it/s]
  1%|          | 4/781 [00:00<00:41, 18.89it/s]
  1%|          | 6/781 [00:00<00:41, 18.81it/s]
  1%|1         | 8/781 [00:00<00:41, 18.84it/s]
  1%|1         | 10/781 [00:00<00:41, 18.67it/s]
  2%|1         | 12/781 [00:00<00:41, 18.51it/s]
  2%|1         | 14/781 [00:00<00:41, 18.49it/s]
  2%|2         | 16/781 [00:00<00:41, 18.55it/s]
  2%|2         | 18/781 [00:00<00:41, 18.55it/s]
  3%|2         | 20/781 [00:01<00:41, 18.34it/s]
  3%|2         | 22/781 [00:01<00:41, 18.49it/s]
  3%|3         | 24/781 [00:01<00:40, 18.59it/s]
  3%|3         | 26/781 [00:01<00:40, 18.72it/s]
  4%|3         | 28/781 [00:01<00:40, 18.77it/s]
  4%|3         | 30/781 [00:01<00:39, 18.78it/s]
  4%|4         | 32/781 [00:01<00:40, 18.63it/s]
  4%|4         | 34/781 [00:01<00:40, 18.62it/s]
  5%|4         | 36/781 [00:01<00:40, 18.61it/s]
  5%|4         | 38/781 [00:02<00:39, 18.71it/s]
  5%|5         | 40/781 [00:02<00:39, 18.62it/s]
  5%|5         | 42/781 [00:02<00:39, 18.57it/s]
  6%|5         | 44/781 [00:02<00:39, 18.68it/s]
  6%|5         | 46/781 [00:02<00:39, 18.72it/s]
  6%|6         | 48/781 [00:02<00:39, 18.75it/s]
  6%|6         | 50/781 [00:02<00:38, 18.81it/s]
  7%|6         | 52/781 [00:02<00:38, 18.84it/s]
  7%|6         | 54/781 [00:02<00:38, 18.79it/s]
  7%|7         | 56/781 [00:02<00:38, 18.74it/s]
  7%|7         | 58/781 [00:03<00:38, 18.81it/s]
  8%|7         | 60/781 [00:03<00:38, 18.91it/s]
  8%|7         | 62/781 [00:03<00:38, 18.82it/s]
  8%|8         | 64/781 [00:03<00:37, 18.91it/s]
  8%|8         | 66/781 [00:03<00:37, 18.99it/s]
  9%|8         | 68/781 [00:03<00:37, 19.04it/s]
  9%|8         | 70/781 [00:03<00:37, 19.17it/s]
  9%|9         | 72/781 [00:03<00:36, 19.19it/s]
  9%|9         | 74/781 [00:03<00:36, 19.16it/s]
 10%|9         | 76/781 [00:04<00:36, 19.17it/s]
 10%|9         | 78/781 [00:04<00:36, 19.15it/s]
 10%|#         | 80/781 [00:04<00:36, 19.11it/s]
 10%|#         | 82/781 [00:04<00:36, 19.18it/s]
 11%|#         | 84/781 [00:04<00:36, 18.93it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.04it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.06it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.13it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.19it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.11it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.04it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.07it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.08it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.08it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.10it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.17it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.02it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.76it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.82it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.96it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.10it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.07it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.97it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.50it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.80it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.85it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.05it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.13it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.93it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.83it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.01it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.10it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.36it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.66it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.76it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.77it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.64it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.42it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.50it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.72it/s]
 20%|##        | 158/781 [00:08<00:33, 18.86it/s]
 20%|##        | 160/781 [00:08<00:32, 18.83it/s]
 21%|##        | 162/781 [00:08<00:32, 18.81it/s]
 21%|##        | 164/781 [00:08<00:32, 18.90it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.80it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.50it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.26it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.08it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.34it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.45it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.51it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.46it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.36it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.43it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.34it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.55it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.55it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.71it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.87it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.93it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.89it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.04it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.20it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.00it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.08it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.15it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.22it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.28it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.32it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.22it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.22it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.13it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.17it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.12it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.08it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.95it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.98it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.00it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.95it/s]
 30%|###       | 236/781 [00:12<00:28, 18.98it/s]
 30%|###       | 238/781 [00:12<00:28, 19.08it/s]
 31%|###       | 240/781 [00:12<00:28, 19.18it/s]
 31%|###       | 242/781 [00:12<00:28, 19.17it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.02it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.04it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.18it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.29it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.17it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.02it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.00it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.00it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.13it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.24it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.10it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.22it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.21it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.25it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.25it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.08it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.03it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.92it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.08it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.14it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.20it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.27it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.28it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.24it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.36it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.44it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.08it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.00it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.17it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.25it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.24it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.26it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.07it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.68it/s]
 40%|####      | 314/781 [00:16<00:25, 18.32it/s]
 40%|####      | 316/781 [00:16<00:25, 18.47it/s]
 41%|####      | 318/781 [00:16<00:25, 18.36it/s]
 41%|####      | 320/781 [00:16<00:25, 18.28it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.34it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.33it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.42it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.35it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.16it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.40it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.53it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.68it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.63it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.64it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.36it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.50it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.39it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.69it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.85it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.70it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.78it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.82it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.92it/s]
 46%|####6     | 362/781 [00:19<00:22, 19.03it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.19it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.35it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.34it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.26it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.29it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.44it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.46it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.36it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.38it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.92it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.10it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.26it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.32it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.46it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.47it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.41it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.42it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.38it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.79it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.72it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.90it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.04it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.16it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.20it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.24it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.26it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.82it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.72it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.98it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.04it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.03it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.80it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.85it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.80it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.72it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.68it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.72it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.84it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.86it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.91it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.62it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.63it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.63it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.76it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.74it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.78it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.89it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.98it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.75it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.85it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.82it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.90it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.71it/s]
 60%|######    | 470/781 [00:24<00:16, 18.93it/s]
 60%|######    | 472/781 [00:24<00:16, 18.98it/s]
 61%|######    | 474/781 [00:25<00:16, 18.95it/s]
 61%|######    | 476/781 [00:25<00:16, 19.04it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.10it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.15it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.03it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.74it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.02it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.84it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.02it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.07it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.75it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.77it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.71it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.72it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.69it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.61it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.43it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.40it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.68it/s]
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100%|##########| 781/781 [00:41<00:00, 18.92it/s]




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Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:12<00:00, 12.97s/it]
100%|##########| 1/1 [00:12<00:00, 12.97s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.68it/s]
  3%|2         | 4/157 [00:00<00:10, 14.38it/s]
  4%|3         | 6/157 [00:00<00:09, 15.71it/s]
  5%|5         | 8/157 [00:00<00:09, 16.37it/s]
  6%|6         | 10/157 [00:00<00:08, 16.96it/s]
  8%|7         | 12/157 [00:00<00:08, 17.34it/s]
  9%|8         | 14/157 [00:00<00:08, 17.52it/s]
 10%|#         | 16/157 [00:00<00:08, 17.54it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.56it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.65it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.86it/s]
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 17%|#6        | 26/157 [00:01<00:07, 17.65it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.86it/s]
 19%|#9        | 30/157 [00:01<00:07, 18.03it/s]
 20%|##        | 32/157 [00:01<00:06, 18.11it/s]
 22%|##1       | 34/157 [00:01<00:06, 18.14it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.69it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.68it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.46it/s]
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 28%|##8       | 44/157 [00:02<00:06, 16.90it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.90it/s]
 31%|###       | 48/157 [00:02<00:06, 17.08it/s]
 32%|###1      | 50/157 [00:02<00:06, 17.35it/s]
 33%|###3      | 52/157 [00:03<00:05, 17.58it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.52it/s]
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 38%|###8      | 60/157 [00:03<00:05, 17.88it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.90it/s]
 41%|####      | 64/157 [00:03<00:05, 17.83it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.76it/s]
 43%|####3     | 68/157 [00:03<00:04, 17.83it/s]
 45%|####4     | 70/157 [00:04<00:04, 17.67it/s]
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 48%|####8     | 76/157 [00:04<00:04, 17.73it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.86it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.93it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.89it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.94it/s]
 55%|#####4    | 86/157 [00:04<00:03, 17.99it/s]
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 57%|#####7    | 90/157 [00:05<00:03, 18.11it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.09it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.09it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.14it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.14it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.09it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.11it/s]
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 80%|########  | 126/157 [00:07<00:01, 17.90it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.95it/s]
 83%|########2 | 130/157 [00:07<00:01, 18.00it/s]
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 90%|######### | 142/157 [00:08<00:00, 17.85it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.77it/s]
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100%|##########| 157/157 [00:08<00:00, 17.69it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.48it/s]
  1%|          | 5/781 [00:00<00:40, 19.09it/s]
  1%|1         | 8/781 [00:00<00:38, 19.82it/s]
  1%|1         | 11/781 [00:00<00:38, 19.90it/s]
  2%|1         | 13/781 [00:00<00:38, 19.87it/s]
  2%|1         | 15/781 [00:00<00:38, 19.79it/s]
  2%|2         | 18/781 [00:00<00:38, 20.01it/s]
  3%|2         | 21/781 [00:01<00:37, 20.06it/s]
  3%|3         | 24/781 [00:01<00:37, 20.20it/s]
  3%|3         | 27/781 [00:01<00:37, 20.26it/s]
  4%|3         | 30/781 [00:01<00:36, 20.31it/s]
  4%|4         | 33/781 [00:01<00:36, 20.36it/s]
  5%|4         | 36/781 [00:01<00:36, 20.44it/s]
  5%|4         | 39/781 [00:01<00:36, 20.53it/s]
  5%|5         | 42/781 [00:02<00:36, 20.36it/s]
  6%|5         | 45/781 [00:02<00:35, 20.46it/s]
  6%|6         | 48/781 [00:02<00:35, 20.51it/s]
  7%|6         | 51/781 [00:02<00:35, 20.43it/s]
  7%|6         | 54/781 [00:02<00:35, 20.49it/s]
  7%|7         | 57/781 [00:02<00:35, 20.38it/s]
  8%|7         | 60/781 [00:02<00:35, 20.47it/s]
  8%|8         | 63/781 [00:03<00:34, 20.59it/s]
  8%|8         | 66/781 [00:03<00:35, 20.28it/s]
  9%|8         | 69/781 [00:03<00:35, 20.08it/s]
  9%|9         | 72/781 [00:03<00:35, 19.76it/s]
  9%|9         | 74/781 [00:03<00:35, 19.81it/s]
 10%|9         | 76/781 [00:03<00:35, 19.74it/s]
 10%|9         | 78/781 [00:03<00:35, 19.59it/s]
 10%|#         | 80/781 [00:03<00:35, 19.68it/s]
 11%|#         | 83/781 [00:04<00:34, 19.97it/s]
 11%|#1        | 86/781 [00:04<00:34, 20.19it/s]
 11%|#1        | 89/781 [00:04<00:34, 20.19it/s]
 12%|#1        | 92/781 [00:04<00:34, 20.05it/s]
 12%|#2        | 95/781 [00:04<00:33, 20.28it/s]
 13%|#2        | 98/781 [00:04<00:33, 20.37it/s]
 13%|#2        | 101/781 [00:05<00:33, 20.38it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.50it/s]
 14%|#3        | 107/781 [00:05<00:32, 20.57it/s]
 14%|#4        | 110/781 [00:05<00:32, 20.64it/s]
 14%|#4        | 113/781 [00:05<00:32, 20.69it/s]
 15%|#4        | 116/781 [00:05<00:32, 20.32it/s]
 15%|#5        | 119/781 [00:05<00:33, 20.03it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.09it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.17it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.31it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.40it/s]
 17%|#7        | 134/781 [00:06<00:32, 19.84it/s]
 18%|#7        | 137/781 [00:06<00:32, 20.00it/s]
 18%|#7        | 140/781 [00:06<00:31, 20.22it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.38it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.47it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.60it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.50it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.43it/s]
 20%|##        | 158/781 [00:07<00:30, 20.24it/s]
 21%|##        | 161/781 [00:07<00:30, 20.26it/s]
 21%|##        | 164/781 [00:08<00:30, 20.26it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.23it/s]
 22%|##1       | 170/781 [00:08<00:30, 19.96it/s]
 22%|##2       | 172/781 [00:08<00:30, 19.94it/s]
 22%|##2       | 174/781 [00:08<00:30, 19.87it/s]
 23%|##2       | 177/781 [00:08<00:30, 20.02it/s]
 23%|##3       | 180/781 [00:08<00:29, 20.16it/s]
 23%|##3       | 183/781 [00:09<00:29, 20.22it/s]
 24%|##3       | 186/781 [00:09<00:29, 19.98it/s]
 24%|##4       | 189/781 [00:09<00:29, 20.18it/s]
 25%|##4       | 192/781 [00:09<00:29, 20.20it/s]
 25%|##4       | 195/781 [00:09<00:29, 19.69it/s]
 25%|##5       | 197/781 [00:09<00:29, 19.68it/s]
 25%|##5       | 199/781 [00:09<00:29, 19.62it/s]
 26%|##5       | 201/781 [00:09<00:29, 19.50it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.81it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.73it/s]
 27%|##6       | 210/781 [00:10<00:28, 19.92it/s]
 27%|##7       | 212/781 [00:10<00:28, 19.77it/s]
 28%|##7       | 215/781 [00:10<00:28, 19.81it/s]
 28%|##7       | 218/781 [00:10<00:28, 19.94it/s]
 28%|##8       | 221/781 [00:10<00:28, 19.68it/s]
 29%|##8       | 223/781 [00:11<00:29, 19.19it/s]
 29%|##8       | 225/781 [00:11<00:30, 18.51it/s]
 29%|##9       | 227/781 [00:11<00:30, 18.14it/s]
 29%|##9       | 229/781 [00:11<00:30, 18.16it/s]
 30%|##9       | 231/781 [00:11<00:30, 17.90it/s]
 30%|##9       | 233/781 [00:11<00:30, 17.82it/s]
 30%|###       | 235/781 [00:11<00:30, 17.65it/s]
 30%|###       | 237/781 [00:11<00:30, 17.96it/s]
 31%|###       | 239/781 [00:12<00:30, 17.94it/s]
 31%|###       | 241/781 [00:12<00:30, 17.91it/s]
 31%|###1      | 243/781 [00:12<00:29, 18.31it/s]
 31%|###1      | 245/781 [00:12<00:29, 18.07it/s]
 32%|###1      | 247/781 [00:12<00:29, 18.20it/s]
 32%|###1      | 249/781 [00:12<00:29, 18.31it/s]
 32%|###2      | 251/781 [00:12<00:28, 18.40it/s]
 32%|###2      | 253/781 [00:12<00:28, 18.30it/s]
 33%|###2      | 255/781 [00:12<00:29, 17.93it/s]
 33%|###2      | 257/781 [00:13<00:29, 17.87it/s]
 33%|###3      | 259/781 [00:13<00:28, 18.07it/s]
 33%|###3      | 261/781 [00:13<00:29, 17.71it/s]
 34%|###3      | 263/781 [00:13<00:29, 17.58it/s]
 34%|###3      | 265/781 [00:13<00:29, 17.59it/s]
 34%|###4      | 267/781 [00:13<00:29, 17.65it/s]
 34%|###4      | 269/781 [00:13<00:28, 17.73it/s]
 35%|###4      | 271/781 [00:13<00:28, 17.72it/s]
 35%|###4      | 273/781 [00:13<00:28, 17.59it/s]
 35%|###5      | 275/781 [00:14<00:28, 17.74it/s]
 35%|###5      | 277/781 [00:14<00:28, 17.75it/s]
 36%|###5      | 279/781 [00:14<00:28, 17.73it/s]
 36%|###5      | 281/781 [00:14<00:28, 17.73it/s]
 36%|###6      | 283/781 [00:14<00:28, 17.66it/s]
 36%|###6      | 285/781 [00:14<00:28, 17.65it/s]
 37%|###6      | 287/781 [00:14<00:27, 17.67it/s]
 37%|###7      | 289/781 [00:14<00:27, 17.74it/s]
 37%|###7      | 291/781 [00:14<00:27, 17.85it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.92it/s]
 38%|###7      | 295/781 [00:15<00:27, 17.74it/s]
 38%|###8      | 297/781 [00:15<00:27, 17.67it/s]
 38%|###8      | 299/781 [00:15<00:27, 17.73it/s]
 39%|###8      | 301/781 [00:15<00:26, 17.84it/s]
 39%|###8      | 303/781 [00:15<00:26, 17.85it/s]
 39%|###9      | 305/781 [00:15<00:26, 17.87it/s]
 39%|###9      | 307/781 [00:15<00:26, 17.92it/s]
 40%|###9      | 309/781 [00:15<00:26, 17.98it/s]
 40%|###9      | 311/781 [00:16<00:26, 17.93it/s]
 40%|####      | 313/781 [00:16<00:26, 17.92it/s]
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 41%|####      | 317/781 [00:16<00:25, 17.88it/s]
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 41%|####1     | 321/781 [00:16<00:25, 17.96it/s]
 41%|####1     | 323/781 [00:16<00:25, 17.92it/s]
 42%|####1     | 325/781 [00:16<00:25, 18.00it/s]
 42%|####1     | 327/781 [00:16<00:25, 17.99it/s]
 42%|####2     | 329/781 [00:17<00:25, 17.94it/s]
 42%|####2     | 331/781 [00:17<00:25, 17.96it/s]
 43%|####2     | 333/781 [00:17<00:24, 17.98it/s]
 43%|####2     | 335/781 [00:17<00:25, 17.81it/s]
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 45%|####4     | 351/781 [00:18<00:24, 17.74it/s]
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100%|##########| 781/781 [00:40<00:00, 19.31it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.24s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:29<00:23,  1.26s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.26s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.26s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.26s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.26s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:20,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:33<00:20,  1.25s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.22s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.22s/it]
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Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.22s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.29s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.29s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.29s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.74s/it]
100%|##########| 1/1 [00:13<00:00, 13.74s/it]

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 10%|#         | 16/157 [00:00<00:07, 17.82it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.72it/s]
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100%|##########| 157/157 [00:08<00:00, 17.96it/s]

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  1%|          | 5/781 [00:00<00:39, 19.70it/s]
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 35%|###4      | 271/781 [00:13<00:24, 20.59it/s]
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 35%|###5      | 277/781 [00:14<00:24, 20.51it/s]
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100%|#########9| 780/781 [00:40<00:00, 17.70it/s]
100%|##########| 781/781 [00:40<00:00, 19.11it/s]




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Validation Progress:  34%|###4      | 15/44 [00:17<00:35,  1.22s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.27s/it]
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Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
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Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
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Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.31s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
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 16%|#5        | 124/781 [00:06<00:35, 18.42it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.44it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.48it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.51it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.33it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.06it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.08it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.25it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.43it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.55it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.61it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.52it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.51it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.49it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.31it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.40it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.53it/s]
 20%|##        | 158/781 [00:08<00:33, 18.53it/s]
 20%|##        | 160/781 [00:08<00:33, 18.63it/s]
 21%|##        | 162/781 [00:08<00:33, 18.47it/s]
 21%|##        | 164/781 [00:08<00:33, 18.52it/s]
 21%|##1       | 166/781 [00:08<00:34, 18.03it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.13it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.28it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.42it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.35it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.48it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.61it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.80it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.34it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.48it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.42it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.34it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.34it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.30it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.25it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.09it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.03it/s]
 26%|##5       | 200/781 [00:10<00:32, 18.01it/s]
 26%|##5       | 202/781 [00:10<00:32, 17.87it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.94it/s]
 26%|##6       | 206/781 [00:11<00:31, 17.98it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.14it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.19it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.25it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.50it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.45it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.36it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.23it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.09it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.92it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.08it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.14it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.28it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.48it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.09it/s]
 30%|###       | 236/781 [00:12<00:30, 17.96it/s]
 30%|###       | 238/781 [00:12<00:29, 18.27it/s]
 31%|###       | 240/781 [00:12<00:29, 18.37it/s]
 31%|###       | 242/781 [00:13<00:29, 18.23it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.36it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.65it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.56it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.68it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.56it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.61it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.81it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.66it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.43it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.37it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.48it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.61it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.44it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.28it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.26it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.39it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.49it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.47it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.35it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.33it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.54it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.44it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.58it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.44it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.52it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.51it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.42it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.36it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.36it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.23it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.06it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.28it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.38it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.52it/s]
 40%|####      | 314/781 [00:17<00:25, 18.58it/s]
 40%|####      | 316/781 [00:17<00:24, 18.68it/s]
 41%|####      | 318/781 [00:17<00:24, 18.77it/s]
 41%|####      | 320/781 [00:17<00:24, 18.85it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.88it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.86it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.88it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.81it/s]
 43%|####2     | 334/781 [00:18<00:23, 18.75it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.52it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.58it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.51it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.52it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.62it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.46it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.43it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.43it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.25it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.40it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.38it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.38it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.40it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.32it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.11it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.03it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.25it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.41it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.55it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.56it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.64it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.71it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.73it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.70it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.71it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.77it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.80it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.74it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.77it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.80it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.73it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.77it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.76it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.71it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.76it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.68it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.61it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.34it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.41it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.25it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.45it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.49it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.54it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.35it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.45it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.51it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.64it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.53it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.58it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.37it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.50it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.19it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.22it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.00it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.35it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.19it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.51it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.59it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.35it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.52it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.18it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.22it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.34it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.33it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.42it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.49it/s]
 60%|######    | 470/781 [00:25<00:16, 18.55it/s]
 60%|######    | 472/781 [00:25<00:16, 18.21it/s]
 61%|######    | 474/781 [00:25<00:16, 18.36it/s]
 61%|######    | 476/781 [00:25<00:16, 18.30it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.38it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.25it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.30it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.42it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.47it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.55it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.20it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.50it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.35it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.43it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.21it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.25it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.26it/s]
 65%|######4   | 504/781 [00:27<00:15, 17.92it/s]
 65%|######4   | 506/781 [00:27<00:15, 17.83it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.78it/s]
 65%|######5   | 510/781 [00:27<00:15, 17.78it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.11it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.05it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.12it/s]
 66%|######6   | 518/781 [00:28<00:14, 17.91it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.15it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.19it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.82it/s]
 67%|######7   | 526/781 [00:28<00:14, 18.12it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.35it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.52it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.67it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.78it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.64it/s]
 69%|######8   | 538/781 [00:29<00:12, 18.77it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.67it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.79it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.91it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.84it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.91it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.95it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.86it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.86it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.72it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.68it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.37it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.31it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.32it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.35it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.46it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.55it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.60it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.66it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.61it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.56it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.27it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.31it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.49it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.26it/s]
 75%|#######5  | 588/781 [00:31<00:10, 17.86it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.10it/s]
 76%|#######5  | 592/781 [00:32<00:10, 17.82it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.77it/s]
 76%|#######6  | 596/781 [00:32<00:10, 17.95it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.02it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.19it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.29it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.49it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.50it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.52it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.66it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.49it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.58it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.51it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.53it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.46it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.29it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.45it/s]
 80%|########  | 626/781 [00:33<00:08, 18.20it/s]
 80%|########  | 628/781 [00:34<00:08, 18.24it/s]
 81%|########  | 630/781 [00:34<00:08, 18.26it/s]
 81%|########  | 632/781 [00:34<00:08, 18.31it/s]
 81%|########1 | 634/781 [00:34<00:08, 18.28it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.48it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.42it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.37it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.46it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.72it/s]
 83%|########2 | 646/781 [00:35<00:07, 18.76it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.93it/s]
 83%|########3 | 650/781 [00:35<00:06, 18.91it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.98it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.91it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.91it/s]
 84%|########4 | 658/781 [00:35<00:06, 19.07it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.97it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.95it/s]
 85%|########5 | 664/781 [00:35<00:06, 19.17it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.97it/s]
 86%|########5 | 668/781 [00:36<00:05, 18.96it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.80it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.88it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.94it/s]
 87%|########6 | 676/781 [00:36<00:05, 19.10it/s]
 87%|########6 | 678/781 [00:36<00:05, 19.19it/s]
 87%|########7 | 680/781 [00:36<00:05, 19.14it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.23it/s]
 88%|########7 | 684/781 [00:36<00:05, 19.32it/s]
 88%|########7 | 686/781 [00:37<00:04, 19.29it/s]
 88%|########8 | 688/781 [00:37<00:04, 19.14it/s]
 88%|########8 | 690/781 [00:37<00:04, 19.09it/s]
 89%|########8 | 692/781 [00:37<00:04, 19.06it/s]
 89%|########8 | 694/781 [00:37<00:04, 19.15it/s]
 89%|########9 | 696/781 [00:37<00:04, 19.03it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.67it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.59it/s]
 90%|######### | 704/781 [00:38<00:04, 18.71it/s]
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100%|#########9| 780/781 [00:42<00:00, 19.28it/s]
100%|##########| 781/781 [00:42<00:00, 18.57it/s]




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 45%|####4     | 70/157 [00:04<00:05, 15.47it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.22it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.29it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.27it/s]
 50%|####9     | 78/157 [00:04<00:05, 15.39it/s]
 51%|#####     | 80/157 [00:04<00:04, 15.46it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.33it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.51it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.46it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.53it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.55it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.64it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.67it/s]
 61%|######1   | 96/157 [00:05<00:03, 15.71it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.68it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.61it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.41it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.36it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.49it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.48it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.29it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.35it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.41it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.48it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.45it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.53it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.44it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.45it/s]
 80%|########  | 126/157 [00:07<00:02, 15.47it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.50it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.62it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.55it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.56it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.49it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.55it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.31it/s]
 90%|######### | 142/157 [00:08<00:00, 15.41it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.68it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.76it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.76it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.82it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.20it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.46it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.41it/s]
100%|##########| 157/157 [00:09<00:00, 16.09it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.43it/s]
  1%|          | 4/781 [00:00<00:41, 18.58it/s]
  1%|          | 7/781 [00:00<00:39, 19.47it/s]
  1%|1         | 10/781 [00:00<00:38, 19.92it/s]
  2%|1         | 13/781 [00:00<00:38, 20.13it/s]
  2%|2         | 16/781 [00:00<00:37, 20.18it/s]
  2%|2         | 19/781 [00:00<00:37, 20.30it/s]
  3%|2         | 22/781 [00:01<00:37, 20.38it/s]
  3%|3         | 25/781 [00:01<00:37, 20.39it/s]
  4%|3         | 28/781 [00:01<00:36, 20.38it/s]
  4%|3         | 31/781 [00:01<00:37, 20.16it/s]
  4%|4         | 34/781 [00:01<00:37, 20.10it/s]
  5%|4         | 37/781 [00:01<00:37, 20.08it/s]
  5%|5         | 40/781 [00:01<00:37, 19.79it/s]
  5%|5         | 42/781 [00:02<00:37, 19.84it/s]
  6%|5         | 44/781 [00:02<00:37, 19.81it/s]
  6%|6         | 47/781 [00:02<00:36, 19.96it/s]
  6%|6         | 50/781 [00:02<00:36, 20.16it/s]
  7%|6         | 53/781 [00:02<00:36, 20.18it/s]
  7%|7         | 56/781 [00:02<00:35, 20.23it/s]
  8%|7         | 59/781 [00:02<00:35, 20.11it/s]
  8%|7         | 62/781 [00:03<00:35, 20.23it/s]
  8%|8         | 65/781 [00:03<00:35, 20.37it/s]
  9%|8         | 68/781 [00:03<00:34, 20.42it/s]
  9%|9         | 71/781 [00:03<00:34, 20.54it/s]
  9%|9         | 74/781 [00:03<00:34, 20.46it/s]
 10%|9         | 77/781 [00:03<00:34, 20.58it/s]
 10%|#         | 80/781 [00:03<00:34, 20.58it/s]
 11%|#         | 83/781 [00:04<00:34, 20.40it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.50it/s]
 11%|#1        | 89/781 [00:04<00:34, 20.02it/s]
 12%|#1        | 92/781 [00:04<00:34, 19.75it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.28it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.27it/s]
 13%|#2        | 98/781 [00:04<00:35, 19.28it/s]
 13%|#2        | 100/781 [00:04<00:35, 19.42it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.49it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.56it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.39it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.54it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.52it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.63it/s]
 15%|#4        | 115/781 [00:05<00:33, 19.85it/s]
 15%|#5        | 118/781 [00:05<00:32, 20.12it/s]
 15%|#5        | 121/781 [00:06<00:32, 20.37it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.44it/s]
 16%|#6        | 127/781 [00:06<00:31, 20.49it/s]
 17%|#6        | 130/781 [00:06<00:31, 20.47it/s]
 17%|#7        | 133/781 [00:06<00:31, 20.58it/s]
 17%|#7        | 136/781 [00:06<00:31, 20.66it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.60it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.03it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.12it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.22it/s]
 19%|#9        | 151/781 [00:07<00:31, 20.16it/s]
 20%|#9        | 154/781 [00:07<00:30, 20.37it/s]
 20%|##        | 157/781 [00:07<00:30, 20.54it/s]
 20%|##        | 160/781 [00:07<00:30, 20.59it/s]
 21%|##        | 163/781 [00:08<00:30, 20.54it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.29it/s]
 22%|##1       | 169/781 [00:08<00:30, 20.05it/s]
 22%|##2       | 172/781 [00:08<00:30, 19.88it/s]
 22%|##2       | 175/781 [00:08<00:30, 20.09it/s]
 23%|##2       | 178/781 [00:08<00:30, 19.58it/s]
 23%|##3       | 180/781 [00:08<00:31, 19.17it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.95it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.04it/s]
 24%|##3       | 187/781 [00:09<00:30, 19.44it/s]
 24%|##4       | 189/781 [00:09<00:30, 19.57it/s]
 25%|##4       | 192/781 [00:09<00:29, 19.96it/s]
 25%|##4       | 195/781 [00:09<00:29, 20.08it/s]
 25%|##5       | 198/781 [00:09<00:28, 20.11it/s]
 26%|##5       | 201/781 [00:10<00:28, 20.22it/s]
 26%|##6       | 204/781 [00:10<00:28, 19.91it/s]
 27%|##6       | 207/781 [00:10<00:28, 20.12it/s]
 27%|##6       | 210/781 [00:10<00:28, 20.11it/s]
 27%|##7       | 213/781 [00:10<00:28, 20.07it/s]
 28%|##7       | 216/781 [00:10<00:28, 20.11it/s]
 28%|##8       | 219/781 [00:10<00:27, 20.24it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.17it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.21it/s]
 29%|##9       | 228/781 [00:11<00:27, 20.34it/s]
 30%|##9       | 231/781 [00:11<00:26, 20.38it/s]
 30%|##9       | 234/781 [00:11<00:26, 20.38it/s]
 30%|###       | 237/781 [00:11<00:26, 20.50it/s]
 31%|###       | 240/781 [00:11<00:26, 20.33it/s]
 31%|###1      | 243/781 [00:12<00:26, 20.55it/s]
 31%|###1      | 246/781 [00:12<00:26, 20.49it/s]
 32%|###1      | 249/781 [00:12<00:25, 20.59it/s]
 32%|###2      | 252/781 [00:12<00:25, 20.68it/s]
 33%|###2      | 255/781 [00:12<00:25, 20.54it/s]
 33%|###3      | 258/781 [00:12<00:25, 20.38it/s]
 33%|###3      | 261/781 [00:12<00:25, 20.14it/s]
 34%|###3      | 264/781 [00:13<00:25, 20.25it/s]
 34%|###4      | 267/781 [00:13<00:25, 20.37it/s]
 35%|###4      | 270/781 [00:13<00:25, 20.09it/s]
 35%|###4      | 273/781 [00:13<00:25, 19.92it/s]
 35%|###5      | 276/781 [00:13<00:25, 19.98it/s]
 36%|###5      | 279/781 [00:13<00:25, 20.05it/s]
 36%|###6      | 282/781 [00:14<00:24, 20.12it/s]
 36%|###6      | 285/781 [00:14<00:24, 19.90it/s]
 37%|###6      | 288/781 [00:14<00:24, 20.02it/s]
 37%|###7      | 291/781 [00:14<00:24, 20.01it/s]
 38%|###7      | 294/781 [00:14<00:24, 20.08it/s]
 38%|###8      | 297/781 [00:14<00:24, 20.14it/s]
 38%|###8      | 300/781 [00:14<00:23, 20.37it/s]
 39%|###8      | 303/781 [00:15<00:23, 20.33it/s]
 39%|###9      | 306/781 [00:15<00:23, 20.47it/s]
 40%|###9      | 309/781 [00:15<00:23, 20.48it/s]
 40%|###9      | 312/781 [00:15<00:22, 20.42it/s]
 40%|####      | 315/781 [00:15<00:22, 20.29it/s]
 41%|####      | 318/781 [00:15<00:22, 20.23it/s]
 41%|####1     | 321/781 [00:15<00:22, 20.20it/s]
 41%|####1     | 324/781 [00:16<00:22, 20.33it/s]
 42%|####1     | 327/781 [00:16<00:22, 20.51it/s]
 42%|####2     | 330/781 [00:16<00:21, 20.56it/s]
 43%|####2     | 333/781 [00:16<00:21, 20.54it/s]
 43%|####3     | 336/781 [00:16<00:21, 20.53it/s]
 43%|####3     | 339/781 [00:16<00:21, 20.56it/s]
 44%|####3     | 342/781 [00:16<00:21, 19.98it/s]
 44%|####4     | 345/781 [00:17<00:21, 20.21it/s]
 45%|####4     | 348/781 [00:17<00:21, 20.34it/s]
 45%|####4     | 351/781 [00:17<00:21, 20.41it/s]
 45%|####5     | 354/781 [00:17<00:20, 20.39it/s]
 46%|####5     | 357/781 [00:17<00:20, 20.33it/s]
 46%|####6     | 360/781 [00:17<00:20, 20.46it/s]
 46%|####6     | 363/781 [00:18<00:20, 20.26it/s]
 47%|####6     | 366/781 [00:18<00:20, 20.27it/s]
 47%|####7     | 369/781 [00:18<00:20, 20.15it/s]
 48%|####7     | 372/781 [00:18<00:20, 20.09it/s]
 48%|####8     | 375/781 [00:18<00:20, 20.22it/s]
 48%|####8     | 378/781 [00:18<00:20, 19.68it/s]
 49%|####8     | 380/781 [00:18<00:21, 19.02it/s]
 49%|####8     | 382/781 [00:18<00:20, 19.21it/s]
 49%|####9     | 385/781 [00:19<00:20, 19.65it/s]
 50%|####9     | 388/781 [00:19<00:19, 19.86it/s]
 50%|#####     | 391/781 [00:19<00:19, 19.98it/s]
 50%|#####     | 394/781 [00:19<00:19, 20.09it/s]
 51%|#####     | 397/781 [00:19<00:18, 20.32it/s]
 51%|#####1    | 400/781 [00:19<00:18, 20.43it/s]
 52%|#####1    | 403/781 [00:20<00:18, 20.40it/s]
 52%|#####1    | 406/781 [00:20<00:18, 20.40it/s]
 52%|#####2    | 409/781 [00:20<00:18, 20.39it/s]
 53%|#####2    | 412/781 [00:20<00:18, 20.42it/s]
 53%|#####3    | 415/781 [00:20<00:17, 20.47it/s]
 54%|#####3    | 418/781 [00:20<00:17, 20.18it/s]
 54%|#####3    | 421/781 [00:20<00:17, 20.27it/s]
 54%|#####4    | 424/781 [00:21<00:17, 20.44it/s]
 55%|#####4    | 427/781 [00:21<00:17, 20.11it/s]
 55%|#####5    | 430/781 [00:21<00:17, 19.84it/s]
 55%|#####5    | 433/781 [00:21<00:17, 19.93it/s]
 56%|#####5    | 436/781 [00:21<00:17, 20.00it/s]
 56%|#####6    | 439/781 [00:21<00:16, 20.21it/s]
 57%|#####6    | 442/781 [00:21<00:16, 20.08it/s]
 57%|#####6    | 445/781 [00:22<00:16, 20.25it/s]
 57%|#####7    | 448/781 [00:22<00:16, 20.42it/s]
 58%|#####7    | 451/781 [00:22<00:16, 20.05it/s]
 58%|#####8    | 454/781 [00:22<00:16, 20.09it/s]
 59%|#####8    | 457/781 [00:22<00:16, 19.90it/s]
 59%|#####8    | 459/781 [00:22<00:16, 19.79it/s]
 59%|#####9    | 461/781 [00:22<00:16, 19.62it/s]
 59%|#####9    | 463/781 [00:23<00:16, 19.53it/s]
 60%|#####9    | 466/781 [00:23<00:15, 19.85it/s]
 60%|######    | 469/781 [00:23<00:15, 20.16it/s]
 60%|######    | 472/781 [00:23<00:15, 20.34it/s]
 61%|######    | 475/781 [00:23<00:15, 20.28it/s]
 61%|######1   | 478/781 [00:23<00:14, 20.30it/s]
 62%|######1   | 481/781 [00:23<00:14, 20.40it/s]
 62%|######1   | 484/781 [00:24<00:14, 20.39it/s]
 62%|######2   | 487/781 [00:24<00:14, 20.36it/s]
 63%|######2   | 490/781 [00:24<00:14, 20.18it/s]
 63%|######3   | 493/781 [00:24<00:14, 20.35it/s]
 64%|######3   | 496/781 [00:24<00:13, 20.42it/s]
 64%|######3   | 499/781 [00:24<00:13, 20.46it/s]
 64%|######4   | 502/781 [00:24<00:13, 20.52it/s]
 65%|######4   | 505/781 [00:25<00:13, 20.54it/s]
 65%|######5   | 508/781 [00:25<00:13, 20.62it/s]
 65%|######5   | 511/781 [00:25<00:13, 20.70it/s]
 66%|######5   | 514/781 [00:25<00:13, 20.54it/s]
 66%|######6   | 517/781 [00:25<00:12, 20.47it/s]
 67%|######6   | 520/781 [00:25<00:12, 20.57it/s]
 67%|######6   | 523/781 [00:25<00:12, 20.55it/s]
 67%|######7   | 526/781 [00:26<00:12, 20.51it/s]
 68%|######7   | 529/781 [00:26<00:12, 20.65it/s]
 68%|######8   | 532/781 [00:26<00:12, 20.60it/s]
 69%|######8   | 535/781 [00:26<00:12, 20.46it/s]
 69%|######8   | 538/781 [00:26<00:11, 20.52it/s]
 69%|######9   | 541/781 [00:26<00:11, 20.52it/s]
 70%|######9   | 544/781 [00:26<00:11, 20.50it/s]
 70%|#######   | 547/781 [00:27<00:11, 20.51it/s]
 70%|#######   | 550/781 [00:27<00:11, 20.39it/s]
 71%|#######   | 553/781 [00:27<00:11, 20.46it/s]
 71%|#######1  | 556/781 [00:27<00:10, 20.47it/s]
 72%|#######1  | 559/781 [00:27<00:10, 20.29it/s]
 72%|#######1  | 562/781 [00:27<00:10, 20.03it/s]
 72%|#######2  | 565/781 [00:28<00:10, 19.97it/s]
 73%|#######2  | 567/781 [00:28<00:10, 19.80it/s]
 73%|#######2  | 570/781 [00:28<00:10, 19.90it/s]
 73%|#######3  | 572/781 [00:28<00:10, 19.91it/s]
 74%|#######3  | 575/781 [00:28<00:10, 20.21it/s]
 74%|#######4  | 578/781 [00:28<00:10, 20.16it/s]
 74%|#######4  | 581/781 [00:28<00:09, 20.34it/s]
 75%|#######4  | 584/781 [00:28<00:09, 20.38it/s]
 75%|#######5  | 587/781 [00:29<00:09, 20.32it/s]
 76%|#######5  | 590/781 [00:29<00:09, 20.27it/s]
 76%|#######5  | 593/781 [00:29<00:09, 20.06it/s]
 76%|#######6  | 596/781 [00:29<00:09, 20.25it/s]
 77%|#######6  | 599/781 [00:29<00:08, 20.35it/s]
 77%|#######7  | 602/781 [00:29<00:08, 20.46it/s]
 77%|#######7  | 605/781 [00:29<00:08, 19.93it/s]
 78%|#######7  | 607/781 [00:30<00:08, 19.69it/s]
 78%|#######7  | 609/781 [00:30<00:08, 19.37it/s]
 78%|#######8  | 611/781 [00:30<00:08, 19.51it/s]
 78%|#######8  | 613/781 [00:30<00:08, 18.79it/s]
 79%|#######8  | 615/781 [00:30<00:08, 18.55it/s]
 79%|#######9  | 618/781 [00:30<00:08, 19.12it/s]
 80%|#######9  | 621/781 [00:30<00:08, 19.47it/s]
 80%|#######9  | 624/781 [00:30<00:07, 19.75it/s]
 80%|########  | 627/781 [00:31<00:07, 19.88it/s]
 81%|########  | 630/781 [00:31<00:07, 19.99it/s]
 81%|########  | 632/781 [00:31<00:07, 19.98it/s]
 81%|########1 | 635/781 [00:31<00:07, 20.12it/s]
 82%|########1 | 638/781 [00:31<00:07, 20.24it/s]
 82%|########2 | 641/781 [00:31<00:06, 20.28it/s]
 82%|########2 | 644/781 [00:31<00:06, 20.27it/s]
 83%|########2 | 647/781 [00:32<00:06, 19.48it/s]
 83%|########3 | 649/781 [00:32<00:06, 18.94it/s]
 83%|########3 | 651/781 [00:32<00:06, 18.77it/s]
 84%|########3 | 653/781 [00:32<00:06, 18.44it/s]
 84%|########3 | 655/781 [00:32<00:06, 18.26it/s]
 84%|########4 | 657/781 [00:32<00:06, 18.56it/s]
 84%|########4 | 659/781 [00:32<00:06, 18.74it/s]
 85%|########4 | 662/781 [00:32<00:06, 19.41it/s]
 85%|########5 | 665/781 [00:33<00:05, 19.85it/s]
 86%|########5 | 668/781 [00:33<00:05, 20.03it/s]
 86%|########5 | 670/781 [00:33<00:05, 19.96it/s]
 86%|########6 | 673/781 [00:33<00:05, 20.20it/s]
 87%|########6 | 676/781 [00:33<00:05, 20.38it/s]
 87%|########6 | 679/781 [00:33<00:05, 20.10it/s]
 87%|########7 | 682/781 [00:33<00:04, 20.16it/s]
 88%|########7 | 685/781 [00:34<00:04, 20.36it/s]
 88%|########8 | 688/781 [00:34<00:04, 20.43it/s]
 88%|########8 | 691/781 [00:34<00:04, 20.55it/s]
 89%|########8 | 694/781 [00:34<00:04, 20.65it/s]
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100%|#########9| 780/781 [00:38<00:00, 18.45it/s]
100%|##########| 781/781 [00:38<00:00, 20.12it/s]




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 51%|#####     | 80/157 [00:05<00:05, 14.00it/s]
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 54%|#####3    | 84/157 [00:05<00:05, 13.91it/s]
 55%|#####4    | 86/157 [00:06<00:05, 13.93it/s]
 56%|#####6    | 88/157 [00:06<00:04, 13.98it/s]
 57%|#####7    | 90/157 [00:06<00:04, 14.31it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.11it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.33it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.20it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.07it/s]
 64%|######3   | 100/157 [00:07<00:04, 13.94it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.12it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.30it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.32it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.23it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.23it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.08it/s]
 73%|#######2  | 114/157 [00:08<00:03, 14.07it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.10it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.09it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.08it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.09it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.10it/s]
 80%|########  | 126/157 [00:08<00:02, 14.03it/s]
 82%|########1 | 128/157 [00:09<00:02, 14.04it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.08it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.04it/s]
 85%|########5 | 134/157 [00:09<00:01, 13.85it/s]
 87%|########6 | 136/157 [00:09<00:01, 13.90it/s]
 88%|########7 | 138/157 [00:09<00:01, 13.78it/s]
 89%|########9 | 140/157 [00:09<00:01, 13.82it/s]
 90%|######### | 142/157 [00:10<00:01, 13.78it/s]
 92%|#########1| 144/157 [00:10<00:00, 13.73it/s]
 93%|#########2| 146/157 [00:10<00:00, 13.69it/s]
 94%|#########4| 148/157 [00:10<00:00, 13.77it/s]
 96%|#########5| 150/157 [00:10<00:00, 13.85it/s]
 97%|#########6| 152/157 [00:10<00:00, 13.88it/s]
 98%|#########8| 154/157 [00:10<00:00, 13.91it/s]
 99%|#########9| 156/157 [00:11<00:00, 13.96it/s]
100%|##########| 157/157 [00:11<00:00, 14.17it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.37it/s]
  1%|          | 4/781 [00:00<00:49, 15.77it/s]
  1%|          | 6/781 [00:00<00:48, 15.91it/s]
  1%|1         | 8/781 [00:00<00:48, 16.01it/s]
  1%|1         | 10/781 [00:00<00:48, 16.03it/s]
  2%|1         | 12/781 [00:00<00:47, 16.08it/s]
  2%|1         | 14/781 [00:00<00:47, 16.11it/s]
  2%|2         | 16/781 [00:00<00:47, 16.14it/s]
  2%|2         | 18/781 [00:01<00:47, 16.14it/s]
  3%|2         | 20/781 [00:01<00:47, 16.05it/s]
  3%|2         | 22/781 [00:01<00:47, 15.92it/s]
  3%|3         | 24/781 [00:01<00:47, 15.84it/s]
  3%|3         | 26/781 [00:01<00:47, 15.92it/s]
  4%|3         | 28/781 [00:01<00:47, 15.98it/s]
  4%|3         | 30/781 [00:01<00:46, 16.02it/s]
  4%|4         | 32/781 [00:02<00:46, 16.01it/s]
  4%|4         | 34/781 [00:02<00:46, 16.00it/s]
  5%|4         | 36/781 [00:02<00:47, 15.81it/s]
  5%|4         | 38/781 [00:02<00:47, 15.66it/s]
  5%|5         | 40/781 [00:02<00:46, 15.79it/s]
  5%|5         | 42/781 [00:02<00:46, 15.87it/s]
  6%|5         | 44/781 [00:02<00:46, 15.94it/s]
  6%|5         | 46/781 [00:02<00:46, 15.98it/s]
  6%|6         | 48/781 [00:03<00:46, 15.90it/s]
  6%|6         | 50/781 [00:03<00:45, 15.96it/s]
  7%|6         | 52/781 [00:03<00:45, 15.88it/s]
  7%|6         | 54/781 [00:03<00:46, 15.78it/s]
  7%|7         | 56/781 [00:03<00:45, 15.80it/s]
  7%|7         | 58/781 [00:03<00:45, 15.82it/s]
  8%|7         | 60/781 [00:03<00:45, 15.85it/s]
  8%|7         | 62/781 [00:03<00:45, 15.67it/s]
  8%|8         | 64/781 [00:04<00:45, 15.80it/s]
  8%|8         | 66/781 [00:04<00:45, 15.83it/s]
  9%|8         | 68/781 [00:04<00:45, 15.56it/s]
  9%|8         | 70/781 [00:04<00:45, 15.64it/s]
  9%|9         | 72/781 [00:04<00:45, 15.68it/s]
  9%|9         | 74/781 [00:04<00:45, 15.59it/s]
 10%|9         | 76/781 [00:04<00:45, 15.37it/s]
 10%|9         | 78/781 [00:04<00:45, 15.29it/s]
 10%|#         | 80/781 [00:05<00:45, 15.44it/s]
 10%|#         | 82/781 [00:05<00:45, 15.41it/s]
 11%|#         | 84/781 [00:05<00:44, 15.55it/s]
 11%|#1        | 86/781 [00:05<00:44, 15.61it/s]
 11%|#1        | 88/781 [00:05<00:44, 15.75it/s]
 12%|#1        | 90/781 [00:05<00:43, 15.71it/s]
 12%|#1        | 92/781 [00:05<00:43, 15.70it/s]
 12%|#2        | 94/781 [00:05<00:43, 15.84it/s]
 12%|#2        | 96/781 [00:06<00:43, 15.79it/s]
 13%|#2        | 98/781 [00:06<00:43, 15.83it/s]
 13%|#2        | 100/781 [00:06<00:43, 15.81it/s]
 13%|#3        | 102/781 [00:06<00:42, 15.82it/s]
 13%|#3        | 104/781 [00:06<00:42, 15.87it/s]
 14%|#3        | 106/781 [00:06<00:42, 15.76it/s]
 14%|#3        | 108/781 [00:06<00:42, 15.76it/s]
 14%|#4        | 110/781 [00:06<00:42, 15.91it/s]
 14%|#4        | 112/781 [00:07<00:41, 15.94it/s]
 15%|#4        | 114/781 [00:07<00:41, 15.91it/s]
 15%|#4        | 116/781 [00:07<00:41, 15.92it/s]
 15%|#5        | 118/781 [00:07<00:42, 15.68it/s]
 15%|#5        | 120/781 [00:07<00:41, 15.81it/s]
 16%|#5        | 122/781 [00:07<00:41, 15.94it/s]
 16%|#5        | 124/781 [00:07<00:41, 15.85it/s]
 16%|#6        | 126/781 [00:07<00:42, 15.56it/s]
 16%|#6        | 128/781 [00:08<00:41, 15.59it/s]
 17%|#6        | 130/781 [00:08<00:40, 15.97it/s]
 17%|#6        | 132/781 [00:08<00:40, 15.92it/s]
 17%|#7        | 134/781 [00:08<00:40, 15.97it/s]
 17%|#7        | 136/781 [00:08<00:40, 15.93it/s]
 18%|#7        | 138/781 [00:08<00:39, 16.15it/s]
 18%|#7        | 140/781 [00:08<00:39, 16.31it/s]
 18%|#8        | 142/781 [00:08<00:39, 16.10it/s]
 18%|#8        | 144/781 [00:09<00:39, 16.12it/s]
 19%|#8        | 146/781 [00:09<00:38, 16.46it/s]
 19%|#8        | 148/781 [00:09<00:38, 16.40it/s]
 19%|#9        | 150/781 [00:09<00:37, 16.65it/s]
 19%|#9        | 152/781 [00:09<00:37, 16.74it/s]
 20%|#9        | 154/781 [00:09<00:37, 16.93it/s]
 20%|#9        | 156/781 [00:09<00:36, 17.09it/s]
 20%|##        | 158/781 [00:09<00:36, 17.23it/s]
 20%|##        | 160/781 [00:10<00:35, 17.26it/s]
 21%|##        | 162/781 [00:10<00:36, 17.17it/s]
 21%|##        | 164/781 [00:10<00:35, 17.20it/s]
 21%|##1       | 166/781 [00:10<00:35, 17.19it/s]
 22%|##1       | 168/781 [00:10<00:35, 17.06it/s]
 22%|##1       | 170/781 [00:10<00:35, 17.07it/s]
 22%|##2       | 172/781 [00:10<00:35, 17.06it/s]
 22%|##2       | 174/781 [00:10<00:35, 17.19it/s]
 23%|##2       | 176/781 [00:10<00:35, 17.25it/s]
 23%|##2       | 178/781 [00:11<00:35, 17.15it/s]
 23%|##3       | 180/781 [00:11<00:35, 17.15it/s]
 23%|##3       | 182/781 [00:11<00:34, 17.12it/s]
 24%|##3       | 184/781 [00:11<00:34, 17.15it/s]
 24%|##3       | 186/781 [00:11<00:34, 17.01it/s]
 24%|##4       | 188/781 [00:11<00:34, 17.11it/s]
 24%|##4       | 190/781 [00:11<00:34, 17.21it/s]
 25%|##4       | 192/781 [00:11<00:34, 17.27it/s]
 25%|##4       | 194/781 [00:12<00:34, 17.25it/s]
 25%|##5       | 196/781 [00:12<01:06,  8.73it/s]
 25%|##5       | 198/781 [00:12<00:56, 10.25it/s]
 26%|##5       | 200/781 [00:12<00:49, 11.67it/s]
 26%|##5       | 202/781 [00:12<00:44, 12.95it/s]
 26%|##6       | 204/781 [00:12<00:41, 13.89it/s]
 26%|##6       | 206/781 [00:13<00:38, 14.76it/s]
 27%|##6       | 208/781 [00:13<00:37, 15.37it/s]
 27%|##6       | 210/781 [00:13<00:36, 15.75it/s]
 27%|##7       | 212/781 [00:13<00:35, 16.20it/s]
 27%|##7       | 214/781 [00:13<00:34, 16.35it/s]
 28%|##7       | 216/781 [00:13<00:34, 16.50it/s]
 28%|##7       | 218/781 [00:13<00:33, 16.65it/s]
 28%|##8       | 220/781 [00:13<00:33, 16.77it/s]
 28%|##8       | 222/781 [00:14<00:33, 16.83it/s]
 29%|##8       | 224/781 [00:14<00:32, 16.95it/s]
 29%|##8       | 226/781 [00:14<00:32, 16.87it/s]
 29%|##9       | 228/781 [00:14<00:32, 16.97it/s]
 29%|##9       | 230/781 [00:14<00:32, 17.01it/s]
 30%|##9       | 232/781 [00:14<00:32, 17.07it/s]
 30%|##9       | 234/781 [00:14<00:32, 17.01it/s]
 30%|###       | 236/781 [00:14<00:31, 17.05it/s]
 30%|###       | 238/781 [00:14<00:31, 17.02it/s]
 31%|###       | 240/781 [00:15<00:31, 17.11it/s]
 31%|###       | 242/781 [00:15<00:31, 17.14it/s]
 31%|###1      | 244/781 [00:15<00:31, 17.03it/s]
 31%|###1      | 246/781 [00:15<00:31, 16.84it/s]
 32%|###1      | 248/781 [00:15<00:31, 16.90it/s]
 32%|###2      | 250/781 [00:15<00:32, 16.56it/s]
 32%|###2      | 252/781 [00:15<00:32, 16.51it/s]
 33%|###2      | 254/781 [00:15<00:31, 16.65it/s]
 33%|###2      | 256/781 [00:16<00:31, 16.74it/s]
 33%|###3      | 258/781 [00:16<00:31, 16.86it/s]
 33%|###3      | 260/781 [00:16<00:30, 16.86it/s]
 34%|###3      | 262/781 [00:16<00:30, 16.92it/s]
 34%|###3      | 264/781 [00:16<00:30, 16.92it/s]
 34%|###4      | 266/781 [00:16<00:30, 17.05it/s]
 34%|###4      | 268/781 [00:16<00:29, 17.12it/s]
 35%|###4      | 270/781 [00:16<00:29, 17.14it/s]
 35%|###4      | 272/781 [00:16<00:29, 17.00it/s]
 35%|###5      | 274/781 [00:17<00:29, 17.08it/s]
 35%|###5      | 276/781 [00:17<00:29, 17.19it/s]
 36%|###5      | 278/781 [00:17<00:29, 17.22it/s]
 36%|###5      | 280/781 [00:17<00:29, 17.26it/s]
 36%|###6      | 282/781 [00:17<00:30, 16.45it/s]
 36%|###6      | 284/781 [00:17<00:29, 16.65it/s]
 37%|###6      | 286/781 [00:17<00:29, 16.72it/s]
 37%|###6      | 288/781 [00:17<00:29, 16.75it/s]
 37%|###7      | 290/781 [00:18<00:29, 16.93it/s]
 37%|###7      | 292/781 [00:18<00:29, 16.84it/s]
 38%|###7      | 294/781 [00:18<00:28, 16.84it/s]
 38%|###7      | 296/781 [00:18<00:28, 16.80it/s]
 38%|###8      | 298/781 [00:18<00:28, 16.90it/s]
 38%|###8      | 300/781 [00:18<00:28, 17.06it/s]
 39%|###8      | 302/781 [00:18<00:27, 17.15it/s]
 39%|###8      | 304/781 [00:18<00:27, 17.08it/s]
 39%|###9      | 306/781 [00:18<00:27, 17.12it/s]
 39%|###9      | 308/781 [00:19<00:27, 17.03it/s]
 40%|###9      | 310/781 [00:19<00:27, 17.02it/s]
 40%|###9      | 312/781 [00:19<00:27, 17.02it/s]
 40%|####      | 314/781 [00:19<00:27, 16.98it/s]
 40%|####      | 316/781 [00:19<00:27, 16.96it/s]
 41%|####      | 318/781 [00:19<00:27, 17.05it/s]
 41%|####      | 320/781 [00:19<00:27, 16.93it/s]
 41%|####1     | 322/781 [00:19<00:27, 16.92it/s]
 41%|####1     | 324/781 [00:20<00:27, 16.88it/s]
 42%|####1     | 326/781 [00:20<00:26, 16.90it/s]
 42%|####1     | 328/781 [00:20<00:26, 16.80it/s]
 42%|####2     | 330/781 [00:20<00:26, 16.92it/s]
 43%|####2     | 332/781 [00:20<00:26, 16.94it/s]
 43%|####2     | 334/781 [00:20<00:26, 17.07it/s]
 43%|####3     | 336/781 [00:20<00:25, 17.12it/s]
 43%|####3     | 338/781 [00:20<00:25, 17.04it/s]
 44%|####3     | 340/781 [00:20<00:25, 17.16it/s]
 44%|####3     | 342/781 [00:21<00:25, 17.06it/s]
 44%|####4     | 344/781 [00:21<00:25, 17.07it/s]
 44%|####4     | 346/781 [00:21<00:25, 17.14it/s]
 45%|####4     | 348/781 [00:21<00:25, 17.08it/s]
 45%|####4     | 350/781 [00:21<00:25, 16.66it/s]
 45%|####5     | 352/781 [00:21<00:25, 16.72it/s]
 45%|####5     | 354/781 [00:21<00:25, 16.80it/s]
 46%|####5     | 356/781 [00:21<00:25, 16.90it/s]
 46%|####5     | 358/781 [00:22<00:24, 17.04it/s]
 46%|####6     | 360/781 [00:22<00:24, 17.01it/s]
 46%|####6     | 362/781 [00:22<00:24, 16.81it/s]
 47%|####6     | 364/781 [00:22<00:24, 16.85it/s]
 47%|####6     | 366/781 [00:22<00:25, 16.58it/s]
 47%|####7     | 368/781 [00:22<00:24, 16.69it/s]
 47%|####7     | 370/781 [00:22<00:24, 16.84it/s]
 48%|####7     | 372/781 [00:22<00:24, 16.96it/s]
 48%|####7     | 374/781 [00:22<00:23, 16.96it/s]
 48%|####8     | 376/781 [00:23<00:23, 16.96it/s]
 48%|####8     | 378/781 [00:23<00:24, 16.71it/s]
 49%|####8     | 380/781 [00:23<00:24, 16.69it/s]
 49%|####8     | 382/781 [00:23<00:23, 16.72it/s]
 49%|####9     | 384/781 [00:23<00:23, 16.79it/s]
 49%|####9     | 386/781 [00:23<00:23, 16.78it/s]
 50%|####9     | 388/781 [00:23<00:23, 16.84it/s]
 50%|####9     | 390/781 [00:23<00:23, 16.73it/s]
 50%|#####     | 392/781 [00:24<00:23, 16.65it/s]
 50%|#####     | 394/781 [00:24<00:23, 16.48it/s]
 51%|#####     | 396/781 [00:24<00:23, 16.35it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.25it/s]
 51%|#####1    | 400/781 [00:24<00:23, 16.05it/s]
 51%|#####1    | 402/781 [00:24<00:23, 16.23it/s]
 52%|#####1    | 404/781 [00:24<00:23, 16.33it/s]
 52%|#####1    | 406/781 [00:24<00:23, 16.14it/s]
 52%|#####2    | 408/781 [00:25<00:22, 16.47it/s]
 52%|#####2    | 410/781 [00:25<00:22, 16.42it/s]
 53%|#####2    | 412/781 [00:25<00:22, 16.09it/s]
 53%|#####3    | 414/781 [00:25<00:22, 16.05it/s]
 53%|#####3    | 416/781 [00:25<00:22, 16.13it/s]
 54%|#####3    | 418/781 [00:25<00:22, 16.14it/s]
 54%|#####3    | 420/781 [00:25<00:22, 16.29it/s]
 54%|#####4    | 422/781 [00:25<00:22, 16.21it/s]
 54%|#####4    | 424/781 [00:26<00:22, 16.13it/s]
 55%|#####4    | 426/781 [00:26<00:22, 16.10it/s]
 55%|#####4    | 428/781 [00:26<00:21, 16.12it/s]
 55%|#####5    | 430/781 [00:26<00:21, 16.13it/s]
 55%|#####5    | 432/781 [00:26<00:21, 16.07it/s]
 56%|#####5    | 434/781 [00:26<00:21, 16.03it/s]
 56%|#####5    | 436/781 [00:26<00:21, 16.03it/s]
 56%|#####6    | 438/781 [00:26<00:21, 15.96it/s]
 56%|#####6    | 440/781 [00:27<00:21, 15.91it/s]
 57%|#####6    | 442/781 [00:27<00:21, 15.88it/s]
 57%|#####6    | 444/781 [00:27<00:21, 15.57it/s]
 57%|#####7    | 446/781 [00:27<00:21, 15.68it/s]
 57%|#####7    | 448/781 [00:27<00:21, 15.61it/s]
 58%|#####7    | 450/781 [00:27<00:21, 15.73it/s]
 58%|#####7    | 452/781 [00:27<00:20, 15.76it/s]
 58%|#####8    | 454/781 [00:27<00:20, 15.78it/s]
 58%|#####8    | 456/781 [00:28<00:20, 15.83it/s]
 59%|#####8    | 458/781 [00:28<00:20, 15.89it/s]
 59%|#####8    | 460/781 [00:28<00:20, 15.94it/s]
 59%|#####9    | 462/781 [00:28<00:20, 15.90it/s]
 59%|#####9    | 464/781 [00:28<00:19, 15.87it/s]
 60%|#####9    | 466/781 [00:28<00:19, 15.81it/s]
 60%|#####9    | 468/781 [00:28<00:19, 15.70it/s]
 60%|######    | 470/781 [00:28<00:19, 15.77it/s]
 60%|######    | 472/781 [00:29<00:19, 15.86it/s]
 61%|######    | 474/781 [00:29<00:19, 15.76it/s]
 61%|######    | 476/781 [00:29<00:19, 15.71it/s]
 61%|######1   | 478/781 [00:29<00:19, 15.65it/s]
 61%|######1   | 480/781 [00:29<00:19, 15.55it/s]
 62%|######1   | 482/781 [00:29<00:19, 15.48it/s]
 62%|######1   | 484/781 [00:29<00:19, 15.53it/s]
 62%|######2   | 486/781 [00:29<00:18, 15.66it/s]
 62%|######2   | 488/781 [00:30<00:18, 15.49it/s]
 63%|######2   | 490/781 [00:30<00:18, 15.61it/s]
 63%|######2   | 492/781 [00:30<00:18, 15.69it/s]
 63%|######3   | 494/781 [00:30<00:18, 15.76it/s]
 64%|######3   | 496/781 [00:30<00:18, 15.74it/s]
 64%|######3   | 498/781 [00:30<00:18, 15.71it/s]
 64%|######4   | 500/781 [00:30<00:17, 15.67it/s]
 64%|######4   | 502/781 [00:31<00:17, 15.79it/s]
 65%|######4   | 504/781 [00:31<00:17, 15.81it/s]
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100%|##########| 781/781 [00:48<00:00, 16.08it/s]




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Validation Progress:  70%|#######   | 31/44 [00:37<00:15,  1.23s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.26s/it]
Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.27s/it]
Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.26s/it]
Validation Progress:  77%|#######7  | 34/44 [00:40<00:12,  1.27s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.26s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:44<00:09,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:16<00:00, 16.29s/it]
100%|##########| 1/1 [00:16<00:00, 16.29s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.25it/s]
  3%|2         | 4/157 [00:00<00:10, 14.12it/s]
  4%|3         | 6/157 [00:00<00:10, 14.65it/s]
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  6%|6         | 10/157 [00:00<00:09, 15.07it/s]
  8%|7         | 12/157 [00:00<00:09, 15.08it/s]
  9%|8         | 14/157 [00:00<00:09, 15.29it/s]
 10%|#         | 16/157 [00:01<00:09, 15.36it/s]
 11%|#1        | 18/157 [00:01<00:09, 15.30it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.43it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.50it/s]
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 17%|#6        | 26/157 [00:01<00:08, 15.59it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.53it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.32it/s]
 20%|##        | 32/157 [00:02<00:08, 15.44it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.51it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.52it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.48it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.55it/s]
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 28%|##8       | 44/157 [00:02<00:07, 15.34it/s]
 29%|##9       | 46/157 [00:03<00:07, 15.46it/s]
 31%|###       | 48/157 [00:03<00:07, 15.32it/s]
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 33%|###3      | 52/157 [00:03<00:06, 15.51it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.46it/s]
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 37%|###6      | 58/157 [00:03<00:06, 15.43it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.51it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.61it/s]
 41%|####      | 64/157 [00:04<00:05, 15.65it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.67it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.73it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.70it/s]
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 48%|####8     | 76/157 [00:04<00:05, 15.58it/s]
 50%|####9     | 78/157 [00:05<00:05, 15.60it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.61it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.71it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.73it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.67it/s]
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 57%|#####7    | 90/157 [00:05<00:04, 15.69it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.61it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.43it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.55it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.61it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.57it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.53it/s]
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 80%|########  | 126/157 [00:08<00:02, 15.40it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.43it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.52it/s]
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 89%|########9 | 140/157 [00:09<00:01, 15.35it/s]
 90%|######### | 142/157 [00:09<00:00, 15.30it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.34it/s]
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 99%|#########9| 156/157 [00:10<00:00, 15.18it/s]
100%|##########| 157/157 [00:10<00:00, 15.53it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:48, 16.12it/s]
  1%|          | 6/781 [00:00<00:49, 15.56it/s]
  1%|1         | 8/781 [00:00<00:47, 16.13it/s]
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  2%|1         | 12/781 [00:00<00:45, 16.82it/s]
  2%|1         | 14/781 [00:00<00:44, 17.36it/s]
  2%|2         | 16/781 [00:00<00:44, 17.06it/s]
  2%|2         | 18/781 [00:01<00:44, 17.27it/s]
  3%|2         | 20/781 [00:01<00:43, 17.39it/s]
  3%|2         | 22/781 [00:01<00:43, 17.46it/s]
  3%|3         | 24/781 [00:01<00:43, 17.49it/s]
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  6%|6         | 48/781 [00:02<00:41, 17.74it/s]
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  7%|6         | 54/781 [00:03<00:41, 17.60it/s]
  7%|7         | 56/781 [00:03<00:41, 17.49it/s]
  7%|7         | 58/781 [00:03<00:41, 17.51it/s]
  8%|7         | 60/781 [00:03<00:40, 17.64it/s]
  8%|7         | 62/781 [00:03<00:40, 17.77it/s]
  8%|8         | 64/781 [00:03<00:40, 17.86it/s]
  8%|8         | 66/781 [00:03<00:40, 17.87it/s]
  9%|8         | 68/781 [00:03<00:39, 17.89it/s]
  9%|8         | 70/781 [00:04<00:39, 17.90it/s]
  9%|9         | 72/781 [00:04<00:39, 17.94it/s]
  9%|9         | 74/781 [00:04<00:39, 17.87it/s]
 10%|9         | 76/781 [00:04<00:39, 17.92it/s]
 10%|9         | 78/781 [00:04<00:40, 17.52it/s]
 10%|#         | 80/781 [00:04<00:39, 17.68it/s]
 10%|#         | 82/781 [00:04<00:39, 17.88it/s]
 11%|#         | 84/781 [00:04<00:38, 18.00it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.17it/s]
 11%|#1        | 88/781 [00:05<00:37, 18.25it/s]
 12%|#1        | 90/781 [00:05<00:37, 18.62it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.65it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.98it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.23it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.37it/s]
 13%|#2        | 101/781 [00:05<00:34, 19.80it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.15it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.27it/s]
 14%|#4        | 110/781 [00:06<00:32, 20.35it/s]
 14%|#4        | 113/781 [00:06<00:32, 20.47it/s]
 15%|#4        | 116/781 [00:06<00:32, 20.51it/s]
 15%|#5        | 119/781 [00:06<00:32, 20.58it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.48it/s]
 16%|#6        | 125/781 [00:06<00:31, 20.54it/s]
 16%|#6        | 128/781 [00:06<00:31, 20.51it/s]
 17%|#6        | 131/781 [00:07<00:31, 20.40it/s]
 17%|#7        | 134/781 [00:07<00:32, 20.11it/s]
 18%|#7        | 137/781 [00:07<00:31, 20.31it/s]
 18%|#7        | 140/781 [00:07<00:31, 20.35it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.23it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.14it/s]
 19%|#9        | 149/781 [00:08<00:31, 20.33it/s]
 19%|#9        | 152/781 [00:08<00:30, 20.36it/s]
 20%|#9        | 155/781 [00:08<00:30, 20.40it/s]
 20%|##        | 158/781 [00:08<00:30, 20.43it/s]
 21%|##        | 161/781 [00:08<00:30, 20.51it/s]
 21%|##        | 164/781 [00:08<00:30, 20.34it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.36it/s]
 22%|##1       | 170/781 [00:09<00:30, 20.35it/s]
 22%|##2       | 173/781 [00:09<00:29, 20.38it/s]
 23%|##2       | 176/781 [00:09<00:29, 20.28it/s]
 23%|##2       | 179/781 [00:09<00:29, 20.43it/s]
 23%|##3       | 182/781 [00:09<00:29, 20.13it/s]
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 24%|##4       | 190/781 [00:10<00:29, 19.78it/s]
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 25%|##4       | 195/781 [00:10<00:30, 19.35it/s]
 25%|##5       | 197/781 [00:10<00:30, 18.86it/s]
 25%|##5       | 199/781 [00:10<00:30, 19.11it/s]
 26%|##5       | 201/781 [00:10<00:30, 19.24it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.43it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.82it/s]
 27%|##6       | 209/781 [00:11<00:28, 20.12it/s]
 27%|##7       | 212/781 [00:11<00:27, 20.36it/s]
 28%|##7       | 215/781 [00:11<00:28, 20.09it/s]
 28%|##7       | 218/781 [00:11<00:27, 20.18it/s]
 28%|##8       | 221/781 [00:11<00:27, 20.37it/s]
 29%|##8       | 224/781 [00:11<00:27, 20.45it/s]
 29%|##9       | 227/781 [00:11<00:26, 20.56it/s]
 29%|##9       | 230/781 [00:12<00:26, 20.62it/s]
 30%|##9       | 233/781 [00:12<00:26, 20.71it/s]
 30%|###       | 236/781 [00:12<00:26, 20.55it/s]
 31%|###       | 239/781 [00:12<00:26, 20.35it/s]
 31%|###       | 242/781 [00:12<00:26, 20.32it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.38it/s]
 32%|###1      | 248/781 [00:12<00:26, 20.44it/s]
 32%|###2      | 251/781 [00:13<00:25, 20.61it/s]
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 33%|###2      | 257/781 [00:13<00:25, 20.71it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.54it/s]
 34%|###3      | 263/781 [00:13<00:25, 20.42it/s]
 34%|###4      | 266/781 [00:13<00:25, 20.38it/s]
 34%|###4      | 269/781 [00:13<00:25, 20.35it/s]
 35%|###4      | 272/781 [00:14<00:25, 20.35it/s]
 35%|###5      | 275/781 [00:14<00:24, 20.51it/s]
 36%|###5      | 278/781 [00:14<00:24, 20.50it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.49it/s]
 36%|###6      | 284/781 [00:14<00:24, 20.55it/s]
 37%|###6      | 287/781 [00:14<00:24, 20.54it/s]
 37%|###7      | 290/781 [00:14<00:23, 20.49it/s]
 38%|###7      | 293/781 [00:15<00:23, 20.56it/s]
 38%|###7      | 296/781 [00:15<00:23, 20.70it/s]
 38%|###8      | 299/781 [00:15<00:23, 20.79it/s]
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 39%|###9      | 305/781 [00:15<00:22, 20.86it/s]
 39%|###9      | 308/781 [00:15<00:22, 20.85it/s]
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 40%|####      | 314/781 [00:16<00:22, 20.83it/s]
 41%|####      | 317/781 [00:16<00:22, 20.80it/s]
 41%|####      | 320/781 [00:16<00:22, 20.73it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.65it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.53it/s]
 42%|####2     | 329/781 [00:16<00:21, 20.63it/s]
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 43%|####2     | 335/781 [00:17<00:21, 20.61it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.51it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.57it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.58it/s]
 44%|####4     | 347/781 [00:17<00:20, 20.67it/s]
 45%|####4     | 350/781 [00:17<00:20, 20.56it/s]
 45%|####5     | 353/781 [00:18<00:20, 20.57it/s]
 46%|####5     | 356/781 [00:18<00:20, 20.42it/s]
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 46%|####6     | 362/781 [00:18<00:20, 20.67it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.61it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.45it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.48it/s]
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100%|#########9| 780/781 [00:40<00:00, 20.42it/s]
100%|##########| 781/781 [00:41<00:00, 19.03it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.24s/it]
Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.25s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.25s/it]
Validation Progress:  57%|#####6    | 25/44 [00:30<00:23,  1.26s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.23s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  91%|######### | 40/44 [00:48<00:05,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:17<00:00, 17.50s/it]
100%|##########| 1/1 [00:17<00:00, 17.50s/it]

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 10%|#         | 16/157 [00:00<00:08, 16.29it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.20it/s]
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100%|##########| 157/157 [00:09<00:00, 16.40it/s]

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  7%|7         | 56/781 [00:02<00:37, 19.22it/s]
  7%|7         | 58/781 [00:03<00:37, 19.17it/s]
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 21%|##1       | 166/781 [00:08<00:31, 19.29it/s]
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 22%|##2       | 172/781 [00:08<00:32, 18.84it/s]
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 26%|##6       | 206/781 [00:10<00:29, 19.63it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.61it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.66it/s]
 27%|##7       | 212/781 [00:11<00:28, 19.70it/s]
 27%|##7       | 214/781 [00:11<00:28, 19.69it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.35it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.34it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.31it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.31it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.20it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.26it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.38it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.28it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.18it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.06it/s]
 30%|###       | 236/781 [00:12<00:28, 18.99it/s]
 30%|###       | 238/781 [00:12<00:28, 18.94it/s]
 31%|###       | 240/781 [00:12<00:28, 19.09it/s]
 31%|###       | 242/781 [00:12<00:28, 18.98it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.06it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.16it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.10it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.15it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.98it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.81it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.65it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.69it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.29it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.25it/s]
 34%|###3      | 264/781 [00:13<00:28, 18.22it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.24it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.15it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.11it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.27it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.36it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.47it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.48it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.33it/s]
 36%|###6      | 282/781 [00:14<00:27, 18.38it/s]
 36%|###6      | 284/781 [00:14<00:27, 18.14it/s]
 37%|###6      | 286/781 [00:14<00:26, 18.35it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.54it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.57it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.60it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.53it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.58it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.84it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.80it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.78it/s]
 39%|###8      | 304/781 [00:15<00:25, 18.82it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.75it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.84it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.87it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.04it/s]
 40%|####      | 314/781 [00:16<00:24, 19.19it/s]
 40%|####      | 316/781 [00:16<00:24, 19.30it/s]
 41%|####      | 318/781 [00:16<00:23, 19.44it/s]
 41%|####      | 320/781 [00:16<00:23, 19.54it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.62it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.62it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.64it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.61it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.55it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.94it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.04it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.20it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.14it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.30it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.99it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.16it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.55it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.75it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.90it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.96it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.10it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.89it/s]
 46%|####6     | 362/781 [00:18<00:22, 18.93it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.71it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.73it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.69it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.87it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.41it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.71it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.93it/s]
 48%|####8     | 378/781 [00:19<00:21, 19.10it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.27it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.39it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.50it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.35it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.21it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.18it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.21it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.22it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.30it/s]
 51%|#####     | 398/781 [00:20<00:20, 18.99it/s]
 51%|#####1    | 400/781 [00:20<00:20, 18.71it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.79it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.91it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.83it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.94it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.88it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.98it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.78it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.69it/s]
 54%|#####3    | 418/781 [00:21<00:19, 18.64it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.38it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.29it/s]
 54%|#####4    | 424/781 [00:22<00:19, 17.92it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.15it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.10it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.19it/s]
 55%|#####5    | 432/781 [00:22<00:19, 18.15it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.32it/s]
 56%|#####5    | 436/781 [00:22<00:18, 18.22it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.22it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.18it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.37it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.41it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.47it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.33it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.46it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.47it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.38it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.31it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.29it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.18it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.26it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.35it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.39it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.41it/s]
 60%|######    | 470/781 [00:24<00:16, 18.42it/s]
 60%|######    | 472/781 [00:24<00:16, 18.44it/s]
 61%|######    | 474/781 [00:24<00:16, 18.41it/s]
 61%|######    | 476/781 [00:25<00:16, 18.52it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.39it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.46it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.51it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.32it/s]
 62%|######2   | 486/781 [00:25<00:16, 17.95it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.10it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.26it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.43it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.52it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.61it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.55it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.61it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.60it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.61it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.60it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.60it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.55it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.52it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.60it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.49it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.38it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.44it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.30it/s]
 67%|######7   | 524/781 [00:27<00:14, 18.15it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.34it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.48it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.45it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.54it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.31it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.48it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.45it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.49it/s]
 69%|######9   | 542/781 [00:28<00:13, 18.37it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.26it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.26it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.11it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.18it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.33it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.43it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.44it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.38it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.51it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.59it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.58it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.54it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.45it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.24it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.34it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.44it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.50it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.57it/s]
 74%|#######4  | 580/781 [00:30<00:11, 18.26it/s]
 75%|#######4  | 582/781 [00:30<00:11, 17.98it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.29it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.19it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.23it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.18it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.21it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.40it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.23it/s]
 77%|#######6  | 598/781 [00:31<00:10, 18.19it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.42it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.51it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.40it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.55it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.36it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.26it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.40it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.59it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.46it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.57it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.68it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.91it/s]
 80%|#######9  | 624/781 [00:33<00:08, 19.10it/s]
 80%|########  | 626/781 [00:33<00:08, 18.86it/s]
 80%|########  | 628/781 [00:33<00:08, 19.03it/s]
 81%|########  | 630/781 [00:33<00:07, 19.18it/s]
 81%|########  | 632/781 [00:33<00:07, 19.22it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.08it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.11it/s]
 82%|########1 | 638/781 [00:33<00:07, 19.11it/s]
 82%|########1 | 640/781 [00:33<00:07, 19.28it/s]
 82%|########2 | 642/781 [00:34<00:07, 19.34it/s]
 82%|########2 | 644/781 [00:34<00:07, 19.38it/s]
 83%|########2 | 646/781 [00:34<00:06, 19.48it/s]
 83%|########2 | 648/781 [00:34<00:06, 19.55it/s]
 83%|########3 | 650/781 [00:34<00:06, 19.47it/s]
 83%|########3 | 652/781 [00:34<00:06, 19.45it/s]
 84%|########3 | 654/781 [00:34<00:06, 19.49it/s]
 84%|########3 | 656/781 [00:34<00:06, 19.58it/s]
 84%|########4 | 658/781 [00:34<00:06, 19.54it/s]
 85%|########4 | 660/781 [00:34<00:06, 19.54it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.54it/s]
 85%|########5 | 664/781 [00:35<00:05, 19.61it/s]
 85%|########5 | 666/781 [00:35<00:05, 19.50it/s]
 86%|########5 | 668/781 [00:35<00:05, 19.51it/s]
 86%|########5 | 670/781 [00:35<00:05, 19.43it/s]
 86%|########6 | 672/781 [00:35<00:05, 19.54it/s]
 86%|########6 | 674/781 [00:35<00:05, 19.48it/s]
 87%|########6 | 676/781 [00:35<00:05, 19.38it/s]
 87%|########6 | 678/781 [00:35<00:05, 19.53it/s]
 87%|########7 | 680/781 [00:36<00:05, 19.25it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.29it/s]
 88%|########7 | 684/781 [00:36<00:05, 19.16it/s]
 88%|########7 | 686/781 [00:36<00:04, 19.17it/s]
 88%|########8 | 688/781 [00:36<00:04, 19.34it/s]
 88%|########8 | 690/781 [00:36<00:04, 19.36it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.95it/s]
 89%|########8 | 694/781 [00:36<00:04, 19.17it/s]
 89%|########9 | 696/781 [00:36<00:04, 19.38it/s]
 89%|########9 | 698/781 [00:36<00:04, 19.32it/s]
 90%|########9 | 700/781 [00:37<00:04, 19.38it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.47it/s]
 90%|######### | 704/781 [00:37<00:03, 19.55it/s]
 90%|######### | 706/781 [00:37<00:03, 19.27it/s]
 91%|######### | 708/781 [00:37<00:03, 19.11it/s]
 91%|######### | 710/781 [00:37<00:03, 19.16it/s]
 91%|#########1| 712/781 [00:37<00:03, 19.13it/s]
 91%|#########1| 714/781 [00:37<00:03, 19.13it/s]
 92%|#########1| 716/781 [00:37<00:03, 19.00it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.96it/s]
 92%|#########2| 720/781 [00:38<00:03, 19.20it/s]
 92%|#########2| 722/781 [00:38<00:03, 19.32it/s]
 93%|#########2| 724/781 [00:38<00:02, 19.42it/s]
 93%|#########2| 726/781 [00:38<00:02, 19.26it/s]
 93%|#########3| 728/781 [00:38<00:02, 19.15it/s]
 93%|#########3| 730/781 [00:38<00:02, 19.14it/s]
 94%|#########3| 732/781 [00:38<00:02, 19.28it/s]
 94%|#########3| 734/781 [00:38<00:02, 19.06it/s]
 94%|#########4| 736/781 [00:38<00:02, 19.10it/s]
 94%|#########4| 738/781 [00:39<00:02, 19.11it/s]
 95%|#########4| 740/781 [00:39<00:02, 19.09it/s]
 95%|#########5| 742/781 [00:39<00:02, 19.11it/s]
 95%|#########5| 744/781 [00:39<00:01, 18.98it/s]
 96%|#########5| 746/781 [00:39<00:01, 19.06it/s]
 96%|#########5| 748/781 [00:39<00:01, 19.14it/s]
 96%|#########6| 750/781 [00:39<00:01, 19.23it/s]
 96%|#########6| 752/781 [00:40<00:03,  9.12it/s]
 97%|#########6| 754/781 [00:40<00:02, 10.85it/s]
 97%|#########6| 756/781 [00:40<00:01, 12.50it/s]
 97%|#########7| 758/781 [00:40<00:01, 14.02it/s]
 97%|#########7| 760/781 [00:40<00:01, 15.18it/s]
 98%|#########7| 762/781 [00:40<00:01, 16.21it/s]
 98%|#########7| 764/781 [00:40<00:01, 16.90it/s]
 98%|#########8| 766/781 [00:40<00:00, 17.56it/s]
 98%|#########8| 768/781 [00:40<00:00, 17.91it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.18it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.39it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.46it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.11it/s]
100%|#########9| 778/781 [00:41<00:00, 18.13it/s]
100%|#########9| 780/781 [00:41<00:00, 18.16it/s]
100%|##########| 781/781 [00:41<00:00, 18.73it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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 96%|#########5| 150/157 [00:08<00:00, 17.87it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.69it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.58it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.72it/s]
100%|##########| 157/157 [00:09<00:00, 17.40it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.72it/s]
  1%|          | 5/781 [00:00<00:39, 19.61it/s]
  1%|1         | 8/781 [00:00<00:38, 20.13it/s]
  1%|1         | 11/781 [00:00<00:38, 20.15it/s]
  2%|1         | 14/781 [00:00<00:38, 19.85it/s]
  2%|2         | 17/781 [00:00<00:38, 19.91it/s]
  2%|2         | 19/781 [00:00<00:38, 19.80it/s]
  3%|2         | 22/781 [00:01<00:37, 20.04it/s]
  3%|3         | 25/781 [00:01<00:37, 20.12it/s]
  4%|3         | 28/781 [00:01<00:37, 20.17it/s]
  4%|3         | 31/781 [00:01<00:37, 20.15it/s]
  4%|4         | 34/781 [00:01<00:36, 20.24it/s]
  5%|4         | 37/781 [00:01<00:36, 20.42it/s]
  5%|5         | 40/781 [00:01<00:36, 20.47it/s]
  6%|5         | 43/781 [00:02<00:36, 20.40it/s]
  6%|5         | 46/781 [00:02<00:36, 20.19it/s]
  6%|6         | 49/781 [00:02<00:36, 20.08it/s]
  7%|6         | 52/781 [00:02<00:36, 20.13it/s]
  7%|7         | 55/781 [00:02<00:36, 20.10it/s]
  7%|7         | 58/781 [00:02<00:35, 20.09it/s]
  8%|7         | 61/781 [00:03<00:35, 20.24it/s]
  8%|8         | 64/781 [00:03<00:35, 20.33it/s]
  9%|8         | 67/781 [00:03<00:34, 20.40it/s]
  9%|8         | 70/781 [00:03<00:34, 20.39it/s]
  9%|9         | 73/781 [00:03<00:34, 20.49it/s]
 10%|9         | 76/781 [00:03<00:34, 20.61it/s]
 10%|#         | 79/781 [00:03<00:34, 20.62it/s]
 10%|#         | 82/781 [00:04<00:34, 20.39it/s]
 11%|#         | 85/781 [00:04<00:34, 19.95it/s]
 11%|#1        | 88/781 [00:04<00:34, 20.10it/s]
 12%|#1        | 91/781 [00:04<00:34, 19.99it/s]
 12%|#2        | 94/781 [00:04<00:34, 19.75it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.43it/s]
 13%|#2        | 98/781 [00:04<00:35, 19.13it/s]
 13%|#2        | 100/781 [00:04<00:36, 18.83it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.50it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.57it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.37it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.51it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.87it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.16it/s]
 15%|#4        | 115/781 [00:05<00:33, 19.61it/s]
 15%|#5        | 118/781 [00:05<00:33, 19.98it/s]
 15%|#5        | 121/781 [00:06<00:32, 20.06it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.17it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.42it/s]
 17%|#6        | 130/781 [00:06<00:31, 20.36it/s]
 17%|#7        | 133/781 [00:06<00:32, 20.22it/s]
 17%|#7        | 136/781 [00:06<00:32, 20.13it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.19it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.26it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.32it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.31it/s]
 19%|#9        | 151/781 [00:07<00:31, 20.25it/s]
 20%|#9        | 154/781 [00:07<00:30, 20.34it/s]
 20%|##        | 157/781 [00:07<00:30, 20.52it/s]
 20%|##        | 160/781 [00:07<00:30, 20.56it/s]
 21%|##        | 163/781 [00:08<00:30, 20.54it/s]
 21%|##1       | 166/781 [00:08<00:29, 20.51it/s]
 22%|##1       | 169/781 [00:08<00:29, 20.50it/s]
 22%|##2       | 172/781 [00:08<00:29, 20.57it/s]
 22%|##2       | 175/781 [00:08<00:29, 20.46it/s]
 23%|##2       | 178/781 [00:08<00:29, 20.60it/s]
 23%|##3       | 181/781 [00:09<00:29, 20.36it/s]
 24%|##3       | 184/781 [00:09<00:29, 20.30it/s]
 24%|##3       | 187/781 [00:09<00:29, 20.29it/s]
 24%|##4       | 190/781 [00:09<00:29, 20.31it/s]
 25%|##4       | 193/781 [00:09<00:28, 20.42it/s]
 25%|##5       | 196/781 [00:09<00:28, 20.41it/s]
 25%|##5       | 199/781 [00:09<00:28, 20.22it/s]
 26%|##5       | 202/781 [00:10<00:28, 20.12it/s]
 26%|##6       | 205/781 [00:10<00:28, 20.07it/s]
 27%|##6       | 208/781 [00:10<00:28, 20.03it/s]
 27%|##7       | 211/781 [00:10<00:28, 20.20it/s]
 27%|##7       | 214/781 [00:10<00:28, 20.21it/s]
 28%|##7       | 217/781 [00:10<00:28, 19.80it/s]
 28%|##8       | 219/781 [00:10<00:28, 19.72it/s]
 28%|##8       | 221/781 [00:11<00:28, 19.51it/s]
 29%|##8       | 223/781 [00:11<00:29, 19.11it/s]
 29%|##8       | 225/781 [00:11<00:29, 19.01it/s]
 29%|##9       | 227/781 [00:11<00:30, 18.40it/s]
 29%|##9       | 229/781 [00:11<00:30, 18.20it/s]
 30%|##9       | 231/781 [00:11<00:30, 18.31it/s]
 30%|##9       | 233/781 [00:11<00:30, 18.17it/s]
 30%|###       | 235/781 [00:11<00:30, 18.06it/s]
 30%|###       | 237/781 [00:11<00:30, 17.87it/s]
 31%|###       | 239/781 [00:12<00:30, 18.01it/s]
 31%|###       | 241/781 [00:12<00:29, 18.45it/s]
 31%|###1      | 243/781 [00:12<00:29, 18.36it/s]
 31%|###1      | 245/781 [00:12<00:29, 18.33it/s]
 32%|###1      | 248/781 [00:12<00:28, 18.90it/s]
 32%|###2      | 251/781 [00:12<00:27, 19.19it/s]
 33%|###2      | 254/781 [00:12<00:27, 19.46it/s]
 33%|###2      | 256/781 [00:12<00:26, 19.46it/s]
 33%|###3      | 259/781 [00:13<00:26, 19.80it/s]
 34%|###3      | 262/781 [00:13<00:25, 20.18it/s]
 34%|###3      | 265/781 [00:13<00:25, 20.41it/s]
 34%|###4      | 268/781 [00:13<00:25, 20.40it/s]
 35%|###4      | 271/781 [00:13<00:24, 20.50it/s]
 35%|###5      | 274/781 [00:13<00:24, 20.67it/s]
 35%|###5      | 277/781 [00:13<00:24, 20.65it/s]
 36%|###5      | 280/781 [00:14<00:24, 20.54it/s]
 36%|###6      | 283/781 [00:14<00:24, 20.40it/s]
 37%|###6      | 286/781 [00:14<00:24, 20.50it/s]
 37%|###7      | 289/781 [00:14<00:23, 20.60it/s]
 37%|###7      | 292/781 [00:14<00:23, 20.67it/s]
 38%|###7      | 295/781 [00:14<00:23, 20.61it/s]
 38%|###8      | 298/781 [00:14<00:23, 20.68it/s]
 39%|###8      | 301/781 [00:15<00:23, 20.76it/s]
 39%|###8      | 304/781 [00:15<00:23, 20.69it/s]
 39%|###9      | 307/781 [00:15<00:23, 20.61it/s]
 40%|###9      | 310/781 [00:15<00:23, 20.42it/s]
 40%|####      | 313/781 [00:15<00:22, 20.54it/s]
 40%|####      | 316/781 [00:15<00:23, 20.02it/s]
 41%|####      | 319/781 [00:15<00:22, 20.15it/s]
 41%|####1     | 322/781 [00:16<00:22, 20.11it/s]
 42%|####1     | 325/781 [00:16<00:22, 20.06it/s]
 42%|####1     | 328/781 [00:16<00:22, 20.22it/s]
 42%|####2     | 331/781 [00:16<00:22, 20.16it/s]
 43%|####2     | 334/781 [00:16<00:22, 19.71it/s]
 43%|####3     | 337/781 [00:16<00:22, 19.86it/s]
 43%|####3     | 339/781 [00:16<00:22, 19.88it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.84it/s]
 44%|####4     | 345/781 [00:17<00:21, 20.06it/s]
 45%|####4     | 348/781 [00:17<00:21, 20.27it/s]
 45%|####4     | 351/781 [00:17<00:21, 20.31it/s]
 45%|####5     | 354/781 [00:17<00:20, 20.52it/s]
 46%|####5     | 357/781 [00:17<00:20, 20.48it/s]
 46%|####6     | 360/781 [00:17<00:20, 20.58it/s]
 46%|####6     | 363/781 [00:18<00:20, 20.58it/s]
 47%|####6     | 366/781 [00:18<00:20, 20.59it/s]
 47%|####7     | 369/781 [00:18<00:20, 20.21it/s]
 48%|####7     | 372/781 [00:18<00:21, 19.25it/s]
 48%|####7     | 374/781 [00:18<00:20, 19.38it/s]
 48%|####8     | 377/781 [00:18<00:20, 19.70it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.90it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.29it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.27it/s]
 49%|####9     | 386/781 [00:19<00:21, 18.71it/s]
 50%|####9     | 388/781 [00:19<00:21, 18.31it/s]
 50%|####9     | 390/781 [00:19<00:21, 18.02it/s]
 50%|#####     | 393/781 [00:19<00:20, 18.61it/s]
 51%|#####     | 395/781 [00:19<00:20, 18.45it/s]
 51%|#####     | 398/781 [00:19<00:20, 19.12it/s]
 51%|#####1    | 401/781 [00:20<00:19, 19.37it/s]
 52%|#####1    | 403/781 [00:20<00:19, 19.14it/s]
 52%|#####1    | 405/781 [00:20<00:19, 19.07it/s]
 52%|#####2    | 408/781 [00:20<00:19, 19.62it/s]
 53%|#####2    | 411/781 [00:20<00:18, 19.68it/s]
 53%|#####2    | 413/781 [00:20<00:19, 19.09it/s]
 53%|#####3    | 415/781 [00:20<00:19, 18.65it/s]
 53%|#####3    | 417/781 [00:20<00:19, 18.25it/s]
 54%|#####3    | 419/781 [00:21<00:20, 17.93it/s]
 54%|#####3    | 421/781 [00:21<00:19, 18.19it/s]
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 55%|#####4    | 427/781 [00:21<00:18, 18.75it/s]
 55%|#####4    | 429/781 [00:21<00:18, 18.84it/s]
 55%|#####5    | 431/781 [00:21<00:19, 18.22it/s]
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 56%|#####5    | 435/781 [00:21<00:18, 18.50it/s]
 56%|#####5    | 437/781 [00:22<00:18, 18.59it/s]
 56%|#####6    | 440/781 [00:22<00:18, 18.87it/s]
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 61%|######1   | 477/781 [00:24<00:16, 18.68it/s]
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 62%|######2   | 486/781 [00:24<00:15, 19.57it/s]
 63%|######2   | 489/781 [00:24<00:14, 20.03it/s]
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 63%|######3   | 495/781 [00:25<00:14, 20.31it/s]
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 65%|######4   | 504/781 [00:25<00:13, 20.19it/s]
 65%|######4   | 507/781 [00:25<00:13, 20.26it/s]
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 66%|######5   | 513/781 [00:26<00:13, 20.01it/s]
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 68%|######7   | 528/781 [00:26<00:12, 20.06it/s]
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 68%|######8   | 533/781 [00:27<00:12, 19.87it/s]
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 70%|######9   | 543/781 [00:27<00:11, 20.04it/s]
 70%|######9   | 546/781 [00:27<00:11, 19.95it/s]
 70%|#######   | 548/781 [00:27<00:11, 19.74it/s]
 71%|#######   | 551/781 [00:27<00:11, 20.03it/s]
 71%|#######   | 553/781 [00:28<00:11, 20.02it/s]
 71%|#######1  | 555/781 [00:28<00:11, 19.59it/s]
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 72%|#######1  | 561/781 [00:28<00:11, 19.93it/s]
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100%|##########| 781/781 [00:39<00:00, 19.57it/s]




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 69%|######8   | 108/157 [00:07<00:02, 16.50it/s]
 70%|#######   | 110/157 [00:07<00:02, 16.57it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.31it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.39it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.26it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.39it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.26it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.13it/s]
 79%|#######8  | 124/157 [00:08<00:02, 16.07it/s]
 80%|########  | 126/157 [00:08<00:01, 16.26it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.41it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.24it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.33it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.46it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.39it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.48it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.61it/s]
 90%|######### | 142/157 [00:09<00:00, 16.63it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.52it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.47it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.57it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.54it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.64it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.72it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.75it/s]
100%|##########| 157/157 [00:09<00:00, 15.75it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:52, 14.81it/s]
  1%|          | 4/781 [00:00<00:44, 17.44it/s]
  1%|          | 7/781 [00:00<00:40, 19.16it/s]
  1%|1         | 10/781 [00:00<00:39, 19.70it/s]
  2%|1         | 12/781 [00:00<00:39, 19.67it/s]
  2%|1         | 14/781 [00:00<00:39, 19.52it/s]
  2%|2         | 16/781 [00:00<00:38, 19.64it/s]
  2%|2         | 19/781 [00:00<00:38, 19.88it/s]
  3%|2         | 22/781 [00:01<00:37, 20.05it/s]
  3%|3         | 24/781 [00:01<00:37, 20.01it/s]
  3%|3         | 26/781 [00:01<00:37, 19.92it/s]
  4%|3         | 29/781 [00:01<00:37, 20.02it/s]
  4%|4         | 32/781 [00:01<00:37, 20.13it/s]
  4%|4         | 35/781 [00:01<00:36, 20.18it/s]
  5%|4         | 38/781 [00:01<00:37, 19.99it/s]
  5%|5         | 41/781 [00:02<00:36, 20.22it/s]
  6%|5         | 44/781 [00:02<00:36, 20.34it/s]
  6%|6         | 47/781 [00:02<00:35, 20.45it/s]
  6%|6         | 50/781 [00:02<00:35, 20.47it/s]
  7%|6         | 53/781 [00:02<00:35, 20.53it/s]
  7%|7         | 56/781 [00:02<00:35, 20.52it/s]
  8%|7         | 59/781 [00:02<00:35, 20.38it/s]
  8%|7         | 62/781 [00:03<00:34, 20.55it/s]
  8%|8         | 65/781 [00:03<00:34, 20.58it/s]
  9%|8         | 68/781 [00:03<00:34, 20.69it/s]
  9%|9         | 71/781 [00:03<00:34, 20.78it/s]
  9%|9         | 74/781 [00:03<00:33, 20.82it/s]
 10%|9         | 77/781 [00:03<00:34, 20.60it/s]
 10%|#         | 80/781 [00:03<00:34, 20.55it/s]
 11%|#         | 83/781 [00:04<00:33, 20.68it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.74it/s]
 11%|#1        | 89/781 [00:04<00:33, 20.82it/s]
 12%|#1        | 92/781 [00:04<00:33, 20.76it/s]
 12%|#2        | 95/781 [00:04<00:33, 20.53it/s]
 13%|#2        | 98/781 [00:04<00:33, 20.42it/s]
 13%|#2        | 101/781 [00:04<00:33, 20.34it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.33it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.22it/s]
 14%|#4        | 110/781 [00:05<00:33, 20.13it/s]
 14%|#4        | 113/781 [00:05<00:33, 20.18it/s]
 15%|#4        | 116/781 [00:05<00:33, 20.11it/s]
 15%|#5        | 119/781 [00:05<00:33, 19.62it/s]
 15%|#5        | 121/781 [00:05<00:33, 19.64it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.54it/s]
 16%|#6        | 127/781 [00:06<00:33, 19.63it/s]
 17%|#6        | 130/781 [00:06<00:32, 19.88it/s]
 17%|#7        | 133/781 [00:06<00:32, 20.04it/s]
 17%|#7        | 136/781 [00:06<00:32, 19.94it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.11it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.11it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.18it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.27it/s]
 19%|#9        | 151/781 [00:07<00:31, 20.32it/s]
 20%|#9        | 154/781 [00:07<00:30, 20.28it/s]
 20%|##        | 157/781 [00:07<00:30, 20.38it/s]
 20%|##        | 160/781 [00:07<00:30, 20.43it/s]
 21%|##        | 163/781 [00:08<00:30, 20.29it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.43it/s]
 22%|##1       | 169/781 [00:08<00:30, 20.28it/s]
 22%|##2       | 172/781 [00:08<00:30, 20.03it/s]
 22%|##2       | 175/781 [00:08<00:31, 19.43it/s]
 23%|##2       | 177/781 [00:08<00:31, 18.93it/s]
 23%|##2       | 179/781 [00:08<00:32, 18.52it/s]
 23%|##3       | 181/781 [00:09<00:32, 18.57it/s]
 23%|##3       | 183/781 [00:09<00:32, 18.30it/s]
 24%|##3       | 185/781 [00:09<00:32, 18.20it/s]
 24%|##3       | 187/781 [00:09<00:32, 18.18it/s]
 24%|##4       | 189/781 [00:09<00:32, 18.16it/s]
 24%|##4       | 191/781 [00:09<00:32, 18.27it/s]
 25%|##4       | 193/781 [00:09<00:32, 18.05it/s]
 25%|##4       | 195/781 [00:09<00:32, 17.87it/s]
 25%|##5       | 197/781 [00:09<00:32, 17.96it/s]
 25%|##5       | 199/781 [00:10<00:32, 17.91it/s]
 26%|##5       | 201/781 [00:10<00:32, 17.82it/s]
 26%|##5       | 203/781 [00:10<00:32, 17.83it/s]
 26%|##6       | 205/781 [00:10<00:32, 17.83it/s]
 27%|##6       | 207/781 [00:10<00:32, 17.93it/s]
 27%|##6       | 209/781 [00:10<00:31, 17.98it/s]
 27%|##7       | 211/781 [00:10<00:31, 17.95it/s]
 27%|##7       | 213/781 [00:10<00:31, 17.79it/s]
 28%|##7       | 215/781 [00:10<00:31, 17.80it/s]
 28%|##7       | 217/781 [00:11<00:31, 17.79it/s]
 28%|##8       | 219/781 [00:11<00:31, 17.90it/s]
 28%|##8       | 221/781 [00:11<00:31, 17.67it/s]
 29%|##8       | 223/781 [00:11<00:31, 17.67it/s]
 29%|##8       | 225/781 [00:11<00:31, 17.65it/s]
 29%|##9       | 227/781 [00:11<00:31, 17.56it/s]
 29%|##9       | 229/781 [00:11<00:31, 17.59it/s]
 30%|##9       | 231/781 [00:11<00:31, 17.62it/s]
 30%|##9       | 233/781 [00:11<00:31, 17.67it/s]
 30%|###       | 235/781 [00:12<00:30, 17.79it/s]
 30%|###       | 237/781 [00:12<00:30, 17.76it/s]
 31%|###       | 239/781 [00:12<00:30, 17.67it/s]
 31%|###       | 241/781 [00:12<00:30, 17.60it/s]
 31%|###1      | 243/781 [00:12<00:30, 17.57it/s]
 31%|###1      | 245/781 [00:12<00:30, 17.69it/s]
 32%|###1      | 247/781 [00:12<00:30, 17.58it/s]
 32%|###1      | 249/781 [00:12<00:30, 17.69it/s]
 32%|###2      | 251/781 [00:12<00:29, 17.78it/s]
 32%|###2      | 253/781 [00:13<00:29, 17.79it/s]
 33%|###2      | 255/781 [00:13<00:29, 17.87it/s]
 33%|###2      | 257/781 [00:13<00:29, 17.94it/s]
 33%|###3      | 259/781 [00:13<00:29, 17.96it/s]
 33%|###3      | 261/781 [00:13<00:29, 17.82it/s]
 34%|###3      | 263/781 [00:13<00:29, 17.78it/s]
 34%|###3      | 265/781 [00:13<00:28, 17.88it/s]
 34%|###4      | 267/781 [00:13<00:28, 17.93it/s]
 34%|###4      | 269/781 [00:13<00:28, 17.93it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.93it/s]
 35%|###4      | 273/781 [00:14<00:28, 17.96it/s]
 35%|###5      | 275/781 [00:14<00:28, 17.96it/s]
 35%|###5      | 277/781 [00:14<00:28, 17.85it/s]
 36%|###5      | 279/781 [00:14<00:28, 17.73it/s]
 36%|###5      | 281/781 [00:14<00:27, 17.89it/s]
 36%|###6      | 283/781 [00:14<00:27, 17.88it/s]
 36%|###6      | 285/781 [00:14<00:27, 18.19it/s]
 37%|###6      | 287/781 [00:14<00:27, 17.90it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.83it/s]
 37%|###7      | 291/781 [00:15<00:26, 18.29it/s]
 38%|###7      | 293/781 [00:15<00:26, 18.39it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.16it/s]
 38%|###8      | 297/781 [00:15<00:26, 18.06it/s]
 38%|###8      | 299/781 [00:15<00:26, 18.06it/s]
 39%|###8      | 301/781 [00:15<00:26, 17.81it/s]
 39%|###8      | 303/781 [00:15<00:26, 17.72it/s]
 39%|###9      | 305/781 [00:15<00:27, 17.57it/s]
 39%|###9      | 307/781 [00:16<00:27, 17.38it/s]
 40%|###9      | 309/781 [00:16<00:27, 17.28it/s]
 40%|###9      | 311/781 [00:16<00:27, 17.13it/s]
 40%|####      | 313/781 [00:16<00:26, 17.35it/s]
 40%|####      | 315/781 [00:16<00:27, 17.20it/s]
 41%|####      | 317/781 [00:16<00:26, 17.35it/s]
 41%|####      | 319/781 [00:16<00:26, 17.53it/s]
 41%|####1     | 321/781 [00:16<00:26, 17.45it/s]
 41%|####1     | 323/781 [00:17<00:26, 17.35it/s]
 42%|####1     | 325/781 [00:17<00:26, 17.32it/s]
 42%|####1     | 327/781 [00:17<00:26, 17.35it/s]
 42%|####2     | 329/781 [00:17<00:26, 17.11it/s]
 42%|####2     | 331/781 [00:17<00:26, 17.18it/s]
 43%|####2     | 333/781 [00:17<00:25, 17.37it/s]
 43%|####2     | 335/781 [00:17<00:25, 17.54it/s]
 43%|####3     | 337/781 [00:17<00:25, 17.70it/s]
 43%|####3     | 339/781 [00:17<00:25, 17.65it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.70it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.75it/s]
 44%|####4     | 345/781 [00:18<00:24, 17.78it/s]
 44%|####4     | 347/781 [00:18<00:24, 17.90it/s]
 45%|####4     | 349/781 [00:18<00:24, 17.95it/s]
 45%|####4     | 351/781 [00:18<00:23, 17.98it/s]
 45%|####5     | 353/781 [00:18<00:23, 17.90it/s]
 45%|####5     | 355/781 [00:18<00:23, 17.96it/s]
 46%|####5     | 357/781 [00:18<00:23, 17.84it/s]
 46%|####5     | 359/781 [00:19<00:23, 17.86it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.97it/s]
 46%|####6     | 363/781 [00:19<00:23, 18.00it/s]
 47%|####6     | 365/781 [00:19<00:23, 18.04it/s]
 47%|####6     | 367/781 [00:19<00:23, 17.97it/s]
 47%|####7     | 369/781 [00:19<00:23, 17.90it/s]
 48%|####7     | 371/781 [00:19<00:22, 18.00it/s]
 48%|####7     | 373/781 [00:19<00:22, 18.01it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.03it/s]
 48%|####8     | 377/781 [00:20<00:22, 17.96it/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, 17.93it/s]
 49%|####9     | 385/781 [00:20<00:22, 17.95it/s]
 50%|####9     | 387/781 [00:20<00:21, 17.95it/s]
 50%|####9     | 389/781 [00:20<00:21, 17.90it/s]
 50%|#####     | 391/781 [00:20<00:21, 17.97it/s]
 50%|#####     | 393/781 [00:20<00:21, 17.94it/s]
 51%|#####     | 395/781 [00:21<00:21, 17.99it/s]
 51%|#####     | 397/781 [00:21<00:21, 18.01it/s]
 51%|#####1    | 399/781 [00:21<00:21, 18.02it/s]
 51%|#####1    | 401/781 [00:21<00:21, 17.91it/s]
 52%|#####1    | 403/781 [00:21<00:21, 17.95it/s]
 52%|#####1    | 405/781 [00:21<00:21, 17.82it/s]
 52%|#####2    | 407/781 [00:21<00:20, 17.95it/s]
 52%|#####2    | 409/781 [00:21<00:20, 17.97it/s]
 53%|#####2    | 411/781 [00:21<00:20, 17.94it/s]
 53%|#####2    | 413/781 [00:22<00:20, 17.93it/s]
 53%|#####3    | 415/781 [00:22<00:20, 17.93it/s]
 53%|#####3    | 417/781 [00:22<00:20, 17.93it/s]
 54%|#####3    | 419/781 [00:22<00:20, 17.91it/s]
 54%|#####3    | 421/781 [00:22<00:20, 17.99it/s]
 54%|#####4    | 423/781 [00:22<00:20, 17.85it/s]
 54%|#####4    | 425/781 [00:22<00:20, 17.79it/s]
 55%|#####4    | 427/781 [00:22<00:19, 17.74it/s]
 55%|#####4    | 429/781 [00:22<00:19, 17.81it/s]
 55%|#####5    | 431/781 [00:23<00:19, 17.86it/s]
 55%|#####5    | 433/781 [00:23<00:19, 17.90it/s]
 56%|#####5    | 435/781 [00:23<00:19, 17.56it/s]
 56%|#####5    | 437/781 [00:23<00:19, 17.61it/s]
 56%|#####6    | 439/781 [00:23<00:19, 17.69it/s]
 56%|#####6    | 441/781 [00:23<00:19, 17.83it/s]
 57%|#####6    | 443/781 [00:23<00:18, 17.88it/s]
 57%|#####6    | 445/781 [00:23<00:18, 17.88it/s]
 57%|#####7    | 447/781 [00:23<00:18, 17.79it/s]
 57%|#####7    | 449/781 [00:24<00:18, 17.87it/s]
 58%|#####7    | 451/781 [00:24<00:18, 17.75it/s]
 58%|#####8    | 453/781 [00:24<00:18, 17.68it/s]
 58%|#####8    | 455/781 [00:24<00:18, 17.57it/s]
 59%|#####8    | 457/781 [00:24<00:18, 17.50it/s]
 59%|#####8    | 459/781 [00:24<00:18, 17.53it/s]
 59%|#####9    | 461/781 [00:24<00:18, 17.68it/s]
 59%|#####9    | 463/781 [00:24<00:17, 17.70it/s]
 60%|#####9    | 465/781 [00:24<00:17, 17.94it/s]
 60%|#####9    | 467/781 [00:25<00:18, 17.43it/s]
 60%|######    | 469/781 [00:25<00:17, 17.58it/s]
 60%|######    | 471/781 [00:25<00:17, 17.64it/s]
 61%|######    | 473/781 [00:25<00:17, 17.73it/s]
 61%|######    | 475/781 [00:25<00:17, 17.49it/s]
 61%|######1   | 477/781 [00:25<00:17, 17.25it/s]
 61%|######1   | 479/781 [00:25<00:17, 17.37it/s]
 62%|######1   | 481/781 [00:25<00:17, 17.13it/s]
 62%|######1   | 483/781 [00:26<00:17, 17.17it/s]
 62%|######2   | 485/781 [00:26<00:17, 16.95it/s]
 62%|######2   | 487/781 [00:26<00:17, 17.24it/s]
 63%|######2   | 489/781 [00:26<00:16, 17.33it/s]
 63%|######2   | 491/781 [00:26<00:16, 17.34it/s]
 63%|######3   | 493/781 [00:26<00:16, 17.23it/s]
 63%|######3   | 495/781 [00:26<00:16, 17.31it/s]
 64%|######3   | 497/781 [00:26<00:16, 17.52it/s]
 64%|######3   | 499/781 [00:26<00:15, 17.65it/s]
 64%|######4   | 501/781 [00:27<00:16, 17.50it/s]
 64%|######4   | 503/781 [00:27<00:15, 17.65it/s]
 65%|######4   | 505/781 [00:27<00:15, 17.78it/s]
 65%|######4   | 507/781 [00:27<00:15, 17.57it/s]
 65%|######5   | 509/781 [00:27<00:15, 17.38it/s]
 65%|######5   | 511/781 [00:27<00:15, 17.49it/s]
 66%|######5   | 513/781 [00:27<00:15, 17.49it/s]
 66%|######5   | 515/781 [00:27<00:15, 17.47it/s]
 66%|######6   | 517/781 [00:27<00:14, 17.64it/s]
 66%|######6   | 519/781 [00:28<00:14, 17.69it/s]
 67%|######6   | 521/781 [00:28<00:14, 17.71it/s]
 67%|######6   | 523/781 [00:28<00:14, 17.67it/s]
 67%|######7   | 525/781 [00:28<00:14, 17.69it/s]
 67%|######7   | 527/781 [00:28<00:14, 17.66it/s]
 68%|######7   | 529/781 [00:28<00:14, 17.75it/s]
 68%|######7   | 531/781 [00:28<00:14, 17.83it/s]
 68%|######8   | 533/781 [00:28<00:13, 17.89it/s]
 69%|######8   | 535/781 [00:28<00:13, 17.94it/s]
 69%|######8   | 537/781 [00:29<00:13, 17.91it/s]
 69%|######9   | 539/781 [00:29<00:13, 17.95it/s]
 69%|######9   | 541/781 [00:29<00:13, 17.97it/s]
 70%|######9   | 543/781 [00:29<00:13, 17.95it/s]
 70%|######9   | 545/781 [00:29<00:13, 18.02it/s]
 70%|#######   | 547/781 [00:29<00:12, 18.04it/s]
 70%|#######   | 549/781 [00:29<00:12, 18.03it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.05it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.10it/s]
 71%|#######1  | 555/781 [00:30<00:12, 17.93it/s]
 71%|#######1  | 557/781 [00:30<00:12, 17.93it/s]
 72%|#######1  | 559/781 [00:30<00:12, 17.96it/s]
 72%|#######1  | 561/781 [00:30<00:12, 17.87it/s]
 72%|#######2  | 563/781 [00:30<00:12, 17.82it/s]
 72%|#######2  | 565/781 [00:30<00:12, 17.71it/s]
 73%|#######2  | 567/781 [00:30<00:12, 17.81it/s]
 73%|#######2  | 569/781 [00:30<00:11, 17.91it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.00it/s]
 73%|#######3  | 573/781 [00:31<00:11, 17.82it/s]
 74%|#######3  | 575/781 [00:31<00:11, 17.79it/s]
 74%|#######3  | 577/781 [00:31<00:11, 17.70it/s]
 74%|#######4  | 579/781 [00:31<00:11, 17.55it/s]
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Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:52<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.21s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:19<00:00, 19.31s/it]
100%|##########| 1/1 [00:19<00:00, 19.31s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.28it/s]
  3%|2         | 4/157 [00:00<00:09, 15.49it/s]
  4%|3         | 6/157 [00:00<00:09, 16.09it/s]
  5%|5         | 8/157 [00:00<00:08, 16.68it/s]
  6%|6         | 10/157 [00:00<00:08, 16.98it/s]
  8%|7         | 12/157 [00:00<00:08, 17.31it/s]
  9%|8         | 14/157 [00:00<00:08, 17.52it/s]
 10%|#         | 16/157 [00:00<00:07, 17.69it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.69it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.78it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.87it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.88it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.86it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.95it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.89it/s]
 20%|##        | 32/157 [00:01<00:06, 17.93it/s]
 22%|##1       | 34/157 [00:01<00:06, 18.01it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.97it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.99it/s]
 25%|##5       | 40/157 [00:02<00:06, 18.04it/s]
 27%|##6       | 42/157 [00:02<00:06, 18.01it/s]
 28%|##8       | 44/157 [00:02<00:06, 18.04it/s]
 29%|##9       | 46/157 [00:02<00:06, 18.10it/s]
 31%|###       | 48/157 [00:02<00:06, 18.14it/s]
 32%|###1      | 50/157 [00:02<00:05, 18.16it/s]
 33%|###3      | 52/157 [00:02<00:05, 18.22it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.89it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.91it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.85it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.94it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.88it/s]
 41%|####      | 64/157 [00:03<00:05, 17.73it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.58it/s]
 43%|####3     | 68/157 [00:03<00:05, 17.67it/s]
 45%|####4     | 70/157 [00:03<00:04, 17.55it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.63it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.45it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.26it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.52it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.74it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.93it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.99it/s]
 55%|#####4    | 86/157 [00:04<00:03, 18.14it/s]
 56%|#####6    | 88/157 [00:04<00:03, 18.06it/s]
 57%|#####7    | 90/157 [00:05<00:03, 18.14it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.18it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.20it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.27it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.27it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.18it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.15it/s]
 66%|######6   | 104/157 [00:05<00:02, 18.02it/s]
 68%|######7   | 106/157 [00:05<00:02, 17.89it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.49it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.70it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.89it/s]
 73%|#######2  | 114/157 [00:06<00:02, 18.04it/s]
 74%|#######3  | 116/157 [00:06<00:02, 18.14it/s]
 75%|#######5  | 118/157 [00:06<00:02, 18.20it/s]
 76%|#######6  | 120/157 [00:06<00:02, 18.02it/s]
 78%|#######7  | 122/157 [00:06<00:02, 17.50it/s]
 79%|#######8  | 124/157 [00:06<00:01, 17.27it/s]
 80%|########  | 126/157 [00:07<00:01, 17.43it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.43it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.32it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.03it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.72it/s]
 87%|########6 | 136/157 [00:07<00:01, 16.20it/s]
 88%|########7 | 138/157 [00:07<00:01, 15.98it/s]
 89%|########9 | 140/157 [00:07<00:01, 15.80it/s]
 90%|######### | 142/157 [00:08<00:00, 15.69it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.57it/s]
 93%|#########2| 146/157 [00:08<00:00, 15.60it/s]
 94%|#########4| 148/157 [00:08<00:00, 15.71it/s]
 96%|#########5| 150/157 [00:08<00:00, 15.66it/s]
 97%|#########6| 152/157 [00:08<00:00, 15.58it/s]
 98%|#########8| 154/157 [00:08<00:00, 15.51it/s]
 99%|#########9| 156/157 [00:08<00:00, 15.47it/s]
100%|##########| 157/157 [00:09<00:00, 17.40it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.31it/s]
  1%|          | 4/781 [00:00<00:45, 17.15it/s]
  1%|          | 6/781 [00:00<00:44, 17.56it/s]
  1%|1         | 8/781 [00:00<00:43, 17.64it/s]
  1%|1         | 10/781 [00:00<00:44, 17.45it/s]
  2%|1         | 12/781 [00:00<00:44, 17.36it/s]
  2%|1         | 14/781 [00:00<00:43, 17.63it/s]
  2%|2         | 16/781 [00:00<00:43, 17.47it/s]
  2%|2         | 18/781 [00:01<00:43, 17.42it/s]
  3%|2         | 20/781 [00:01<00:43, 17.40it/s]
  3%|2         | 22/781 [00:01<00:43, 17.51it/s]
  3%|3         | 24/781 [00:01<00:43, 17.48it/s]
  3%|3         | 26/781 [00:01<00:43, 17.48it/s]
  4%|3         | 28/781 [00:01<00:42, 17.55it/s]
  4%|3         | 30/781 [00:01<00:42, 17.58it/s]
  4%|4         | 32/781 [00:01<00:42, 17.70it/s]
  4%|4         | 34/781 [00:01<00:43, 17.29it/s]
  5%|4         | 36/781 [00:02<00:43, 17.19it/s]
  5%|4         | 38/781 [00:02<00:43, 17.26it/s]
  5%|5         | 40/781 [00:02<00:42, 17.33it/s]
  5%|5         | 42/781 [00:02<00:42, 17.49it/s]
  6%|5         | 44/781 [00:02<00:41, 17.64it/s]
  6%|5         | 46/781 [00:02<00:41, 17.68it/s]
  6%|6         | 48/781 [00:02<00:41, 17.81it/s]
  6%|6         | 50/781 [00:02<00:41, 17.73it/s]
  7%|6         | 52/781 [00:02<00:41, 17.73it/s]
  7%|6         | 54/781 [00:03<00:40, 17.77it/s]
  7%|7         | 56/781 [00:03<00:40, 17.81it/s]
  7%|7         | 58/781 [00:03<00:40, 17.81it/s]
  8%|7         | 60/781 [00:03<00:40, 17.80it/s]
  8%|7         | 62/781 [00:03<00:40, 17.70it/s]
  8%|8         | 64/781 [00:03<00:40, 17.81it/s]
  8%|8         | 66/781 [00:03<00:40, 17.65it/s]
  9%|8         | 68/781 [00:03<00:40, 17.63it/s]
  9%|8         | 70/781 [00:03<00:39, 17.78it/s]
  9%|9         | 72/781 [00:04<00:39, 17.87it/s]
  9%|9         | 74/781 [00:04<00:39, 17.86it/s]
 10%|9         | 76/781 [00:04<00:39, 17.81it/s]
 10%|9         | 78/781 [00:04<00:39, 17.90it/s]
 10%|#         | 80/781 [00:04<00:39, 17.92it/s]
 10%|#         | 82/781 [00:04<00:39, 17.65it/s]
 11%|#         | 84/781 [00:04<00:39, 17.69it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.70it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.80it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.81it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.88it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.94it/s]
 12%|#2        | 96/781 [00:05<00:38, 18.01it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.00it/s]
 13%|#2        | 100/781 [00:05<00:37, 17.93it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.98it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.06it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.97it/s]
 14%|#3        | 108/781 [00:06<00:37, 18.06it/s]
 14%|#4        | 110/781 [00:06<00:37, 18.00it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.06it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.69it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.78it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.76it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.70it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.65it/s]
 16%|#5        | 124/781 [00:07<00:37, 17.56it/s]
 16%|#6        | 126/781 [00:07<00:37, 17.65it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.71it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.16it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.04it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.91it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.84it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.88it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.91it/s]
 18%|#8        | 142/781 [00:08<00:35, 17.90it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.88it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.94it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.85it/s]
 19%|#9        | 150/781 [00:08<00:36, 17.50it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.48it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.42it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.49it/s]
 20%|##        | 158/781 [00:08<00:35, 17.35it/s]
 20%|##        | 160/781 [00:09<00:35, 17.34it/s]
 21%|##        | 162/781 [00:09<00:35, 17.47it/s]
 21%|##        | 164/781 [00:09<00:35, 17.63it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.68it/s]
 22%|##1       | 168/781 [00:09<00:35, 17.29it/s]
 22%|##1       | 170/781 [00:09<00:35, 17.19it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.41it/s]
 22%|##2       | 174/781 [00:09<00:35, 17.34it/s]
 23%|##2       | 176/781 [00:09<00:35, 17.21it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.27it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.34it/s]
 23%|##3       | 182/781 [00:10<00:34, 17.53it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.62it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.60it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.17it/s]
 24%|##4       | 191/781 [00:10<00:31, 18.95it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.90it/s]
 25%|##4       | 195/781 [00:10<00:30, 18.91it/s]
 25%|##5       | 197/781 [00:11<00:30, 18.99it/s]
 25%|##5       | 199/781 [00:11<00:30, 19.15it/s]
 26%|##5       | 201/781 [00:11<00:30, 19.30it/s]
 26%|##5       | 203/781 [00:11<00:30, 19.20it/s]
 26%|##6       | 205/781 [00:11<00:29, 19.40it/s]
 27%|##6       | 207/781 [00:11<00:30, 19.07it/s]
 27%|##6       | 209/781 [00:11<00:30, 18.60it/s]
 27%|##7       | 211/781 [00:11<00:31, 18.13it/s]
 27%|##7       | 213/781 [00:11<00:31, 17.85it/s]
 28%|##7       | 215/781 [00:12<00:31, 17.74it/s]
 28%|##7       | 217/781 [00:12<00:31, 17.77it/s]
 28%|##8       | 219/781 [00:12<00:31, 17.83it/s]
 28%|##8       | 221/781 [00:12<00:31, 17.78it/s]
 29%|##8       | 223/781 [00:12<00:31, 17.81it/s]
 29%|##8       | 225/781 [00:12<00:31, 17.81it/s]
 29%|##9       | 227/781 [00:12<00:31, 17.70it/s]
 29%|##9       | 229/781 [00:12<00:31, 17.69it/s]
 30%|##9       | 231/781 [00:12<00:31, 17.38it/s]
 30%|##9       | 233/781 [00:13<00:31, 17.19it/s]
 30%|###       | 235/781 [00:13<00:30, 17.74it/s]
 30%|###       | 237/781 [00:13<00:31, 17.53it/s]
 31%|###       | 239/781 [00:13<00:30, 18.00it/s]
 31%|###       | 241/781 [00:13<00:29, 18.49it/s]
 31%|###1      | 244/781 [00:13<00:28, 19.12it/s]
 32%|###1      | 247/781 [00:13<00:27, 19.64it/s]
 32%|###2      | 250/781 [00:13<00:26, 19.90it/s]
 32%|###2      | 253/781 [00:14<00:26, 20.07it/s]
 33%|###2      | 256/781 [00:14<00:26, 20.14it/s]
 33%|###3      | 259/781 [00:14<00:25, 20.18it/s]
 34%|###3      | 262/781 [00:14<00:25, 20.15it/s]
 34%|###3      | 265/781 [00:14<00:25, 20.18it/s]
 34%|###4      | 268/781 [00:14<00:25, 20.23it/s]
 35%|###4      | 271/781 [00:15<00:25, 19.97it/s]
 35%|###4      | 273/781 [00:15<00:25, 19.96it/s]
 35%|###5      | 275/781 [00:15<00:25, 19.91it/s]
 35%|###5      | 277/781 [00:15<00:25, 19.92it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.92it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.76it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.69it/s]
 37%|###7      | 289/781 [00:15<00:24, 19.83it/s]
 37%|###7      | 291/781 [00:16<00:24, 19.83it/s]
 38%|###7      | 294/781 [00:16<00:24, 20.13it/s]
 38%|###8      | 297/781 [00:16<00:24, 20.15it/s]
 38%|###8      | 300/781 [00:16<00:23, 20.36it/s]
 39%|###8      | 303/781 [00:16<00:23, 20.51it/s]
 39%|###9      | 306/781 [00:16<00:23, 20.55it/s]
 40%|###9      | 309/781 [00:16<00:23, 20.16it/s]
 40%|###9      | 312/781 [00:17<00:23, 20.05it/s]
 40%|####      | 315/781 [00:17<00:23, 20.26it/s]
 41%|####      | 318/781 [00:17<00:23, 20.08it/s]
 41%|####1     | 321/781 [00:17<00:22, 20.30it/s]
 41%|####1     | 324/781 [00:17<00:22, 20.28it/s]
 42%|####1     | 327/781 [00:17<00:22, 20.40it/s]
 42%|####2     | 330/781 [00:17<00:21, 20.51it/s]
 43%|####2     | 333/781 [00:18<00:22, 20.33it/s]
 43%|####3     | 336/781 [00:18<00:21, 20.27it/s]
 43%|####3     | 339/781 [00:18<00:21, 20.42it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.59it/s]
 44%|####4     | 345/781 [00:18<00:21, 20.62it/s]
 45%|####4     | 348/781 [00:18<00:20, 20.70it/s]
 45%|####4     | 351/781 [00:18<00:21, 20.40it/s]
 45%|####5     | 354/781 [00:19<00:20, 20.54it/s]
 46%|####5     | 357/781 [00:19<00:20, 20.61it/s]
 46%|####6     | 360/781 [00:19<00:20, 20.54it/s]
 46%|####6     | 363/781 [00:19<00:20, 20.60it/s]
 47%|####6     | 366/781 [00:19<00:20, 20.42it/s]
 47%|####7     | 369/781 [00:19<00:20, 20.34it/s]
 48%|####7     | 372/781 [00:19<00:20, 20.33it/s]
 48%|####8     | 375/781 [00:20<00:19, 20.49it/s]
 48%|####8     | 378/781 [00:20<00:19, 20.52it/s]
 49%|####8     | 381/781 [00:20<00:19, 20.41it/s]
 49%|####9     | 384/781 [00:20<00:19, 20.36it/s]
 50%|####9     | 387/781 [00:20<00:19, 20.27it/s]
 50%|####9     | 390/781 [00:20<00:19, 20.03it/s]
 50%|#####     | 393/781 [00:21<00:19, 20.14it/s]
 51%|#####     | 396/781 [00:21<00:18, 20.30it/s]
 51%|#####1    | 399/781 [00:21<00:18, 20.36it/s]
 51%|#####1    | 402/781 [00:21<00:18, 20.09it/s]
 52%|#####1    | 405/781 [00:21<00:19, 19.39it/s]
 52%|#####2    | 407/781 [00:21<00:19, 19.50it/s]
 52%|#####2    | 409/781 [00:21<00:19, 19.05it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.61it/s]
 53%|#####2    | 413/781 [00:22<00:19, 18.49it/s]
 53%|#####3    | 415/781 [00:22<00:19, 18.64it/s]
 53%|#####3    | 417/781 [00:22<00:42,  8.60it/s]
 54%|#####3    | 419/781 [00:22<00:35, 10.21it/s]
 54%|#####3    | 421/781 [00:22<00:30, 11.70it/s]
 54%|#####4    | 423/781 [00:23<00:27, 12.86it/s]
 54%|#####4    | 425/781 [00:23<00:25, 13.91it/s]
 55%|#####4    | 427/781 [00:23<00:23, 14.82it/s]
 55%|#####4    | 429/781 [00:23<00:22, 15.64it/s]
 55%|#####5    | 431/781 [00:23<00:21, 16.32it/s]
 55%|#####5    | 433/781 [00:23<00:20, 16.83it/s]
 56%|#####5    | 435/781 [00:23<00:20, 16.97it/s]
 56%|#####5    | 437/781 [00:23<00:19, 17.29it/s]
 56%|#####6    | 439/781 [00:23<00:19, 17.53it/s]
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100%|##########| 781/781 [00:42<00:00, 17.93it/s]
100%|##########| 781/781 [00:42<00:00, 18.56it/s]




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Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.23s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.27s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:20<00:00, 20.43s/it]
100%|##########| 1/1 [00:20<00:00, 20.43s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.83it/s]
  3%|2         | 4/157 [00:00<00:10, 14.57it/s]
  4%|3         | 6/157 [00:00<00:09, 15.35it/s]
  5%|5         | 8/157 [00:00<00:09, 15.69it/s]
  6%|6         | 10/157 [00:00<00:09, 16.04it/s]
  8%|7         | 12/157 [00:00<00:08, 16.28it/s]
  9%|8         | 14/157 [00:00<00:08, 16.37it/s]
 10%|#         | 16/157 [00:01<00:08, 16.48it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.56it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.43it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.46it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.36it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.43it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.56it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.53it/s]
 20%|##        | 32/157 [00:01<00:07, 16.43it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.36it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.31it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.46it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.50it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.50it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.59it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.30it/s]
 31%|###       | 48/157 [00:02<00:06, 16.33it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.32it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.26it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.36it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.34it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.39it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.31it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.34it/s]
 41%|####      | 64/157 [00:03<00:05, 16.13it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.10it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.07it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.97it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.01it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.21it/s]
 48%|####8     | 76/157 [00:04<00:05, 16.07it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.19it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.12it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.19it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.26it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.26it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.37it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.27it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.18it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.11it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.05it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.94it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.90it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.13it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.00it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.00it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.19it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.27it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.41it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.41it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.39it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.47it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.30it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.47it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.55it/s]
 80%|########  | 126/157 [00:07<00:01, 16.55it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.39it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.27it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.02it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.13it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.06it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.22it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.35it/s]
 90%|######### | 142/157 [00:08<00:00, 16.36it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.45it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.50it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.58it/s]
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 99%|#########9| 156/157 [00:09<00:00, 16.70it/s]
100%|##########| 157/157 [00:09<00:00, 16.34it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.68it/s]
  1%|          | 4/781 [00:00<00:41, 18.67it/s]
  1%|          | 6/781 [00:00<00:41, 18.45it/s]
  1%|1         | 8/781 [00:00<00:42, 18.30it/s]
  1%|1         | 10/781 [00:00<00:41, 18.41it/s]
  2%|1         | 12/781 [00:00<00:41, 18.35it/s]
  2%|1         | 14/781 [00:00<00:42, 17.96it/s]
  2%|2         | 16/781 [00:00<00:42, 18.10it/s]
  2%|2         | 18/781 [00:00<00:41, 18.26it/s]
  3%|2         | 20/781 [00:01<00:41, 18.39it/s]
  3%|2         | 22/781 [00:01<00:41, 18.36it/s]
  3%|3         | 24/781 [00:01<00:40, 18.54it/s]
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  5%|4         | 36/781 [00:01<00:40, 18.36it/s]
  5%|4         | 38/781 [00:02<00:40, 18.51it/s]
  5%|5         | 40/781 [00:02<00:40, 18.50it/s]
  5%|5         | 42/781 [00:02<00:40, 18.39it/s]
  6%|5         | 44/781 [00:02<00:39, 18.54it/s]
  6%|5         | 46/781 [00:02<00:40, 18.33it/s]
  6%|6         | 48/781 [00:02<00:39, 18.39it/s]
  6%|6         | 50/781 [00:02<00:39, 18.40it/s]
  7%|6         | 52/781 [00:02<00:39, 18.35it/s]
  7%|6         | 54/781 [00:02<00:39, 18.30it/s]
  7%|7         | 56/781 [00:03<00:39, 18.40it/s]
  7%|7         | 58/781 [00:03<00:39, 18.35it/s]
  8%|7         | 60/781 [00:03<00:39, 18.35it/s]
  8%|7         | 62/781 [00:03<00:39, 18.23it/s]
  8%|8         | 64/781 [00:03<00:39, 18.32it/s]
  8%|8         | 66/781 [00:03<00:39, 18.30it/s]
  9%|8         | 68/781 [00:03<00:39, 18.00it/s]
  9%|8         | 70/781 [00:03<00:39, 18.10it/s]
  9%|9         | 72/781 [00:03<00:38, 18.35it/s]
  9%|9         | 74/781 [00:04<00:38, 18.29it/s]
 10%|9         | 76/781 [00:04<00:38, 18.21it/s]
 10%|9         | 78/781 [00:04<00:38, 18.20it/s]
 10%|#         | 80/781 [00:04<00:38, 18.07it/s]
 10%|#         | 82/781 [00:04<00:38, 18.14it/s]
 11%|#         | 84/781 [00:04<00:38, 17.90it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.80it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.02it/s]
 12%|#1        | 90/781 [00:04<00:38, 18.12it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.98it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.76it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.81it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.05it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.30it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.37it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.99it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.21it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.19it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.25it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.35it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.32it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.12it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.11it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.48it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.59it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.38it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.44it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.32it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.37it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.45it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.16it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.98it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.15it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.99it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.34it/s]
 18%|#8        | 144/781 [00:07<00:35, 18.14it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.35it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.48it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.46it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.43it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.39it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.12it/s]
 20%|##        | 158/781 [00:08<00:34, 18.06it/s]
 20%|##        | 160/781 [00:08<00:34, 18.22it/s]
 21%|##        | 162/781 [00:08<00:33, 18.45it/s]
 21%|##        | 164/781 [00:08<00:33, 18.52it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.50it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.44it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.31it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.21it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.29it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.24it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.31it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.50it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.77it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.92it/s]
 24%|##4       | 188/781 [00:10<00:31, 19.07it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.10it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.51it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.54it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.69it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.92it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.68it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.68it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.78it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.86it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.93it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.09it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.20it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.27it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.35it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.90it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.01it/s]
 28%|##8       | 222/781 [00:12<00:29, 19.17it/s]
 29%|##8       | 224/781 [00:12<00:29, 19.17it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.19it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.25it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.14it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.09it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.09it/s]
 30%|###       | 236/781 [00:12<00:28, 19.17it/s]
 30%|###       | 238/781 [00:12<00:28, 19.33it/s]
 31%|###       | 240/781 [00:12<00:27, 19.40it/s]
 31%|###       | 242/781 [00:13<00:27, 19.30it/s]
 31%|###1      | 244/781 [00:13<00:28, 19.17it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.18it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.17it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.29it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.82it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.24it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.51it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.99it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.97it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.04it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.03it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.87it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.79it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.72it/s]
 35%|###5      | 274/781 [00:14<00:28, 18.06it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.13it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.33it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.12it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.28it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.44it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.56it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.73it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.94it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.87it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.77it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.88it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.79it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.80it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.83it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.08it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.20it/s]
 40%|####      | 314/781 [00:16<00:24, 19.23it/s]
 40%|####      | 316/781 [00:17<00:24, 19.15it/s]
 41%|####      | 318/781 [00:17<00:24, 19.25it/s]
 41%|####      | 320/781 [00:17<00:23, 19.26it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.14it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.23it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.29it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.92it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.98it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.13it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.13it/s]
 43%|####3     | 336/781 [00:18<00:23, 19.05it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.05it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.93it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.12it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.07it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.20it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.22it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.31it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.30it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.25it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.19it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.05it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.19it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.05it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.94it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.78it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.73it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.76it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.69it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.64it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.61it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.86it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.07it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.21it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.33it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.39it/s]
 50%|#####     | 392/781 [00:21<00:20, 19.35it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.29it/s]
 51%|#####     | 396/781 [00:21<00:19, 19.28it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.98it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.87it/s]
 51%|#####1    | 402/781 [00:21<00:19, 18.96it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.86it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.87it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.84it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.91it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.89it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.90it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.72it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.72it/s]
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 55%|#####4    | 426/781 [00:22<00:18, 18.81it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.70it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.83it/s]
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 56%|#####5    | 436/781 [00:23<00:18, 18.84it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.80it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.66it/s]
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 57%|#####7    | 446/781 [00:23<00:17, 18.72it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.86it/s]
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 58%|#####8    | 454/781 [00:24<00:17, 18.76it/s]
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 59%|#####9    | 462/781 [00:24<00:16, 19.07it/s]
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 60%|#####9    | 466/781 [00:24<00:16, 19.03it/s]
 60%|#####9    | 468/781 [00:25<00:16, 19.08it/s]
 60%|######    | 470/781 [00:25<00:16, 18.90it/s]
 60%|######    | 472/781 [00:25<00:16, 18.96it/s]
 61%|######    | 474/781 [00:25<00:16, 18.96it/s]
 61%|######    | 476/781 [00:25<00:16, 19.01it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.59it/s]
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 63%|######2   | 492/781 [00:26<00:15, 18.93it/s]
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 69%|######9   | 540/781 [00:28<00:12, 19.14it/s]
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 70%|######9   | 544/781 [00:29<00:12, 19.12it/s]
 70%|######9   | 546/781 [00:29<00:12, 19.12it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.99it/s]
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 71%|#######   | 552/781 [00:29<00:12, 18.82it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.86it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.93it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.10it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.22it/s]
 72%|#######1  | 562/781 [00:30<00:11, 19.23it/s]
 72%|#######2  | 564/781 [00:30<00:11, 19.22it/s]
 72%|#######2  | 566/781 [00:30<00:11, 19.24it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.14it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.17it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.29it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.16it/s]
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 74%|#######4  | 580/781 [00:30<00:10, 18.99it/s]
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 75%|#######5  | 586/781 [00:31<00:10, 19.22it/s]
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 76%|#######5  | 590/781 [00:31<00:09, 19.38it/s]
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 76%|#######6  | 594/781 [00:31<00:09, 19.36it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.30it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.01it/s]
 77%|#######6  | 600/781 [00:32<00:09, 19.02it/s]
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 78%|#######7  | 606/781 [00:32<00:09, 18.80it/s]
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 78%|#######8  | 610/781 [00:32<00:09, 18.67it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 19.06it/s]
 80%|#######9  | 624/781 [00:33<00:08, 19.15it/s]
 80%|########  | 626/781 [00:33<00:08, 19.00it/s]
 80%|########  | 628/781 [00:33<00:08, 18.96it/s]
 81%|########  | 630/781 [00:33<00:08, 18.76it/s]
 81%|########  | 632/781 [00:33<00:07, 18.75it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.92it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.64it/s]
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 82%|########1 | 640/781 [00:34<00:07, 18.91it/s]
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 83%|########2 | 646/781 [00:34<00:07, 18.83it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.88it/s]
 83%|########3 | 650/781 [00:34<00:06, 18.95it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.94it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.76it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.22it/s]
 84%|########4 | 658/781 [00:35<00:06, 17.87it/s]
 85%|########4 | 660/781 [00:35<00:06, 17.76it/s]
 85%|########4 | 662/781 [00:35<00:06, 17.78it/s]
 85%|########5 | 664/781 [00:35<00:06, 17.69it/s]
 85%|########5 | 666/781 [00:35<00:06, 17.49it/s]
 86%|########5 | 668/781 [00:35<00:06, 17.36it/s]
 86%|########5 | 670/781 [00:35<00:06, 17.60it/s]
 86%|########6 | 672/781 [00:35<00:06, 17.58it/s]
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 87%|########7 | 680/781 [00:36<00:05, 18.03it/s]
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 88%|########7 | 684/781 [00:36<00:05, 18.14it/s]
 88%|########7 | 686/781 [00:36<00:05, 18.01it/s]
 88%|########8 | 688/781 [00:36<00:05, 18.08it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.30it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.23it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.30it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.36it/s]
 90%|######### | 704/781 [00:37<00:04, 18.48it/s]
 90%|######### | 706/781 [00:37<00:04, 18.21it/s]
 91%|######### | 708/781 [00:37<00:03, 18.26it/s]
 91%|######### | 710/781 [00:37<00:03, 18.30it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.37it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.39it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.38it/s]
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 92%|#########2| 720/781 [00:38<00:03, 18.56it/s]
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 93%|#########2| 726/781 [00:38<00:02, 18.72it/s]
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 94%|#########4| 736/781 [00:39<00:02, 18.60it/s]
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 95%|#########5| 742/781 [00:39<00:02, 18.51it/s]
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 96%|#########5| 748/781 [00:40<00:01, 18.74it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.76it/s]
 96%|#########6| 752/781 [00:40<00:01, 18.70it/s]
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 97%|#########7| 758/781 [00:40<00:01, 18.48it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.55it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.61it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.66it/s]
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 98%|#########8| 768/781 [00:41<00:00, 18.57it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.54it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.61it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.67it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.66it/s]
100%|#########9| 778/781 [00:41<00:00, 18.66it/s]
100%|#########9| 780/781 [00:41<00:00, 18.74it/s]
100%|##########| 781/781 [00:41<00:00, 18.68it/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 [00:01<00:45,  1.07s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.07s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.08s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:48,  1.16s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:49,  1.17s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:49,  1.17s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:49,  1.18s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:48,  1.17s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:45,  1.13s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:45,  1.13s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:45,  1.13s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:46,  1.16s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.19s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.19s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.19s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:47,  1.21s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.14s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.14s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.14s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.15s/it]
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  8%|7         | 62/781 [00:03<00:38, 18.74it/s]
  8%|8         | 64/781 [00:03<00:37, 18.99it/s]
  8%|8         | 66/781 [00:03<00:37, 19.07it/s]
  9%|8         | 68/781 [00:03<00:37, 19.19it/s]
  9%|8         | 70/781 [00:03<00:37, 19.20it/s]
  9%|9         | 72/781 [00:03<00:37, 19.03it/s]
  9%|9         | 74/781 [00:03<00:37, 19.02it/s]
 10%|9         | 76/781 [00:03<00:36, 19.18it/s]
 10%|9         | 78/781 [00:03<00:36, 19.28it/s]
 10%|#         | 80/781 [00:04<00:36, 19.31it/s]
 10%|#         | 82/781 [00:04<00:36, 19.26it/s]
 11%|#         | 84/781 [00:04<00:36, 19.23it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.27it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.27it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.21it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.22it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.25it/s]
 12%|#2        | 97/781 [00:04<00:34, 19.76it/s]
 13%|#2        | 100/781 [00:05<00:33, 20.08it/s]
 13%|#3        | 103/781 [00:05<00:33, 20.35it/s]
 14%|#3        | 106/781 [00:05<00:32, 20.51it/s]
 14%|#3        | 109/781 [00:05<00:32, 20.58it/s]
 14%|#4        | 112/781 [00:05<00:32, 20.49it/s]
 15%|#4        | 115/781 [00:05<00:32, 20.52it/s]
 15%|#5        | 118/781 [00:05<00:32, 20.60it/s]
 15%|#5        | 121/781 [00:06<00:31, 20.70it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.19it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.19it/s]
 17%|#6        | 130/781 [00:06<00:32, 20.22it/s]
 17%|#7        | 133/781 [00:06<00:32, 20.24it/s]
 17%|#7        | 136/781 [00:06<00:31, 20.30it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.10it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.25it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.40it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.28it/s]
 19%|#9        | 151/781 [00:07<00:31, 19.86it/s]
 20%|#9        | 153/781 [00:07<00:31, 19.77it/s]
 20%|#9        | 155/781 [00:07<00:31, 19.80it/s]
 20%|##        | 157/781 [00:07<00:32, 19.43it/s]
 20%|##        | 159/781 [00:08<00:32, 18.87it/s]
 21%|##        | 161/781 [00:08<00:33, 18.32it/s]
 21%|##        | 163/781 [00:08<00:33, 18.51it/s]
 21%|##1       | 165/781 [00:08<00:33, 18.24it/s]
 21%|##1       | 167/781 [00:08<00:34, 17.85it/s]
 22%|##1       | 169/781 [00:08<00:34, 17.73it/s]
 22%|##1       | 171/781 [00:08<00:35, 17.39it/s]
 22%|##2       | 173/781 [00:08<00:33, 17.97it/s]
 22%|##2       | 175/781 [00:08<00:33, 18.29it/s]
 23%|##2       | 177/781 [00:09<00:33, 18.01it/s]
 23%|##2       | 179/781 [00:09<00:32, 18.28it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.99it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.02it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.02it/s]
 24%|##4       | 188/781 [00:09<00:32, 18.44it/s]
 24%|##4       | 190/781 [00:09<00:32, 18.32it/s]
 25%|##4       | 192/781 [00:09<00:32, 18.37it/s]
 25%|##4       | 194/781 [00:09<00:32, 18.06it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.90it/s]
 25%|##5       | 198/781 [00:10<00:33, 17.67it/s]
 26%|##5       | 200/781 [00:10<00:32, 18.01it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.17it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.03it/s]
 26%|##6       | 206/781 [00:10<00:32, 17.81it/s]
 27%|##6       | 208/781 [00:10<00:32, 17.58it/s]
 27%|##6       | 210/781 [00:10<00:32, 17.49it/s]
 27%|##7       | 212/781 [00:10<00:32, 17.55it/s]
 27%|##7       | 214/781 [00:11<00:32, 17.61it/s]
 28%|##7       | 216/781 [00:11<00:32, 17.61it/s]
 28%|##7       | 218/781 [00:11<00:31, 17.66it/s]
 28%|##8       | 220/781 [00:11<00:32, 17.17it/s]
 28%|##8       | 222/781 [00:11<00:32, 17.38it/s]
 29%|##8       | 224/781 [00:11<00:31, 17.59it/s]
 29%|##8       | 226/781 [00:11<00:31, 17.72it/s]
 29%|##9       | 228/781 [00:11<00:31, 17.73it/s]
 29%|##9       | 230/781 [00:11<00:30, 17.81it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.98it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.94it/s]
 30%|###       | 236/781 [00:12<00:30, 17.97it/s]
 30%|###       | 238/781 [00:12<00:30, 17.95it/s]
 31%|###       | 240/781 [00:12<00:30, 17.91it/s]
 31%|###       | 242/781 [00:12<00:30, 17.75it/s]
 31%|###1      | 244/781 [00:12<00:30, 17.67it/s]
 31%|###1      | 246/781 [00:12<00:29, 17.83it/s]
 32%|###1      | 248/781 [00:12<00:30, 17.69it/s]
 32%|###2      | 250/781 [00:13<00:30, 17.58it/s]
 32%|###2      | 252/781 [00:13<00:30, 17.51it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.61it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.60it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.60it/s]
 33%|###3      | 260/781 [00:13<00:29, 17.59it/s]
 34%|###3      | 262/781 [00:13<00:29, 17.58it/s]
 34%|###3      | 264/781 [00:13<00:29, 17.69it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.81it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.90it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.92it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.95it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.91it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.96it/s]
 36%|###5      | 278/781 [00:14<00:28, 17.93it/s]
 36%|###5      | 280/781 [00:14<00:28, 17.55it/s]
 36%|###6      | 282/781 [00:14<00:28, 17.62it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.76it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.90it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.99it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.06it/s]
 37%|###7      | 292/781 [00:15<00:27, 18.01it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.74it/s]
 38%|###7      | 296/781 [00:15<00:27, 17.76it/s]
 38%|###8      | 298/781 [00:15<00:27, 17.69it/s]
 38%|###8      | 300/781 [00:15<00:27, 17.63it/s]
 39%|###8      | 302/781 [00:16<00:27, 17.64it/s]
 39%|###8      | 304/781 [00:16<00:27, 17.59it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.64it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.78it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.72it/s]
 40%|###9      | 312/781 [00:16<00:26, 17.69it/s]
 40%|####      | 314/781 [00:16<00:26, 17.75it/s]
 40%|####      | 316/781 [00:16<00:26, 17.39it/s]
 41%|####      | 318/781 [00:16<00:26, 17.55it/s]
 41%|####      | 320/781 [00:17<00:26, 17.57it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.71it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.58it/s]
 42%|####1     | 326/781 [00:17<00:25, 17.72it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.66it/s]
 42%|####2     | 330/781 [00:17<00:25, 17.67it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.48it/s]
 43%|####2     | 334/781 [00:17<00:25, 17.62it/s]
 43%|####3     | 336/781 [00:17<00:24, 17.84it/s]
 43%|####3     | 338/781 [00:18<00:25, 17.65it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.02it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.19it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.56it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.90it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.17it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.31it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.26it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.22it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.25it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.22it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.92it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.54it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.49it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.60it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.40it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.53it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.38it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.24it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.13it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.08it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.03it/s]
 49%|####8     | 382/781 [00:20<00:22, 18.03it/s]
 49%|####9     | 384/781 [00:20<00:22, 18.00it/s]
 49%|####9     | 386/781 [00:20<00:22, 17.91it/s]
 50%|####9     | 388/781 [00:20<00:21, 17.96it/s]
 50%|####9     | 390/781 [00:20<00:21, 17.89it/s]
 50%|#####     | 392/781 [00:20<00:21, 17.83it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.65it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.67it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.75it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.38it/s]
 51%|#####1    | 402/781 [00:21<00:21, 17.59it/s]
 52%|#####1    | 404/781 [00:21<00:21, 17.64it/s]
 52%|#####1    | 406/781 [00:21<00:21, 17.73it/s]
 52%|#####2    | 408/781 [00:21<00:21, 17.76it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.89it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.66it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.69it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.85it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.83it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.62it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.80it/s]
 54%|#####4    | 424/781 [00:22<00:19, 17.91it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.01it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.97it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.93it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.95it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.96it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.95it/s]
 56%|#####6    | 438/781 [00:23<00:19, 18.02it/s]
 56%|#####6    | 440/781 [00:23<00:19, 17.94it/s]
 57%|#####6    | 442/781 [00:23<00:19, 17.54it/s]
 57%|#####6    | 444/781 [00:23<00:19, 17.59it/s]
 57%|#####7    | 446/781 [00:24<00:19, 17.59it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.74it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.72it/s]
 58%|#####7    | 452/781 [00:24<00:19, 17.30it/s]
 58%|#####8    | 454/781 [00:24<00:18, 17.40it/s]
 58%|#####8    | 456/781 [00:24<00:18, 17.39it/s]
 59%|#####8    | 458/781 [00:24<00:18, 17.55it/s]
 59%|#####8    | 460/781 [00:24<00:18, 17.47it/s]
 59%|#####9    | 462/781 [00:24<00:18, 17.58it/s]
 59%|#####9    | 464/781 [00:25<00:18, 17.60it/s]
 60%|#####9    | 466/781 [00:25<00:18, 17.46it/s]
 60%|#####9    | 468/781 [00:25<00:17, 17.53it/s]
 60%|######    | 470/781 [00:25<00:17, 17.70it/s]
 60%|######    | 472/781 [00:25<00:17, 17.83it/s]
 61%|######    | 474/781 [00:25<00:17, 17.88it/s]
 61%|######    | 476/781 [00:25<00:17, 17.83it/s]
 61%|######1   | 478/781 [00:25<00:17, 17.65it/s]
 61%|######1   | 480/781 [00:25<00:16, 17.71it/s]
 62%|######1   | 482/781 [00:26<00:16, 17.80it/s]
 62%|######1   | 484/781 [00:26<00:16, 17.94it/s]
 62%|######2   | 486/781 [00:26<00:16, 17.92it/s]
 62%|######2   | 488/781 [00:26<00:16, 17.71it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.51it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.58it/s]
 63%|######3   | 494/781 [00:26<00:16, 17.70it/s]
 64%|######3   | 496/781 [00:26<00:16, 17.59it/s]
 64%|######3   | 498/781 [00:26<00:16, 17.58it/s]
 64%|######4   | 500/781 [00:27<00:15, 17.74it/s]
 64%|######4   | 502/781 [00:27<00:15, 17.87it/s]
 65%|######4   | 504/781 [00:27<00:15, 17.75it/s]
 65%|######4   | 506/781 [00:27<00:15, 17.72it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.82it/s]
 65%|######5   | 510/781 [00:27<00:15, 17.90it/s]
 66%|######5   | 512/781 [00:27<00:15, 17.73it/s]
 66%|######5   | 514/781 [00:27<00:15, 17.70it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.01it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.28it/s]
 67%|######6   | 520/781 [00:28<00:14, 17.90it/s]
 67%|######6   | 522/781 [00:28<00:14, 17.76it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.83it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.85it/s]
 68%|######7   | 528/781 [00:28<00:14, 17.88it/s]
 68%|######7   | 530/781 [00:28<00:14, 17.89it/s]
 68%|######8   | 532/781 [00:28<00:13, 17.89it/s]
 68%|######8   | 534/781 [00:28<00:13, 17.98it/s]
 69%|######8   | 536/781 [00:29<00:13, 17.99it/s]
 69%|######8   | 538/781 [00:29<00:13, 17.98it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.00it/s]
 69%|######9   | 542/781 [00:29<00:13, 17.97it/s]
 70%|######9   | 544/781 [00:29<00:13, 17.83it/s]
 70%|######9   | 546/781 [00:29<00:13, 17.67it/s]
 70%|#######   | 548/781 [00:29<00:13, 17.63it/s]
 70%|#######   | 550/781 [00:29<00:13, 17.59it/s]
 71%|#######   | 552/781 [00:30<00:12, 17.68it/s]
 71%|#######   | 554/781 [00:30<00:12, 17.84it/s]
 71%|#######1  | 556/781 [00:30<00:12, 17.91it/s]
 71%|#######1  | 558/781 [00:30<00:12, 17.94it/s]
 72%|#######1  | 560/781 [00:30<00:12, 17.92it/s]
 72%|#######1  | 562/781 [00:30<00:12, 18.00it/s]
 72%|#######2  | 564/781 [00:30<00:12, 17.92it/s]
 72%|#######2  | 566/781 [00:30<00:12, 17.88it/s]
 73%|#######2  | 568/781 [00:30<00:11, 17.82it/s]
 73%|#######2  | 570/781 [00:31<00:11, 17.93it/s]
 73%|#######3  | 572/781 [00:31<00:11, 17.75it/s]
 73%|#######3  | 574/781 [00:31<00:11, 17.74it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.80it/s]
 74%|#######4  | 578/781 [00:31<00:11, 17.73it/s]
 74%|#######4  | 580/781 [00:31<00:11, 17.61it/s]
 75%|#######4  | 582/781 [00:31<00:11, 17.61it/s]
 75%|#######4  | 584/781 [00:31<00:11, 17.63it/s]
 75%|#######5  | 586/781 [00:31<00:10, 17.77it/s]
 75%|#######5  | 588/781 [00:32<00:10, 17.90it/s]
 76%|#######5  | 590/781 [00:32<00:10, 17.99it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.06it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.92it/s]
 76%|#######6  | 596/781 [00:32<00:10, 17.91it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.01it/s]
 77%|#######6  | 600/781 [00:32<00:10, 18.00it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.01it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.00it/s]
 78%|#######7  | 606/781 [00:33<00:09, 17.87it/s]
 78%|#######7  | 608/781 [00:33<00:09, 17.77it/s]
 78%|#######8  | 610/781 [00:33<00:09, 17.81it/s]
 78%|#######8  | 612/781 [00:33<00:09, 17.90it/s]
 79%|#######8  | 614/781 [00:33<00:09, 17.96it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.04it/s]
 79%|#######9  | 618/781 [00:33<00:09, 17.87it/s]
 79%|#######9  | 620/781 [00:33<00:08, 17.94it/s]
 80%|#######9  | 622/781 [00:33<00:08, 17.92it/s]
 80%|#######9  | 624/781 [00:34<00:08, 17.91it/s]
 80%|########  | 626/781 [00:34<00:08, 18.00it/s]
 80%|########  | 628/781 [00:34<00:08, 17.73it/s]
 81%|########  | 630/781 [00:34<00:08, 17.64it/s]
 81%|########  | 632/781 [00:34<00:08, 17.40it/s]
 81%|########1 | 634/781 [00:34<00:08, 17.43it/s]
 81%|########1 | 636/781 [00:34<00:08, 17.49it/s]
 82%|########1 | 638/781 [00:34<00:08, 17.50it/s]
 82%|########1 | 640/781 [00:34<00:08, 17.50it/s]
 82%|########2 | 642/781 [00:35<00:07, 17.72it/s]
 82%|########2 | 644/781 [00:35<00:07, 17.83it/s]
 83%|########2 | 646/781 [00:35<00:07, 17.70it/s]
 83%|########2 | 648/781 [00:35<00:07, 17.67it/s]
 83%|########3 | 650/781 [00:35<00:07, 17.72it/s]
 83%|########3 | 652/781 [00:35<00:07, 17.82it/s]
 84%|########3 | 654/781 [00:35<00:07, 17.95it/s]
 84%|########3 | 656/781 [00:35<00:06, 17.93it/s]
 84%|########4 | 658/781 [00:35<00:06, 17.92it/s]
 85%|########4 | 660/781 [00:36<00:06, 17.94it/s]
 85%|########4 | 662/781 [00:36<00:06, 18.01it/s]
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100%|##########| 781/781 [00:42<00:00, 18.43it/s]




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 28%|##8       | 44/157 [00:02<00:07, 15.93it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.01it/s]
 31%|###       | 48/157 [00:03<00:06, 16.09it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.99it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.92it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.98it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.94it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.81it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.93it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.00it/s]
 41%|####      | 64/157 [00:04<00:05, 16.06it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.09it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.02it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.23it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.20it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.14it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.87it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.98it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.10it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.13it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.11it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.22it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.29it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.21it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.29it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.39it/s]
 61%|######1   | 96/157 [00:06<00:03, 16.56it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.41it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.55it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.65it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.73it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.82it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.82it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.81it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.85it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.82it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.75it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.76it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.83it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.81it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.86it/s]
 80%|########  | 126/157 [00:07<00:01, 16.90it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.84it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.93it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.66it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.58it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.50it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.37it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.24it/s]
 90%|######### | 142/157 [00:08<00:00, 16.25it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.25it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.31it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.45it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.58it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.40it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.38it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.05it/s]
100%|##########| 157/157 [00:09<00:00, 16.24it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.23it/s]
  1%|          | 4/781 [00:00<00:41, 18.93it/s]
  1%|          | 6/781 [00:00<00:40, 19.10it/s]
  1%|1         | 8/781 [00:00<00:40, 19.05it/s]
  1%|1         | 10/781 [00:00<00:41, 18.52it/s]
  2%|1         | 12/781 [00:00<00:41, 18.58it/s]
  2%|1         | 14/781 [00:00<00:41, 18.60it/s]
  2%|2         | 16/781 [00:00<00:40, 18.72it/s]
  2%|2         | 18/781 [00:00<00:40, 18.79it/s]
  3%|2         | 20/781 [00:01<00:39, 19.08it/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<00:38, 19.37it/s]
  4%|3         | 28/781 [00:01<00:38, 19.39it/s]
  4%|3         | 30/781 [00:01<00:38, 19.41it/s]
  4%|4         | 32/781 [00:01<00:38, 19.45it/s]
  4%|4         | 34/781 [00:01<00:38, 19.47it/s]
  5%|4         | 36/781 [00:01<00:38, 19.52it/s]
  5%|4         | 38/781 [00:01<00:38, 19.55it/s]
  5%|5         | 40/781 [00:02<00:38, 19.39it/s]
  5%|5         | 42/781 [00:02<00:37, 19.46it/s]
  6%|5         | 44/781 [00:02<00:37, 19.54it/s]
  6%|5         | 46/781 [00:02<00:37, 19.56it/s]
  6%|6         | 48/781 [00:02<00:37, 19.61it/s]
  6%|6         | 50/781 [00:02<00:37, 19.63it/s]
  7%|6         | 52/781 [00:02<00:37, 19.36it/s]
  7%|6         | 54/781 [00:02<00:39, 18.60it/s]
  7%|7         | 56/781 [00:02<00:38, 18.68it/s]
  7%|7         | 58/781 [00:03<00:38, 18.93it/s]
  8%|7         | 60/781 [00:03<00:37, 19.03it/s]
  8%|7         | 62/781 [00:03<00:38, 18.77it/s]
  8%|8         | 64/781 [00:03<00:38, 18.83it/s]
  8%|8         | 66/781 [00:03<00:38, 18.77it/s]
  9%|8         | 68/781 [00:03<00:37, 19.03it/s]
  9%|8         | 70/781 [00:03<00:37, 19.14it/s]
  9%|9         | 72/781 [00:03<00:37, 19.11it/s]
  9%|9         | 74/781 [00:03<00:36, 19.19it/s]
 10%|9         | 76/781 [00:03<00:36, 19.26it/s]
 10%|9         | 78/781 [00:04<00:36, 19.33it/s]
 10%|#         | 80/781 [00:04<00:36, 19.01it/s]
 10%|#         | 82/781 [00:04<00:36, 18.97it/s]
 11%|#         | 84/781 [00:04<00:36, 18.93it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.93it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.69it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.78it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.79it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.99it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.13it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.96it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.95it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.16it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.29it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.27it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.36it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.47it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.52it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.34it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.15it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.08it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.16it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.20it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.18it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.25it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.18it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.20it/s]
 17%|#6        | 132/781 [00:06<00:34, 19.04it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.05it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.03it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.94it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.00it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.20it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.24it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.08it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.20it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.03it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.12it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.08it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.21it/s]
 20%|##        | 158/781 [00:08<00:32, 19.35it/s]
 20%|##        | 160/781 [00:08<00:32, 19.28it/s]
 21%|##        | 162/781 [00:08<00:31, 19.40it/s]
 21%|##        | 164/781 [00:08<00:31, 19.39it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.32it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.31it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.28it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.24it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.31it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.45it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.44it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.47it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.49it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.37it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.34it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.29it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.22it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.24it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.34it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.44it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.20it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.19it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.23it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.31it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.40it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.36it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.33it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.92it/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, 19.26it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.38it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.46it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.35it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.35it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.37it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.44it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.51it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.53it/s]
 30%|###       | 236/781 [00:12<00:28, 19.43it/s]
 30%|###       | 238/781 [00:12<00:28, 19.29it/s]
 31%|###       | 240/781 [00:12<00:27, 19.38it/s]
 31%|###       | 242/781 [00:12<00:28, 19.17it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.03it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.14it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.27it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.32it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.40it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.19it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.22it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.25it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.34it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.22it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.06it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.08it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.24it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.03it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.13it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.08it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.06it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.26it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.19it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.13it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.20it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.31it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.36it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.39it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.10it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.28it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.27it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.31it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.25it/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, 19.27it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.26it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.29it/s]
 40%|####      | 314/781 [00:16<00:24, 19.23it/s]
 40%|####      | 316/781 [00:16<00:24, 19.33it/s]
 41%|####      | 318/781 [00:16<00:23, 19.38it/s]
 41%|####      | 320/781 [00:16<00:23, 19.37it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.46it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.32it/s]
 42%|####1     | 326/781 [00:16<00:23, 19.10it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.04it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.41it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.43it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.53it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.71it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.88it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.01it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.96it/s]
 44%|####4     | 344/781 [00:17<00:23, 18.99it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.15it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.31it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.48it/s]
 45%|####5     | 352/781 [00:18<00:21, 19.55it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.49it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.49it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.54it/s]
 46%|####6     | 360/781 [00:18<00:22, 19.05it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.08it/s]
 47%|####6     | 364/781 [00:18<00:21, 19.26it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.25it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.15it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.13it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.29it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.34it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.44it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.29it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.30it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.32it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.12it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.29it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.33it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.42it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.33it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.39it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.47it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.43it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.43it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.27it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.13it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.18it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.31it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.27it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.06it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.00it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.99it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.16it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.13it/s]
 54%|#####4    | 422/781 [00:21<00:18, 19.08it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.57it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.79it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.90it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.86it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.91it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.96it/s]
 56%|#####5    | 436/781 [00:22<00:18, 19.01it/s]
 56%|#####6    | 438/781 [00:22<00:18, 18.56it/s]
 56%|#####6    | 440/781 [00:22<00:18, 18.85it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.98it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.91it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.03it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.01it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.83it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.87it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.05it/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 [00:23<00:16, 19.12it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.14it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.23it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.14it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.10it/s]
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100%|##########| 781/781 [00:41<00:00, 19.03it/s]




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Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.20s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.20s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.29s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.27s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:22<00:00, 22.20s/it]
100%|##########| 1/1 [00:22<00:00, 22.20s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
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  3%|2         | 4/157 [00:00<00:10, 14.18it/s]
  4%|3         | 6/157 [00:00<00:10, 14.79it/s]
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  6%|6         | 10/157 [00:00<00:09, 15.21it/s]
  8%|7         | 12/157 [00:00<00:09, 15.23it/s]
  9%|8         | 14/157 [00:00<00:09, 15.32it/s]
 10%|#         | 16/157 [00:01<00:09, 15.37it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.49it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.60it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.64it/s]
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 17%|#6        | 26/157 [00:01<00:08, 15.33it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.31it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.40it/s]
 20%|##        | 32/157 [00:02<00:08, 15.53it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.46it/s]
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 39%|###9      | 62/157 [00:04<00:06, 15.39it/s]
 41%|####      | 64/157 [00:04<00:06, 15.35it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.35it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.38it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.41it/s]
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 51%|#####     | 80/157 [00:05<00:04, 15.68it/s]
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 61%|######1   | 96/157 [00:06<00:03, 15.60it/s]
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 80%|########  | 126/157 [00:08<00:01, 15.64it/s]
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 90%|######### | 142/157 [00:09<00:00, 15.59it/s]
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100%|##########| 157/157 [00:10<00:00, 15.53it/s]

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  1%|          | 4/781 [00:00<00:45, 17.23it/s]
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  1%|1         | 8/781 [00:00<00:44, 17.40it/s]
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  7%|7         | 56/781 [00:03<00:40, 17.93it/s]
  7%|7         | 58/781 [00:03<00:40, 17.96it/s]
  8%|7         | 60/781 [00:03<00:40, 18.02it/s]
  8%|7         | 62/781 [00:03<00:39, 17.99it/s]
  8%|8         | 64/781 [00:03<00:39, 17.97it/s]
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  9%|8         | 68/781 [00:03<00:40, 17.77it/s]
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 10%|9         | 76/781 [00:04<00:39, 17.87it/s]
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 10%|#         | 82/781 [00:04<00:39, 17.56it/s]
 11%|#         | 84/781 [00:04<00:39, 17.72it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.79it/s]
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 14%|#3        | 106/781 [00:05<00:37, 17.77it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.85it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.92it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.88it/s]
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 17%|#7        | 136/781 [00:07<00:36, 17.73it/s]
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 21%|##1       | 166/781 [00:09<00:34, 17.96it/s]
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 22%|##1       | 170/781 [00:09<00:34, 17.91it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.77it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.86it/s]
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 31%|###1      | 246/781 [00:13<00:29, 17.92it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.96it/s]
 32%|###2      | 250/781 [00:14<00:29, 17.88it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.80it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.83it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.90it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.87it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.93it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.00it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.00it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.98it/s]
 34%|###4      | 268/781 [00:15<00:28, 18.01it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.90it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.92it/s]
 35%|###5      | 274/781 [00:15<00:28, 18.02it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.63it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.55it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.58it/s]
 36%|###6      | 282/781 [00:15<00:29, 17.21it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.44it/s]
 37%|###6      | 286/781 [00:16<00:28, 17.30it/s]
 37%|###6      | 288/781 [00:16<00:28, 17.51it/s]
 37%|###7      | 290/781 [00:16<00:28, 17.29it/s]
 37%|###7      | 292/781 [00:16<00:28, 17.15it/s]
 38%|###7      | 294/781 [00:16<00:28, 17.25it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.57it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.74it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.77it/s]
 39%|###8      | 302/781 [00:16<00:27, 17.67it/s]
 39%|###8      | 304/781 [00:17<00:26, 17.91it/s]
 39%|###9      | 307/781 [00:17<00:25, 18.82it/s]
 40%|###9      | 309/781 [00:17<00:24, 19.09it/s]
 40%|###9      | 311/781 [00:17<00:24, 18.91it/s]
 40%|####      | 313/781 [00:17<00:24, 19.04it/s]
 40%|####      | 315/781 [00:17<00:25, 18.58it/s]
 41%|####      | 317/781 [00:17<00:25, 18.16it/s]
 41%|####      | 319/781 [00:17<00:25, 17.97it/s]
 41%|####1     | 321/781 [00:17<00:25, 18.21it/s]
 41%|####1     | 323/781 [00:18<00:25, 18.26it/s]
 42%|####1     | 325/781 [00:18<00:25, 18.10it/s]
 42%|####1     | 327/781 [00:18<00:24, 18.17it/s]
 42%|####2     | 330/781 [00:18<00:23, 18.93it/s]
 43%|####2     | 333/781 [00:18<00:23, 19.44it/s]
 43%|####3     | 336/781 [00:18<00:22, 19.62it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.10it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.77it/s]
 44%|####3     | 342/781 [00:19<00:23, 18.55it/s]
 44%|####4     | 344/781 [00:19<00:23, 18.44it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.30it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.28it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.15it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.14it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.89it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.91it/s]
 46%|####5     | 358/781 [00:19<00:23, 17.99it/s]
 46%|####6     | 360/781 [00:20<00:23, 17.88it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.78it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.75it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.61it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.67it/s]
 47%|####7     | 370/781 [00:20<00:23, 17.70it/s]
 48%|####7     | 372/781 [00:20<00:23, 17.78it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.81it/s]
 48%|####8     | 376/781 [00:20<00:22, 17.85it/s]
 48%|####8     | 378/781 [00:21<00:22, 17.99it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.20it/s]
 49%|####8     | 382/781 [00:21<00:21, 18.23it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.37it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.14it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.05it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.89it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.88it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.95it/s]
 51%|#####     | 396/781 [00:22<00:21, 17.99it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.08it/s]
 51%|#####1    | 400/781 [00:22<00:21, 18.05it/s]
 51%|#####1    | 402/781 [00:22<00:21, 17.98it/s]
 52%|#####1    | 404/781 [00:22<00:20, 17.99it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.05it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.08it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.09it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.11it/s]
 53%|#####3    | 414/781 [00:23<00:20, 18.02it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.97it/s]
 54%|#####3    | 418/781 [00:23<00:20, 18.03it/s]
 54%|#####3    | 420/781 [00:23<00:20, 18.03it/s]
 54%|#####4    | 422/781 [00:23<00:19, 17.98it/s]
 54%|#####4    | 424/781 [00:23<00:19, 17.91it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.00it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.96it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.80it/s]
 55%|#####5    | 432/781 [00:24<00:19, 17.95it/s]
 56%|#####5    | 434/781 [00:24<00:19, 18.03it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.99it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.89it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.85it/s]
 57%|#####6    | 442/781 [00:24<00:18, 17.95it/s]
 57%|#####6    | 444/781 [00:24<00:19, 17.70it/s]
 57%|#####7    | 446/781 [00:24<00:18, 17.66it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.79it/s]
 58%|#####7    | 450/781 [00:25<00:18, 17.67it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.66it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.72it/s]
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 59%|#####8    | 458/781 [00:25<00:18, 17.59it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.65it/s]
 59%|#####9    | 462/781 [00:25<00:18, 17.69it/s]
 59%|#####9    | 464/781 [00:25<00:17, 17.67it/s]
 60%|#####9    | 466/781 [00:26<00:17, 17.72it/s]
 60%|#####9    | 468/781 [00:26<00:17, 17.77it/s]
 60%|######    | 470/781 [00:26<00:17, 17.75it/s]
 60%|######    | 472/781 [00:26<00:17, 17.79it/s]
 61%|######    | 474/781 [00:26<00:17, 17.82it/s]
 61%|######    | 476/781 [00:26<00:17, 17.68it/s]
 61%|######1   | 478/781 [00:26<00:17, 17.77it/s]
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 62%|######1   | 482/781 [00:26<00:16, 17.69it/s]
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 62%|######2   | 486/781 [00:27<00:16, 17.80it/s]
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 63%|######2   | 490/781 [00:27<00:16, 17.59it/s]
 63%|######2   | 492/781 [00:27<00:16, 17.56it/s]
 63%|######3   | 494/781 [00:27<00:16, 17.57it/s]
 64%|######3   | 496/781 [00:27<00:16, 17.58it/s]
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 64%|######4   | 500/781 [00:27<00:15, 17.73it/s]
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 65%|######4   | 504/781 [00:28<00:15, 18.11it/s]
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 66%|######5   | 512/781 [00:28<00:15, 17.77it/s]
 66%|######5   | 514/781 [00:28<00:15, 17.80it/s]
 66%|######6   | 516/781 [00:28<00:14, 17.82it/s]
 66%|######6   | 518/781 [00:28<00:14, 17.85it/s]
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 67%|######6   | 522/781 [00:29<00:14, 18.00it/s]
 67%|######7   | 524/781 [00:29<00:14, 18.08it/s]
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 68%|######7   | 528/781 [00:29<00:14, 17.73it/s]
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 68%|######8   | 532/781 [00:29<00:13, 17.81it/s]
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 69%|######8   | 536/781 [00:29<00:13, 17.76it/s]
 69%|######8   | 538/781 [00:30<00:13, 17.70it/s]
 69%|######9   | 540/781 [00:30<00:13, 17.70it/s]
 69%|######9   | 542/781 [00:30<00:13, 17.12it/s]
 70%|######9   | 544/781 [00:30<00:13, 17.31it/s]
 70%|######9   | 546/781 [00:30<00:13, 17.41it/s]
 70%|#######   | 548/781 [00:30<00:13, 17.53it/s]
 70%|#######   | 550/781 [00:30<00:13, 17.51it/s]
 71%|#######   | 552/781 [00:30<00:13, 17.55it/s]
 71%|#######   | 554/781 [00:30<00:12, 17.73it/s]
 71%|#######1  | 556/781 [00:31<00:12, 17.66it/s]
 71%|#######1  | 558/781 [00:31<00:12, 17.79it/s]
 72%|#######1  | 560/781 [00:31<00:12, 17.88it/s]
 72%|#######1  | 562/781 [00:31<00:12, 17.82it/s]
 72%|#######2  | 564/781 [00:31<00:12, 17.62it/s]
 72%|#######2  | 566/781 [00:31<00:12, 17.32it/s]
 73%|#######2  | 568/781 [00:31<00:12, 17.54it/s]
 73%|#######2  | 570/781 [00:31<00:11, 17.70it/s]
 73%|#######3  | 572/781 [00:31<00:11, 17.83it/s]
 73%|#######3  | 574/781 [00:32<00:11, 17.91it/s]
 74%|#######3  | 576/781 [00:32<00:11, 17.78it/s]
 74%|#######4  | 578/781 [00:32<00:11, 17.67it/s]
 74%|#######4  | 580/781 [00:32<00:11, 17.62it/s]
 75%|#######4  | 582/781 [00:32<00:11, 17.70it/s]
 75%|#######4  | 584/781 [00:32<00:11, 17.70it/s]
 75%|#######5  | 586/781 [00:32<00:11, 17.53it/s]
 75%|#######5  | 588/781 [00:32<00:10, 17.62it/s]
 76%|#######5  | 590/781 [00:33<00:10, 17.74it/s]
 76%|#######5  | 592/781 [00:33<00:10, 17.89it/s]
 76%|#######6  | 594/781 [00:33<00:10, 17.98it/s]
 76%|#######6  | 596/781 [00:33<00:10, 18.07it/s]
 77%|#######6  | 598/781 [00:33<00:10, 18.05it/s]
 77%|#######6  | 600/781 [00:33<00:10, 17.86it/s]
 77%|#######7  | 602/781 [00:33<00:09, 17.95it/s]
 77%|#######7  | 604/781 [00:33<00:09, 18.02it/s]
 78%|#######7  | 606/781 [00:33<00:09, 17.91it/s]
 78%|#######7  | 608/781 [00:34<00:09, 17.92it/s]
 78%|#######8  | 610/781 [00:34<00:09, 17.38it/s]
 78%|#######8  | 612/781 [00:34<00:09, 17.46it/s]
 79%|#######8  | 614/781 [00:34<00:09, 17.49it/s]
 79%|#######8  | 616/781 [00:34<00:09, 17.61it/s]
 79%|#######9  | 618/781 [00:34<00:09, 17.74it/s]
 79%|#######9  | 620/781 [00:34<00:09, 17.79it/s]
 80%|#######9  | 622/781 [00:34<00:09, 17.58it/s]
 80%|#######9  | 624/781 [00:34<00:08, 17.56it/s]
 80%|########  | 626/781 [00:35<00:08, 17.71it/s]
 80%|########  | 628/781 [00:35<00:08, 17.56it/s]
 81%|########  | 630/781 [00:35<00:08, 17.70it/s]
 81%|########  | 632/781 [00:35<00:08, 17.60it/s]
 81%|########1 | 634/781 [00:35<00:08, 17.72it/s]
 81%|########1 | 636/781 [00:35<00:08, 17.71it/s]
 82%|########1 | 638/781 [00:35<00:08, 17.63it/s]
 82%|########1 | 640/781 [00:35<00:07, 17.64it/s]
 82%|########2 | 642/781 [00:35<00:07, 17.76it/s]
 82%|########2 | 644/781 [00:36<00:07, 17.84it/s]
 83%|########2 | 646/781 [00:36<00:07, 17.85it/s]
 83%|########2 | 648/781 [00:36<00:07, 17.69it/s]
 83%|########3 | 650/781 [00:36<00:07, 17.73it/s]
 83%|########3 | 652/781 [00:36<00:07, 17.59it/s]
 84%|########3 | 654/781 [00:36<00:07, 17.63it/s]
 84%|########3 | 656/781 [00:36<00:07, 17.47it/s]
 84%|########4 | 658/781 [00:36<00:07, 17.50it/s]
 85%|########4 | 660/781 [00:36<00:06, 17.67it/s]
 85%|########4 | 662/781 [00:37<00:06, 17.74it/s]
 85%|########5 | 664/781 [00:37<00:06, 17.61it/s]
 85%|########5 | 666/781 [00:37<00:06, 17.70it/s]
 86%|########5 | 668/781 [00:37<00:06, 17.84it/s]
 86%|########5 | 670/781 [00:37<00:06, 17.90it/s]
 86%|########6 | 672/781 [00:37<00:06, 17.77it/s]
 86%|########6 | 674/781 [00:37<00:05, 17.89it/s]
 87%|########6 | 676/781 [00:37<00:05, 17.90it/s]
 87%|########6 | 678/781 [00:37<00:05, 17.92it/s]
 87%|########7 | 680/781 [00:38<00:05, 17.98it/s]
 87%|########7 | 682/781 [00:38<00:05, 18.04it/s]
 88%|########7 | 684/781 [00:38<00:05, 17.97it/s]
 88%|########7 | 686/781 [00:38<00:05, 18.03it/s]
 88%|########8 | 688/781 [00:38<00:05, 17.83it/s]
 88%|########8 | 690/781 [00:38<00:05, 17.75it/s]
 89%|########8 | 692/781 [00:38<00:05, 17.78it/s]
 89%|########8 | 694/781 [00:38<00:04, 17.82it/s]
 89%|########9 | 696/781 [00:38<00:04, 17.58it/s]
 89%|########9 | 698/781 [00:39<00:04, 17.62it/s]
 90%|########9 | 700/781 [00:39<00:04, 17.47it/s]
 90%|########9 | 702/781 [00:39<00:04, 17.29it/s]
 90%|######### | 704/781 [00:39<00:04, 17.31it/s]
 90%|######### | 706/781 [00:39<00:04, 17.53it/s]
 91%|######### | 708/781 [00:39<00:04, 17.70it/s]
 91%|######### | 710/781 [00:39<00:04, 17.73it/s]
 91%|#########1| 712/781 [00:39<00:03, 17.78it/s]
 91%|#########1| 714/781 [00:40<00:03, 17.88it/s]
 92%|#########1| 716/781 [00:40<00:03, 17.82it/s]
 92%|#########1| 718/781 [00:40<00:03, 17.92it/s]
 92%|#########2| 720/781 [00:40<00:03, 17.76it/s]
 92%|#########2| 722/781 [00:40<00:03, 17.83it/s]
 93%|#########2| 724/781 [00:40<00:03, 17.90it/s]
 93%|#########2| 726/781 [00:40<00:03, 18.00it/s]
 93%|#########3| 728/781 [00:40<00:02, 18.07it/s]
 93%|#########3| 730/781 [00:40<00:02, 18.11it/s]
 94%|#########3| 732/781 [00:41<00:02, 18.13it/s]
 94%|#########3| 734/781 [00:41<00:02, 18.15it/s]
 94%|#########4| 736/781 [00:41<00:02, 18.21it/s]
 94%|#########4| 738/781 [00:41<00:02, 18.19it/s]
 95%|#########4| 740/781 [00:41<00:02, 18.15it/s]
 95%|#########5| 742/781 [00:41<00:02, 18.15it/s]
 95%|#########5| 744/781 [00:41<00:02, 18.18it/s]
 96%|#########5| 746/781 [00:41<00:01, 18.16it/s]
 96%|#########5| 748/781 [00:41<00:01, 18.18it/s]
 96%|#########6| 750/781 [00:41<00:01, 18.08it/s]
 96%|#########6| 752/781 [00:42<00:01, 17.99it/s]
 97%|#########6| 754/781 [00:42<00:01, 17.99it/s]
 97%|#########6| 756/781 [00:42<00:01, 18.01it/s]
 97%|#########7| 758/781 [00:42<00:01, 17.96it/s]
 97%|#########7| 760/781 [00:42<00:01, 17.99it/s]
 98%|#########7| 762/781 [00:42<00:01, 18.03it/s]
 98%|#########7| 764/781 [00:42<00:00, 17.85it/s]
 98%|#########8| 766/781 [00:42<00:00, 17.77it/s]
 98%|#########8| 768/781 [00:42<00:00, 17.89it/s]
 99%|#########8| 770/781 [00:43<00:00, 17.94it/s]
 99%|#########8| 772/781 [00:43<00:00, 17.96it/s]
 99%|#########9| 774/781 [00:43<00:00, 18.01it/s]
 99%|#########9| 776/781 [00:43<00:00, 18.06it/s]
100%|#########9| 778/781 [00:43<00:00, 18.11it/s]
100%|#########9| 780/781 [00:43<00:00, 18.15it/s]
100%|##########| 781/781 [00:43<00:00, 17.87it/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 [00:01<00:46,  1.08s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.08s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.09s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.14s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.14s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.14s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:48,  1.15s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:47,  1.16s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.12s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:45,  1.13s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:45,  1.13s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:46,  1.15s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.18s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
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  4%|3         | 30/781 [00:01<00:38, 19.29it/s]
  4%|4         | 32/781 [00:01<00:38, 19.31it/s]
  4%|4         | 34/781 [00:01<00:38, 19.44it/s]
  5%|4         | 36/781 [00:01<00:38, 19.54it/s]
  5%|4         | 38/781 [00:01<00:38, 19.53it/s]
  5%|5         | 40/781 [00:02<00:37, 19.51it/s]
  5%|5         | 42/781 [00:02<00:38, 19.41it/s]
  6%|5         | 44/781 [00:02<00:37, 19.46it/s]
  6%|5         | 46/781 [00:02<00:37, 19.43it/s]
  6%|6         | 48/781 [00:02<00:37, 19.35it/s]
  6%|6         | 50/781 [00:02<00:37, 19.38it/s]
  7%|6         | 52/781 [00:02<00:37, 19.45it/s]
  7%|6         | 54/781 [00:02<00:37, 19.40it/s]
  7%|7         | 56/781 [00:02<00:37, 19.43it/s]
  7%|7         | 58/781 [00:03<00:37, 19.52it/s]
  8%|7         | 60/781 [00:03<00:36, 19.49it/s]
  8%|7         | 62/781 [00:03<00:37, 19.13it/s]
  8%|8         | 64/781 [00:03<00:37, 19.06it/s]
  8%|8         | 66/781 [00:03<00:38, 18.69it/s]
  9%|8         | 68/781 [00:03<00:37, 18.77it/s]
  9%|8         | 70/781 [00:03<00:37, 18.75it/s]
  9%|9         | 72/781 [00:03<00:37, 18.88it/s]
  9%|9         | 74/781 [00:03<00:37, 19.08it/s]
 10%|9         | 76/781 [00:03<00:36, 19.19it/s]
 10%|9         | 78/781 [00:04<00:36, 19.27it/s]
 10%|#         | 80/781 [00:04<00:36, 19.26it/s]
 10%|#         | 82/781 [00:04<00:37, 18.83it/s]
 11%|#         | 84/781 [00:04<00:37, 18.81it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.90it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.08it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.21it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.25it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.30it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.27it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.28it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.15it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.15it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.84it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.74it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.70it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.88it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.09it/s]
 15%|#4        | 114/781 [00:05<00:35, 19.04it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.07it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.14it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.16it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.99it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.02it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.12it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.24it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.21it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.99it/s]
 17%|#7        | 134/781 [00:07<00:34, 19.03it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.14it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.17it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.18it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.18it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.11it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.08it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.08it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.94it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.98it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.19it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.35it/s]
 20%|##        | 158/781 [00:08<00:31, 19.50it/s]
 20%|##        | 160/781 [00:08<00:31, 19.60it/s]
 21%|##        | 162/781 [00:08<00:31, 19.60it/s]
 21%|##        | 164/781 [00:08<00:31, 19.60it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.63it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.61it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.49it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.55it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.57it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.49it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.48it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.47it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.43it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.41it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.38it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.36it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.40it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.08it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.14it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.29it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.39it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.47it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.36it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.33it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.38it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.42it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.48it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.45it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.40it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.33it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.22it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.99it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.07it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.18it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.27it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.31it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.45it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.51it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.58it/s]
 30%|###       | 236/781 [00:12<00:28, 19.42it/s]
 30%|###       | 238/781 [00:12<00:28, 19.26it/s]
 31%|###       | 240/781 [00:12<00:28, 18.97it/s]
 31%|###       | 242/781 [00:12<00:28, 19.00it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.06it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.21it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.32it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.32it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.25it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.33it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.41it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.47it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.33it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.42it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.46it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.48it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.40it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.08it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.18it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.22it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.15it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.25it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.26it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.34it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.34it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.46it/s]
 37%|###6      | 288/781 [00:14<00:25, 19.50it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.43it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.43it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.33it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.02it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.16it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.11it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.21it/s]
 39%|###8      | 304/781 [00:15<00:25, 19.08it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.10it/s]
 39%|###9      | 308/781 [00:16<00:24, 18.92it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.90it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.82it/s]
 40%|####      | 316/781 [00:16<00:24, 18.78it/s]
 41%|####      | 318/781 [00:16<00:24, 18.62it/s]
 41%|####      | 320/781 [00:16<00:24, 18.67it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.62it/s]
 41%|####1     | 324/781 [00:16<00:24, 18.37it/s]
 42%|####1     | 326/781 [00:16<00:24, 18.38it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.14it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.28it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.32it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.29it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.15it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.22it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.41it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.42it/s]
 44%|####4     | 344/781 [00:17<00:23, 18.53it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.53it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.42it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.47it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.48it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.55it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.36it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.41it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.42it/s]
 46%|####6     | 362/781 [00:18<00:22, 18.47it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.55it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.63it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.70it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.68it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.67it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.60it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.52it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.58it/s]
 49%|####8     | 380/781 [00:19<00:21, 18.64it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.64it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.49it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.51it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.65it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.10it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.30it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.51it/s]
 51%|#####     | 396/781 [00:20<00:21, 18.22it/s]
 51%|#####     | 398/781 [00:20<00:21, 18.23it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.26it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.32it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.53it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.60it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.61it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.55it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.50it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.50it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.59it/s]
 54%|#####3    | 418/781 [00:21<00:19, 18.67it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.74it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.71it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.71it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.56it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.55it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.34it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.39it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.38it/s]
 56%|#####5    | 436/781 [00:22<00:18, 18.40it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.16it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.15it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.24it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.38it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.50it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.34it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.29it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.36it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.39it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.41it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.53it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.47it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.44it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.55it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.56it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.26it/s]
 60%|######    | 470/781 [00:24<00:17, 18.08it/s]
 60%|######    | 472/781 [00:24<00:16, 18.26it/s]
 61%|######    | 474/781 [00:25<00:16, 18.32it/s]
 61%|######    | 476/781 [00:25<00:16, 18.47it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.37it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.37it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.43it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.41it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.36it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.25it/s]
 63%|######2   | 490/781 [00:25<00:16, 18.13it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.10it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.13it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.22it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.18it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.24it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.41it/s]
 65%|######4   | 504/781 [00:26<00:15, 18.43it/s]
 65%|######4   | 506/781 [00:26<00:15, 18.29it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.29it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.17it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.30it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.17it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.23it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.35it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.47it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.63it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.89it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.08it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.06it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.19it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.30it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.36it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.08it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.54it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.53it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.64it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.80it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.91it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.03it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.82it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.87it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.01it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.15it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.05it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.05it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.22it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.27it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.10it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.94it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.94it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.89it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.12it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.06it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.18it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.96it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.72it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.94it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.11it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.26it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.25it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.26it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.11it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.21it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.32it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.38it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.42it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.24it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.17it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.16it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.87it/s]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:23<00:00, 23.68s/it]
100%|##########| 1/1 [00:23<00:00, 23.68s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.13it/s]
  3%|2         | 4/157 [00:00<00:10, 14.94it/s]
  4%|3         | 6/157 [00:00<00:10, 14.75it/s]
  5%|5         | 8/157 [00:00<00:09, 15.34it/s]
  6%|6         | 10/157 [00:00<00:09, 15.84it/s]
  8%|7         | 12/157 [00:00<00:08, 16.11it/s]
  9%|8         | 14/157 [00:00<00:08, 16.20it/s]
 10%|#         | 16/157 [00:01<00:08, 16.17it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.92it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.58it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.68it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.70it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.98it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.19it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.31it/s]
 20%|##        | 32/157 [00:02<00:07, 16.25it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.25it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.21it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.37it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.16it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.24it/s]
 28%|##8       | 44/157 [00:02<00:07, 16.11it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.09it/s]
 31%|###       | 48/157 [00:03<00:06, 16.12it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.88it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.56it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.45it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.53it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.72it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.90it/s]
 39%|###9      | 62/157 [00:03<00:05, 15.95it/s]
 41%|####      | 64/157 [00:04<00:05, 15.96it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.97it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.05it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.13it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.16it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.08it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.93it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.99it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.04it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.08it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.16it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.19it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.99it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.91it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.80it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.66it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.68it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.82it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.79it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.03it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.05it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.12it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.16it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.03it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.88it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.81it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.77it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.69it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.83it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.95it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.01it/s]
 80%|########  | 126/157 [00:07<00:01, 15.98it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.96it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.02it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.87it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.92it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.92it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.95it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.93it/s]
 90%|######### | 142/157 [00:08<00:00, 16.10it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.13it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.12it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.02it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.97it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.93it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.77it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.81it/s]
100%|##########| 157/157 [00:09<00:00, 15.98it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.75it/s]
  1%|          | 4/781 [00:00<00:43, 17.90it/s]
  1%|          | 6/781 [00:00<00:43, 17.88it/s]
  1%|1         | 8/781 [00:00<00:43, 17.87it/s]
  1%|1         | 10/781 [00:00<00:42, 17.95it/s]
  2%|1         | 12/781 [00:00<00:42, 18.09it/s]
  2%|1         | 14/781 [00:00<00:41, 18.27it/s]
  2%|2         | 16/781 [00:00<00:41, 18.46it/s]
  2%|2         | 18/781 [00:00<00:41, 18.57it/s]
  3%|2         | 20/781 [00:01<00:40, 18.57it/s]
  3%|2         | 22/781 [00:01<00:40, 18.60it/s]
  3%|3         | 24/781 [00:01<00:40, 18.66it/s]
  3%|3         | 26/781 [00:01<00:40, 18.53it/s]
  4%|3         | 28/781 [00:01<00:40, 18.52it/s]
  4%|3         | 30/781 [00:01<00:40, 18.62it/s]
  4%|4         | 32/781 [00:01<00:40, 18.51it/s]
  4%|4         | 34/781 [00:01<00:40, 18.51it/s]
  5%|4         | 36/781 [00:01<00:40, 18.53it/s]
  5%|4         | 38/781 [00:02<00:39, 18.61it/s]
  5%|5         | 40/781 [00:02<00:39, 18.59it/s]
  5%|5         | 42/781 [00:02<00:39, 18.66it/s]
  6%|5         | 44/781 [00:02<00:39, 18.72it/s]
  6%|5         | 46/781 [00:02<00:39, 18.71it/s]
  6%|6         | 48/781 [00:02<00:39, 18.48it/s]
  6%|6         | 50/781 [00:02<00:40, 18.21it/s]
  7%|6         | 52/781 [00:02<00:39, 18.27it/s]
  7%|6         | 54/781 [00:02<00:39, 18.31it/s]
  7%|7         | 56/781 [00:03<00:39, 18.32it/s]
  7%|7         | 58/781 [00:03<00:39, 18.35it/s]
  8%|7         | 60/781 [00:03<00:39, 18.31it/s]
  8%|7         | 62/781 [00:03<00:38, 18.45it/s]
  8%|8         | 64/781 [00:03<00:38, 18.61it/s]
  8%|8         | 66/781 [00:03<00:38, 18.70it/s]
  9%|8         | 68/781 [00:03<00:38, 18.62it/s]
  9%|8         | 70/781 [00:03<00:38, 18.58it/s]
  9%|9         | 72/781 [00:03<00:37, 18.71it/s]
  9%|9         | 74/781 [00:04<00:37, 18.76it/s]
 10%|9         | 76/781 [00:04<00:37, 18.70it/s]
 10%|9         | 78/781 [00:04<00:37, 18.75it/s]
 10%|#         | 80/781 [00:04<00:37, 18.78it/s]
 10%|#         | 82/781 [00:04<00:37, 18.60it/s]
 11%|#         | 84/781 [00:04<00:37, 18.45it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.56it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.69it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.45it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.34it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.47it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.55it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.67it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.70it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.70it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.59it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.67it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.64it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.58it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.68it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.72it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.64it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.57it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.70it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.74it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.67it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.60it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.52it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.62it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.56it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.69it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.74it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.79it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.79it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.74it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.71it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.79it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.72it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.46it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.53it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.54it/s]
 20%|##        | 158/781 [00:08<00:34, 18.27it/s]
 20%|##        | 160/781 [00:08<00:33, 18.40it/s]
 21%|##        | 162/781 [00:08<00:33, 18.53it/s]
 21%|##        | 164/781 [00:08<00:33, 18.43it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.23it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.32it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.33it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.25it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.38it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.19it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.25it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.33it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.42it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.35it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.09it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.05it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.08it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.98it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.94it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.89it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.25it/s]
 26%|##5       | 202/781 [00:10<00:32, 17.85it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.19it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.95it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.21it/s]
 27%|##6       | 210/781 [00:11<01:17,  7.36it/s]
 27%|##7       | 212/781 [00:12<01:03,  9.01it/s]
 27%|##7       | 214/781 [00:12<00:53, 10.65it/s]
 28%|##7       | 216/781 [00:12<00:46, 12.18it/s]
 28%|##7       | 218/781 [00:12<00:41, 13.69it/s]
 28%|##8       | 220/781 [00:12<00:37, 14.78it/s]
 28%|##8       | 222/781 [00:12<00:35, 15.63it/s]
 29%|##8       | 224/781 [00:12<00:33, 16.48it/s]
 29%|##8       | 226/781 [00:12<00:32, 17.15it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.64it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.08it/s]
 30%|##9       | 232/781 [00:13<00:29, 18.43it/s]
 30%|##9       | 234/781 [00:13<00:29, 18.71it/s]
 30%|###       | 236/781 [00:13<00:28, 18.95it/s]
 30%|###       | 238/781 [00:13<00:28, 19.18it/s]
 31%|###       | 240/781 [00:13<00:28, 19.15it/s]
 31%|###       | 242/781 [00:13<00:28, 19.06it/s]
 31%|###1      | 244/781 [00:13<00:28, 19.01it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.14it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.20it/s]
 32%|###2      | 250/781 [00:14<00:27, 19.19it/s]
 32%|###2      | 252/781 [00:14<00:27, 19.20it/s]
 33%|###2      | 254/781 [00:14<00:27, 19.23it/s]
 33%|###2      | 256/781 [00:14<00:27, 19.25it/s]
 33%|###3      | 258/781 [00:14<00:27, 19.36it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.38it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.35it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.22it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.24it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.17it/s]
 35%|###4      | 270/781 [00:15<00:26, 19.10it/s]
 35%|###4      | 272/781 [00:15<00:26, 19.28it/s]
 35%|###5      | 274/781 [00:15<00:26, 19.34it/s]
 35%|###5      | 276/781 [00:15<00:26, 19.32it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.36it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.38it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.46it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.42it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.26it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.05it/s]
 37%|###7      | 290/781 [00:16<00:25, 18.95it/s]
 37%|###7      | 292/781 [00:16<00:25, 18.87it/s]
 38%|###7      | 294/781 [00:16<00:25, 18.92it/s]
 38%|###7      | 296/781 [00:16<00:25, 18.96it/s]
 38%|###8      | 298/781 [00:16<00:25, 19.05it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.20it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.36it/s]
 39%|###8      | 304/781 [00:16<00:25, 19.03it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.18it/s]
 39%|###9      | 308/781 [00:17<00:25, 18.91it/s]
 40%|###9      | 310/781 [00:17<00:24, 19.00it/s]
 40%|###9      | 312/781 [00:17<00:24, 19.08it/s]
 40%|####      | 314/781 [00:17<00:24, 19.10it/s]
 40%|####      | 316/781 [00:17<00:24, 19.11it/s]
 41%|####      | 318/781 [00:17<00:24, 19.20it/s]
 41%|####      | 320/781 [00:17<00:24, 19.17it/s]
 41%|####1     | 322/781 [00:17<00:24, 19.06it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.17it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.32it/s]
 42%|####1     | 328/781 [00:18<00:23, 19.43it/s]
 42%|####2     | 330/781 [00:18<00:23, 19.15it/s]
 43%|####2     | 332/781 [00:18<00:23, 19.10it/s]
 43%|####2     | 334/781 [00:18<00:23, 19.21it/s]
 43%|####3     | 336/781 [00:18<00:23, 19.31it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.21it/s]
 44%|####3     | 340/781 [00:18<00:23, 19.15it/s]
 44%|####3     | 342/781 [00:18<00:23, 19.03it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.18it/s]
 44%|####4     | 346/781 [00:19<00:22, 19.12it/s]
 45%|####4     | 348/781 [00:19<00:22, 19.16it/s]
 45%|####4     | 350/781 [00:19<00:22, 18.88it/s]
 45%|####5     | 352/781 [00:19<00:22, 19.16it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.32it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.95it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.63it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.64it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.82it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.66it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.54it/s]
 47%|####7     | 368/781 [00:20<00:21, 18.78it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.51it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.45it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.32it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.48it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.31it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.61it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.75it/s]
 49%|####9     | 384/781 [00:21<00:20, 18.97it/s]
 49%|####9     | 386/781 [00:21<00:20, 19.04it/s]
 50%|####9     | 388/781 [00:21<00:20, 18.91it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.77it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.83it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.77it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.06it/s]
100%|##########| 781/781 [00:41<00:00, 18.67it/s]



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Validation Progress:  48%|####7     | 21/44 [00:24<00:28,  1.22s/it]
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Validation Progress:  50%|#####     | 22/44 [00:26<00:27,  1.23s/it]
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Validation Progress:  52%|#####2    | 23/44 [00:27<00:26,  1.28s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:28<00:24,  1.24s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:30<00:23,  1.26s/it]
Validation Progress:  57%|#####6    | 25/44 [00:30<00:23,  1.25s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
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Validation Progress:  64%|######3   | 28/44 [00:33<00:19,  1.24s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
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Validation Progress:  66%|######5   | 29/44 [00:34<00:18,  1.21s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
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Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:39<00:13,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.27s/it]
Validation Progress:  82%|########1 | 36/44 [00:43<00:10,  1.28s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.31s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  86%|########6 | 38/44 [00:46<00:07,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  89%|########8 | 39/44 [00:47<00:06,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

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100%|##########| 1/1 [00:24<00:00, 24.62s/it]
100%|##########| 1/1 [00:24<00:00, 24.62s/it]

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 10%|#         | 16/157 [00:01<00:08, 16.01it/s]
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100%|##########| 157/157 [00:09<00:00, 16.33it/s]

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 22%|##2       | 172/781 [00:09<00:33, 18.29it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.46it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.45it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.56it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.58it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.38it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.46it/s]
 24%|##4       | 188/781 [00:09<00:32, 18.48it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.47it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.32it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.42it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.52it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.57it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.42it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.41it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.42it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.33it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.28it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.19it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.10it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.07it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.29it/s]
 28%|##7       | 218/781 [00:11<00:31, 18.08it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.16it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.37it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.52it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.32it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.33it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.43it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.32it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.47it/s]
 30%|###       | 236/781 [00:12<00:29, 18.20it/s]
 30%|###       | 238/781 [00:12<00:29, 18.27it/s]
 31%|###       | 240/781 [00:12<00:29, 18.42it/s]
 31%|###       | 242/781 [00:12<00:29, 18.47it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.28it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.34it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.33it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.33it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.18it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.36it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.50it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.23it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.34it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.51it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.41it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.37it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.44it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.27it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.35it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.43it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.61it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.64it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.49it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.51it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.53it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.52it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.34it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.28it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.35it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.51it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.43it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.28it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.44it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.53it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.18it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.96it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.11it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.13it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.30it/s]
 40%|####      | 314/781 [00:16<00:25, 18.23it/s]
 40%|####      | 316/781 [00:16<00:25, 18.11it/s]
 41%|####      | 318/781 [00:17<00:25, 18.06it/s]
 41%|####      | 320/781 [00:17<00:25, 18.28it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.48it/s]
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 42%|####1     | 328/781 [00:17<00:25, 18.03it/s]
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 45%|####4     | 348/781 [00:18<00:23, 18.67it/s]
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 45%|####5     | 352/781 [00:18<00:23, 18.63it/s]
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 46%|####5     | 356/781 [00:19<00:23, 18.24it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.47it/s]
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 47%|####7     | 370/781 [00:19<00:22, 18.61it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.30it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.18it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.07it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.27it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.40it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.37it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.18it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.22it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.36it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.31it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.30it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.26it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.43it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.40it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.47it/s]
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 53%|#####2    | 412/781 [00:22<00:49,  7.38it/s]
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 56%|#####6    | 438/781 [00:24<00:18, 18.36it/s]
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 63%|######2   | 492/781 [00:27<00:15, 18.47it/s]
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 70%|######9   | 546/781 [00:29<00:12, 18.23it/s]
 70%|#######   | 548/781 [00:30<00:12, 18.37it/s]
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 71%|#######   | 552/781 [00:30<00:12, 17.92it/s]
 71%|#######   | 554/781 [00:30<00:12, 17.71it/s]
 71%|#######1  | 556/781 [00:30<00:12, 17.53it/s]
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 72%|#######1  | 560/781 [00:30<00:12, 17.94it/s]
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 73%|#######2  | 568/781 [00:31<00:11, 18.37it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.35it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.16it/s]
100%|##########| 781/781 [00:42<00:00, 18.29it/s]




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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.10s/it]
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 71%|#######1  | 112/157 [00:06<00:02, 15.60it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.64it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.53it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.18it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.34it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.26it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.09it/s]
 80%|########  | 126/157 [00:07<00:02, 15.14it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.30it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.33it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.40it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.42it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.41it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.38it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.42it/s]
 90%|######### | 142/157 [00:08<00:00, 15.47it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.29it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.28it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.45it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.45it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.42it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.41it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.41it/s]
100%|##########| 157/157 [00:09<00:00, 15.96it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.27it/s]
  1%|          | 4/781 [00:00<00:44, 17.37it/s]
  1%|          | 6/781 [00:00<00:44, 17.46it/s]
  1%|1         | 8/781 [00:00<00:44, 17.37it/s]
  1%|1         | 10/781 [00:00<00:44, 17.29it/s]
  2%|1         | 12/781 [00:00<00:44, 17.43it/s]
  2%|1         | 14/781 [00:00<00:43, 17.44it/s]
  2%|2         | 16/781 [00:00<00:43, 17.40it/s]
  2%|2         | 18/781 [00:01<00:43, 17.59it/s]
  3%|2         | 20/781 [00:01<00:43, 17.67it/s]
  3%|2         | 22/781 [00:01<00:43, 17.54it/s]
  3%|3         | 24/781 [00:01<00:43, 17.46it/s]
  3%|3         | 26/781 [00:01<00:42, 17.59it/s]
  4%|3         | 28/781 [00:01<00:42, 17.60it/s]
  4%|3         | 30/781 [00:01<00:41, 17.88it/s]
  4%|4         | 32/781 [00:01<00:42, 17.68it/s]
  4%|4         | 34/781 [00:01<00:42, 17.74it/s]
  5%|4         | 36/781 [00:02<00:41, 17.79it/s]
  5%|4         | 38/781 [00:02<00:41, 17.79it/s]
  5%|5         | 40/781 [00:02<00:43, 17.03it/s]
  5%|5         | 42/781 [00:02<00:43, 17.12it/s]
  6%|5         | 44/781 [00:02<00:42, 17.14it/s]
  6%|5         | 46/781 [00:02<00:42, 17.34it/s]
  6%|6         | 48/781 [00:02<00:42, 17.33it/s]
  6%|6         | 50/781 [00:02<00:41, 17.49it/s]
  7%|6         | 52/781 [00:02<00:41, 17.64it/s]
  7%|6         | 54/781 [00:03<00:41, 17.64it/s]
  7%|7         | 56/781 [00:03<00:41, 17.53it/s]
  7%|7         | 58/781 [00:03<00:41, 17.62it/s]
  8%|7         | 60/781 [00:03<00:40, 17.70it/s]
  8%|7         | 62/781 [00:03<00:40, 17.78it/s]
  8%|8         | 64/781 [00:03<00:40, 17.82it/s]
  8%|8         | 66/781 [00:03<00:40, 17.87it/s]
  9%|8         | 68/781 [00:03<00:40, 17.75it/s]
  9%|8         | 70/781 [00:03<00:40, 17.74it/s]
  9%|9         | 72/781 [00:04<00:39, 17.82it/s]
  9%|9         | 74/781 [00:04<00:39, 17.78it/s]
 10%|9         | 76/781 [00:04<00:39, 17.76it/s]
 10%|9         | 78/781 [00:04<00:39, 17.77it/s]
 10%|#         | 80/781 [00:04<00:39, 17.80it/s]
 10%|#         | 82/781 [00:04<00:39, 17.84it/s]
 11%|#         | 84/781 [00:04<00:39, 17.72it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.75it/s]
 11%|#1        | 88/781 [00:04<00:39, 17.72it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.81it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.83it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.75it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.78it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.61it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.59it/s]
 13%|#3        | 102/781 [00:05<00:39, 17.30it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.49it/s]
 14%|#3        | 106/781 [00:06<00:38, 17.52it/s]
 14%|#3        | 108/781 [00:06<00:38, 17.50it/s]
 14%|#4        | 110/781 [00:06<00:38, 17.54it/s]
 14%|#4        | 112/781 [00:06<00:38, 17.48it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.65it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.73it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.78it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.79it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.71it/s]
 16%|#5        | 124/781 [00:07<00:37, 17.68it/s]
 16%|#6        | 126/781 [00:07<00:37, 17.63it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.73it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.72it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.67it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.64it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.44it/s]
 18%|#7        | 138/781 [00:07<00:37, 17.36it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.50it/s]
 18%|#8        | 142/781 [00:08<00:36, 17.65it/s]
 18%|#8        | 144/781 [00:08<00:36, 17.69it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.73it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.71it/s]
 19%|#9        | 150/781 [00:08<00:36, 17.46it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.65it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.64it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.75it/s]
 20%|##        | 158/781 [00:08<00:34, 17.84it/s]
 20%|##        | 160/781 [00:09<00:34, 17.92it/s]
 21%|##        | 162/781 [00:09<00:34, 17.95it/s]
 21%|##        | 164/781 [00:09<00:34, 17.96it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.89it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.84it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.72it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.62it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.74it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.82it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.62it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.64it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.68it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.82it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.92it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.01it/s]
 24%|##4       | 190/781 [00:10<00:32, 17.93it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.50it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.59it/s]
 25%|##5       | 196/781 [00:11<00:33, 17.69it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.78it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.77it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.60it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.73it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.73it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.72it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.56it/s]
 27%|##7       | 212/781 [00:12<00:32, 17.52it/s]
 27%|##7       | 214/781 [00:12<00:32, 17.63it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.75it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.60it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.75it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.83it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.93it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.68it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.39it/s]
 29%|##9       | 230/781 [00:13<00:31, 17.68it/s]
 30%|##9       | 232/781 [00:13<00:31, 17.43it/s]
 30%|##9       | 234/781 [00:13<00:31, 17.43it/s]
 30%|###       | 236/781 [00:13<00:30, 17.67it/s]
 30%|###       | 238/781 [00:13<00:30, 17.90it/s]
 31%|###       | 240/781 [00:13<00:29, 18.37it/s]
 31%|###       | 242/781 [00:13<00:29, 18.30it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.64it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.66it/s]
 32%|###1      | 248/781 [00:14<00:28, 18.39it/s]
 32%|###2      | 250/781 [00:14<00:28, 18.38it/s]
 32%|###2      | 252/781 [00:14<00:28, 18.74it/s]
 33%|###2      | 254/781 [00:14<00:28, 18.56it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.54it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.54it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.76it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.87it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.96it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.93it/s]
 34%|###4      | 268/781 [00:15<00:26, 19.19it/s]
 35%|###4      | 270/781 [00:15<00:26, 19.18it/s]
 35%|###4      | 273/781 [00:15<00:25, 19.59it/s]
 35%|###5      | 276/781 [00:15<00:25, 19.95it/s]
 36%|###5      | 279/781 [00:15<00:25, 19.96it/s]
 36%|###5      | 281/781 [00:15<00:25, 19.92it/s]
 36%|###6      | 283/781 [00:15<00:24, 19.93it/s]
 37%|###6      | 286/781 [00:15<00:24, 20.06it/s]
 37%|###7      | 289/781 [00:16<00:24, 20.28it/s]
 37%|###7      | 292/781 [00:16<00:24, 20.28it/s]
 38%|###7      | 295/781 [00:16<00:24, 20.24it/s]
 38%|###8      | 298/781 [00:16<00:23, 20.16it/s]
 39%|###8      | 301/781 [00:16<00:23, 20.23it/s]
 39%|###8      | 304/781 [00:16<00:23, 20.29it/s]
 39%|###9      | 307/781 [00:17<00:23, 20.10it/s]
 40%|###9      | 310/781 [00:17<00:23, 20.13it/s]
 40%|####      | 313/781 [00:17<00:23, 20.31it/s]
 40%|####      | 316/781 [00:17<00:22, 20.29it/s]
 41%|####      | 319/781 [00:17<00:22, 20.32it/s]
 41%|####1     | 322/781 [00:17<00:22, 20.49it/s]
 42%|####1     | 325/781 [00:17<00:22, 20.48it/s]
 42%|####1     | 328/781 [00:18<00:21, 20.62it/s]
 42%|####2     | 331/781 [00:18<00:21, 20.58it/s]
 43%|####2     | 334/781 [00:18<00:21, 20.46it/s]
 43%|####3     | 337/781 [00:18<00:21, 20.59it/s]
 44%|####3     | 340/781 [00:18<00:21, 20.50it/s]
 44%|####3     | 343/781 [00:18<00:21, 20.61it/s]
 44%|####4     | 346/781 [00:18<00:21, 20.44it/s]
 45%|####4     | 349/781 [00:19<00:21, 20.37it/s]
 45%|####5     | 352/781 [00:19<00:20, 20.50it/s]
 45%|####5     | 355/781 [00:19<00:20, 20.63it/s]
 46%|####5     | 358/781 [00:19<00:20, 20.49it/s]
 46%|####6     | 361/781 [00:19<00:20, 20.16it/s]
 47%|####6     | 364/781 [00:19<00:20, 20.21it/s]
 47%|####6     | 367/781 [00:19<00:20, 20.18it/s]
 47%|####7     | 370/781 [00:20<00:20, 20.31it/s]
 48%|####7     | 373/781 [00:20<00:20, 20.27it/s]
 48%|####8     | 376/781 [00:20<00:19, 20.32it/s]
 49%|####8     | 379/781 [00:20<00:19, 20.41it/s]
 49%|####8     | 382/781 [00:20<00:19, 20.52it/s]
 49%|####9     | 385/781 [00:20<00:19, 20.50it/s]
 50%|####9     | 388/781 [00:20<00:19, 20.42it/s]
 50%|#####     | 391/781 [00:21<00:19, 20.27it/s]
 50%|#####     | 394/781 [00:21<00:19, 20.28it/s]
 51%|#####     | 397/781 [00:21<00:19, 20.13it/s]
 51%|#####1    | 400/781 [00:21<00:18, 20.22it/s]
 52%|#####1    | 403/781 [00:21<00:19, 19.63it/s]
 52%|#####1    | 405/781 [00:21<00:19, 19.15it/s]
 52%|#####2    | 407/781 [00:21<00:19, 19.06it/s]
 52%|#####2    | 409/781 [00:22<00:20, 18.47it/s]
 53%|#####2    | 411/781 [00:22<00:19, 18.85it/s]
 53%|#####2    | 413/781 [00:22<00:19, 18.88it/s]
 53%|#####3    | 415/781 [00:22<00:19, 19.17it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.33it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.35it/s]
 54%|#####4    | 423/781 [00:22<00:18, 19.68it/s]
 54%|#####4    | 425/781 [00:22<00:18, 19.71it/s]
 55%|#####4    | 428/781 [00:23<00:17, 19.94it/s]
 55%|#####5    | 431/781 [00:23<00:17, 20.10it/s]
 56%|#####5    | 434/781 [00:23<00:17, 20.04it/s]
 56%|#####5    | 437/781 [00:23<00:16, 20.29it/s]
 56%|#####6    | 440/781 [00:23<00:16, 20.46it/s]
 57%|#####6    | 443/781 [00:23<00:16, 20.34it/s]
 57%|#####7    | 446/781 [00:23<00:16, 20.52it/s]
 57%|#####7    | 449/781 [00:24<00:16, 20.43it/s]
 58%|#####7    | 452/781 [00:24<00:16, 20.46it/s]
 58%|#####8    | 455/781 [00:24<00:15, 20.61it/s]
 59%|#####8    | 458/781 [00:24<00:15, 20.70it/s]
 59%|#####9    | 461/781 [00:24<00:15, 20.74it/s]
 59%|#####9    | 464/781 [00:24<00:15, 20.39it/s]
 60%|#####9    | 467/781 [00:24<00:15, 20.45it/s]
 60%|######    | 470/781 [00:25<00:15, 20.47it/s]
 61%|######    | 473/781 [00:25<00:15, 20.51it/s]
 61%|######    | 476/781 [00:25<00:14, 20.43it/s]
 61%|######1   | 479/781 [00:25<00:14, 20.44it/s]
 62%|######1   | 482/781 [00:25<00:14, 20.43it/s]
 62%|######2   | 485/781 [00:25<00:14, 20.32it/s]
 62%|######2   | 488/781 [00:25<00:14, 20.51it/s]
 63%|######2   | 491/781 [00:26<00:14, 20.59it/s]
 63%|######3   | 494/781 [00:26<00:13, 20.54it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.94it/s]
 64%|######4   | 500/781 [00:26<00:14, 20.05it/s]
 64%|######4   | 503/781 [00:26<00:13, 20.18it/s]
 65%|######4   | 506/781 [00:26<00:13, 20.35it/s]
 65%|######5   | 509/781 [00:26<00:13, 20.31it/s]
 66%|######5   | 512/781 [00:27<00:13, 20.28it/s]
 66%|######5   | 515/781 [00:27<00:13, 20.36it/s]
 66%|######6   | 518/781 [00:27<00:13, 20.19it/s]
 67%|######6   | 521/781 [00:27<00:12, 20.17it/s]
 67%|######7   | 524/781 [00:27<00:12, 20.01it/s]
 67%|######7   | 527/781 [00:27<00:12, 19.74it/s]
 68%|######7   | 530/781 [00:28<00:12, 19.87it/s]
 68%|######8   | 533/781 [00:28<00:12, 20.07it/s]
 69%|######8   | 536/781 [00:28<00:12, 20.30it/s]
 69%|######9   | 539/781 [00:28<00:11, 20.45it/s]
 69%|######9   | 542/781 [00:28<00:11, 20.43it/s]
 70%|######9   | 545/781 [00:28<00:11, 20.32it/s]
 70%|#######   | 548/781 [00:28<00:11, 20.40it/s]
 71%|#######   | 551/781 [00:29<00:11, 20.41it/s]
 71%|#######   | 554/781 [00:29<00:11, 20.43it/s]
 71%|#######1  | 557/781 [00:29<00:10, 20.50it/s]
 72%|#######1  | 560/781 [00:29<00:10, 20.57it/s]
 72%|#######2  | 563/781 [00:29<00:10, 20.45it/s]
 72%|#######2  | 566/781 [00:29<00:10, 20.23it/s]
 73%|#######2  | 569/781 [00:29<00:10, 20.06it/s]
 73%|#######3  | 572/781 [00:30<00:10, 20.11it/s]
 74%|#######3  | 575/781 [00:30<00:10, 20.02it/s]
 74%|#######4  | 578/781 [00:30<00:10, 20.06it/s]
 74%|#######4  | 581/781 [00:30<00:09, 20.23it/s]
 75%|#######4  | 584/781 [00:30<00:09, 20.41it/s]
 75%|#######5  | 587/781 [00:30<00:09, 20.26it/s]
 76%|#######5  | 590/781 [00:30<00:09, 20.39it/s]
 76%|#######5  | 593/781 [00:31<00:09, 20.47it/s]
 76%|#######6  | 596/781 [00:31<00:09, 20.55it/s]
 77%|#######6  | 599/781 [00:31<00:08, 20.57it/s]
 77%|#######7  | 602/781 [00:31<00:08, 20.59it/s]
 77%|#######7  | 605/781 [00:31<00:08, 20.35it/s]
 78%|#######7  | 608/781 [00:31<00:08, 20.25it/s]
 78%|#######8  | 611/781 [00:32<00:08, 20.22it/s]
 79%|#######8  | 614/781 [00:32<00:08, 20.20it/s]
 79%|#######9  | 617/781 [00:32<00:08, 20.31it/s]
 79%|#######9  | 620/781 [00:32<00:07, 20.38it/s]
 80%|#######9  | 623/781 [00:32<00:07, 20.45it/s]
 80%|########  | 626/781 [00:32<00:07, 20.53it/s]
 81%|########  | 629/781 [00:32<00:07, 20.29it/s]
 81%|########  | 632/781 [00:33<00:07, 20.41it/s]
 81%|########1 | 635/781 [00:33<00:07, 20.54it/s]
 82%|########1 | 638/781 [00:33<00:07, 20.20it/s]
 82%|########2 | 641/781 [00:33<00:07, 19.53it/s]
 82%|########2 | 643/781 [00:33<00:07, 19.61it/s]
 83%|########2 | 645/781 [00:33<00:07, 19.39it/s]
 83%|########2 | 647/781 [00:33<00:07, 18.83it/s]
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/opt/conda/envs/var/lib/python3.10/multiprocessing/resource_tracker.py:104: UserWarning: resource_tracker: process died unexpectedly, relaunching.  Some resources might leak.
  warnings.warn('resource_tracker: process died unexpectedly, '

/opt/conda/envs/var/lib/python3.10/multiprocessing/resource_tracker.py:104: UserWarning: resource_tracker: process died unexpectedly, relaunching.  Some resources might leak.
  warnings.warn('resource_tracker: process died unexpectedly, '

/opt/conda/envs/var/lib/python3.10/multiprocessing/resource_tracker.py:104: UserWarning: resource_tracker: process died unexpectedly, relaunching.  Some resources might leak.
  warnings.warn('resource_tracker: process died unexpectedly, '

/opt/conda/envs/var/lib/python3.10/multiprocessing/resource_tracker.py:104: UserWarning: resource_tracker: process died unexpectedly, relaunching.  Some resources might leak.
  warnings.warn('resource_tracker: process died unexpectedly, '