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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-20241007_110602-mcxnb70b
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run brisk-galaxy-179
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/mcxnb70b
/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 0.0337 ms 100.0%
  triton_mm_9 0.0343 ms 98.3%
  triton_mm_8 0.0357 ms 94.5%
  triton_mm_6 0.0358 ms 94.1%
  triton_mm_16 0.0370 ms 91.2%
  triton_mm_5 0.0380 ms 88.6%
  triton_mm_14 0.0384 ms 87.8%
  triton_mm_7 0.0387 ms 87.2%
  triton_mm_10 0.0391 ms 86.3%
  triton_mm_12 0.0397 ms 85.0%
SingleProcess AUTOTUNE benchmarking takes 2.3528 seconds and 0.0113 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0250 ms 100.0%
  triton_mm_27 0.0251 ms 99.5%
  triton_mm_23 0.0256 ms 97.7%
  triton_mm_26 0.0259 ms 96.4%
  triton_mm_31 0.0262 ms 95.4%
  triton_mm_20 0.0275 ms 90.8%
  triton_mm_30 0.0275 ms 90.8%
  triton_mm_22 0.0276 ms 90.4%
  triton_mm_21 0.0288 ms 86.9%
  bias_addmm 0.0289 ms 86.6%
SingleProcess AUTOTUNE benchmarking takes 2.1212 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2184 ms 100.0%
  triton_mm_53 0.2251 ms 97.0%
  triton_mm_54 0.2532 ms 86.3%
  bias_addmm 0.2590 ms 84.3%
  triton_mm_47 0.2621 ms 83.3%
  triton_mm_49 0.2692 ms 81.1%
  triton_mm_45 0.2726 ms 80.1%
  addmm 0.2767 ms 78.9%
  triton_mm_46 0.3045 ms 71.7%
  triton_mm_50 0.3083 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5823 seconds and 0.0142 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0903 ms 100.0%
  triton_mm_71 0.0906 ms 99.6%
  bias_addmm 0.0968 ms 93.3%
  triton_mm_68 0.0973 ms 92.8%
  triton_mm_66 0.0991 ms 91.1%
  triton_mm_73 0.1007 ms 89.7%
  triton_mm_64 0.1014 ms 89.1%
  addmm 0.1099 ms 82.2%
  triton_mm_65 0.1106 ms 81.7%
  triton_mm_69 0.1121 ms 80.5%
SingleProcess AUTOTUNE benchmarking takes 2.4753 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2790 ms 100.0%
  triton_mm_90 0.2868 ms 97.3%
  triton_mm_91 0.2908 ms 96.0%
  triton_mm_92 0.3286 ms 84.9%
  triton_mm_85 0.3364 ms 82.9%
  triton_mm_83 0.3561 ms 78.4%
  triton_mm_87 0.3601 ms 77.5%
  addmm 0.3609 ms 77.3%
  triton_mm_84 0.3940 ms 70.8%
  triton_mm_88 0.4051 ms 68.9%
SingleProcess AUTOTUNE benchmarking takes 2.6580 seconds and 0.0125 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2893 ms 100.0%
  triton_mm_110 0.3027 ms 95.6%
  triton_mm_109 0.3116 ms 92.8%
  triton_mm_111 0.3215 ms 90.0%
  addmm 0.3235 ms 89.4%
  triton_mm_106 0.3519 ms 82.2%
  triton_mm_104 0.3524 ms 82.1%
  triton_mm_105 0.3646 ms 79.3%
  triton_mm_102 0.3667 ms 78.9%
  triton_mm_107 0.4026 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 2.6396 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_120 0.0252 ms 100.0%
  triton_mm_124 0.0254 ms 99.2%
  triton_mm_116 0.0257 ms 98.0%
  triton_mm_128 0.0258 ms 97.5%
  triton_mm_113 0.0267 ms 94.5%
  triton_mm_119 0.0267 ms 94.3%
  triton_mm_123 0.0276 ms 91.4%
  triton_mm_114 0.0277 ms 90.9%
  triton_mm_115 0.0285 ms 88.2%
  bias_addmm 0.0287 ms 87.8%
SingleProcess AUTOTUNE benchmarking takes 2.0963 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1612 0.0155 ms 100.0%
  triton_mm_1604 0.0156 ms 99.4%
  mm 0.0157 ms 98.6%
  triton_mm_1608 0.0160 ms 97.0%
  triton_mm_1616 0.0164 ms 94.5%
  triton_mm_1603 0.0171 ms 90.8%
  triton_mm_1602 0.0178 ms 87.2%
  triton_mm_1607 0.0182 ms 85.2%
  triton_mm_1601 0.0191 ms 81.1%
  triton_mm_1614 0.0198 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 7.5190 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5426 ms 100.0%
  triton_mm_1633 0.5434 ms 99.8%
  bias_addmm 0.5473 ms 99.1%
  triton_mm_1635 0.6141 ms 88.4%
  triton_mm_1628 0.6378 ms 85.1%
  triton_mm_1630 0.6729 ms 80.6%
  addmm 0.6877 ms 78.9%
  triton_mm_1626 0.6975 ms 77.8%
  triton_mm_1631 0.7595 ms 71.4%
  triton_mm_1627 0.7614 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 11.2769 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5128 ms 100.0%
  triton_mm_1671 0.5400 ms 95.0%
  triton_mm_1672 0.5583 ms 91.8%
  triton_mm_1673 0.5836 ms 87.9%
  triton_mm_1666 0.6529 ms 78.5%
  triton_mm_1668 0.6630 ms 77.3%
  triton_mm_1664 0.6639 ms 77.2%
  triton_mm_1669 0.7100 ms 72.2%
  triton_mm_1667 0.7101 ms 72.2%
  triton_mm_1665 0.7224 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 9.7082 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2844 ms 100.0%
  triton_mm_1744 0.2876 ms 98.9%
  triton_mm_1743 0.2926 ms 97.2%
  triton_mm_1745 0.2928 ms 97.1%
  triton_mm_1738 0.3445 ms 82.5%
  triton_mm_1736 0.3472 ms 81.9%
  triton_mm_1740 0.3549 ms 80.1%
  triton_mm_1739 0.3720 ms 76.4%
  triton_mm_1741 0.3900 ms 72.9%
  triton_mm_1737 0.3963 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 10.0033 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0120 ms 100.0%
  triton_mm_1696 0.0124 ms 97.0%
  triton_mm_1704 0.0124 ms 96.6%
  triton_mm_1700 0.0124 ms 96.4%
  triton_mm_1697 0.0129 ms 92.9%
  triton_mm_1693 0.0129 ms 92.8%
  triton_mm_1706 0.0129 ms 92.8%
  triton_mm_1699 0.0133 ms 90.4%
  triton_mm_1702 0.0133 ms 90.4%
  mm 0.0133 ms 90.1%
SingleProcess AUTOTUNE benchmarking takes 2.0230 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0168 ms 100.0%
  triton_mm_1682 0.0177 ms 95.0%
  mm 0.0186 ms 90.4%
  triton_mm_1686 0.0203 ms 82.9%
  triton_mm_1677 0.0222 ms 75.5%
  triton_mm_1690 0.0227 ms 73.9%
  triton_mm_1676 0.0236 ms 71.1%
  triton_mm_1681 0.0251 ms 66.8%
  triton_mm_1685 0.0257 ms 65.4%
  triton_mm_1675 0.0263 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.0570 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5279 ms 100.0%
  triton_mm_1652 0.5598 ms 94.3%
  triton_mm_1653 0.5703 ms 92.6%
  triton_mm_1654 0.5852 ms 90.2%
  triton_mm_1647 0.6540 ms 80.7%
  triton_mm_1649 0.6570 ms 80.4%
  triton_mm_1645 0.6600 ms 80.0%
  triton_mm_1648 0.6924 ms 76.3%
  triton_mm_1646 0.7158 ms 73.8%
  triton_mm_1650 0.7263 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.5949 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2724 ms 100.0%
  mm 0.2742 ms 99.3%
  triton_mm_1725 0.2760 ms 98.7%
  triton_mm_1726 0.3127 ms 87.1%
  triton_mm_1717 0.3356 ms 81.2%
  triton_mm_1719 0.3383 ms 80.5%
  triton_mm_1721 0.3426 ms 79.5%
  triton_mm_1718 0.3580 ms 76.1%
  triton_mm_1722 0.3818 ms 71.3%
  triton_mm_1720 0.4188 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 2.5122 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2198 ms 100.0%
  triton_mm_1839 0.2202 ms 99.8%
  triton_mm_1838 0.2263 ms 97.1%
  triton_mm_1840 0.2382 ms 92.3%
  triton_mm_1835 0.2523 ms 87.1%
  triton_mm_1833 0.2574 ms 85.4%
  triton_mm_1831 0.2574 ms 85.4%
  triton_mm_1834 0.2841 ms 77.4%
  triton_mm_1832 0.2851 ms 77.1%
  triton_mm_1836 0.2923 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4842 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2864 ms 100.0%
  triton_mm_1781 0.2866 ms 99.9%
  triton_mm_1782 0.2897 ms 98.9%
  triton_mm_1783 0.2956 ms 96.9%
  triton_mm_1778 0.3412 ms 83.9%
  triton_mm_1774 0.3478 ms 82.4%
  triton_mm_1776 0.3556 ms 80.5%
  triton_mm_1777 0.3778 ms 75.8%
  triton_mm_1779 0.3867 ms 74.1%
  triton_mm_1775 0.3940 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.5180 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2212 ms 100.0%
  triton_mm_1857 0.2738 ms 80.8%
  triton_mm_1852 0.2778 ms 79.6%
  triton_mm_1854 0.2788 ms 79.3%
  triton_mm_1850 0.2798 ms 79.1%
  triton_mm_1858 0.2812 ms 78.7%
  triton_mm_1859 0.2834 ms 78.1%
  triton_mm_1853 0.3065 ms 72.2%
  triton_mm_1855 0.3194 ms 69.3%
  triton_mm_1851 0.3249 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 9.6619 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0969 ms 100.0%
  triton_mm_1821 0.0985 ms 98.4%
  triton_mm_1814 0.1060 ms 91.5%
  triton_mm_1820 0.1094 ms 88.6%
  triton_mm_1811 0.1193 ms 81.2%
  triton_mm_1812 0.1201 ms 80.7%
  triton_mm_1816 0.1214 ms 79.8%
  triton_mm_1819 0.1254 ms 77.3%
  triton_mm_1815 0.1264 ms 76.7%
  triton_mm_1817 0.1311 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 12.0384 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_1762 0.2979 ms 100.0%
  mm 0.2990 ms 99.6%
  triton_mm_1763 0.3067 ms 97.1%
  triton_mm_1764 0.3157 ms 94.4%
  triton_mm_1759 0.3386 ms 88.0%
  triton_mm_1755 0.3441 ms 86.6%
  triton_mm_1757 0.3443 ms 86.5%
  triton_mm_1758 0.3612 ms 82.5%
  triton_mm_1756 0.3794 ms 78.5%
  triton_mm_1760 0.3890 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 2.5176 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_1801 0.0840 ms 98.9%
  triton_mm_1800 0.0844 ms 98.4%
  triton_mm_1797 0.0924 ms 89.9%
  triton_mm_1802 0.0936 ms 88.8%
  triton_mm_1793 0.0942 ms 88.2%
  triton_mm_1795 0.0964 ms 86.2%
  triton_mm_1794 0.1025 ms 81.0%
  triton_mm_1798 0.1057 ms 78.6%
  triton_mm_1796 0.1227 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.3767 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2697 ms 100.0%
  mm 0.2740 ms 98.4%
  triton_mm_1911 0.2744 ms 98.3%
  triton_mm_1912 0.3104 ms 86.9%
  triton_mm_1903 0.3351 ms 80.5%
  triton_mm_1905 0.3374 ms 79.9%
  triton_mm_1907 0.3396 ms 79.4%
  triton_mm_1904 0.3583 ms 75.3%
  triton_mm_1908 0.3789 ms 71.2%
  triton_mm_1906 0.4180 ms 64.5%
SingleProcess AUTOTUNE benchmarking takes 2.5089 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2969 ms 100.0%
  triton_mm_1948 0.2989 ms 99.3%
  triton_mm_1949 0.3058 ms 97.1%
  triton_mm_1950 0.3144 ms 94.4%
  triton_mm_1945 0.3393 ms 87.5%
  triton_mm_1943 0.3441 ms 86.3%
  triton_mm_1941 0.3463 ms 85.7%
  triton_mm_1944 0.3612 ms 82.2%
  triton_mm_1942 0.3812 ms 77.9%
  triton_mm_1946 0.3897 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.5111 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1883 0.0186 ms 100.0%
  triton_mm_1885 0.0186 ms 100.0%
  triton_mm_1890 0.0188 ms 99.1%
  triton_mm_1893 0.0196 ms 94.6%
  triton_mm_1884 0.0198 ms 94.1%
  triton_mm_1887 0.0199 ms 93.6%
  triton_mm_1888 0.0199 ms 93.5%
  triton_mm_1886 0.0199 ms 93.3%
  triton_mm_1889 0.0204 ms 90.9%
  triton_mm_1891 0.0206 ms 90.4%
SingleProcess AUTOTUNE benchmarking takes 7.4849 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2854 ms 100.0%
  triton_mm_1930 0.2916 ms 97.9%
  triton_mm_1929 0.2952 ms 96.7%
  triton_mm_1931 0.2964 ms 96.3%
  triton_mm_1924 0.3490 ms 81.8%
  triton_mm_1922 0.3509 ms 81.3%
  triton_mm_1926 0.3586 ms 79.6%
  triton_mm_1925 0.3760 ms 75.9%
  triton_mm_1927 0.3949 ms 72.3%
  triton_mm_1923 0.4001 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0293 ms 100.0%
  mm 0.0294 ms 99.7%
  triton_mm_1868 0.0311 ms 94.0%
  triton_mm_1872 0.0413 ms 70.9%
  triton_mm_1863 0.0518 ms 56.6%
  triton_mm_1876 0.0521 ms 56.2%
  triton_mm_1862 0.0555 ms 52.8%
  triton_mm_1867 0.0597 ms 49.0%
  triton_mm_1871 0.0632 ms 46.4%
  triton_mm_1861 0.0652 ms 44.9%
SingleProcess AUTOTUNE benchmarking takes 2.0404 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2210 ms 100.0%
  triton_mm_2043 0.2750 ms 80.4%
  triton_mm_2038 0.2801 ms 78.9%
  triton_mm_2040 0.2801 ms 78.9%
  triton_mm_2036 0.2814 ms 78.5%
  triton_mm_2044 0.2819 ms 78.4%
  triton_mm_2045 0.2860 ms 77.3%
  triton_mm_2039 0.3089 ms 71.5%
  triton_mm_2041 0.3226 ms 68.5%
  triton_mm_2037 0.3270 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.4842 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0976 ms 100.0%
  triton_mm_2007 0.0985 ms 99.1%
  triton_mm_2000 0.1051 ms 92.9%
  triton_mm_2006 0.1093 ms 89.2%
  triton_mm_1997 0.1191 ms 81.9%
  triton_mm_1998 0.1209 ms 80.7%
  triton_mm_2002 0.1217 ms 80.2%
  triton_mm_2005 0.1253 ms 77.9%
  triton_mm_2001 0.1265 ms 77.1%
  triton_mm_2003 0.1302 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.3767 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0842 ms 100.0%
  mm 0.0843 ms 99.9%
  triton_mm_1986 0.0845 ms 99.6%
  triton_mm_1983 0.0916 ms 91.8%
  triton_mm_1988 0.0935 ms 90.0%
  triton_mm_1979 0.0943 ms 89.3%
  triton_mm_1981 0.0955 ms 88.1%
  triton_mm_1980 0.1017 ms 82.7%
  triton_mm_1984 0.1052 ms 80.0%
  triton_mm_1982 0.1238 ms 68.0%
SingleProcess AUTOTUNE benchmarking takes 2.3696 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2966 ms 100.0%
  triton_mm_2134 0.2993 ms 99.1%
  triton_mm_2135 0.3056 ms 97.1%
  triton_mm_2136 0.3150 ms 94.2%
  triton_mm_2131 0.3400 ms 87.3%
  triton_mm_2129 0.3441 ms 86.2%
  triton_mm_2127 0.3466 ms 85.6%
  triton_mm_2130 0.3616 ms 82.0%
  triton_mm_2128 0.3815 ms 77.8%
  triton_mm_2132 0.3896 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.5185 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0186 ms 100.0%
  triton_mm_2070 0.0188 ms 99.0%
  triton_mm_2074 0.0191 ms 97.5%
  triton_mm_2076 0.0194 ms 95.7%
  triton_mm_2071 0.0194 ms 95.6%
  triton_mm_2075 0.0196 ms 95.1%
  triton_mm_2079 0.0196 ms 94.8%
  triton_mm_2073 0.0198 ms 94.0%
  triton_mm_2072 0.0200 ms 93.0%
  triton_mm_2078 0.0204 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 2.0224 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2863 ms 100.0%
  triton_mm_2116 0.2927 ms 97.8%
  triton_mm_2115 0.2966 ms 96.5%
  triton_mm_2117 0.2973 ms 96.3%
  triton_mm_2110 0.3490 ms 82.0%
  triton_mm_2108 0.3535 ms 81.0%
  triton_mm_2112 0.3593 ms 79.7%
  triton_mm_2111 0.3767 ms 76.0%
  triton_mm_2113 0.3960 ms 72.3%
  triton_mm_2109 0.4023 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5217 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0292 ms 100.0%
  mm 0.0294 ms 99.2%
  triton_mm_2054 0.0322 ms 90.6%
  triton_mm_2058 0.0413 ms 70.5%
  triton_mm_2049 0.0517 ms 56.3%
  triton_mm_2062 0.0522 ms 55.9%
  triton_mm_2048 0.0562 ms 51.9%
  triton_mm_2053 0.0605 ms 48.2%
  triton_mm_2057 0.0631 ms 46.2%
  triton_mm_2047 0.0658 ms 44.3%
SingleProcess AUTOTUNE benchmarking takes 2.0459 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2965 ms 100.0%
  triton_mm_2320 0.2981 ms 99.5%
  triton_mm_2321 0.3072 ms 96.5%
  triton_mm_2322 0.3169 ms 93.6%
  triton_mm_2317 0.3403 ms 87.1%
  triton_mm_2315 0.3457 ms 85.8%
  triton_mm_2313 0.3470 ms 85.4%
  triton_mm_2316 0.3611 ms 82.1%
  triton_mm_2314 0.3812 ms 77.8%
  triton_mm_2318 0.3905 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.5192 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2255 0.0186 ms 100.0%
  triton_mm_2257 0.0186 ms 100.0%
  triton_mm_2262 0.0187 ms 99.3%
  triton_mm_2259 0.0189 ms 98.5%
  triton_mm_2263 0.0197 ms 94.5%
  triton_mm_2256 0.0198 ms 94.1%
  triton_mm_2260 0.0200 ms 93.2%
  triton_mm_2258 0.0202 ms 92.2%
  triton_mm_2261 0.0206 ms 90.1%
  triton_mm_2265 0.0208 ms 89.4%
SingleProcess AUTOTUNE benchmarking takes 2.0154 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2859 ms 100.0%
  triton_mm_2302 0.2935 ms 97.4%
  triton_mm_2301 0.2954 ms 96.8%
  triton_mm_2303 0.2981 ms 95.9%
  triton_mm_2296 0.3500 ms 81.7%
  triton_mm_2294 0.3519 ms 81.2%
  triton_mm_2298 0.3608 ms 79.2%
  triton_mm_2297 0.3776 ms 75.7%
  triton_mm_2299 0.3973 ms 71.9%
  triton_mm_2295 0.4018 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5164 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0293 ms 100.0%
  mm 0.0295 ms 99.1%
  triton_mm_2240 0.0311 ms 94.1%
  triton_mm_2244 0.0410 ms 71.4%
  triton_mm_2248 0.0515 ms 56.8%
  triton_mm_2235 0.0524 ms 55.9%
  triton_mm_2234 0.0564 ms 52.0%
  triton_mm_2239 0.0597 ms 49.1%
  triton_mm_2243 0.0624 ms 46.9%
  triton_mm_2233 0.0659 ms 44.4%
SingleProcess AUTOTUNE benchmarking takes 2.0471 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0838 ms 100.0%
  mm 0.0840 ms 99.8%
  triton_mm_2358 0.0845 ms 99.2%
  triton_mm_2355 0.0915 ms 91.6%
  triton_mm_2360 0.0935 ms 89.7%
  triton_mm_2351 0.0947 ms 88.5%
  triton_mm_2353 0.0954 ms 87.9%
  triton_mm_2352 0.1018 ms 82.3%
  triton_mm_2356 0.1055 ms 79.5%
  triton_mm_2354 0.1231 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.3795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2968 ms 100.0%
  triton_mm_2506 0.2990 ms 99.3%
  triton_mm_2507 0.3062 ms 96.9%
  triton_mm_2508 0.3149 ms 94.2%
  triton_mm_2503 0.3412 ms 87.0%
  triton_mm_2501 0.3441 ms 86.3%
  triton_mm_2499 0.3464 ms 85.7%
  triton_mm_2502 0.3615 ms 82.1%
  triton_mm_2500 0.3813 ms 77.8%
  triton_mm_2504 0.3896 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.5185 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2442 0.0188 ms 100.0%
  triton_mm_2446 0.0190 ms 98.7%
  triton_mm_2444 0.0191 ms 98.5%
  triton_mm_2441 0.0194 ms 96.9%
  triton_mm_2443 0.0195 ms 96.5%
  triton_mm_2447 0.0196 ms 95.6%
  triton_mm_2448 0.0197 ms 95.4%
  triton_mm_2445 0.0198 ms 95.0%
  triton_mm_2440 0.0201 ms 93.3%
  triton_mm_2449 0.0205 ms 91.7%
SingleProcess AUTOTUNE benchmarking takes 2.0185 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2857 ms 100.0%
  triton_mm_2488 0.2923 ms 97.8%
  triton_mm_2487 0.2965 ms 96.4%
  triton_mm_2489 0.2974 ms 96.1%
  triton_mm_2482 0.3491 ms 81.8%
  triton_mm_2480 0.3533 ms 80.9%
  triton_mm_2484 0.3585 ms 79.7%
  triton_mm_2483 0.3761 ms 76.0%
  triton_mm_2485 0.3956 ms 72.2%
  triton_mm_2481 0.4019 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5183 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0294 ms 100.0%
  triton_mm_2422 0.0300 ms 98.0%
  triton_mm_2426 0.0311 ms 94.5%
  triton_mm_2430 0.0402 ms 73.2%
  triton_mm_2434 0.0509 ms 57.7%
  triton_mm_2421 0.0523 ms 56.3%
  triton_mm_2420 0.0555 ms 53.0%
  triton_mm_2425 0.0597 ms 49.3%
  triton_mm_2429 0.0624 ms 47.1%
  triton_mm_2419 0.0652 ms 45.1%
SingleProcess AUTOTUNE benchmarking takes 2.0518 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2959 ms 100.0%
  triton_mm_2692 0.2981 ms 99.3%
  triton_mm_2693 0.3060 ms 96.7%
  triton_mm_2694 0.3155 ms 93.8%
  triton_mm_2689 0.3383 ms 87.5%
  triton_mm_2687 0.3445 ms 85.9%
  triton_mm_2685 0.3453 ms 85.7%
  triton_mm_2688 0.3604 ms 82.1%
  triton_mm_2686 0.3801 ms 77.9%
  triton_mm_2690 0.3894 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.5154 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2634 0.0187 ms 100.0%
  triton_mm_2628 0.0188 ms 99.5%
  triton_mm_2630 0.0191 ms 98.1%
  triton_mm_2629 0.0195 ms 96.1%
  triton_mm_2627 0.0196 ms 95.4%
  triton_mm_2635 0.0196 ms 95.3%
  triton_mm_2637 0.0196 ms 95.3%
  triton_mm_2631 0.0198 ms 94.3%
  triton_mm_2632 0.0199 ms 93.9%
  triton_mm_2626 0.0201 ms 92.8%
SingleProcess AUTOTUNE benchmarking takes 2.0197 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2862 ms 100.0%
  triton_mm_2674 0.2920 ms 98.0%
  triton_mm_2673 0.2962 ms 96.6%
  triton_mm_2675 0.2964 ms 96.6%
  triton_mm_2668 0.3485 ms 82.1%
  triton_mm_2666 0.3525 ms 81.2%
  triton_mm_2670 0.3582 ms 79.9%
  triton_mm_2669 0.3756 ms 76.2%
  triton_mm_2671 0.3950 ms 72.5%
  triton_mm_2667 0.4009 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5221 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2608 0.0300 ms 97.7%
  triton_mm_2612 0.0311 ms 94.3%
  triton_mm_2616 0.0413 ms 71.0%
  triton_mm_2620 0.0521 ms 56.3%
  triton_mm_2607 0.0523 ms 56.1%
  triton_mm_2606 0.0562 ms 52.2%
  triton_mm_2611 0.0597 ms 49.2%
  triton_mm_2615 0.0630 ms 46.5%
  triton_mm_2605 0.0659 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0471 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2848 ms 100.0%
  triton_mm_2860 0.2918 ms 97.6%
  triton_mm_2859 0.2955 ms 96.4%
  triton_mm_2861 0.2962 ms 96.1%
  triton_mm_2854 0.3488 ms 81.6%
  triton_mm_2852 0.3513 ms 81.1%
  triton_mm_2856 0.3587 ms 79.4%
  triton_mm_2855 0.3759 ms 75.8%
  triton_mm_2857 0.3942 ms 72.2%
  triton_mm_2853 0.4001 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5226 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0292 ms 100.0%
  mm 0.0293 ms 99.6%
  triton_mm_2798 0.0322 ms 90.8%
  triton_mm_2802 0.0413 ms 70.8%
  triton_mm_2793 0.0518 ms 56.5%
  triton_mm_2806 0.0521 ms 56.1%
  triton_mm_2792 0.0555 ms 52.7%
  triton_mm_2797 0.0605 ms 48.3%
  triton_mm_2801 0.0632 ms 46.3%
  triton_mm_2791 0.0652 ms 44.8%
SingleProcess AUTOTUNE benchmarking takes 2.0532 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2841 ms 100.0%
  triton_mm_3232 0.2911 ms 97.6%
  triton_mm_3231 0.2949 ms 96.3%
  triton_mm_3233 0.2958 ms 96.0%
  triton_mm_3226 0.3486 ms 81.5%
  triton_mm_3224 0.3529 ms 80.5%
  triton_mm_3228 0.3582 ms 79.3%
  triton_mm_3227 0.3758 ms 75.6%
  triton_mm_3229 0.3935 ms 72.2%
  triton_mm_3225 0.4000 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5153 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_3166 0.0292 ms 100.0%
  mm 0.0295 ms 99.0%
  triton_mm_3170 0.0311 ms 93.9%
  triton_mm_3174 0.0411 ms 71.1%
  triton_mm_3165 0.0517 ms 56.5%
  triton_mm_3178 0.0518 ms 56.4%
  triton_mm_3164 0.0563 ms 51.9%
  triton_mm_3169 0.0598 ms 48.9%
  triton_mm_3173 0.0632 ms 46.2%
  triton_mm_3163 0.0659 ms 44.4%
SingleProcess AUTOTUNE benchmarking takes 2.0464 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0290 ms 100.0%
  triton_mm_3352 0.0301 ms 96.4%
  triton_mm_3356 0.0311 ms 93.3%
  triton_mm_3360 0.0401 ms 72.3%
  triton_mm_3364 0.0515 ms 56.4%
  triton_mm_3351 0.0524 ms 55.4%
  triton_mm_3350 0.0565 ms 51.4%
  triton_mm_3355 0.0606 ms 47.9%
  triton_mm_3359 0.0624 ms 46.5%
  triton_mm_3349 0.0659 ms 44.0%
SingleProcess AUTOTUNE benchmarking takes 2.0484 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0313 ms 100.0%
  triton_mm_4874 0.0444 ms 70.5%
  triton_mm_4878 0.0483 ms 64.8%
  triton_mm_4882 0.0494 ms 63.3%
  triton_mm_4872 0.0591 ms 52.9%
  triton_mm_4873 0.0645 ms 48.5%
  triton_mm_4881 0.0673 ms 46.5%
  triton_mm_4877 0.0727 ms 43.0%
  triton_mm_4871 0.0746 ms 41.9%
  triton_mm_4880 0.0786 ms 39.8%
SingleProcess AUTOTUNE benchmarking takes 7.8253 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 0.0334 ms 100.0%
  triton_mm_9 0.0335 ms 99.5%
  triton_mm_8 0.0354 ms 94.3%
  triton_mm_6 0.0366 ms 91.2%
  triton_mm_16 0.0369 ms 90.5%
  triton_mm_10 0.0380 ms 87.9%
  triton_mm_5 0.0382 ms 87.4%
  triton_mm_14 0.0383 ms 87.2%
  triton_mm_7 0.0383 ms 87.1%
  triton_mm_11 0.0397 ms 84.0%
SingleProcess AUTOTUNE benchmarking takes 2.3288 seconds and 0.0180 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0250 ms 100.0%
  triton_mm_27 0.0251 ms 99.6%
  triton_mm_31 0.0252 ms 99.2%
  triton_mm_26 0.0260 ms 96.1%
  triton_mm_23 0.0265 ms 94.4%
  triton_mm_30 0.0268 ms 93.5%
  triton_mm_20 0.0275 ms 91.0%
  triton_mm_22 0.0275 ms 90.9%
  triton_mm_21 0.0287 ms 87.3%
  bias_addmm 0.0288 ms 86.8%
SingleProcess AUTOTUNE benchmarking takes 2.1122 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2148 ms 100.0%
  triton_mm_53 0.2213 ms 97.1%
  triton_mm_54 0.2494 ms 86.1%
  triton_mm_47 0.2571 ms 83.6%
  bias_addmm 0.2573 ms 83.5%
  triton_mm_49 0.2655 ms 80.9%
  triton_mm_45 0.2683 ms 80.1%
  addmm 0.2757 ms 77.9%
  triton_mm_46 0.3002 ms 71.6%
  triton_mm_50 0.3038 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.6206 seconds and 0.0117 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0903 ms 100.0%
  triton_mm_71 0.0908 ms 99.5%
  bias_addmm 0.0967 ms 93.4%
  triton_mm_66 0.0974 ms 92.6%
  triton_mm_68 0.0974 ms 92.6%
  triton_mm_73 0.0995 ms 90.7%
  triton_mm_64 0.1011 ms 89.3%
  addmm 0.1097 ms 82.3%
  triton_mm_65 0.1112 ms 81.2%
  triton_mm_69 0.1128 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 2.4643 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2792 ms 100.0%
  triton_mm_90 0.2846 ms 98.1%
  triton_mm_91 0.2888 ms 96.7%
  triton_mm_92 0.3271 ms 85.3%
  triton_mm_85 0.3332 ms 83.8%
  triton_mm_83 0.3516 ms 79.4%
  triton_mm_87 0.3547 ms 78.7%
  addmm 0.3587 ms 77.8%
  triton_mm_84 0.3897 ms 71.6%
  triton_mm_88 0.4015 ms 69.5%
SingleProcess AUTOTUNE benchmarking takes 2.6448 seconds and 0.0024 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2853 ms 100.0%
  triton_mm_110 0.2996 ms 95.2%
  triton_mm_109 0.3091 ms 92.3%
  triton_mm_111 0.3183 ms 89.6%
  addmm 0.3195 ms 89.3%
  triton_mm_106 0.3475 ms 82.1%
  triton_mm_104 0.3520 ms 81.1%
  triton_mm_102 0.3632 ms 78.6%
  triton_mm_105 0.3640 ms 78.4%
  triton_mm_107 0.3973 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 2.6354 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0144 ms 100.0%
  triton_mm_1608 0.0148 ms 97.6%
  triton_mm_1612 0.0155 ms 93.2%
  mm 0.0162 ms 88.9%
  triton_mm_1616 0.0164 ms 88.1%
  triton_mm_1607 0.0176 ms 81.7%
  triton_mm_1603 0.0182 ms 79.3%
  triton_mm_1602 0.0187 ms 77.2%
  triton_mm_1601 0.0190 ms 75.8%
  triton_mm_1611 0.0201 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 7.2634 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5390 ms 100.0%
  triton_mm_1633 0.5397 ms 99.9%
  bias_addmm 0.5442 ms 99.1%
  triton_mm_1635 0.6092 ms 88.5%
  triton_mm_1628 0.6412 ms 84.1%
  triton_mm_1630 0.6747 ms 79.9%
  addmm 0.6825 ms 79.0%
  triton_mm_1626 0.6840 ms 78.8%
  triton_mm_1631 0.7544 ms 71.5%
  triton_mm_1627 0.7631 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 12.3228 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5128 ms 100.0%
  triton_mm_1671 0.5425 ms 94.5%
  triton_mm_1672 0.5612 ms 91.4%
  triton_mm_1673 0.5846 ms 87.7%
  triton_mm_1666 0.6552 ms 78.3%
  triton_mm_1664 0.6648 ms 77.1%
  triton_mm_1668 0.6706 ms 76.5%
  triton_mm_1669 0.7134 ms 71.9%
  triton_mm_1667 0.7167 ms 71.6%
  triton_mm_1665 0.7277 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5847 seconds and 0.0068 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2818 ms 100.0%
  triton_mm_1744 0.2858 ms 98.6%
  triton_mm_1743 0.2901 ms 97.1%
  triton_mm_1745 0.2907 ms 96.9%
  triton_mm_1738 0.3417 ms 82.5%
  triton_mm_1736 0.3457 ms 81.5%
  triton_mm_1740 0.3528 ms 79.9%
  triton_mm_1739 0.3703 ms 76.1%
  triton_mm_1741 0.3875 ms 72.7%
  triton_mm_1737 0.3941 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 9.5357 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1697 0.0119 ms 100.0%
  triton_mm_1699 0.0119 ms 99.9%
  triton_mm_1698 0.0120 ms 98.8%
  triton_mm_1701 0.0120 ms 98.5%
  triton_mm_1700 0.0121 ms 98.3%
  triton_mm_1702 0.0121 ms 98.3%
  triton_mm_1696 0.0122 ms 97.0%
  triton_mm_1703 0.0123 ms 96.5%
  triton_mm_1704 0.0123 ms 96.2%
  triton_mm_1695 0.0125 ms 94.5%
SingleProcess AUTOTUNE benchmarking takes 2.0088 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0160 ms 100.0%
  triton_mm_1682 0.0168 ms 95.2%
  mm 0.0184 ms 86.9%
  triton_mm_1686 0.0211 ms 75.5%
  triton_mm_1690 0.0226 ms 70.7%
  triton_mm_1677 0.0231 ms 69.2%
  triton_mm_1676 0.0245 ms 65.2%
  triton_mm_1681 0.0251 ms 63.6%
  triton_mm_1675 0.0262 ms 61.0%
  triton_mm_1685 0.0264 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.0429 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5240 ms 100.0%
  triton_mm_1652 0.5555 ms 94.3%
  triton_mm_1653 0.5660 ms 92.6%
  triton_mm_1654 0.5800 ms 90.3%
  triton_mm_1649 0.6492 ms 80.7%
  triton_mm_1647 0.6520 ms 80.4%
  triton_mm_1645 0.6581 ms 79.6%
  triton_mm_1648 0.6900 ms 75.9%
  triton_mm_1646 0.7111 ms 73.7%
  triton_mm_1650 0.7210 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.5962 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2713 ms 100.0%
  mm 0.2732 ms 99.3%
  triton_mm_1725 0.2748 ms 98.7%
  triton_mm_1726 0.3128 ms 86.7%
  triton_mm_1717 0.3332 ms 81.4%
  triton_mm_1719 0.3352 ms 80.9%
  triton_mm_1721 0.3395 ms 79.9%
  triton_mm_1718 0.3558 ms 76.2%
  triton_mm_1722 0.3792 ms 71.5%
  triton_mm_1720 0.4168 ms 65.1%
SingleProcess AUTOTUNE benchmarking takes 2.5085 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2188 ms 100.0%
  mm 0.2197 ms 99.6%
  triton_mm_1838 0.2254 ms 97.1%
  triton_mm_1840 0.2366 ms 92.5%
  triton_mm_1835 0.2513 ms 87.1%
  triton_mm_1833 0.2564 ms 85.3%
  triton_mm_1831 0.2569 ms 85.2%
  triton_mm_1834 0.2821 ms 77.6%
  triton_mm_1832 0.2828 ms 77.4%
  triton_mm_1836 0.2907 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.4830 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2840 ms 100.0%
  mm 0.2841 ms 99.9%
  triton_mm_1782 0.2881 ms 98.6%
  triton_mm_1783 0.2942 ms 96.5%
  triton_mm_1778 0.3409 ms 83.3%
  triton_mm_1774 0.3468 ms 81.9%
  triton_mm_1776 0.3500 ms 81.1%
  triton_mm_1777 0.3774 ms 75.2%
  triton_mm_1779 0.3864 ms 73.5%
  triton_mm_1775 0.3920 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5165 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2203 ms 100.0%
  triton_mm_1857 0.2739 ms 80.4%
  triton_mm_1852 0.2800 ms 78.7%
  triton_mm_1858 0.2809 ms 78.4%
  triton_mm_1854 0.2813 ms 78.3%
  triton_mm_1850 0.2814 ms 78.3%
  triton_mm_1859 0.2842 ms 77.5%
  triton_mm_1853 0.3079 ms 71.5%
  triton_mm_1855 0.3207 ms 68.7%
  triton_mm_1851 0.3262 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4868 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0971 ms 100.0%
  triton_mm_1821 0.0984 ms 98.7%
  triton_mm_1814 0.1054 ms 92.1%
  triton_mm_1820 0.1089 ms 89.1%
  triton_mm_1811 0.1179 ms 82.3%
  triton_mm_1812 0.1194 ms 81.3%
  triton_mm_1816 0.1212 ms 80.1%
  triton_mm_1819 0.1240 ms 78.3%
  triton_mm_1815 0.1273 ms 76.3%
  triton_mm_1817 0.1300 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.3807 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2952 ms 100.0%
  triton_mm_1762 0.2966 ms 99.5%
  triton_mm_1763 0.3049 ms 96.8%
  triton_mm_1764 0.3142 ms 94.0%
  triton_mm_1759 0.3384 ms 87.2%
  triton_mm_1757 0.3413 ms 86.5%
  triton_mm_1755 0.3454 ms 85.5%
  triton_mm_1758 0.3581 ms 82.4%
  triton_mm_1756 0.3792 ms 77.9%
  triton_mm_1760 0.3880 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.5080 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0829 ms 100.0%
  triton_mm_1801 0.0829 ms 100.0%
  triton_mm_1800 0.0853 ms 97.1%
  triton_mm_1797 0.0923 ms 89.8%
  triton_mm_1802 0.0942 ms 88.0%
  triton_mm_1793 0.0945 ms 87.7%
  triton_mm_1795 0.0953 ms 86.9%
  triton_mm_1794 0.1025 ms 80.8%
  triton_mm_1798 0.1044 ms 79.4%
  triton_mm_1796 0.1225 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.3695 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2677 ms 100.0%
  mm 0.2710 ms 98.8%
  triton_mm_1911 0.2722 ms 98.3%
  triton_mm_1912 0.3087 ms 86.7%
  triton_mm_1903 0.3318 ms 80.7%
  triton_mm_1905 0.3348 ms 79.9%
  triton_mm_1907 0.3384 ms 79.1%
  triton_mm_1904 0.3551 ms 75.4%
  triton_mm_1908 0.3776 ms 70.9%
  triton_mm_1906 0.4165 ms 64.3%
SingleProcess AUTOTUNE benchmarking takes 2.5090 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2951 ms 100.0%
  triton_mm_1948 0.2970 ms 99.4%
  triton_mm_1949 0.3042 ms 97.0%
  triton_mm_1950 0.3129 ms 94.3%
  triton_mm_1945 0.3387 ms 87.1%
  triton_mm_1943 0.3422 ms 86.2%
  triton_mm_1941 0.3443 ms 85.7%
  triton_mm_1944 0.3602 ms 81.9%
  triton_mm_1942 0.3788 ms 77.9%
  triton_mm_1946 0.3871 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.5072 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1885 0.0184 ms 100.0%
  triton_mm_1886 0.0189 ms 97.5%
  triton_mm_1883 0.0191 ms 96.3%
  triton_mm_1884 0.0194 ms 94.8%
  triton_mm_1889 0.0195 ms 94.4%
  triton_mm_1891 0.0195 ms 94.3%
  triton_mm_1893 0.0195 ms 94.3%
  triton_mm_1887 0.0196 ms 94.0%
  triton_mm_1890 0.0197 ms 93.5%
  triton_mm_1888 0.0197 ms 93.2%
SingleProcess AUTOTUNE benchmarking takes 5.6246 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2815 ms 100.0%
  triton_mm_1930 0.2898 ms 97.2%
  triton_mm_1929 0.2935 ms 95.9%
  triton_mm_1931 0.2944 ms 95.6%
  triton_mm_1924 0.3457 ms 81.4%
  triton_mm_1922 0.3511 ms 80.2%
  triton_mm_1926 0.3567 ms 78.9%
  triton_mm_1925 0.3733 ms 75.4%
  triton_mm_1927 0.3926 ms 71.7%
  triton_mm_1923 0.3990 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5106 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2858 ms 100.0%
  mm 0.2861 ms 99.9%
  triton_mm_1968 0.2880 ms 99.2%
  triton_mm_1969 0.2937 ms 97.3%
  triton_mm_1964 0.3404 ms 84.0%
  triton_mm_1960 0.3483 ms 82.1%
  triton_mm_1962 0.3517 ms 81.3%
  triton_mm_1963 0.3775 ms 75.7%
  triton_mm_1965 0.3859 ms 74.1%
  triton_mm_1961 0.3944 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5201 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_1864 0.0300 ms 97.8%
  triton_mm_1868 0.0317 ms 92.4%
  triton_mm_1872 0.0404 ms 72.5%
  triton_mm_1863 0.0511 ms 57.3%
  triton_mm_1876 0.0522 ms 56.2%
  triton_mm_1862 0.0560 ms 52.3%
  triton_mm_1867 0.0594 ms 49.4%
  triton_mm_1871 0.0629 ms 46.6%
  triton_mm_1861 0.0656 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 6.5177 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2202 ms 100.0%
  triton_mm_2043 0.2739 ms 80.4%
  triton_mm_2038 0.2793 ms 78.8%
  triton_mm_2040 0.2800 ms 78.6%
  triton_mm_2036 0.2808 ms 78.4%
  triton_mm_2044 0.2809 ms 78.4%
  triton_mm_2045 0.2843 ms 77.4%
  triton_mm_2039 0.3068 ms 71.8%
  triton_mm_2041 0.3214 ms 68.5%
  triton_mm_2037 0.3253 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.4950 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_2007 0.0994 ms 97.4%
  triton_mm_2000 0.1046 ms 92.6%
  triton_mm_2006 0.1077 ms 89.9%
  triton_mm_1997 0.1187 ms 81.6%
  triton_mm_1998 0.1202 ms 80.5%
  triton_mm_2002 0.1204 ms 80.4%
  triton_mm_2005 0.1231 ms 78.6%
  triton_mm_2001 0.1265 ms 76.5%
  triton_mm_2003 0.1306 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.3913 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0829 ms 100.0%
  mm 0.0841 ms 98.6%
  triton_mm_1986 0.0854 ms 97.1%
  triton_mm_1983 0.0912 ms 90.9%
  triton_mm_1979 0.0937 ms 88.5%
  triton_mm_1988 0.0942 ms 88.0%
  triton_mm_1981 0.0945 ms 87.7%
  triton_mm_1980 0.1013 ms 81.8%
  triton_mm_1984 0.1054 ms 78.6%
  triton_mm_1982 0.1233 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.3826 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2205 ms 100.0%
  triton_mm_2025 0.2205 ms 100.0%
  triton_mm_2024 0.2252 ms 97.9%
  triton_mm_2026 0.2382 ms 92.6%
  triton_mm_2021 0.2523 ms 87.4%
  triton_mm_2019 0.2578 ms 85.5%
  triton_mm_2017 0.2591 ms 85.1%
  triton_mm_2020 0.2837 ms 77.7%
  triton_mm_2018 0.2865 ms 77.0%
  triton_mm_2022 0.2928 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.4811 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2682 ms 100.0%
  mm 0.2701 ms 99.3%
  triton_mm_2097 0.2732 ms 98.2%
  triton_mm_2098 0.3099 ms 86.6%
  triton_mm_2089 0.3335 ms 80.4%
  triton_mm_2091 0.3365 ms 79.7%
  triton_mm_2093 0.3396 ms 79.0%
  triton_mm_2090 0.3572 ms 75.1%
  triton_mm_2094 0.3782 ms 70.9%
  triton_mm_2092 0.4177 ms 64.2%
SingleProcess AUTOTUNE benchmarking takes 2.5141 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2071 0.0184 ms 100.0%
  triton_mm_2069 0.0184 ms 99.8%
  triton_mm_2076 0.0186 ms 98.8%
  triton_mm_2073 0.0187 ms 98.5%
  triton_mm_2070 0.0195 ms 94.6%
  triton_mm_2079 0.0195 ms 94.4%
  triton_mm_2077 0.0195 ms 94.3%
  triton_mm_2072 0.0198 ms 93.0%
  triton_mm_2074 0.0200 ms 92.2%
  triton_mm_2075 0.0205 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 2.0223 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2839 ms 100.0%
  triton_mm_2116 0.2915 ms 97.4%
  triton_mm_2115 0.2931 ms 96.9%
  triton_mm_2117 0.2962 ms 95.9%
  triton_mm_2110 0.3482 ms 81.5%
  triton_mm_2108 0.3506 ms 81.0%
  triton_mm_2112 0.3584 ms 79.2%
  triton_mm_2111 0.3756 ms 75.6%
  triton_mm_2113 0.3935 ms 72.2%
  triton_mm_2109 0.3992 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5135 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2153 0.2862 ms 100.0%
  mm 0.2879 ms 99.4%
  triton_mm_2154 0.2888 ms 99.1%
  triton_mm_2155 0.2948 ms 97.1%
  triton_mm_2150 0.3428 ms 83.5%
  triton_mm_2146 0.3483 ms 82.2%
  triton_mm_2148 0.3551 ms 80.6%
  triton_mm_2149 0.3796 ms 75.4%
  triton_mm_2151 0.3878 ms 73.8%
  triton_mm_2147 0.3951 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2050 0.0300 ms 97.9%
  triton_mm_2054 0.0322 ms 91.2%
  triton_mm_2058 0.0401 ms 73.2%
  triton_mm_2062 0.0509 ms 57.7%
  triton_mm_2049 0.0519 ms 56.6%
  triton_mm_2048 0.0561 ms 52.3%
  triton_mm_2053 0.0603 ms 48.6%
  triton_mm_2057 0.0621 ms 47.3%
  triton_mm_2047 0.0657 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 2.0508 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2207 ms 100.0%
  triton_mm_2229 0.2743 ms 80.5%
  triton_mm_2224 0.2788 ms 79.2%
  triton_mm_2226 0.2794 ms 79.0%
  triton_mm_2230 0.2813 ms 78.5%
  triton_mm_2222 0.2829 ms 78.0%
  triton_mm_2231 0.2855 ms 77.3%
  triton_mm_2225 0.3084 ms 71.6%
  triton_mm_2227 0.3217 ms 68.6%
  triton_mm_2223 0.3252 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.4943 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2173 0.0830 ms 100.0%
  mm 0.0839 ms 98.9%
  triton_mm_2172 0.0854 ms 97.2%
  triton_mm_2169 0.0923 ms 89.9%
  triton_mm_2165 0.0938 ms 88.4%
  triton_mm_2174 0.0944 ms 87.9%
  triton_mm_2167 0.0946 ms 87.7%
  triton_mm_2166 0.1014 ms 81.8%
  triton_mm_2170 0.1045 ms 79.4%
  triton_mm_2168 0.1238 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.3798 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2208 ms 100.0%
  triton_mm_2211 0.2209 ms 100.0%
  triton_mm_2210 0.2274 ms 97.1%
  triton_mm_2212 0.2388 ms 92.5%
  triton_mm_2207 0.2532 ms 87.2%
  triton_mm_2205 0.2578 ms 85.6%
  triton_mm_2203 0.2592 ms 85.2%
  triton_mm_2206 0.2843 ms 77.6%
  triton_mm_2204 0.2865 ms 77.1%
  triton_mm_2208 0.2932 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.4817 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2282 0.2691 ms 100.0%
  mm 0.2703 ms 99.5%
  triton_mm_2283 0.2739 ms 98.2%
  triton_mm_2284 0.3104 ms 86.7%
  triton_mm_2275 0.3339 ms 80.6%
  triton_mm_2277 0.3360 ms 80.1%
  triton_mm_2279 0.3419 ms 78.7%
  triton_mm_2276 0.3572 ms 75.3%
  triton_mm_2280 0.3803 ms 70.8%
  triton_mm_2278 0.4175 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5088 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2256 0.0185 ms 100.0%
  triton_mm_2262 0.0187 ms 99.3%
  triton_mm_2259 0.0187 ms 99.1%
  triton_mm_2258 0.0189 ms 98.0%
  triton_mm_2257 0.0193 ms 96.2%
  triton_mm_2255 0.0194 ms 95.7%
  triton_mm_2263 0.0195 ms 94.9%
  triton_mm_2260 0.0198 ms 93.4%
  triton_mm_2254 0.0199 ms 93.1%
  triton_mm_2253 0.0203 ms 91.5%
SingleProcess AUTOTUNE benchmarking takes 2.0255 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2840 ms 100.0%
  triton_mm_2302 0.2911 ms 97.6%
  triton_mm_2301 0.2948 ms 96.3%
  triton_mm_2303 0.2967 ms 95.7%
  triton_mm_2296 0.3482 ms 81.6%
  triton_mm_2294 0.3528 ms 80.5%
  triton_mm_2298 0.3585 ms 79.2%
  triton_mm_2297 0.3753 ms 75.7%
  triton_mm_2299 0.3942 ms 72.0%
  triton_mm_2295 0.4019 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5140 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2339 0.2864 ms 100.0%
  mm 0.2873 ms 99.7%
  triton_mm_2340 0.2892 ms 99.0%
  triton_mm_2341 0.2960 ms 96.8%
  triton_mm_2336 0.3432 ms 83.5%
  triton_mm_2332 0.3498 ms 81.9%
  triton_mm_2334 0.3543 ms 80.8%
  triton_mm_2335 0.3803 ms 75.3%
  triton_mm_2337 0.3885 ms 73.7%
  triton_mm_2333 0.3964 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5150 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0292 ms 100.0%
  mm 0.0294 ms 99.3%
  triton_mm_2240 0.0310 ms 94.0%
  triton_mm_2244 0.0413 ms 70.6%
  triton_mm_2248 0.0509 ms 57.4%
  triton_mm_2235 0.0511 ms 57.1%
  triton_mm_2234 0.0552 ms 52.9%
  triton_mm_2239 0.0594 ms 49.1%
  triton_mm_2243 0.0629 ms 46.4%
  triton_mm_2233 0.0648 ms 45.0%
SingleProcess AUTOTUNE benchmarking takes 2.0458 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2359 0.0838 ms 99.3%
  triton_mm_2358 0.0842 ms 98.8%
  triton_mm_2355 0.0915 ms 90.9%
  triton_mm_2360 0.0935 ms 89.0%
  triton_mm_2351 0.0945 ms 88.1%
  triton_mm_2353 0.0956 ms 87.0%
  triton_mm_2352 0.1020 ms 81.5%
  triton_mm_2356 0.1053 ms 79.0%
  triton_mm_2354 0.1222 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.3757 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_2397 0.2203 ms 100.0%
  mm 0.2204 ms 99.9%
  triton_mm_2396 0.2266 ms 97.2%
  triton_mm_2398 0.2382 ms 92.5%
  triton_mm_2393 0.2532 ms 87.0%
  triton_mm_2391 0.2587 ms 85.1%
  triton_mm_2389 0.2596 ms 84.9%
  triton_mm_2392 0.2856 ms 77.1%
  triton_mm_2390 0.2859 ms 77.1%
  triton_mm_2394 0.2939 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.4820 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2702 ms 100.0%
  triton_mm_2468 0.2704 ms 99.9%
  triton_mm_2469 0.2736 ms 98.8%
  triton_mm_2470 0.3100 ms 87.2%
  triton_mm_2461 0.3352 ms 80.6%
  triton_mm_2463 0.3373 ms 80.1%
  triton_mm_2465 0.3405 ms 79.4%
  triton_mm_2462 0.3585 ms 75.4%
  triton_mm_2466 0.3797 ms 71.2%
  triton_mm_2464 0.4213 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.5081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2441 0.0184 ms 100.0%
  triton_mm_2443 0.0184 ms 100.0%
  triton_mm_2445 0.0187 ms 98.6%
  triton_mm_2446 0.0189 ms 97.6%
  triton_mm_2451 0.0195 ms 94.4%
  triton_mm_2447 0.0196 ms 94.3%
  triton_mm_2448 0.0196 ms 94.1%
  triton_mm_2442 0.0198 ms 93.1%
  triton_mm_2444 0.0198 ms 93.0%
  triton_mm_2439 0.0203 ms 91.0%
SingleProcess AUTOTUNE benchmarking takes 2.0229 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2844 ms 100.0%
  triton_mm_2488 0.2920 ms 97.4%
  triton_mm_2487 0.2941 ms 96.7%
  triton_mm_2489 0.2966 ms 95.9%
  triton_mm_2482 0.3474 ms 81.9%
  triton_mm_2480 0.3524 ms 80.7%
  triton_mm_2484 0.3588 ms 79.3%
  triton_mm_2483 0.3750 ms 75.8%
  triton_mm_2485 0.3953 ms 72.0%
  triton_mm_2481 0.4009 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5176 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2525 0.2867 ms 100.0%
  mm 0.2885 ms 99.4%
  triton_mm_2526 0.2891 ms 99.1%
  triton_mm_2527 0.2954 ms 97.0%
  triton_mm_2522 0.3437 ms 83.4%
  triton_mm_2518 0.3505 ms 81.8%
  triton_mm_2520 0.3540 ms 81.0%
  triton_mm_2521 0.3807 ms 75.3%
  triton_mm_2523 0.3887 ms 73.7%
  triton_mm_2519 0.3963 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5160 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0292 ms 100.0%
  mm 0.0294 ms 99.1%
  triton_mm_2426 0.0310 ms 94.0%
  triton_mm_2430 0.0401 ms 72.8%
  triton_mm_2421 0.0511 ms 57.1%
  triton_mm_2434 0.0515 ms 56.7%
  triton_mm_2420 0.0552 ms 52.8%
  triton_mm_2425 0.0594 ms 49.2%
  triton_mm_2429 0.0629 ms 46.4%
  triton_mm_2419 0.0650 ms 44.9%
SingleProcess AUTOTUNE benchmarking takes 2.0415 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2545 0.0830 ms 100.0%
  mm 0.0840 ms 98.8%
  triton_mm_2544 0.0851 ms 97.5%
  triton_mm_2541 0.0925 ms 89.8%
  triton_mm_2546 0.0942 ms 88.2%
  triton_mm_2537 0.0947 ms 87.7%
  triton_mm_2539 0.0956 ms 86.8%
  triton_mm_2538 0.1022 ms 81.3%
  triton_mm_2542 0.1046 ms 79.4%
  triton_mm_2540 0.1222 ms 68.0%
SingleProcess AUTOTUNE benchmarking takes 2.3777 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_2583 0.2207 ms 100.0%
  mm 0.2214 ms 99.7%
  triton_mm_2582 0.2270 ms 97.2%
  triton_mm_2584 0.2388 ms 92.4%
  triton_mm_2579 0.2532 ms 87.2%
  triton_mm_2577 0.2591 ms 85.2%
  triton_mm_2575 0.2603 ms 84.8%
  triton_mm_2578 0.2852 ms 77.4%
  triton_mm_2576 0.2860 ms 77.2%
  triton_mm_2580 0.2933 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4913 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2654 0.2697 ms 100.0%
  mm 0.2703 ms 99.8%
  triton_mm_2655 0.2751 ms 98.0%
  triton_mm_2656 0.3108 ms 86.8%
  triton_mm_2647 0.3342 ms 80.7%
  triton_mm_2649 0.3362 ms 80.2%
  triton_mm_2651 0.3407 ms 79.2%
  triton_mm_2648 0.3574 ms 75.4%
  triton_mm_2652 0.3800 ms 71.0%
  triton_mm_2650 0.4176 ms 64.6%
SingleProcess AUTOTUNE benchmarking takes 2.5049 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2628 0.0185 ms 100.0%
  triton_mm_2634 0.0187 ms 99.3%
  triton_mm_2630 0.0189 ms 98.1%
  triton_mm_2632 0.0189 ms 98.1%
  triton_mm_2627 0.0191 ms 96.8%
  triton_mm_2629 0.0192 ms 96.7%
  triton_mm_2631 0.0195 ms 95.1%
  triton_mm_2626 0.0199 ms 93.1%
  triton_mm_2625 0.0203 ms 91.3%
  triton_mm_2637 0.0203 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 2.0043 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2837 ms 100.0%
  triton_mm_2674 0.2911 ms 97.4%
  triton_mm_2673 0.2945 ms 96.3%
  triton_mm_2675 0.2956 ms 96.0%
  triton_mm_2668 0.3484 ms 81.4%
  triton_mm_2666 0.3516 ms 80.7%
  triton_mm_2670 0.3592 ms 79.0%
  triton_mm_2669 0.3762 ms 75.4%
  triton_mm_2671 0.3949 ms 71.8%
  triton_mm_2667 0.4012 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5068 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2711 0.2865 ms 100.0%
  mm 0.2873 ms 99.7%
  triton_mm_2712 0.2907 ms 98.6%
  triton_mm_2713 0.2966 ms 96.6%
  triton_mm_2708 0.3432 ms 83.5%
  triton_mm_2704 0.3499 ms 81.9%
  triton_mm_2706 0.3542 ms 80.9%
  triton_mm_2707 0.3795 ms 75.5%
  triton_mm_2709 0.3874 ms 74.0%
  triton_mm_2705 0.3962 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5091 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2608 0.0292 ms 100.0%
  mm 0.0293 ms 99.7%
  triton_mm_2612 0.0310 ms 94.2%
  triton_mm_2616 0.0410 ms 71.3%
  triton_mm_2620 0.0508 ms 57.5%
  triton_mm_2607 0.0511 ms 57.2%
  triton_mm_2606 0.0560 ms 52.2%
  triton_mm_2611 0.0602 ms 48.6%
  triton_mm_2615 0.0620 ms 47.1%
  triton_mm_2605 0.0656 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0443 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2731 0.0830 ms 100.0%
  mm 0.0832 ms 99.8%
  triton_mm_2730 0.0852 ms 97.4%
  triton_mm_2727 0.0926 ms 89.6%
  triton_mm_2732 0.0944 ms 88.0%
  triton_mm_2723 0.0947 ms 87.6%
  triton_mm_2725 0.0956 ms 86.8%
  triton_mm_2724 0.1020 ms 81.3%
  triton_mm_2728 0.1046 ms 79.4%
  triton_mm_2726 0.1222 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.3811 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_2769 0.2204 ms 100.0%
  mm 0.2216 ms 99.5%
  triton_mm_2768 0.2271 ms 97.0%
  triton_mm_2770 0.2383 ms 92.5%
  triton_mm_2765 0.2544 ms 86.6%
  triton_mm_2763 0.2587 ms 85.2%
  triton_mm_2761 0.2595 ms 84.9%
  triton_mm_2764 0.2863 ms 77.0%
  triton_mm_2762 0.2876 ms 76.6%
  triton_mm_2766 0.2929 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4871 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2840 0.2699 ms 100.0%
  mm 0.2702 ms 99.9%
  triton_mm_2841 0.2747 ms 98.2%
  triton_mm_2842 0.3117 ms 86.6%
  triton_mm_2833 0.3351 ms 80.5%
  triton_mm_2835 0.3369 ms 80.1%
  triton_mm_2837 0.3401 ms 79.3%
  triton_mm_2834 0.3582 ms 75.3%
  triton_mm_2838 0.3788 ms 71.2%
  triton_mm_2836 0.4183 ms 64.5%
SingleProcess AUTOTUNE benchmarking takes 2.5049 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2814 0.0186 ms 100.0%
  triton_mm_2816 0.0189 ms 98.3%
  triton_mm_2818 0.0189 ms 98.3%
  triton_mm_2815 0.0192 ms 96.7%
  triton_mm_2813 0.0192 ms 96.6%
  triton_mm_2817 0.0195 ms 95.1%
  triton_mm_2819 0.0195 ms 95.1%
  triton_mm_2820 0.0195 ms 95.0%
  triton_mm_2812 0.0199 ms 93.2%
  triton_mm_2823 0.0200 ms 92.8%
SingleProcess AUTOTUNE benchmarking takes 2.0155 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2835 ms 100.0%
  triton_mm_2860 0.2915 ms 97.3%
  triton_mm_2859 0.2935 ms 96.6%
  triton_mm_2861 0.2963 ms 95.7%
  triton_mm_2854 0.3469 ms 81.7%
  triton_mm_2852 0.3515 ms 80.7%
  triton_mm_2856 0.3581 ms 79.2%
  triton_mm_2855 0.3749 ms 75.6%
  triton_mm_2857 0.3951 ms 71.8%
  triton_mm_2853 0.4003 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5100 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2897 0.2857 ms 100.0%
  mm 0.2876 ms 99.3%
  triton_mm_2898 0.2902 ms 98.4%
  triton_mm_2899 0.2962 ms 96.4%
  triton_mm_2894 0.3441 ms 83.0%
  triton_mm_2890 0.3499 ms 81.6%
  triton_mm_2892 0.3528 ms 81.0%
  triton_mm_2893 0.3799 ms 75.2%
  triton_mm_2895 0.3865 ms 73.9%
  triton_mm_2891 0.3950 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5083 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0292 ms 100.0%
  mm 0.0293 ms 99.7%
  triton_mm_2798 0.0320 ms 91.3%
  triton_mm_2802 0.0409 ms 71.5%
  triton_mm_2793 0.0511 ms 57.2%
  triton_mm_2806 0.0514 ms 56.9%
  triton_mm_2792 0.0552 ms 53.0%
  triton_mm_2797 0.0601 ms 48.6%
  triton_mm_2801 0.0629 ms 46.5%
  triton_mm_2791 0.0649 ms 45.1%
SingleProcess AUTOTUNE benchmarking takes 2.0423 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0313 ms 100.0%
  triton_mm_4874 0.0451 ms 69.3%
  triton_mm_4878 0.0490 ms 63.9%
  triton_mm_4882 0.0495 ms 63.1%
  triton_mm_4872 0.0590 ms 53.0%
  triton_mm_4873 0.0633 ms 49.4%
  triton_mm_4881 0.0684 ms 45.7%
  triton_mm_4877 0.0723 ms 43.3%
  triton_mm_4871 0.0753 ms 41.5%
  triton_mm_4880 0.0779 ms 40.1%
SingleProcess AUTOTUNE benchmarking takes 8.8365 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 0.0344 ms 100.0%
  triton_mm_13 0.0345 ms 99.9%
  triton_mm_8 0.0346 ms 99.7%
  triton_mm_6 0.0356 ms 96.6%
  triton_mm_16 0.0377 ms 91.5%
  triton_mm_7 0.0377 ms 91.4%
  triton_mm_5 0.0380 ms 90.8%
  triton_mm_11 0.0386 ms 89.3%
  triton_mm_12 0.0387 ms 89.1%
  triton_mm_10 0.0388 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 2.3313 seconds and 0.0125 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0251 ms 100.0%
  triton_mm_31 0.0252 ms 99.4%
  triton_mm_23 0.0256 ms 97.9%
  triton_mm_27 0.0259 ms 96.7%
  triton_mm_20 0.0265 ms 94.6%
  triton_mm_30 0.0267 ms 93.8%
  triton_mm_26 0.0270 ms 92.8%
  triton_mm_21 0.0278 ms 90.2%
  bias_addmm 0.0279 ms 89.7%
  triton_mm_22 0.0283 ms 88.5%
SingleProcess AUTOTUNE benchmarking takes 2.1102 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2108 ms 100.0%
  triton_mm_53 0.2190 ms 96.3%
  triton_mm_54 0.2492 ms 84.6%
  bias_addmm 0.2516 ms 83.8%
  triton_mm_47 0.2558 ms 82.4%
  triton_mm_49 0.2607 ms 80.9%
  triton_mm_45 0.2651 ms 79.5%
  addmm 0.2695 ms 78.2%
  triton_mm_46 0.2994 ms 70.4%
  triton_mm_50 0.3013 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5985 seconds and 0.0464 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0895 ms 100.0%
  triton_mm_71 0.0907 ms 98.7%
  bias_addmm 0.0960 ms 93.2%
  triton_mm_68 0.0977 ms 91.6%
  triton_mm_66 0.0984 ms 91.0%
  triton_mm_73 0.1006 ms 89.0%
  triton_mm_64 0.1015 ms 88.2%
  addmm 0.1097 ms 81.6%
  triton_mm_65 0.1116 ms 80.3%
  triton_mm_69 0.1121 ms 79.9%
SingleProcess AUTOTUNE benchmarking takes 2.4729 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2695 ms 100.0%
  triton_mm_90 0.2797 ms 96.3%
  triton_mm_91 0.2855 ms 94.4%
  triton_mm_92 0.3282 ms 82.1%
  triton_mm_85 0.3296 ms 81.8%
  triton_mm_83 0.3501 ms 77.0%
  addmm 0.3540 ms 76.1%
  triton_mm_87 0.3547 ms 76.0%
  triton_mm_84 0.3893 ms 69.2%
  triton_mm_88 0.3992 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.6575 seconds and 0.0358 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_110 0.2920 ms 96.2%
  triton_mm_109 0.3007 ms 93.4%
  triton_mm_111 0.3134 ms 89.6%
  addmm 0.3135 ms 89.6%
  triton_mm_106 0.3452 ms 81.3%
  triton_mm_104 0.3585 ms 78.3%
  triton_mm_102 0.3595 ms 78.1%
  triton_mm_105 0.3632 ms 77.3%
  triton_mm_107 0.3953 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6329 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0250 ms 100.0%
  triton_mm_120 0.0251 ms 99.5%
  triton_mm_124 0.0252 ms 99.1%
  triton_mm_116 0.0256 ms 97.5%
  triton_mm_113 0.0265 ms 94.4%
  triton_mm_119 0.0268 ms 93.2%
  triton_mm_123 0.0277 ms 90.2%
  triton_mm_114 0.0277 ms 90.1%
  bias_addmm 0.0279 ms 89.6%
  triton_mm_115 0.0283 ms 88.3%
SingleProcess AUTOTUNE benchmarking takes 2.1023 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2734 ms 100.0%
  triton_mm_183 0.2814 ms 97.2%
  triton_mm_184 0.2875 ms 95.1%
  triton_mm_185 0.3280 ms 83.4%
  triton_mm_178 0.3299 ms 82.9%
  triton_mm_176 0.3486 ms 78.4%
  triton_mm_180 0.3537 ms 77.3%
  addmm 0.3555 ms 76.9%
  triton_mm_177 0.3873 ms 70.6%
  triton_mm_181 0.3994 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 2.6346 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_203 0.2964 ms 94.7%
  triton_mm_202 0.3052 ms 92.0%
  addmm 0.3138 ms 89.5%
  triton_mm_204 0.3145 ms 89.3%
  triton_mm_199 0.3436 ms 81.7%
  triton_mm_197 0.3469 ms 80.9%
  triton_mm_195 0.3589 ms 78.2%
  triton_mm_198 0.3640 ms 77.1%
  triton_mm_200 0.3953 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6231 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_213 0.0251 ms 100.0%
  triton_mm_217 0.0252 ms 99.5%
  triton_mm_209 0.0257 ms 97.8%
  triton_mm_221 0.0259 ms 96.9%
  triton_mm_212 0.0268 ms 93.6%
  triton_mm_206 0.0275 ms 91.2%
  triton_mm_216 0.0275 ms 91.2%
  bias_addmm 0.0279 ms 89.9%
  triton_mm_208 0.0284 ms 88.3%
  triton_mm_207 0.0286 ms 87.6%
SingleProcess AUTOTUNE benchmarking takes 2.1011 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2711 ms 100.0%
  triton_mm_276 0.2818 ms 96.2%
  triton_mm_277 0.2834 ms 95.7%
  triton_mm_278 0.3271 ms 82.9%
  triton_mm_271 0.3298 ms 82.2%
  triton_mm_269 0.3519 ms 77.1%
  addmm 0.3540 ms 76.6%
  triton_mm_273 0.3551 ms 76.4%
  triton_mm_270 0.3891 ms 69.7%
  triton_mm_274 0.3993 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.6356 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2811 ms 100.0%
  triton_mm_296 0.2944 ms 95.5%
  triton_mm_295 0.3042 ms 92.4%
  triton_mm_297 0.3132 ms 89.7%
  addmm 0.3138 ms 89.6%
  triton_mm_292 0.3432 ms 81.9%
  triton_mm_290 0.3499 ms 80.3%
  triton_mm_288 0.3591 ms 78.3%
  triton_mm_291 0.3631 ms 77.4%
  triton_mm_293 0.3970 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6402 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_306 0.0251 ms 100.0%
  triton_mm_302 0.0256 ms 97.9%
  triton_mm_314 0.0259 ms 96.9%
  triton_mm_310 0.0262 ms 95.8%
  triton_mm_299 0.0265 ms 94.8%
  triton_mm_309 0.0267 ms 93.9%
  triton_mm_305 0.0270 ms 92.9%
  triton_mm_300 0.0277 ms 90.5%
  bias_addmm 0.0279 ms 89.9%
  triton_mm_301 0.0284 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.1208 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2711 ms 100.0%
  triton_mm_369 0.2805 ms 96.7%
  triton_mm_370 0.2834 ms 95.7%
  triton_mm_371 0.3266 ms 83.0%
  triton_mm_364 0.3315 ms 81.8%
  triton_mm_362 0.3507 ms 77.3%
  triton_mm_366 0.3539 ms 76.6%
  addmm 0.3545 ms 76.5%
  triton_mm_363 0.3902 ms 69.5%
  triton_mm_367 0.3997 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.6281 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2824 ms 100.0%
  triton_mm_389 0.2935 ms 96.2%
  triton_mm_388 0.3042 ms 92.8%
  addmm 0.3145 ms 89.8%
  triton_mm_390 0.3149 ms 89.7%
  triton_mm_385 0.3433 ms 82.3%
  triton_mm_383 0.3469 ms 81.4%
  triton_mm_381 0.3599 ms 78.5%
  triton_mm_384 0.3634 ms 77.7%
  triton_mm_386 0.3956 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6308 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2712 ms 100.0%
  triton_mm_462 0.2815 ms 96.4%
  triton_mm_463 0.2840 ms 95.5%
  triton_mm_464 0.3270 ms 82.9%
  triton_mm_457 0.3299 ms 82.2%
  addmm 0.3511 ms 77.2%
  triton_mm_455 0.3511 ms 77.2%
  triton_mm_459 0.3545 ms 76.5%
  triton_mm_456 0.3888 ms 69.7%
  triton_mm_460 0.3994 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.6350 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2795 ms 100.0%
  triton_mm_482 0.2947 ms 94.8%
  triton_mm_481 0.3045 ms 91.8%
  addmm 0.3148 ms 88.8%
  triton_mm_483 0.3150 ms 88.7%
  triton_mm_478 0.3433 ms 81.4%
  triton_mm_476 0.3468 ms 80.6%
  triton_mm_474 0.3611 ms 77.4%
  triton_mm_477 0.3634 ms 76.9%
  triton_mm_479 0.3955 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.6217 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2727 ms 100.0%
  triton_mm_555 0.2815 ms 96.9%
  triton_mm_556 0.2892 ms 94.3%
  triton_mm_557 0.3276 ms 83.2%
  triton_mm_550 0.3327 ms 82.0%
  triton_mm_548 0.3520 ms 77.5%
  triton_mm_552 0.3522 ms 77.4%
  addmm 0.3540 ms 77.0%
  triton_mm_549 0.3877 ms 70.3%
  triton_mm_553 0.4039 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.6426 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2812 ms 100.0%
  triton_mm_575 0.2945 ms 95.5%
  triton_mm_574 0.3036 ms 92.6%
  triton_mm_576 0.3129 ms 89.9%
  addmm 0.3146 ms 89.4%
  triton_mm_571 0.3454 ms 81.4%
  triton_mm_569 0.3482 ms 80.8%
  triton_mm_567 0.3602 ms 78.1%
  triton_mm_570 0.3627 ms 77.5%
  triton_mm_572 0.3990 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.6415 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2734 ms 100.0%
  triton_mm_648 0.2825 ms 96.8%
  triton_mm_649 0.2868 ms 95.3%
  triton_mm_650 0.3269 ms 83.6%
  triton_mm_643 0.3294 ms 83.0%
  triton_mm_641 0.3533 ms 77.4%
  triton_mm_645 0.3542 ms 77.2%
  addmm 0.3573 ms 76.5%
  triton_mm_642 0.3924 ms 69.7%
  triton_mm_646 0.3983 ms 68.6%
SingleProcess AUTOTUNE benchmarking takes 2.6415 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2791 ms 100.0%
  triton_mm_668 0.2934 ms 95.1%
  triton_mm_667 0.3037 ms 91.9%
  addmm 0.3141 ms 88.9%
  triton_mm_669 0.3149 ms 88.6%
  triton_mm_664 0.3446 ms 81.0%
  triton_mm_662 0.3476 ms 80.3%
  triton_mm_660 0.3610 ms 77.3%
  triton_mm_663 0.3641 ms 76.7%
  triton_mm_665 0.3952 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6362 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2789 ms 100.0%
  triton_mm_761 0.2943 ms 94.8%
  triton_mm_760 0.3041 ms 91.7%
  triton_mm_762 0.3134 ms 89.0%
  addmm 0.3136 ms 88.9%
  triton_mm_757 0.3444 ms 81.0%
  triton_mm_755 0.3464 ms 80.5%
  triton_mm_753 0.3600 ms 77.5%
  triton_mm_756 0.3640 ms 76.6%
  triton_mm_758 0.3948 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6359 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2785 ms 100.0%
  triton_mm_854 0.2951 ms 94.4%
  triton_mm_853 0.3037 ms 91.7%
  addmm 0.3128 ms 89.0%
  triton_mm_855 0.3142 ms 88.6%
  triton_mm_850 0.3427 ms 81.3%
  triton_mm_848 0.3499 ms 79.6%
  triton_mm_846 0.3637 ms 76.6%
  triton_mm_849 0.3640 ms 76.5%
  triton_mm_851 0.3964 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.6376 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0144 ms 100.0%
  triton_mm_1608 0.0148 ms 97.4%
  triton_mm_1612 0.0156 ms 92.4%
  mm 0.0156 ms 91.8%
  triton_mm_1616 0.0163 ms 88.0%
  triton_mm_1603 0.0171 ms 84.2%
  triton_mm_1607 0.0176 ms 81.7%
  triton_mm_1602 0.0178 ms 80.9%
  triton_mm_1601 0.0192 ms 74.6%
  triton_mm_1611 0.0204 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 7.4883 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1633 0.5364 ms 100.0%
  bias_addmm 0.5372 ms 99.8%
  triton_mm_1634 0.5391 ms 99.5%
  triton_mm_1635 0.6107 ms 87.8%
  triton_mm_1628 0.6296 ms 85.2%
  addmm 0.6691 ms 80.2%
  triton_mm_1630 0.6774 ms 79.2%
  triton_mm_1626 0.6903 ms 77.7%
  triton_mm_1627 0.7538 ms 71.2%
  triton_mm_1631 0.7588 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 13.6795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5027 ms 100.0%
  triton_mm_1671 0.5300 ms 94.9%
  triton_mm_1672 0.5474 ms 91.8%
  triton_mm_1673 0.5691 ms 88.3%
  triton_mm_1666 0.6443 ms 78.0%
  triton_mm_1668 0.6466 ms 77.8%
  triton_mm_1664 0.6591 ms 76.3%
  triton_mm_1669 0.7001 ms 71.8%
  triton_mm_1667 0.7083 ms 71.0%
  triton_mm_1665 0.7200 ms 69.8%
SingleProcess AUTOTUNE benchmarking takes 9.6218 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2743 ms 100.0%
  triton_mm_1744 0.2813 ms 97.5%
  triton_mm_1743 0.2832 ms 96.9%
  triton_mm_1745 0.2861 ms 95.9%
  triton_mm_1736 0.3360 ms 81.6%
  triton_mm_1738 0.3366 ms 81.5%
  triton_mm_1740 0.3461 ms 79.3%
  triton_mm_1739 0.3657 ms 75.0%
  triton_mm_1741 0.3820 ms 71.8%
  triton_mm_1737 0.3857 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 9.7414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1704 0.0120 ms 100.0%
  triton_mm_1696 0.0122 ms 98.4%
  triton_mm_1703 0.0122 ms 98.2%
  triton_mm_1695 0.0124 ms 96.4%
  triton_mm_1693 0.0125 ms 95.7%
  triton_mm_1706 0.0126 ms 95.4%
  triton_mm_1698 0.0127 ms 94.5%
  triton_mm_1701 0.0129 ms 93.2%
  triton_mm_1702 0.0129 ms 92.8%
  mm 0.0132 ms 91.0%
SingleProcess AUTOTUNE benchmarking takes 5.8401 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1682 0.0167 ms 100.0%
  triton_mm_1678 0.0170 ms 98.1%
  mm 0.0184 ms 90.6%
  triton_mm_1686 0.0207 ms 80.6%
  triton_mm_1677 0.0230 ms 72.6%
  triton_mm_1676 0.0234 ms 71.3%
  triton_mm_1690 0.0236 ms 70.6%
  triton_mm_1681 0.0250 ms 66.9%
  triton_mm_1685 0.0257 ms 65.1%
  triton_mm_1675 0.0269 ms 62.1%
SingleProcess AUTOTUNE benchmarking takes 7.5891 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5193 ms 100.0%
  triton_mm_1652 0.5413 ms 95.9%
  triton_mm_1653 0.5510 ms 94.2%
  triton_mm_1654 0.5649 ms 91.9%
  triton_mm_1649 0.6451 ms 80.5%
  triton_mm_1645 0.6530 ms 79.5%
  triton_mm_1647 0.6536 ms 79.4%
  triton_mm_1648 0.6766 ms 76.7%
  triton_mm_1646 0.7014 ms 74.0%
  triton_mm_1650 0.7116 ms 73.0%
SingleProcess AUTOTUNE benchmarking takes 9.6237 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2623 ms 100.0%
  triton_mm_1725 0.2637 ms 99.5%
  mm 0.2683 ms 97.8%
  triton_mm_1726 0.3048 ms 86.0%
  triton_mm_1717 0.3253 ms 80.6%
  triton_mm_1719 0.3259 ms 80.5%
  triton_mm_1721 0.3292 ms 79.7%
  triton_mm_1718 0.3482 ms 75.3%
  triton_mm_1722 0.3699 ms 70.9%
  triton_mm_1720 0.4190 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 10.0545 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2139 ms 100.0%
  mm 0.2141 ms 99.9%
  triton_mm_1838 0.2198 ms 97.3%
  triton_mm_1840 0.2320 ms 92.2%
  triton_mm_1835 0.2443 ms 87.6%
  triton_mm_1833 0.2490 ms 85.9%
  triton_mm_1831 0.2493 ms 85.8%
  triton_mm_1832 0.2793 ms 76.6%
  triton_mm_1834 0.2812 ms 76.1%
  triton_mm_1836 0.2847 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 9.7943 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2757 ms 100.0%
  triton_mm_1781 0.2759 ms 99.9%
  triton_mm_1782 0.2787 ms 98.9%
  triton_mm_1783 0.2848 ms 96.8%
  triton_mm_1778 0.3286 ms 83.9%
  triton_mm_1774 0.3364 ms 82.0%
  triton_mm_1776 0.3424 ms 80.5%
  triton_mm_1777 0.3668 ms 75.2%
  triton_mm_1779 0.3732 ms 73.9%
  triton_mm_1775 0.3812 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 9.8632 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2152 ms 100.0%
  triton_mm_1857 0.2700 ms 79.7%
  triton_mm_1852 0.2706 ms 79.5%
  triton_mm_1850 0.2752 ms 78.2%
  triton_mm_1854 0.2753 ms 78.2%
  triton_mm_1858 0.2770 ms 77.7%
  triton_mm_1859 0.2795 ms 77.0%
  triton_mm_1853 0.3028 ms 71.0%
  triton_mm_1855 0.3134 ms 68.7%
  triton_mm_1851 0.3207 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 9.9161 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0978 ms 100.0%
  triton_mm_1821 0.0996 ms 98.1%
  triton_mm_1814 0.1054 ms 92.8%
  triton_mm_1820 0.1090 ms 89.8%
  triton_mm_1811 0.1189 ms 82.2%
  triton_mm_1812 0.1197 ms 81.7%
  triton_mm_1816 0.1212 ms 80.7%
  triton_mm_1819 0.1235 ms 79.2%
  triton_mm_1815 0.1264 ms 77.3%
  triton_mm_1817 0.1314 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 9.7553 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2865 ms 100.0%
  triton_mm_1762 0.2910 ms 98.5%
  triton_mm_1763 0.3003 ms 95.4%
  triton_mm_1764 0.3067 ms 93.4%
  triton_mm_1759 0.3312 ms 86.5%
  triton_mm_1757 0.3378 ms 84.8%
  triton_mm_1755 0.3403 ms 84.2%
  triton_mm_1758 0.3563 ms 80.4%
  triton_mm_1756 0.3740 ms 76.6%
  triton_mm_1760 0.3831 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5064 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0838 ms 100.0%
  mm 0.0847 ms 99.0%
  triton_mm_1800 0.0854 ms 98.2%
  triton_mm_1797 0.0912 ms 91.9%
  triton_mm_1802 0.0942 ms 89.0%
  triton_mm_1793 0.0945 ms 88.7%
  triton_mm_1795 0.0956 ms 87.7%
  triton_mm_1794 0.1014 ms 82.7%
  triton_mm_1798 0.1045 ms 80.2%
  triton_mm_1796 0.1233 ms 68.0%
SingleProcess AUTOTUNE benchmarking takes 10.0424 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2637 ms 100.0%
  triton_mm_1910 0.2648 ms 99.6%
  triton_mm_1911 0.2709 ms 97.3%
  triton_mm_1912 0.3061 ms 86.1%
  triton_mm_1903 0.3272 ms 80.6%
  triton_mm_1905 0.3324 ms 79.3%
  triton_mm_1907 0.3348 ms 78.7%
  triton_mm_1904 0.3527 ms 74.8%
  triton_mm_1908 0.3763 ms 70.1%
  triton_mm_1906 0.4182 ms 63.0%
SingleProcess AUTOTUNE benchmarking takes 2.5049 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2867 ms 100.0%
  triton_mm_1948 0.2912 ms 98.5%
  triton_mm_1949 0.2991 ms 95.9%
  triton_mm_1950 0.3087 ms 92.9%
  triton_mm_1945 0.3311 ms 86.6%
  triton_mm_1941 0.3382 ms 84.8%
  triton_mm_1943 0.3393 ms 84.5%
  triton_mm_1944 0.3577 ms 80.2%
  triton_mm_1942 0.3764 ms 76.2%
  triton_mm_1946 0.3838 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.5032 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1884 0.0185 ms 100.0%
  triton_mm_1883 0.0191 ms 96.8%
  triton_mm_1885 0.0192 ms 96.5%
  triton_mm_1893 0.0195 ms 95.2%
  triton_mm_1887 0.0195 ms 95.0%
  triton_mm_1890 0.0196 ms 94.5%
  triton_mm_1886 0.0197 ms 94.1%
  triton_mm_1888 0.0197 ms 94.1%
  triton_mm_1882 0.0199 ms 93.1%
  triton_mm_1881 0.0202 ms 91.6%
SingleProcess AUTOTUNE benchmarking takes 5.8205 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2769 ms 100.0%
  triton_mm_1930 0.2843 ms 97.4%
  triton_mm_1929 0.2866 ms 96.6%
  triton_mm_1931 0.2930 ms 94.5%
  triton_mm_1922 0.3439 ms 80.5%
  triton_mm_1924 0.3442 ms 80.4%
  triton_mm_1926 0.3523 ms 78.6%
  triton_mm_1925 0.3715 ms 74.5%
  triton_mm_1927 0.3900 ms 71.0%
  triton_mm_1923 0.3929 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5092 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2774 ms 100.0%
  mm 0.2781 ms 99.7%
  triton_mm_1968 0.2835 ms 97.8%
  triton_mm_1969 0.2910 ms 95.3%
  triton_mm_1964 0.3356 ms 82.7%
  triton_mm_1960 0.3427 ms 81.0%
  triton_mm_1962 0.3470 ms 79.9%
  triton_mm_1963 0.3755 ms 73.9%
  triton_mm_1965 0.3829 ms 72.5%
  triton_mm_1961 0.3935 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5101 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_1864 0.0301 ms 97.0%
  triton_mm_1868 0.0310 ms 94.1%
  triton_mm_1872 0.0401 ms 72.8%
  triton_mm_1863 0.0513 ms 56.9%
  triton_mm_1876 0.0519 ms 56.2%
  triton_mm_1862 0.0554 ms 52.7%
  triton_mm_1867 0.0605 ms 48.2%
  triton_mm_1871 0.0623 ms 46.8%
  triton_mm_1861 0.0651 ms 44.9%
SingleProcess AUTOTUNE benchmarking takes 6.5515 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2151 ms 100.0%
  triton_mm_2043 0.2704 ms 79.6%
  triton_mm_2038 0.2751 ms 78.2%
  triton_mm_2044 0.2774 ms 77.6%
  triton_mm_2036 0.2789 ms 77.1%
  triton_mm_2040 0.2790 ms 77.1%
  triton_mm_2045 0.2803 ms 76.7%
  triton_mm_2039 0.3054 ms 70.4%
  triton_mm_2041 0.3160 ms 68.1%
  triton_mm_2037 0.3251 ms 66.2%
SingleProcess AUTOTUNE benchmarking takes 2.4826 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0978 ms 100.0%
  triton_mm_2007 0.0986 ms 99.2%
  triton_mm_2000 0.1055 ms 92.7%
  triton_mm_2006 0.1091 ms 89.7%
  triton_mm_1997 0.1181 ms 82.8%
  triton_mm_1998 0.1197 ms 81.7%
  triton_mm_2002 0.1205 ms 81.2%
  triton_mm_2005 0.1236 ms 79.2%
  triton_mm_2001 0.1272 ms 76.9%
  triton_mm_2003 0.1308 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.3756 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0830 ms 100.0%
  mm 0.0844 ms 98.4%
  triton_mm_1986 0.0855 ms 97.2%
  triton_mm_1983 0.0922 ms 90.0%
  triton_mm_1988 0.0942 ms 88.1%
  triton_mm_1979 0.0946 ms 87.8%
  triton_mm_1981 0.0957 ms 86.8%
  triton_mm_1980 0.1021 ms 81.3%
  triton_mm_1984 0.1045 ms 79.4%
  triton_mm_1982 0.1226 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.3658 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2137 ms 100.0%
  triton_mm_2025 0.2160 ms 98.9%
  triton_mm_2024 0.2214 ms 96.5%
  triton_mm_2026 0.2332 ms 91.6%
  triton_mm_2021 0.2458 ms 86.9%
  triton_mm_2017 0.2542 ms 84.1%
  triton_mm_2019 0.2547 ms 83.9%
  triton_mm_2018 0.2842 ms 75.2%
  triton_mm_2020 0.2848 ms 75.0%
  triton_mm_2022 0.2879 ms 74.2%
SingleProcess AUTOTUNE benchmarking takes 2.4758 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2865 ms 100.0%
  triton_mm_2134 0.2920 ms 98.1%
  triton_mm_2135 0.2999 ms 95.5%
  triton_mm_2136 0.3089 ms 92.7%
  triton_mm_2131 0.3319 ms 86.3%
  triton_mm_2129 0.3388 ms 84.5%
  triton_mm_2127 0.3484 ms 82.2%
  triton_mm_2130 0.3588 ms 79.8%
  triton_mm_2128 0.3781 ms 75.8%
  triton_mm_2132 0.3838 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.5082 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2071 0.0184 ms 100.0%
  triton_mm_2076 0.0186 ms 99.3%
  triton_mm_2072 0.0188 ms 97.8%
  triton_mm_2069 0.0192 ms 95.8%
  triton_mm_2077 0.0194 ms 94.9%
  triton_mm_2079 0.0194 ms 94.9%
  triton_mm_2073 0.0195 ms 94.4%
  triton_mm_2070 0.0196 ms 94.3%
  triton_mm_2074 0.0197 ms 93.7%
  triton_mm_2068 0.0199 ms 92.8%
SingleProcess AUTOTUNE benchmarking takes 2.0064 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2762 ms 100.0%
  triton_mm_2116 0.2847 ms 97.0%
  triton_mm_2115 0.2868 ms 96.3%
  triton_mm_2117 0.2957 ms 93.4%
  triton_mm_2108 0.3431 ms 80.5%
  triton_mm_2110 0.3466 ms 79.7%
  triton_mm_2112 0.3576 ms 77.3%
  triton_mm_2111 0.3736 ms 73.9%
  triton_mm_2113 0.3904 ms 70.7%
  triton_mm_2109 0.3948 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2153 0.2806 ms 100.0%
  mm 0.2814 ms 99.7%
  triton_mm_2154 0.2854 ms 98.3%
  triton_mm_2155 0.2922 ms 96.0%
  triton_mm_2150 0.3363 ms 83.4%
  triton_mm_2146 0.3471 ms 80.9%
  triton_mm_2148 0.3472 ms 80.8%
  triton_mm_2149 0.3753 ms 74.8%
  triton_mm_2151 0.3826 ms 73.4%
  triton_mm_2147 0.3899 ms 72.0%
SingleProcess AUTOTUNE benchmarking takes 2.5002 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0292 ms 100.0%
  mm 0.0292 ms 99.9%
  triton_mm_2054 0.0321 ms 90.9%
  triton_mm_2058 0.0409 ms 71.3%
  triton_mm_2049 0.0513 ms 56.8%
  triton_mm_2062 0.0516 ms 56.5%
  triton_mm_2048 0.0554 ms 52.6%
  triton_mm_2053 0.0605 ms 48.2%
  triton_mm_2057 0.0631 ms 46.2%
  triton_mm_2047 0.0651 ms 44.8%
SingleProcess AUTOTUNE benchmarking takes 2.0247 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2142 ms 100.0%
  triton_mm_2211 0.2178 ms 98.3%
  triton_mm_2210 0.2224 ms 96.3%
  triton_mm_2212 0.2365 ms 90.5%
  triton_mm_2207 0.2461 ms 87.0%
  triton_mm_2203 0.2535 ms 84.5%
  triton_mm_2205 0.2541 ms 84.3%
  triton_mm_2204 0.2833 ms 75.6%
  triton_mm_2206 0.2843 ms 75.3%
  triton_mm_2208 0.2882 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4754 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2760 ms 100.0%
  triton_mm_2339 0.2789 ms 99.0%
  triton_mm_2340 0.2869 ms 96.2%
  triton_mm_2341 0.2912 ms 94.8%
  triton_mm_2336 0.3389 ms 81.4%
  triton_mm_2332 0.3416 ms 80.8%
  triton_mm_2334 0.3467 ms 79.6%
  triton_mm_2335 0.3743 ms 73.7%
  triton_mm_2337 0.3820 ms 72.2%
  triton_mm_2333 0.3897 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5011 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0292 ms 100.0%
  mm 0.0292 ms 99.9%
  triton_mm_2240 0.0310 ms 94.2%
  triton_mm_2244 0.0406 ms 71.8%
  triton_mm_2235 0.0514 ms 56.8%
  triton_mm_2248 0.0516 ms 56.5%
  triton_mm_2234 0.0562 ms 52.0%
  triton_mm_2239 0.0596 ms 49.0%
  triton_mm_2243 0.0630 ms 46.3%
  triton_mm_2233 0.0656 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0299 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2134 ms 100.0%
  triton_mm_2397 0.2151 ms 99.2%
  triton_mm_2396 0.2210 ms 96.6%
  triton_mm_2398 0.2357 ms 90.5%
  triton_mm_2393 0.2458 ms 86.8%
  triton_mm_2391 0.2530 ms 84.3%
  triton_mm_2389 0.2550 ms 83.7%
  triton_mm_2390 0.2807 ms 76.0%
  triton_mm_2392 0.2841 ms 75.1%
  triton_mm_2394 0.2891 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4702 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2759 ms 100.0%
  triton_mm_2525 0.2808 ms 98.3%
  triton_mm_2526 0.2830 ms 97.5%
  triton_mm_2527 0.2902 ms 95.1%
  triton_mm_2522 0.3343 ms 82.5%
  triton_mm_2518 0.3430 ms 80.4%
  triton_mm_2520 0.3471 ms 79.5%
  triton_mm_2521 0.3735 ms 73.9%
  triton_mm_2523 0.3804 ms 72.5%
  triton_mm_2519 0.3897 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0291 ms 100.0%
  mm 0.0292 ms 99.7%
  triton_mm_2426 0.0319 ms 91.3%
  triton_mm_2430 0.0401 ms 72.6%
  triton_mm_2434 0.0508 ms 57.3%
  triton_mm_2421 0.0513 ms 56.7%
  triton_mm_2420 0.0565 ms 51.5%
  triton_mm_2425 0.0604 ms 48.2%
  triton_mm_2429 0.0624 ms 46.7%
  triton_mm_2419 0.0658 ms 44.3%
SingleProcess AUTOTUNE benchmarking takes 2.0578 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2134 ms 100.0%
  triton_mm_2583 0.2151 ms 99.2%
  triton_mm_2582 0.2207 ms 96.7%
  triton_mm_2584 0.2352 ms 90.8%
  triton_mm_2579 0.2456 ms 86.9%
  triton_mm_2577 0.2517 ms 84.8%
  triton_mm_2575 0.2519 ms 84.7%
  triton_mm_2576 0.2817 ms 75.8%
  triton_mm_2578 0.2849 ms 74.9%
  triton_mm_2580 0.2883 ms 74.0%
SingleProcess AUTOTUNE benchmarking takes 2.4755 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2141 ms 100.0%
  triton_mm_2769 0.2149 ms 99.6%
  triton_mm_2768 0.2197 ms 97.5%
  triton_mm_2770 0.2340 ms 91.5%
  triton_mm_2765 0.2473 ms 86.6%
  triton_mm_2763 0.2542 ms 84.2%
  triton_mm_2761 0.2550 ms 84.0%
  triton_mm_2762 0.2821 ms 75.9%
  triton_mm_2764 0.2847 ms 75.2%
  triton_mm_2766 0.2878 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4804 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2140 ms 100.0%
  triton_mm_2955 0.2148 ms 99.6%
  triton_mm_2954 0.2194 ms 97.5%
  triton_mm_2956 0.2343 ms 91.3%
  triton_mm_2951 0.2448 ms 87.4%
  triton_mm_2947 0.2514 ms 85.1%
  triton_mm_2949 0.2520 ms 84.9%
  triton_mm_2950 0.2812 ms 76.1%
  triton_mm_2948 0.2819 ms 75.9%
  triton_mm_2952 0.2887 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.4703 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2138 ms 100.0%
  triton_mm_3141 0.2163 ms 98.9%
  triton_mm_3140 0.2211 ms 96.7%
  triton_mm_3142 0.2333 ms 91.6%
  triton_mm_3137 0.2452 ms 87.2%
  triton_mm_3133 0.2520 ms 84.8%
  triton_mm_3135 0.2522 ms 84.8%
  triton_mm_3134 0.2794 ms 76.5%
  triton_mm_3136 0.2812 ms 76.0%
  triton_mm_3138 0.2876 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4790 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2132 ms 100.0%
  triton_mm_3327 0.2150 ms 99.2%
  triton_mm_3326 0.2203 ms 96.8%
  triton_mm_3328 0.2333 ms 91.4%
  triton_mm_3323 0.2448 ms 87.1%
  triton_mm_3321 0.2532 ms 84.2%
  triton_mm_3319 0.2541 ms 83.9%
  triton_mm_3320 0.2818 ms 75.7%
  triton_mm_3322 0.2821 ms 75.6%
  triton_mm_3324 0.2857 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.4854 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2131 ms 100.0%
  triton_mm_3513 0.2164 ms 98.5%
  triton_mm_3512 0.2211 ms 96.4%
  triton_mm_3514 0.2332 ms 91.4%
  triton_mm_3509 0.2463 ms 86.5%
  triton_mm_3507 0.2523 ms 84.5%
  triton_mm_3505 0.2530 ms 84.2%
  triton_mm_3508 0.2813 ms 75.7%
  triton_mm_3506 0.2829 ms 75.3%
  triton_mm_3510 0.2868 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4755 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0314 ms 100.0%
  triton_mm_4874 0.0444 ms 70.7%
  triton_mm_4882 0.0481 ms 65.2%
  triton_mm_4878 0.0483 ms 65.0%
  triton_mm_4872 0.0591 ms 53.1%
  triton_mm_4873 0.0632 ms 49.6%
  triton_mm_4881 0.0672 ms 46.7%
  triton_mm_4877 0.0725 ms 43.3%
  triton_mm_4871 0.0736 ms 42.6%
  triton_mm_4880 0.0773 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 7.9620 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 0.0343 ms 100.0%
  triton_mm_13 0.0344 ms 99.7%
  triton_mm_8 0.0356 ms 96.3%
  triton_mm_6 0.0366 ms 93.7%
  triton_mm_5 0.0371 ms 92.5%
  triton_mm_16 0.0377 ms 90.9%
  triton_mm_7 0.0385 ms 88.9%
  triton_mm_10 0.0388 ms 88.3%
  triton_mm_11 0.0389 ms 88.1%
  triton_mm_14 0.0391 ms 87.6%
SingleProcess AUTOTUNE benchmarking takes 2.3412 seconds and 0.0114 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0250 ms 100.0%
  triton_mm_27 0.0250 ms 99.9%
  triton_mm_31 0.0253 ms 98.9%
  triton_mm_26 0.0259 ms 96.7%
  triton_mm_23 0.0265 ms 94.4%
  triton_mm_20 0.0266 ms 94.0%
  triton_mm_30 0.0274 ms 91.3%
  triton_mm_21 0.0275 ms 91.0%
  triton_mm_22 0.0281 ms 89.0%
  bias_addmm 0.0288 ms 86.8%
SingleProcess AUTOTUNE benchmarking takes 2.1068 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2188 ms 100.0%
  triton_mm_53 0.2246 ms 97.4%
  triton_mm_54 0.2540 ms 86.1%
  bias_addmm 0.2603 ms 84.0%
  triton_mm_47 0.2631 ms 83.1%
  triton_mm_49 0.2703 ms 80.9%
  triton_mm_45 0.2735 ms 80.0%
  addmm 0.2786 ms 78.5%
  triton_mm_46 0.3060 ms 71.5%
  triton_mm_50 0.3095 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.6120 seconds and 0.0137 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0898 ms 100.0%
  triton_mm_71 0.0906 ms 99.2%
  bias_addmm 0.0967 ms 92.8%
  triton_mm_66 0.0971 ms 92.5%
  triton_mm_68 0.0981 ms 91.5%
  triton_mm_73 0.0997 ms 90.1%
  triton_mm_64 0.1013 ms 88.6%
  addmm 0.1101 ms 81.5%
  triton_mm_65 0.1114 ms 80.6%
  triton_mm_69 0.1123 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 2.4724 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2815 ms 100.0%
  triton_mm_90 0.2901 ms 97.0%
  triton_mm_91 0.2940 ms 95.7%
  triton_mm_92 0.3316 ms 84.9%
  triton_mm_85 0.3404 ms 82.7%
  triton_mm_83 0.3577 ms 78.7%
  triton_mm_87 0.3606 ms 78.1%
  addmm 0.3653 ms 77.1%
  triton_mm_84 0.3973 ms 70.9%
  triton_mm_88 0.4094 ms 68.8%
SingleProcess AUTOTUNE benchmarking takes 2.6407 seconds and 0.0041 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2899 ms 100.0%
  triton_mm_110 0.3050 ms 95.0%
  triton_mm_109 0.3142 ms 92.3%
  triton_mm_111 0.3244 ms 89.3%
  addmm 0.3257 ms 89.0%
  triton_mm_104 0.3516 ms 82.4%
  triton_mm_106 0.3546 ms 81.8%
  triton_mm_102 0.3636 ms 79.7%
  triton_mm_105 0.3655 ms 79.3%
  triton_mm_107 0.4053 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6307 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0250 ms 100.0%
  triton_mm_124 0.0252 ms 99.0%
  triton_mm_116 0.0256 ms 97.6%
  triton_mm_120 0.0258 ms 96.8%
  triton_mm_113 0.0266 ms 93.9%
  triton_mm_119 0.0266 ms 93.9%
  triton_mm_123 0.0274 ms 91.1%
  triton_mm_114 0.0275 ms 90.8%
  triton_mm_115 0.0281 ms 88.9%
  bias_addmm 0.0287 ms 87.1%
SingleProcess AUTOTUNE benchmarking takes 2.0993 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2886 ms 100.0%
  triton_mm_203 0.3046 ms 94.7%
  triton_mm_202 0.3141 ms 91.9%
  triton_mm_204 0.3240 ms 89.1%
  addmm 0.3243 ms 89.0%
  triton_mm_197 0.3516 ms 82.1%
  triton_mm_199 0.3524 ms 81.9%
  triton_mm_195 0.3619 ms 79.7%
  triton_mm_198 0.3632 ms 79.5%
  triton_mm_200 0.4048 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.6324 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2877 ms 100.0%
  triton_mm_296 0.3052 ms 94.3%
  triton_mm_295 0.3139 ms 91.6%
  triton_mm_297 0.3236 ms 88.9%
  addmm 0.3237 ms 88.9%
  triton_mm_290 0.3516 ms 81.8%
  triton_mm_292 0.3520 ms 81.7%
  triton_mm_288 0.3618 ms 79.5%
  triton_mm_291 0.3628 ms 79.3%
  triton_mm_293 0.4041 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6291 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2880 ms 100.0%
  triton_mm_389 0.3027 ms 95.1%
  triton_mm_388 0.3137 ms 91.8%
  triton_mm_390 0.3228 ms 89.2%
  addmm 0.3239 ms 88.9%
  triton_mm_383 0.3494 ms 82.4%
  triton_mm_385 0.3524 ms 81.7%
  triton_mm_381 0.3622 ms 79.5%
  triton_mm_384 0.3629 ms 79.4%
  triton_mm_386 0.4046 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6426 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2886 ms 100.0%
  triton_mm_482 0.3023 ms 95.4%
  triton_mm_481 0.3135 ms 92.0%
  triton_mm_483 0.3229 ms 89.4%
  addmm 0.3238 ms 89.1%
  triton_mm_476 0.3492 ms 82.6%
  triton_mm_478 0.3522 ms 81.9%
  triton_mm_474 0.3619 ms 79.7%
  triton_mm_477 0.3623 ms 79.7%
  triton_mm_479 0.4041 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6389 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2875 ms 100.0%
  triton_mm_575 0.3037 ms 94.7%
  triton_mm_574 0.3124 ms 92.0%
  triton_mm_576 0.3224 ms 89.2%
  addmm 0.3227 ms 89.1%
  triton_mm_569 0.3506 ms 82.0%
  triton_mm_571 0.3515 ms 81.8%
  triton_mm_567 0.3600 ms 79.9%
  triton_mm_570 0.3624 ms 79.3%
  triton_mm_572 0.4030 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.6446 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2885 ms 100.0%
  triton_mm_668 0.3029 ms 95.2%
  triton_mm_667 0.3136 ms 92.0%
  triton_mm_669 0.3232 ms 89.3%
  addmm 0.3236 ms 89.1%
  triton_mm_662 0.3498 ms 82.5%
  triton_mm_664 0.3515 ms 82.1%
  triton_mm_660 0.3610 ms 79.9%
  triton_mm_663 0.3628 ms 79.5%
  triton_mm_665 0.4040 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6463 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2876 ms 100.0%
  triton_mm_761 0.3032 ms 94.8%
  triton_mm_760 0.3122 ms 92.1%
  triton_mm_762 0.3219 ms 89.3%
  addmm 0.3228 ms 89.1%
  triton_mm_755 0.3504 ms 82.1%
  triton_mm_757 0.3513 ms 81.9%
  triton_mm_753 0.3597 ms 79.9%
  triton_mm_756 0.3619 ms 79.5%
  triton_mm_758 0.4032 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.6405 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2882 ms 100.0%
  triton_mm_854 0.3020 ms 95.4%
  triton_mm_853 0.3128 ms 92.1%
  triton_mm_855 0.3218 ms 89.5%
  addmm 0.3225 ms 89.4%
  triton_mm_848 0.3492 ms 82.5%
  triton_mm_850 0.3515 ms 82.0%
  triton_mm_846 0.3612 ms 79.8%
  triton_mm_849 0.3617 ms 79.7%
  triton_mm_851 0.4030 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6484 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2876 ms 100.0%
  triton_mm_947 0.3027 ms 95.0%
  triton_mm_946 0.3131 ms 91.8%
  triton_mm_948 0.3220 ms 89.3%
  addmm 0.3233 ms 88.9%
  triton_mm_941 0.3493 ms 82.3%
  triton_mm_943 0.3512 ms 81.9%
  triton_mm_939 0.3611 ms 79.6%
  triton_mm_942 0.3623 ms 79.4%
  triton_mm_944 0.4027 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6420 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2881 ms 100.0%
  triton_mm_1040 0.3029 ms 95.1%
  triton_mm_1039 0.3123 ms 92.2%
  triton_mm_1041 0.3216 ms 89.6%
  addmm 0.3236 ms 89.0%
  triton_mm_1034 0.3498 ms 82.3%
  triton_mm_1036 0.3509 ms 82.1%
  triton_mm_1032 0.3594 ms 80.1%
  triton_mm_1035 0.3615 ms 79.7%
  triton_mm_1037 0.4019 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6441 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0147 ms 100.0%
  triton_mm_1604 0.0154 ms 95.6%
  triton_mm_1612 0.0155 ms 95.0%
  mm 0.0157 ms 93.9%
  triton_mm_1616 0.0176 ms 83.6%
  triton_mm_1607 0.0177 ms 83.2%
  triton_mm_1601 0.0181 ms 81.1%
  triton_mm_1603 0.0183 ms 80.5%
  triton_mm_1602 0.0187 ms 78.7%
  triton_mm_1611 0.0193 ms 76.4%
SingleProcess AUTOTUNE benchmarking takes 7.1623 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5467 ms 100.0%
  triton_mm_1634 0.5475 ms 99.9%
  triton_mm_1633 0.5503 ms 99.3%
  triton_mm_1635 0.6188 ms 88.4%
  triton_mm_1628 0.6464 ms 84.6%
  triton_mm_1630 0.6803 ms 80.4%
  addmm 0.6866 ms 79.6%
  triton_mm_1626 0.6954 ms 78.6%
  triton_mm_1631 0.7661 ms 71.4%
  triton_mm_1627 0.7691 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 11.3000 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5150 ms 100.0%
  triton_mm_1671 0.5477 ms 94.0%
  triton_mm_1672 0.5650 ms 91.2%
  triton_mm_1673 0.5898 ms 87.3%
  triton_mm_1666 0.6549 ms 78.6%
  triton_mm_1668 0.6576 ms 78.3%
  triton_mm_1664 0.6629 ms 77.7%
  triton_mm_1667 0.7148 ms 72.1%
  triton_mm_1669 0.7201 ms 71.5%
  triton_mm_1665 0.7298 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 9.7081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2860 ms 100.0%
  triton_mm_1744 0.2938 ms 97.4%
  triton_mm_1743 0.2960 ms 96.6%
  triton_mm_1745 0.2986 ms 95.8%
  triton_mm_1738 0.3510 ms 81.5%
  triton_mm_1736 0.3554 ms 80.5%
  triton_mm_1740 0.3609 ms 79.2%
  triton_mm_1739 0.3784 ms 75.6%
  triton_mm_1741 0.3979 ms 71.9%
  triton_mm_1737 0.4039 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5123 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1697 0.0120 ms 100.0%
  triton_mm_1698 0.0120 ms 100.0%
  triton_mm_1699 0.0120 ms 100.0%
  triton_mm_1696 0.0123 ms 97.9%
  triton_mm_1700 0.0123 ms 97.9%
  triton_mm_1703 0.0123 ms 97.9%
  triton_mm_1701 0.0124 ms 96.9%
  triton_mm_1704 0.0124 ms 96.9%
  triton_mm_1706 0.0127 ms 94.9%
  triton_mm_1695 0.0129 ms 93.5%
SingleProcess AUTOTUNE benchmarking takes 2.0052 seconds and 0.0007 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0162 ms 100.0%
  triton_mm_1682 0.0175 ms 92.2%
  mm 0.0187 ms 86.6%
  triton_mm_1686 0.0202 ms 79.9%
  triton_mm_1677 0.0230 ms 70.1%
  triton_mm_1676 0.0236 ms 68.5%
  triton_mm_1690 0.0239 ms 67.6%
  triton_mm_1681 0.0252 ms 64.0%
  triton_mm_1685 0.0258 ms 62.7%
  triton_mm_1675 0.0263 ms 61.4%
SingleProcess AUTOTUNE benchmarking takes 9.9960 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5335 ms 100.0%
  triton_mm_1652 0.5589 ms 95.5%
  triton_mm_1653 0.5675 ms 94.0%
  triton_mm_1654 0.5834 ms 91.4%
  triton_mm_1647 0.6515 ms 81.9%
  triton_mm_1645 0.6539 ms 81.6%
  triton_mm_1649 0.6541 ms 81.6%
  triton_mm_1648 0.6856 ms 77.8%
  triton_mm_1646 0.7135 ms 74.8%
  triton_mm_1650 0.7247 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 9.6233 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2716 ms 100.0%
  triton_mm_1725 0.2745 ms 98.9%
  mm 0.2748 ms 98.8%
  triton_mm_1726 0.3109 ms 87.4%
  triton_mm_1717 0.3313 ms 82.0%
  triton_mm_1719 0.3343 ms 81.2%
  triton_mm_1721 0.3407 ms 79.7%
  triton_mm_1718 0.3552 ms 76.5%
  triton_mm_1722 0.3797 ms 71.5%
  triton_mm_1720 0.4180 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 12.9986 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2211 ms 100.0%
  mm 0.2218 ms 99.7%
  triton_mm_1838 0.2262 ms 97.7%
  triton_mm_1840 0.2392 ms 92.4%
  triton_mm_1835 0.2520 ms 87.7%
  triton_mm_1833 0.2564 ms 86.2%
  triton_mm_1831 0.2565 ms 86.2%
  triton_mm_1834 0.2830 ms 78.1%
  triton_mm_1832 0.2856 ms 77.4%
  triton_mm_1836 0.2929 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 9.6465 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2868 ms 100.0%
  mm 0.2881 ms 99.5%
  triton_mm_1782 0.2895 ms 99.1%
  triton_mm_1783 0.2962 ms 96.8%
  triton_mm_1778 0.3400 ms 84.3%
  triton_mm_1774 0.3469 ms 82.7%
  triton_mm_1776 0.3505 ms 81.8%
  triton_mm_1777 0.3770 ms 76.1%
  triton_mm_1779 0.3861 ms 74.3%
  triton_mm_1775 0.3942 ms 72.8%
SingleProcess AUTOTUNE benchmarking takes 9.7007 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2222 ms 100.0%
  triton_mm_1857 0.2763 ms 80.4%
  triton_mm_1854 0.2770 ms 80.2%
  triton_mm_1850 0.2791 ms 79.6%
  triton_mm_1852 0.2796 ms 79.5%
  triton_mm_1858 0.2822 ms 78.7%
  triton_mm_1859 0.2864 ms 77.6%
  triton_mm_1853 0.3089 ms 71.9%
  triton_mm_1855 0.3218 ms 69.1%
  triton_mm_1851 0.3272 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 9.7625 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1821 0.0993 ms 100.0%
  mm 0.1013 ms 98.0%
  triton_mm_1814 0.1056 ms 94.1%
  triton_mm_1820 0.1091 ms 91.0%
  triton_mm_1811 0.1183 ms 83.9%
  triton_mm_1812 0.1205 ms 82.4%
  triton_mm_1816 0.1225 ms 81.1%
  triton_mm_1819 0.1258 ms 79.0%
  triton_mm_1815 0.1267 ms 78.4%
  triton_mm_1817 0.1304 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.3831 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_1762 0.2986 ms 100.0%
  mm 0.3007 ms 99.3%
  triton_mm_1763 0.3062 ms 97.5%
  triton_mm_1764 0.3152 ms 94.7%
  triton_mm_1759 0.3354 ms 89.0%
  triton_mm_1757 0.3405 ms 87.7%
  triton_mm_1755 0.3411 ms 87.5%
  triton_mm_1758 0.3562 ms 83.8%
  triton_mm_1756 0.3806 ms 78.5%
  triton_mm_1760 0.3888 ms 76.8%
SingleProcess AUTOTUNE benchmarking takes 9.6719 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_1801 0.0839 ms 99.1%
  triton_mm_1800 0.0845 ms 98.3%
  triton_mm_1797 0.0923 ms 90.1%
  triton_mm_1793 0.0936 ms 88.8%
  triton_mm_1802 0.0944 ms 88.0%
  triton_mm_1795 0.0946 ms 87.8%
  triton_mm_1794 0.1022 ms 81.3%
  triton_mm_1798 0.1055 ms 78.7%
  triton_mm_1796 0.1225 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 9.9182 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1910 0.2712 ms 100.0%
  mm 0.2718 ms 99.8%
  triton_mm_1911 0.2763 ms 98.2%
  triton_mm_1912 0.3122 ms 86.9%
  triton_mm_1903 0.3339 ms 81.2%
  triton_mm_1905 0.3385 ms 80.1%
  triton_mm_1907 0.3420 ms 79.3%
  triton_mm_1904 0.3585 ms 75.7%
  triton_mm_1908 0.3833 ms 70.8%
  triton_mm_1906 0.4210 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5028 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3002 ms 100.0%
  triton_mm_1948 0.3004 ms 99.9%
  triton_mm_1949 0.3079 ms 97.5%
  triton_mm_1950 0.3176 ms 94.5%
  triton_mm_1945 0.3382 ms 88.7%
  triton_mm_1941 0.3435 ms 87.4%
  triton_mm_1943 0.3440 ms 87.2%
  triton_mm_1944 0.3630 ms 82.7%
  triton_mm_1942 0.3834 ms 78.3%
  triton_mm_1946 0.3933 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 2.5102 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1885 0.0186 ms 100.0%
  triton_mm_1883 0.0187 ms 99.8%
  triton_mm_1891 0.0196 ms 95.2%
  triton_mm_1893 0.0196 ms 95.1%
  triton_mm_1890 0.0197 ms 94.5%
  triton_mm_1884 0.0197 ms 94.3%
  triton_mm_1887 0.0198 ms 94.0%
  triton_mm_1888 0.0200 ms 93.1%
  triton_mm_1886 0.0201 ms 92.7%
  triton_mm_1889 0.0204 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 5.6211 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2867 ms 100.0%
  triton_mm_1930 0.2947 ms 97.3%
  triton_mm_1929 0.2967 ms 96.6%
  triton_mm_1931 0.2994 ms 95.8%
  triton_mm_1924 0.3513 ms 81.6%
  triton_mm_1922 0.3554 ms 80.7%
  triton_mm_1926 0.3611 ms 79.4%
  triton_mm_1925 0.3787 ms 75.7%
  triton_mm_1927 0.3973 ms 72.2%
  triton_mm_1923 0.4043 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.5076 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2892 ms 100.0%
  mm 0.2907 ms 99.5%
  triton_mm_1968 0.2936 ms 98.5%
  triton_mm_1969 0.2992 ms 96.7%
  triton_mm_1964 0.3448 ms 83.9%
  triton_mm_1960 0.3517 ms 82.2%
  triton_mm_1962 0.3554 ms 81.4%
  triton_mm_1963 0.3811 ms 75.9%
  triton_mm_1965 0.3909 ms 74.0%
  triton_mm_1961 0.3997 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5075 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0286 ms 100.0%
  mm 0.0292 ms 97.9%
  triton_mm_1868 0.0321 ms 89.2%
  triton_mm_1872 0.0406 ms 70.5%
  triton_mm_1876 0.0510 ms 56.1%
  triton_mm_1863 0.0523 ms 54.7%
  triton_mm_1862 0.0556 ms 51.5%
  triton_mm_1867 0.0606 ms 47.3%
  triton_mm_1871 0.0635 ms 45.1%
  triton_mm_1861 0.0659 ms 43.4%
SingleProcess AUTOTUNE benchmarking takes 6.4308 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2221 ms 100.0%
  triton_mm_2043 0.2776 ms 80.0%
  triton_mm_2040 0.2786 ms 79.7%
  triton_mm_2038 0.2813 ms 79.0%
  triton_mm_2036 0.2813 ms 78.9%
  triton_mm_2044 0.2845 ms 78.1%
  triton_mm_2045 0.2882 ms 77.1%
  triton_mm_2039 0.3107 ms 71.5%
  triton_mm_2041 0.3252 ms 68.3%
  triton_mm_2037 0.3288 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4841 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2007 0.0993 ms 100.0%
  mm 0.1006 ms 98.7%
  triton_mm_2000 0.1050 ms 94.6%
  triton_mm_2006 0.1091 ms 91.0%
  triton_mm_1997 0.1189 ms 83.5%
  triton_mm_1998 0.1213 ms 81.8%
  triton_mm_2002 0.1225 ms 81.1%
  triton_mm_2005 0.1258 ms 79.0%
  triton_mm_2001 0.1265 ms 78.5%
  triton_mm_2003 0.1308 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.3713 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0841 ms 100.0%
  mm 0.0842 ms 99.8%
  triton_mm_1986 0.0845 ms 99.5%
  triton_mm_1983 0.0915 ms 91.9%
  triton_mm_1988 0.0939 ms 89.6%
  triton_mm_1979 0.0945 ms 89.0%
  triton_mm_1981 0.0954 ms 88.1%
  triton_mm_1980 0.1024 ms 82.2%
  triton_mm_1984 0.1054 ms 79.8%
  triton_mm_1982 0.1227 ms 68.6%
SingleProcess AUTOTUNE benchmarking takes 2.3721 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_2025 0.2233 ms 100.0%
  mm 0.2238 ms 99.8%
  triton_mm_2024 0.2283 ms 97.8%
  triton_mm_2026 0.2418 ms 92.4%
  triton_mm_2021 0.2548 ms 87.6%
  triton_mm_2019 0.2596 ms 86.0%
  triton_mm_2017 0.2602 ms 85.8%
  triton_mm_2020 0.2857 ms 78.2%
  triton_mm_2018 0.2891 ms 77.2%
  triton_mm_2022 0.2956 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.4768 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2096 0.2715 ms 100.0%
  mm 0.2730 ms 99.5%
  triton_mm_2097 0.2760 ms 98.3%
  triton_mm_2098 0.3124 ms 86.9%
  triton_mm_2089 0.3365 ms 80.7%
  triton_mm_2091 0.3400 ms 79.9%
  triton_mm_2093 0.3427 ms 79.2%
  triton_mm_2090 0.3592 ms 75.6%
  triton_mm_2094 0.3835 ms 70.8%
  triton_mm_2092 0.4217 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 2.5066 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_2134 0.3013 ms 100.0%
  mm 0.3018 ms 99.8%
  triton_mm_2135 0.3092 ms 97.5%
  triton_mm_2136 0.3193 ms 94.4%
  triton_mm_2131 0.3387 ms 89.0%
  triton_mm_2127 0.3455 ms 87.2%
  triton_mm_2129 0.3460 ms 87.1%
  triton_mm_2130 0.3618 ms 83.3%
  triton_mm_2128 0.3844 ms 78.4%
  triton_mm_2132 0.3933 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 2.5055 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2070 0.0187 ms 100.0%
  triton_mm_2073 0.0188 ms 99.3%
  triton_mm_2074 0.0192 ms 97.5%
  triton_mm_2069 0.0193 ms 96.8%
  triton_mm_2071 0.0196 ms 95.6%
  triton_mm_2075 0.0196 ms 95.3%
  triton_mm_2076 0.0197 ms 94.7%
  triton_mm_2068 0.0199 ms 93.7%
  triton_mm_2072 0.0200 ms 93.6%
  triton_mm_2067 0.0205 ms 91.3%
SingleProcess AUTOTUNE benchmarking takes 1.9997 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0286 ms 100.0%
  mm 0.0292 ms 97.8%
  triton_mm_2054 0.0312 ms 91.6%
  triton_mm_2058 0.0407 ms 70.2%
  triton_mm_2062 0.0510 ms 56.0%
  triton_mm_2049 0.0515 ms 55.5%
  triton_mm_2048 0.0557 ms 51.3%
  triton_mm_2053 0.0599 ms 47.7%
  triton_mm_2057 0.0635 ms 45.0%
  triton_mm_2047 0.0653 ms 43.8%
SingleProcess AUTOTUNE benchmarking takes 2.0261 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2224 ms 100.0%
  triton_mm_2211 0.2234 ms 99.6%
  triton_mm_2210 0.2282 ms 97.5%
  triton_mm_2212 0.2420 ms 91.9%
  triton_mm_2207 0.2548 ms 87.3%
  triton_mm_2205 0.2587 ms 86.0%
  triton_mm_2203 0.2590 ms 85.9%
  triton_mm_2206 0.2858 ms 77.8%
  triton_mm_2204 0.2892 ms 76.9%
  triton_mm_2208 0.2960 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.4848 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2282 0.2725 ms 100.0%
  mm 0.2727 ms 99.9%
  triton_mm_2283 0.2760 ms 98.7%
  triton_mm_2284 0.3113 ms 87.5%
  triton_mm_2275 0.3365 ms 81.0%
  triton_mm_2277 0.3391 ms 80.4%
  triton_mm_2279 0.3419 ms 79.7%
  triton_mm_2276 0.3592 ms 75.9%
  triton_mm_2280 0.3833 ms 71.1%
  triton_mm_2278 0.4211 ms 64.7%
SingleProcess AUTOTUNE benchmarking takes 2.5164 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3014 ms 100.0%
  triton_mm_2320 0.3019 ms 99.8%
  triton_mm_2321 0.3077 ms 98.0%
  triton_mm_2322 0.3176 ms 94.9%
  triton_mm_2317 0.3393 ms 88.8%
  triton_mm_2315 0.3446 ms 87.5%
  triton_mm_2313 0.3460 ms 87.1%
  triton_mm_2316 0.3619 ms 83.3%
  triton_mm_2314 0.3854 ms 78.2%
  triton_mm_2318 0.3926 ms 76.8%
SingleProcess AUTOTUNE benchmarking takes 2.5208 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2255 0.0186 ms 100.0%
  triton_mm_2256 0.0188 ms 99.3%
  triton_mm_2262 0.0188 ms 99.0%
  triton_mm_2259 0.0188 ms 98.8%
  triton_mm_2257 0.0196 ms 94.8%
  triton_mm_2258 0.0201 ms 92.7%
  triton_mm_2260 0.0202 ms 92.4%
  triton_mm_2261 0.0206 ms 90.4%
  triton_mm_2265 0.0208 ms 89.7%
  triton_mm_2254 0.0208 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 2.0120 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0286 ms 100.0%
  mm 0.0292 ms 98.1%
  triton_mm_2240 0.0321 ms 89.3%
  triton_mm_2244 0.0402 ms 71.3%
  triton_mm_2248 0.0515 ms 55.6%
  triton_mm_2235 0.0524 ms 54.7%
  triton_mm_2234 0.0564 ms 50.8%
  triton_mm_2239 0.0607 ms 47.2%
  triton_mm_2243 0.0627 ms 45.7%
  triton_mm_2233 0.0660 ms 43.4%
SingleProcess AUTOTUNE benchmarking takes 2.0538 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2217 ms 100.0%
  triton_mm_2397 0.2226 ms 99.6%
  triton_mm_2396 0.2292 ms 96.7%
  triton_mm_2398 0.2419 ms 91.6%
  triton_mm_2393 0.2549 ms 87.0%
  triton_mm_2391 0.2586 ms 85.7%
  triton_mm_2389 0.2587 ms 85.7%
  triton_mm_2392 0.2857 ms 77.6%
  triton_mm_2390 0.2897 ms 76.5%
  triton_mm_2394 0.2962 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4864 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2443 0.0187 ms 100.0%
  triton_mm_2448 0.0188 ms 99.1%
  triton_mm_2445 0.0188 ms 99.0%
  triton_mm_2451 0.0196 ms 95.3%
  triton_mm_2449 0.0196 ms 95.0%
  triton_mm_2441 0.0197 ms 94.8%
  triton_mm_2442 0.0197 ms 94.5%
  triton_mm_2440 0.0200 ms 93.4%
  triton_mm_2444 0.0201 ms 92.8%
  triton_mm_2446 0.0202 ms 92.4%
SingleProcess AUTOTUNE benchmarking takes 2.0191 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0287 ms 100.0%
  mm 0.0292 ms 98.5%
  triton_mm_2426 0.0312 ms 92.0%
  triton_mm_2430 0.0410 ms 70.0%
  triton_mm_2434 0.0510 ms 56.3%
  triton_mm_2421 0.0515 ms 55.7%
  triton_mm_2420 0.0556 ms 51.6%
  triton_mm_2425 0.0599 ms 47.9%
  triton_mm_2429 0.0636 ms 45.1%
  triton_mm_2419 0.0653 ms 44.0%
SingleProcess AUTOTUNE benchmarking takes 2.0609 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2222 ms 100.0%
  triton_mm_2583 0.2230 ms 99.7%
  triton_mm_2582 0.2280 ms 97.5%
  triton_mm_2584 0.2417 ms 92.0%
  triton_mm_2579 0.2545 ms 87.3%
  triton_mm_2575 0.2587 ms 85.9%
  triton_mm_2577 0.2607 ms 85.2%
  triton_mm_2578 0.2858 ms 77.7%
  triton_mm_2576 0.2892 ms 76.8%
  triton_mm_2580 0.2955 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4890 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2629 0.0186 ms 100.0%
  triton_mm_2627 0.0186 ms 99.9%
  triton_mm_2630 0.0191 ms 97.3%
  triton_mm_2637 0.0196 ms 94.9%
  triton_mm_2628 0.0198 ms 94.2%
  triton_mm_2631 0.0198 ms 94.2%
  triton_mm_2634 0.0198 ms 93.9%
  triton_mm_2632 0.0201 ms 92.7%
  triton_mm_2633 0.0205 ms 90.9%
  triton_mm_2636 0.0205 ms 90.8%
SingleProcess AUTOTUNE benchmarking takes 2.0106 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_2608 0.0294 ms 99.2%
  triton_mm_2612 0.0320 ms 91.2%
  triton_mm_2616 0.0402 ms 72.5%
  triton_mm_2620 0.0518 ms 56.3%
  triton_mm_2607 0.0523 ms 55.7%
  triton_mm_2606 0.0564 ms 51.7%
  triton_mm_2611 0.0606 ms 48.1%
  triton_mm_2615 0.0627 ms 46.5%
  triton_mm_2605 0.0659 ms 44.2%
SingleProcess AUTOTUNE benchmarking takes 2.0418 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2217 ms 100.0%
  triton_mm_2769 0.2225 ms 99.6%
  triton_mm_2768 0.2289 ms 96.8%
  triton_mm_2770 0.2407 ms 92.1%
  triton_mm_2765 0.2545 ms 87.1%
  triton_mm_2761 0.2581 ms 85.9%
  triton_mm_2763 0.2584 ms 85.8%
  triton_mm_2764 0.2859 ms 77.6%
  triton_mm_2762 0.2888 ms 76.8%
  triton_mm_2766 0.2956 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.4781 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0286 ms 100.0%
  mm 0.0292 ms 98.0%
  triton_mm_2798 0.0321 ms 89.1%
  triton_mm_2802 0.0409 ms 70.0%
  triton_mm_2793 0.0515 ms 55.6%
  triton_mm_2806 0.0517 ms 55.4%
  triton_mm_2792 0.0556 ms 51.5%
  triton_mm_2797 0.0599 ms 47.8%
  triton_mm_2801 0.0627 ms 45.7%
  triton_mm_2791 0.0652 ms 43.9%
SingleProcess AUTOTUNE benchmarking takes 2.0392 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2980 0.0286 ms 100.0%
  mm 0.0292 ms 98.0%
  triton_mm_2984 0.0312 ms 91.6%
  triton_mm_2988 0.0411 ms 69.5%
  triton_mm_2992 0.0518 ms 55.1%
  triton_mm_2979 0.0523 ms 54.7%
  triton_mm_2978 0.0564 ms 50.7%
  triton_mm_2983 0.0599 ms 47.7%
  triton_mm_2987 0.0636 ms 44.9%
  triton_mm_2977 0.0660 ms 43.3%
SingleProcess AUTOTUNE benchmarking takes 2.0535 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0314 ms 100.0%
  triton_mm_4874 0.0447 ms 70.3%
  triton_mm_4878 0.0482 ms 65.1%
  triton_mm_4882 0.0492 ms 63.8%
  triton_mm_4872 0.0602 ms 52.2%
  triton_mm_4873 0.0633 ms 49.6%
  triton_mm_4881 0.0682 ms 46.1%
  triton_mm_4877 0.0719 ms 43.7%
  triton_mm_4871 0.0739 ms 42.5%
  triton_mm_4880 0.0777 ms 40.4%
SingleProcess AUTOTUNE benchmarking takes 7.8493 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 0.8175 ms 100.0%
  mm 0.8220 ms 99.5%
  triton_mm_4992 0.9799 ms 83.4%
  triton_mm_4988 0.9944 ms 82.2%
  triton_mm_4996 1.0558 ms 77.4%
  triton_mm_4993 1.0900 ms 75.0%
  triton_mm_4989 1.0970 ms 74.5%
  triton_mm_4990 1.1287 ms 72.4%
  triton_mm_4985 1.3228 ms 61.8%
  triton_mm_4986 1.3939 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1302 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8265 ms 100.0%
  mm 0.8342 ms 99.1%
  triton_mm_5085 0.9836 ms 84.0%
  triton_mm_5081 0.9941 ms 83.1%
  triton_mm_5089 1.0622 ms 77.8%
  triton_mm_5086 1.0958 ms 75.4%
  triton_mm_5082 1.0966 ms 75.4%
  triton_mm_5083 1.1377 ms 72.6%
  triton_mm_5078 1.3284 ms 62.2%
  triton_mm_5079 1.3973 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1318 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5274 0.8273 ms 100.0%
  mm 0.8406 ms 98.4%
  triton_mm_5271 0.9845 ms 84.0%
  triton_mm_5267 0.9948 ms 83.2%
  triton_mm_5275 1.0637 ms 77.8%
  triton_mm_5272 1.1028 ms 75.0%
  triton_mm_5268 1.1039 ms 74.9%
  triton_mm_5269 1.1327 ms 73.0%
  triton_mm_5264 1.3462 ms 61.5%
  triton_mm_5265 1.4152 ms 58.5%
SingleProcess AUTOTUNE benchmarking takes 2.1244 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5925 0.8279 ms 100.0%
  mm 0.8370 ms 98.9%
  triton_mm_5922 0.9905 ms 83.6%
  triton_mm_5918 0.9999 ms 82.8%
  triton_mm_5926 1.0699 ms 77.4%
  triton_mm_5919 1.1038 ms 75.0%
  triton_mm_5923 1.1039 ms 75.0%
  triton_mm_5920 1.1352 ms 72.9%
  triton_mm_5915 1.3405 ms 61.8%
  triton_mm_5916 1.4099 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1301 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0408 ms 100.0%
  triton_mm_4895 0.0415 ms 98.3%
  triton_mm_4899 0.0420 ms 97.1%
  triton_mm_4902 0.0435 ms 93.9%
  triton_mm_4898 0.0436 ms 93.4%
  triton_mm_4891 0.0445 ms 91.7%
  triton_mm_4890 0.0449 ms 90.8%
  triton_mm_4901 0.0452 ms 90.2%
  triton_mm_4897 0.0468 ms 87.1%
  triton_mm_4889 0.0485 ms 84.0%
SingleProcess AUTOTUNE benchmarking takes 1.5724 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4914 0.0456 ms 100.0%
  triton_mm_4918 0.0461 ms 98.8%
  triton_mm_4913 0.0471 ms 96.7%
  triton_mm_4921 0.0492 ms 92.5%
  triton_mm_4911 0.0496 ms 91.9%
  triton_mm_4910 0.0516 ms 88.3%
  triton_mm_4912 0.0527 ms 86.5%
  triton_mm_4916 0.0536 ms 85.0%
  triton_mm_4917 0.0537 ms 84.9%
  triton_mm_4919 0.0542 ms 84.0%
SingleProcess AUTOTUNE benchmarking takes 2.3811 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6424 ms 100.0%
  bias_addmm 0.6428 ms 100.0%
  triton_mm_4937 0.7456 ms 86.2%
  triton_mm_4933 0.7549 ms 85.1%
  addmm 0.8042 ms 79.9%
  triton_mm_4938 0.8377 ms 76.7%
  triton_mm_4941 0.8426 ms 76.2%
  triton_mm_4934 0.8448 ms 76.0%
  triton_mm_4935 0.8747 ms 73.4%
  triton_mm_4930 1.0103 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.2296 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2254 ms 100.0%
  mm 0.2407 ms 93.6%
  triton_mm_4956 0.2539 ms 88.8%
  triton_mm_4952 0.2674 ms 84.3%
  triton_mm_4957 0.2795 ms 80.7%
  triton_mm_4960 0.2897 ms 77.8%
  triton_mm_4953 0.2956 ms 76.3%
  triton_mm_4954 0.3065 ms 73.6%
  triton_mm_4949 0.3382 ms 66.7%
  triton_mm_4950 0.3515 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 1.9925 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8369 ms 100.0%
  mm 0.8813 ms 95.0%
  triton_mm_5015 0.9994 ms 83.7%
  triton_mm_5011 1.0026 ms 83.5%
  triton_mm_5007 1.0505 ms 79.7%
  triton_mm_5012 1.0596 ms 79.0%
  triton_mm_5008 1.1195 ms 74.8%
  triton_mm_5009 1.1323 ms 73.9%
  triton_mm_5004 1.3514 ms 61.9%
  triton_mm_5005 1.3743 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1338 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0408 ms 100.0%
  triton_mm_5717 0.0420 ms 97.1%
  triton_mm_5713 0.0424 ms 96.2%
  triton_mm_5720 0.0426 ms 95.7%
  triton_mm_5716 0.0436 ms 93.5%
  triton_mm_5709 0.0445 ms 91.7%
  triton_mm_5708 0.0450 ms 90.7%
  triton_mm_5719 0.0453 ms 90.0%
  triton_mm_5715 0.0470 ms 86.9%
  triton_mm_5707 0.0485 ms 84.2%
SingleProcess AUTOTUNE benchmarking takes 1.5910 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5758 0.8375 ms 100.0%
  mm 0.8765 ms 95.5%
  triton_mm_5759 0.9996 ms 83.8%
  triton_mm_5755 1.0023 ms 83.6%
  triton_mm_5751 1.0471 ms 80.0%
  triton_mm_5756 1.0592 ms 79.1%
  triton_mm_5752 1.1195 ms 74.8%
  triton_mm_5753 1.1391 ms 73.5%
  triton_mm_5748 1.3499 ms 62.0%
  triton_mm_5749 1.3739 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1426 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5777 0.6438 ms 100.0%
  bias_addmm 0.6484 ms 99.3%
  triton_mm_5774 0.7472 ms 86.2%
  triton_mm_5770 0.7612 ms 84.6%
  addmm 0.8109 ms 79.4%
  triton_mm_5778 0.8356 ms 77.0%
  triton_mm_5775 0.8387 ms 76.8%
  triton_mm_5771 0.8521 ms 75.5%
  triton_mm_5772 0.8751 ms 73.6%
  triton_mm_5767 1.0105 ms 63.7%
SingleProcess AUTOTUNE benchmarking takes 2.2331 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5796 0.2266 ms 100.0%
  mm 0.2409 ms 94.1%
  triton_mm_5793 0.2542 ms 89.1%
  triton_mm_5789 0.2672 ms 84.8%
  triton_mm_5794 0.2804 ms 80.8%
  triton_mm_5797 0.2907 ms 77.9%
  triton_mm_5790 0.2957 ms 76.6%
  triton_mm_5791 0.3068 ms 73.9%
  triton_mm_5786 0.3389 ms 66.9%
  triton_mm_5787 0.3545 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.0021 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0222 ms 100.0%
  triton_mm_6452 0.0232 ms 95.6%
  mm 0.0241 ms 92.0%
  triton_mm_6451 0.0251 ms 88.6%
  triton_mm_6457 0.0252 ms 88.1%
  triton_mm_6464 0.0264 ms 84.2%
  triton_mm_6461 0.0276 ms 80.5%
  triton_mm_6463 0.0289 ms 76.8%
  triton_mm_6460 0.0299 ms 74.4%
  triton_mm_6459 0.0321 ms 69.1%
SingleProcess AUTOTUNE benchmarking takes 1.5804 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5439 ms 100.0%
  bias_addmm 1.5516 ms 99.5%
  triton_mm_6518 1.8504 ms 83.4%
  triton_mm_6514 1.8942 ms 81.5%
  addmm 1.9300 ms 80.0%
  triton_mm_6522 2.0149 ms 76.6%
  triton_mm_6519 2.0896 ms 73.9%
  triton_mm_6515 2.1165 ms 72.9%
  triton_mm_6516 2.1839 ms 70.7%
  triton_mm_6511 2.5516 ms 60.5%
SingleProcess AUTOTUNE benchmarking takes 2.3821 seconds and 0.0010 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:21<1:41:08, 141.13s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8229 ms 100.0%
  triton_mm_4995 0.8250 ms 99.7%
  triton_mm_4992 0.9923 ms 82.9%
  triton_mm_4988 1.0017 ms 82.1%
  triton_mm_4996 1.0599 ms 77.6%
  triton_mm_4993 1.1007 ms 74.8%
  triton_mm_4989 1.1119 ms 74.0%
  triton_mm_4990 1.1335 ms 72.6%
  triton_mm_4985 1.3320 ms 61.8%
  triton_mm_4986 1.4103 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1312 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0405 ms 100.0%
  triton_mm_4895 0.0414 ms 97.9%
  triton_mm_4899 0.0428 ms 94.6%
  triton_mm_4902 0.0439 ms 92.3%
  triton_mm_4901 0.0450 ms 90.2%
  triton_mm_4898 0.0450 ms 90.1%
  triton_mm_4891 0.0460 ms 88.2%
  triton_mm_4897 0.0466 ms 87.0%
  triton_mm_4890 0.0469 ms 86.4%
  triton_mm_4889 0.0524 ms 77.4%
SingleProcess AUTOTUNE benchmarking takes 1.5793 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0453 ms 100.0%
  triton_mm_4914 0.0462 ms 98.1%
  triton_mm_4913 0.0477 ms 95.1%
  triton_mm_4921 0.0490 ms 92.5%
  triton_mm_4911 0.0494 ms 91.8%
  triton_mm_4910 0.0510 ms 88.9%
  triton_mm_4912 0.0517 ms 87.6%
  triton_mm_4916 0.0527 ms 86.1%
  triton_mm_4917 0.0527 ms 86.0%
  triton_mm_4919 0.0532 ms 85.3%
SingleProcess AUTOTUNE benchmarking takes 2.3812 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6396 ms 100.0%
  bias_addmm 0.6407 ms 99.8%
  triton_mm_4937 0.7509 ms 85.2%
  triton_mm_4933 0.7613 ms 84.0%
  addmm 0.8034 ms 79.6%
  triton_mm_4941 0.8350 ms 76.6%
  triton_mm_4938 0.8427 ms 75.9%
  triton_mm_4934 0.8522 ms 75.1%
  triton_mm_4935 0.8779 ms 72.9%
  triton_mm_4930 1.0124 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.2359 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2262 ms 100.0%
  mm 0.2419 ms 93.5%
  triton_mm_4956 0.2569 ms 88.0%
  triton_mm_4952 0.2684 ms 84.3%
  triton_mm_4957 0.2816 ms 80.3%
  triton_mm_4960 0.2897 ms 78.1%
  triton_mm_4953 0.2964 ms 76.3%
  triton_mm_4954 0.3047 ms 74.2%
  triton_mm_4949 0.3425 ms 66.0%
  triton_mm_4950 0.3531 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 1.9952 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8375 ms 100.0%
  mm 0.8878 ms 94.3%
  triton_mm_5015 1.0010 ms 83.7%
  triton_mm_5011 1.0143 ms 82.6%
  triton_mm_5007 1.0557 ms 79.3%
  triton_mm_5012 1.0746 ms 77.9%
  triton_mm_5008 1.1217 ms 74.7%
  triton_mm_5009 1.1370 ms 73.7%
  triton_mm_5004 1.3536 ms 61.9%
  triton_mm_5005 1.3746 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1453 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5052 0.2259 ms 100.0%
  mm 0.2420 ms 93.3%
  triton_mm_5049 0.2572 ms 87.8%
  triton_mm_5045 0.2690 ms 84.0%
  triton_mm_5050 0.2828 ms 79.9%
  triton_mm_5053 0.2894 ms 78.0%
  triton_mm_5046 0.2970 ms 76.1%
  triton_mm_5047 0.3049 ms 74.1%
  triton_mm_5042 0.3446 ms 65.5%
  triton_mm_5043 0.3535 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 1.9963 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0415 ms 100.0%
  triton_mm_5062 0.0423 ms 98.1%
  triton_mm_5066 0.0430 ms 96.5%
  triton_mm_5069 0.0431 ms 96.2%
  triton_mm_5065 0.0450 ms 92.2%
  triton_mm_5068 0.0450 ms 92.2%
  triton_mm_5058 0.0452 ms 91.7%
  triton_mm_5057 0.0461 ms 90.0%
  triton_mm_5064 0.0467 ms 88.9%
  triton_mm_5056 0.0516 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 1.5835 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5107 0.8377 ms 100.0%
  mm 0.8795 ms 95.3%
  triton_mm_5108 1.0000 ms 83.8%
  triton_mm_5104 1.0126 ms 82.7%
  triton_mm_5100 1.0483 ms 79.9%
  triton_mm_5105 1.0743 ms 78.0%
  triton_mm_5101 1.1210 ms 74.7%
  triton_mm_5102 1.1386 ms 73.6%
  triton_mm_5097 1.3531 ms 61.9%
  triton_mm_5098 1.3730 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1427 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5126 0.6391 ms 100.0%
  bias_addmm 0.6497 ms 98.4%
  triton_mm_5123 0.7472 ms 85.5%
  triton_mm_5119 0.7620 ms 83.9%
  addmm 0.8098 ms 78.9%
  triton_mm_5127 0.8373 ms 76.3%
  triton_mm_5124 0.8431 ms 75.8%
  triton_mm_5120 0.8522 ms 75.0%
  triton_mm_5121 0.8813 ms 72.5%
  triton_mm_5116 1.0125 ms 63.1%
SingleProcess AUTOTUNE benchmarking takes 2.2333 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5870 0.6402 ms 100.0%
  bias_addmm 0.6432 ms 99.5%
  triton_mm_5867 0.7482 ms 85.6%
  triton_mm_5863 0.7619 ms 84.0%
  addmm 0.8088 ms 79.2%
  triton_mm_5871 0.8353 ms 76.6%
  triton_mm_5868 0.8442 ms 75.8%
  triton_mm_5864 0.8522 ms 75.1%
  triton_mm_5865 0.8797 ms 72.8%
  triton_mm_5860 1.0227 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 2.2382 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5889 0.2260 ms 100.0%
  mm 0.2417 ms 93.5%
  triton_mm_5886 0.2567 ms 88.0%
  triton_mm_5882 0.2696 ms 83.8%
  triton_mm_5887 0.2813 ms 80.3%
  triton_mm_5890 0.2896 ms 78.0%
  triton_mm_5883 0.2973 ms 76.0%
  triton_mm_5884 0.3049 ms 74.1%
  triton_mm_5879 0.3453 ms 65.4%
  triton_mm_5880 0.3559 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.0004 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0405 ms 100.0%
  triton_mm_5899 0.0414 ms 97.8%
  triton_mm_5903 0.0428 ms 94.5%
  triton_mm_5906 0.0430 ms 94.1%
  triton_mm_5905 0.0450 ms 90.0%
  triton_mm_5902 0.0450 ms 90.0%
  triton_mm_5895 0.0452 ms 89.6%
  triton_mm_5894 0.0461 ms 87.9%
  triton_mm_5901 0.0466 ms 87.0%
  triton_mm_5893 0.0516 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 1.5827 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5944 0.8382 ms 100.0%
  mm 0.8761 ms 95.7%
  triton_mm_5945 1.0012 ms 83.7%
  triton_mm_5941 1.0126 ms 82.8%
  triton_mm_5937 1.0489 ms 79.9%
  triton_mm_5942 1.0678 ms 78.5%
  triton_mm_5938 1.1224 ms 74.7%
  triton_mm_5939 1.1362 ms 73.8%
  triton_mm_5934 1.3512 ms 62.0%
  triton_mm_5935 1.3739 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_6364 0.0414 ms 100.0%
  mm 0.0414 ms 100.0%
  triton_mm_6368 0.0429 ms 96.4%
  triton_mm_6371 0.0438 ms 94.5%
  triton_mm_6370 0.0450 ms 92.1%
  triton_mm_6367 0.0450 ms 92.0%
  triton_mm_6360 0.0460 ms 89.9%
  triton_mm_6366 0.0466 ms 88.8%
  triton_mm_6359 0.0469 ms 88.3%
  triton_mm_6358 0.0524 ms 79.0%
SingleProcess AUTOTUNE benchmarking takes 1.5917 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_6409 0.8368 ms 100.0%
  mm 0.8795 ms 95.1%
  triton_mm_6410 1.0004 ms 83.6%
  triton_mm_6406 1.0137 ms 82.5%
  triton_mm_6402 1.0554 ms 79.3%
  triton_mm_6407 1.0744 ms 77.9%
  triton_mm_6403 1.1215 ms 74.6%
  triton_mm_6404 1.1370 ms 73.6%
  triton_mm_6399 1.3514 ms 61.9%
  triton_mm_6400 1.3750 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1363 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_6428 0.6406 ms 100.0%
  bias_addmm 0.6486 ms 98.8%
  triton_mm_6425 0.7470 ms 85.8%
  triton_mm_6421 0.7626 ms 84.0%
  addmm 0.8090 ms 79.2%
  triton_mm_6429 0.8421 ms 76.1%
  triton_mm_6426 0.8430 ms 76.0%
  triton_mm_6422 0.8519 ms 75.2%
  triton_mm_6423 0.8782 ms 72.9%
  triton_mm_6418 1.0131 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.2337 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_6447 0.2258 ms 100.0%
  mm 0.2414 ms 93.5%
  triton_mm_6444 0.2575 ms 87.7%
  triton_mm_6440 0.2692 ms 83.9%
  triton_mm_6445 0.2813 ms 80.3%
  triton_mm_6448 0.2894 ms 78.0%
  triton_mm_6441 0.2972 ms 76.0%
  triton_mm_6442 0.3058 ms 73.8%
  triton_mm_6437 0.3453 ms 65.4%
  triton_mm_6438 0.3568 ms 63.3%
SingleProcess AUTOTUNE benchmarking takes 2.0037 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0218 ms 100.0%
  triton_mm_6452 0.0231 ms 94.3%
  mm 0.0238 ms 91.5%
  triton_mm_6457 0.0241 ms 90.6%
  triton_mm_6451 0.0247 ms 88.3%
  triton_mm_6464 0.0251 ms 86.9%
  triton_mm_6461 0.0266 ms 82.1%
  triton_mm_6463 0.0278 ms 78.6%
  triton_mm_6460 0.0286 ms 76.2%
  triton_mm_6459 0.0310 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 1.5810 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5305 ms 100.0%
  bias_addmm 1.5466 ms 99.0%
  triton_mm_6518 1.8544 ms 82.5%
  triton_mm_6514 1.8983 ms 80.6%
  addmm 1.9270 ms 79.4%
  triton_mm_6522 2.0196 ms 75.8%
  triton_mm_6519 2.0927 ms 73.1%
  triton_mm_6515 2.0963 ms 73.0%
  triton_mm_6516 2.1830 ms 70.1%
  triton_mm_6511 2.5559 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.3879 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 [02:21<1:41:09, 141.14s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8228 ms 100.0%
  triton_mm_4995 0.8269 ms 99.5%
  triton_mm_4992 0.9932 ms 82.8%
  triton_mm_4988 0.9980 ms 82.4%
  triton_mm_4996 1.0648 ms 77.3%
  triton_mm_4993 1.1003 ms 74.8%
  triton_mm_4989 1.1030 ms 74.6%
  triton_mm_4990 1.1413 ms 72.1%
  triton_mm_4985 1.3404 ms 61.4%
  triton_mm_4986 1.4100 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1270 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8341 ms 100.0%
  mm 0.8413 ms 99.1%
  triton_mm_5085 0.9989 ms 83.5%
  triton_mm_5081 1.0117 ms 82.4%
  triton_mm_5089 1.0751 ms 77.6%
  triton_mm_5082 1.1100 ms 75.1%
  triton_mm_5086 1.1140 ms 74.9%
  triton_mm_5083 1.1488 ms 72.6%
  triton_mm_5078 1.3407 ms 62.2%
  triton_mm_5079 1.4098 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1325 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5925 0.8342 ms 100.0%
  mm 0.8427 ms 99.0%
  triton_mm_5922 0.9999 ms 83.4%
  triton_mm_5918 1.0137 ms 82.3%
  triton_mm_5926 1.0735 ms 77.7%
  triton_mm_5923 1.1064 ms 75.4%
  triton_mm_5919 1.1113 ms 75.1%
  triton_mm_5920 1.1484 ms 72.6%
  triton_mm_5915 1.3466 ms 61.9%
  triton_mm_5916 1.4108 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1298 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8350 ms 100.0%
  mm 0.8440 ms 98.9%
  triton_mm_6015 0.9983 ms 83.6%
  triton_mm_6011 1.0123 ms 82.5%
  triton_mm_6019 1.0732 ms 77.8%
  triton_mm_6016 1.1089 ms 75.3%
  triton_mm_6012 1.1091 ms 75.3%
  triton_mm_6013 1.1484 ms 72.7%
  triton_mm_6008 1.3466 ms 62.0%
  triton_mm_6009 1.4130 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1318 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0411 ms 100.0%
  mm 0.0416 ms 98.9%
  triton_mm_4899 0.0417 ms 98.5%
  triton_mm_4902 0.0424 ms 97.0%
  triton_mm_4898 0.0433 ms 95.0%
  triton_mm_4901 0.0442 ms 93.0%
  triton_mm_4891 0.0446 ms 92.1%
  triton_mm_4890 0.0457 ms 90.0%
  triton_mm_4897 0.0470 ms 87.5%
  triton_mm_4889 0.0489 ms 84.1%
SingleProcess AUTOTUNE benchmarking takes 1.5743 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4914 0.0455 ms 100.0%
  triton_mm_4918 0.0464 ms 98.1%
  triton_mm_4913 0.0471 ms 96.6%
  triton_mm_4921 0.0494 ms 92.0%
  triton_mm_4911 0.0496 ms 91.8%
  triton_mm_4910 0.0517 ms 87.9%
  triton_mm_4912 0.0528 ms 86.2%
  triton_mm_4916 0.0536 ms 84.9%
  triton_mm_4917 0.0536 ms 84.9%
  triton_mm_4919 0.0541 ms 84.0%
SingleProcess AUTOTUNE benchmarking takes 2.3811 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6378 ms 100.0%
  triton_mm_4940 0.6395 ms 99.7%
  triton_mm_4937 0.7500 ms 85.0%
  triton_mm_4933 0.7615 ms 83.8%
  addmm 0.8028 ms 79.4%
  triton_mm_4941 0.8362 ms 76.3%
  triton_mm_4938 0.8379 ms 76.1%
  triton_mm_4934 0.8527 ms 74.8%
  triton_mm_4935 0.8792 ms 72.5%
  triton_mm_4930 1.0148 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.2312 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2256 ms 100.0%
  mm 0.2419 ms 93.3%
  triton_mm_4956 0.2560 ms 88.1%
  triton_mm_4952 0.2671 ms 84.5%
  triton_mm_4957 0.2804 ms 80.5%
  triton_mm_4960 0.2896 ms 77.9%
  triton_mm_4953 0.2958 ms 76.3%
  triton_mm_4954 0.3067 ms 73.6%
  triton_mm_4949 0.3425 ms 65.9%
  triton_mm_4950 0.3527 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 1.9896 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8343 ms 100.0%
  mm 0.8825 ms 94.5%
  triton_mm_5015 1.0010 ms 83.3%
  triton_mm_5011 1.0125 ms 82.4%
  triton_mm_5007 1.0506 ms 79.4%
  triton_mm_5012 1.0691 ms 78.0%
  triton_mm_5008 1.1201 ms 74.5%
  triton_mm_5009 1.1324 ms 73.7%
  triton_mm_5004 1.3596 ms 61.4%
  triton_mm_5005 1.3762 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1316 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5033 0.6420 ms 100.0%
  bias_addmm 0.6451 ms 99.5%
  triton_mm_5030 0.7501 ms 85.6%
  triton_mm_5026 0.7616 ms 84.3%
  addmm 0.8090 ms 79.4%
  triton_mm_5031 0.8386 ms 76.6%
  triton_mm_5034 0.8390 ms 76.5%
  triton_mm_5027 0.8492 ms 75.6%
  triton_mm_5028 0.8773 ms 73.2%
  triton_mm_5023 1.0155 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.2251 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5052 0.2257 ms 100.0%
  mm 0.2407 ms 93.7%
  triton_mm_5049 0.2571 ms 87.8%
  triton_mm_5045 0.2678 ms 84.3%
  triton_mm_5050 0.2805 ms 80.4%
  triton_mm_5053 0.2897 ms 77.9%
  triton_mm_5046 0.2964 ms 76.1%
  triton_mm_5047 0.3077 ms 73.3%
  triton_mm_5042 0.3433 ms 65.7%
  triton_mm_5043 0.3532 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.0009 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0406 ms 100.0%
  triton_mm_5062 0.0411 ms 98.8%
  triton_mm_5066 0.0426 ms 95.3%
  triton_mm_5069 0.0432 ms 94.0%
  triton_mm_5065 0.0442 ms 91.9%
  triton_mm_5068 0.0442 ms 91.8%
  triton_mm_5058 0.0445 ms 91.3%
  triton_mm_5057 0.0457 ms 88.9%
  triton_mm_5064 0.0460 ms 88.2%
  triton_mm_5056 0.0489 ms 83.0%
SingleProcess AUTOTUNE benchmarking takes 1.5964 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5107 0.8315 ms 100.0%
  mm 0.8755 ms 95.0%
  triton_mm_5108 0.9983 ms 83.3%
  triton_mm_5104 1.0068 ms 82.6%
  triton_mm_5100 1.0472 ms 79.4%
  triton_mm_5105 1.0679 ms 77.9%
  triton_mm_5101 1.1135 ms 74.7%
  triton_mm_5102 1.1350 ms 73.3%
  triton_mm_5097 1.3536 ms 61.4%
  triton_mm_5098 1.3645 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1409 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0233 ms 100.0%
  triton_mm_6452 0.0234 ms 99.5%
  mm 0.0239 ms 97.3%
  triton_mm_6457 0.0250 ms 93.2%
  triton_mm_6464 0.0252 ms 92.4%
  triton_mm_6451 0.0259 ms 90.0%
  triton_mm_6461 0.0266 ms 87.5%
  triton_mm_6463 0.0278 ms 83.7%
  triton_mm_6460 0.0285 ms 81.6%
  triton_mm_6459 0.0309 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 1.5852 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5286 ms 100.0%
  bias_addmm 1.5340 ms 99.6%
  triton_mm_6518 1.8579 ms 82.3%
  triton_mm_6514 1.9023 ms 80.4%
  addmm 1.9147 ms 79.8%
  triton_mm_6522 2.0014 ms 76.4%
  triton_mm_6519 2.0706 ms 73.8%
  triton_mm_6515 2.1180 ms 72.2%
  triton_mm_6516 2.1577 ms 70.8%
  triton_mm_6511 2.5326 ms 60.4%
SingleProcess AUTOTUNE benchmarking takes 2.3811 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 [02:21<1:41:09, 141.14s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8066 ms 100.0%
  mm 0.8074 ms 99.9%
  triton_mm_4992 0.9752 ms 82.7%
  triton_mm_4988 0.9774 ms 82.5%
  triton_mm_4996 1.0571 ms 76.3%
  triton_mm_4993 1.0766 ms 74.9%
  triton_mm_4989 1.0857 ms 74.3%
  triton_mm_4990 1.1120 ms 72.5%
  triton_mm_4985 1.3134 ms 61.4%
  triton_mm_4986 1.3843 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1867 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8138 ms 100.0%
  mm 0.8170 ms 99.6%
  triton_mm_5085 0.9722 ms 83.7%
  triton_mm_5081 0.9889 ms 82.3%
  triton_mm_5089 1.0709 ms 76.0%
  triton_mm_5086 1.0859 ms 74.9%
  triton_mm_5082 1.0958 ms 74.3%
  triton_mm_5083 1.1250 ms 72.3%
  triton_mm_5078 1.3193 ms 61.7%
  triton_mm_5079 1.3843 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1388 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5367 0.8150 ms 100.0%
  mm 0.8198 ms 99.4%
  triton_mm_5364 0.9730 ms 83.8%
  triton_mm_5360 0.9794 ms 83.2%
  triton_mm_5368 1.0660 ms 76.5%
  triton_mm_5365 1.0862 ms 75.0%
  triton_mm_5361 1.1078 ms 73.6%
  triton_mm_5362 1.1205 ms 72.7%
  triton_mm_5357 1.3164 ms 61.9%
  triton_mm_5358 1.3851 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1383 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5460 0.8132 ms 100.0%
  mm 0.8275 ms 98.3%
  triton_mm_5457 0.9819 ms 82.8%
  triton_mm_5453 0.9902 ms 82.1%
  triton_mm_5461 1.0650 ms 76.4%
  triton_mm_5458 1.0854 ms 74.9%
  triton_mm_5454 1.1125 ms 73.1%
  triton_mm_5455 1.1213 ms 72.5%
  triton_mm_5450 1.3188 ms 61.7%
  triton_mm_5451 1.3808 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1420 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5832 0.8214 ms 100.0%
  mm 0.8260 ms 99.5%
  triton_mm_5829 0.9813 ms 83.7%
  triton_mm_5825 0.9889 ms 83.1%
  triton_mm_5833 1.0662 ms 77.0%
  triton_mm_5826 1.0949 ms 75.0%
  triton_mm_5830 1.1026 ms 74.5%
  triton_mm_5827 1.1272 ms 72.9%
  triton_mm_5822 1.3196 ms 62.2%
  triton_mm_5823 1.3843 ms 59.3%
SingleProcess AUTOTUNE benchmarking takes 2.1478 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.7873 ms 100.0%
  triton_mm_5925 0.8150 ms 96.6%
  triton_mm_5922 0.9826 ms 80.1%
  triton_mm_5918 0.9916 ms 79.4%
  triton_mm_5926 1.0664 ms 73.8%
  triton_mm_5919 1.0954 ms 71.9%
  triton_mm_5923 1.0970 ms 71.8%
  triton_mm_5920 1.1254 ms 70.0%
  triton_mm_5915 1.3220 ms 59.6%
  triton_mm_5916 1.3810 ms 57.0%
SingleProcess AUTOTUNE benchmarking takes 2.1361 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8150 ms 100.0%
  mm 0.8262 ms 98.7%
  triton_mm_6015 0.9825 ms 83.0%
  triton_mm_6011 0.9878 ms 82.5%
  triton_mm_6019 1.0664 ms 76.4%
  triton_mm_6016 1.0962 ms 74.4%
  triton_mm_6012 1.0964 ms 74.3%
  triton_mm_6013 1.1262 ms 72.4%
  triton_mm_6008 1.3195 ms 61.8%
  triton_mm_6009 1.3991 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1406 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6204 0.8230 ms 100.0%
  mm 0.8277 ms 99.4%
  triton_mm_6201 0.9820 ms 83.8%
  triton_mm_6197 0.9916 ms 83.0%
  triton_mm_6205 1.0671 ms 77.1%
  triton_mm_6198 1.0948 ms 75.2%
  triton_mm_6202 1.0974 ms 75.0%
  triton_mm_6199 1.1318 ms 72.7%
  triton_mm_6194 1.3391 ms 61.5%
  triton_mm_6195 1.3850 ms 59.4%
SingleProcess AUTOTUNE benchmarking takes 2.1412 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6297 0.8235 ms 100.0%
  mm 0.8276 ms 99.5%
  triton_mm_6294 0.9812 ms 83.9%
  triton_mm_6290 0.9893 ms 83.2%
  triton_mm_6298 1.0648 ms 77.3%
  triton_mm_6291 1.0957 ms 75.2%
  triton_mm_6295 1.0971 ms 75.1%
  triton_mm_6292 1.1289 ms 72.9%
  triton_mm_6287 1.3329 ms 61.8%
  triton_mm_6288 1.3911 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1417 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0410 ms 100.0%
  mm 0.0414 ms 99.1%
  triton_mm_4899 0.0417 ms 98.4%
  triton_mm_4902 0.0425 ms 96.5%
  triton_mm_4898 0.0433 ms 94.7%
  triton_mm_4891 0.0446 ms 91.8%
  triton_mm_4901 0.0451 ms 90.9%
  triton_mm_4890 0.0456 ms 90.0%
  triton_mm_4897 0.0461 ms 89.0%
  triton_mm_4889 0.0514 ms 79.8%
SingleProcess AUTOTUNE benchmarking takes 1.5901 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0453 ms 100.0%
  triton_mm_4914 0.0455 ms 99.7%
  triton_mm_4913 0.0466 ms 97.3%
  triton_mm_4911 0.0485 ms 93.5%
  triton_mm_4921 0.0485 ms 93.5%
  triton_mm_4910 0.0507 ms 89.5%
  triton_mm_4912 0.0523 ms 86.7%
  triton_mm_4919 0.0531 ms 85.4%
  triton_mm_4916 0.0536 ms 84.6%
  triton_mm_4917 0.0536 ms 84.5%
SingleProcess AUTOTUNE benchmarking takes 2.3976 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6268 ms 100.0%
  bias_addmm 0.6323 ms 99.1%
  triton_mm_4937 0.7366 ms 85.1%
  triton_mm_4933 0.7488 ms 83.7%
  addmm 0.7976 ms 78.6%
  triton_mm_4938 0.8304 ms 75.5%
  triton_mm_4934 0.8370 ms 74.9%
  triton_mm_4941 0.8375 ms 74.8%
  triton_mm_4935 0.8674 ms 72.3%
  triton_mm_4930 0.9960 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.2461 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2209 ms 100.0%
  mm 0.2334 ms 94.6%
  triton_mm_4956 0.2491 ms 88.7%
  triton_mm_4952 0.2636 ms 83.8%
  triton_mm_4957 0.2744 ms 80.5%
  triton_mm_4960 0.2911 ms 75.9%
  triton_mm_4953 0.2930 ms 75.4%
  triton_mm_4954 0.3093 ms 71.4%
  triton_mm_4949 0.3413 ms 64.7%
  triton_mm_4950 0.3521 ms 62.7%
SingleProcess AUTOTUNE benchmarking takes 1.9905 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8244 ms 100.0%
  mm 0.8704 ms 94.7%
  triton_mm_5015 0.9904 ms 83.2%
  triton_mm_5011 1.0031 ms 82.2%
  triton_mm_5007 1.0402 ms 79.2%
  triton_mm_5012 1.0592 ms 77.8%
  triton_mm_5008 1.1087 ms 74.4%
  triton_mm_5009 1.1232 ms 73.4%
  triton_mm_5004 1.3326 ms 61.9%
  triton_mm_5005 1.3513 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1545 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0227 ms 100.0%
  triton_mm_6452 0.0236 ms 96.1%
  mm 0.0241 ms 94.2%
  triton_mm_6457 0.0243 ms 93.3%
  triton_mm_6451 0.0251 ms 90.4%
  triton_mm_6464 0.0252 ms 89.8%
  triton_mm_6461 0.0276 ms 82.1%
  triton_mm_6463 0.0286 ms 79.4%
  triton_mm_6460 0.0289 ms 78.4%
  triton_mm_6459 0.0310 ms 73.2%
SingleProcess AUTOTUNE benchmarking takes 1.5703 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5328 ms 100.0%
  bias_addmm 1.5490 ms 99.0%
  triton_mm_6518 1.8597 ms 82.4%
  triton_mm_6514 1.8840 ms 81.4%
  addmm 1.9099 ms 80.3%
  triton_mm_6522 2.0038 ms 76.5%
  triton_mm_6515 2.0764 ms 73.8%
  triton_mm_6519 2.0897 ms 73.4%
  triton_mm_6516 2.1523 ms 71.2%
  triton_mm_6511 2.5134 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.4192 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 [02:21<1:41:13, 141.25s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [02:23<41:46, 59.68s/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 [02:23<41:46, 59.69s/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 [02:23<41:46, 59.69s/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 [02:23<41:48, 59.73s/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 [02:24<22:27, 32.87s/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):

Validation Progress:   7%|6         | 3/44 [02:24<22:27, 32.87s/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):

Validation Progress:   7%|6         | 3/44 [02:24<22:27, 32.87s/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):

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 69%|######9   | 109/157 [00:07<00:02, 17.14it/s]
 71%|#######   | 111/157 [00:07<00:02, 17.17it/s]
 72%|#######1  | 113/157 [00:07<00:02, 17.22it/s]
 73%|#######3  | 115/157 [00:07<00:02, 17.12it/s]
 75%|#######4  | 117/157 [00:08<00:02, 17.02it/s]
 76%|#######5  | 119/157 [00:08<00:02, 17.16it/s]
 77%|#######7  | 121/157 [00:08<00:02, 17.16it/s]
 78%|#######8  | 123/157 [00:08<00:01, 17.25it/s]
 80%|#######9  | 125/157 [00:08<00:01, 17.28it/s]
 81%|########  | 127/157 [00:08<00:01, 16.99it/s]
 82%|########2 | 129/157 [00:08<00:01, 16.93it/s]
 83%|########3 | 131/157 [00:08<00:01, 16.90it/s]
 85%|########4 | 133/157 [00:09<00:01, 13.97it/s]
 86%|########5 | 135/157 [00:09<00:01, 14.74it/s]
 87%|########7 | 137/157 [00:09<00:01, 15.32it/s]
 89%|########8 | 139/157 [00:09<00:01, 15.82it/s]
 90%|########9 | 141/157 [00:09<00:00, 16.21it/s]
 91%|#########1| 143/157 [00:09<00:00, 16.51it/s]
 92%|#########2| 145/157 [00:09<00:00, 16.75it/s]
 94%|#########3| 147/157 [00:09<00:00, 16.77it/s]
 95%|#########4| 149/157 [00:09<00:00, 16.92it/s]
 96%|#########6| 151/157 [00:10<00:00, 16.99it/s]
 97%|#########7| 153/157 [00:10<00:00, 17.13it/s]
 99%|#########8| 155/157 [00:10<00:00, 17.25it/s]
100%|##########| 157/157 [00:11<00:00,  6.44it/s]
100%|##########| 157/157 [00:11<00:00, 14.16it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.86it/s]
  1%|          | 4/781 [00:00<00:44, 17.28it/s]
  1%|          | 6/781 [00:00<00:45, 17.13it/s]
  1%|1         | 8/781 [00:00<00:45, 16.96it/s]
  1%|1         | 10/781 [00:00<00:45, 16.87it/s]
  2%|1         | 12/781 [00:00<00:45, 16.81it/s]
  2%|1         | 14/781 [00:00<00:45, 16.83it/s]
  2%|2         | 16/781 [00:00<00:45, 16.80it/s]
  2%|2         | 18/781 [00:01<00:45, 16.81it/s]
  3%|2         | 20/781 [00:01<00:45, 16.84it/s]
  3%|2         | 22/781 [00:01<00:44, 16.91it/s]
  3%|3         | 24/781 [00:01<00:45, 16.80it/s]
  3%|3         | 26/781 [00:01<00:44, 16.96it/s]
  4%|3         | 28/781 [00:01<00:44, 17.07it/s]
  4%|3         | 30/781 [00:01<00:43, 17.14it/s]
  4%|4         | 32/781 [00:01<00:43, 17.22it/s]
  4%|4         | 34/781 [00:01<00:43, 17.30it/s]
  5%|4         | 36/781 [00:02<00:42, 17.34it/s]
  5%|4         | 38/781 [00:02<00:42, 17.35it/s]
  5%|5         | 40/781 [00:02<00:42, 17.31it/s]
  5%|5         | 42/781 [00:02<00:42, 17.36it/s]
  6%|5         | 44/781 [00:02<00:42, 17.39it/s]
  6%|5         | 46/781 [00:02<00:42, 17.44it/s]
  6%|6         | 48/781 [00:02<00:42, 17.44it/s]
  6%|6         | 50/781 [00:02<00:42, 17.36it/s]
  7%|6         | 52/781 [00:03<00:42, 17.31it/s]
  7%|6         | 54/781 [00:03<00:41, 17.32it/s]
  7%|7         | 56/781 [00:03<00:41, 17.33it/s]
  7%|7         | 58/781 [00:03<00:41, 17.36it/s]
  8%|7         | 60/781 [00:03<00:41, 17.38it/s]
  8%|7         | 62/781 [00:03<00:41, 17.43it/s]
  8%|8         | 64/781 [00:03<00:41, 17.48it/s]
  8%|8         | 66/781 [00:03<00:40, 17.48it/s]
  9%|8         | 68/781 [00:03<00:40, 17.48it/s]
  9%|8         | 70/781 [00:04<00:40, 17.52it/s]
  9%|9         | 72/781 [00:04<00:40, 17.55it/s]
  9%|9         | 74/781 [00:04<00:40, 17.54it/s]
 10%|9         | 76/781 [00:04<00:40, 17.29it/s]
 10%|9         | 78/781 [00:04<00:40, 17.36it/s]
 10%|#         | 80/781 [00:04<00:40, 17.39it/s]
 10%|#         | 82/781 [00:04<00:40, 17.43it/s]
 11%|#         | 84/781 [00:04<00:39, 17.51it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.53it/s]
 11%|#1        | 88/781 [00:05<00:39, 17.55it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.59it/s]
 12%|#1        | 92/781 [00:05<00:39, 17.60it/s]
 12%|#2        | 94/781 [00:05<00:39, 17.60it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.61it/s]
 13%|#2        | 98/781 [00:05<00:39, 17.41it/s]
 13%|#2        | 100/781 [00:05<00:39, 17.33it/s]
 13%|#3        | 102/781 [00:05<00:39, 17.20it/s]
 13%|#3        | 104/781 [00:06<00:39, 16.94it/s]
 14%|#3        | 106/781 [00:06<00:40, 16.60it/s]
 14%|#3        | 108/781 [00:06<00:41, 16.36it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.19it/s]
 14%|#4        | 112/781 [00:06<00:41, 16.01it/s]
 15%|#4        | 114/781 [00:06<00:41, 16.23it/s]
 15%|#4        | 116/781 [00:06<00:40, 16.39it/s]
 15%|#5        | 118/781 [00:06<00:40, 16.45it/s]
 15%|#5        | 120/781 [00:07<00:39, 16.59it/s]
 16%|#5        | 122/781 [00:07<00:39, 16.69it/s]
 16%|#5        | 124/781 [00:07<00:39, 16.67it/s]
 16%|#6        | 126/781 [00:07<00:39, 16.74it/s]
 16%|#6        | 128/781 [00:07<00:39, 16.73it/s]
 17%|#6        | 130/781 [00:07<00:38, 16.74it/s]
 17%|#6        | 132/781 [00:07<00:39, 16.54it/s]
 17%|#7        | 134/781 [00:07<00:39, 16.52it/s]
 17%|#7        | 136/781 [00:07<00:39, 16.51it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.62it/s]
 18%|#7        | 140/781 [00:08<00:39, 16.13it/s]
 18%|#8        | 142/781 [00:08<00:39, 16.31it/s]
 18%|#8        | 144/781 [00:08<00:39, 16.32it/s]
 19%|#8        | 146/781 [00:08<00:38, 16.32it/s]
 19%|#8        | 148/781 [00:08<00:39, 16.12it/s]
 19%|#9        | 150/781 [00:08<00:39, 16.14it/s]
 19%|#9        | 152/781 [00:08<00:39, 15.94it/s]
 20%|#9        | 154/781 [00:09<00:38, 16.21it/s]
 20%|#9        | 156/781 [00:09<00:38, 16.30it/s]
 20%|##        | 158/781 [00:09<00:38, 16.37it/s]
 20%|##        | 160/781 [00:09<00:38, 16.21it/s]
 21%|##        | 162/781 [00:09<00:37, 16.35it/s]
 21%|##        | 164/781 [00:09<00:37, 16.41it/s]
 21%|##1       | 166/781 [00:09<00:37, 16.47it/s]
 22%|##1       | 168/781 [00:09<00:37, 16.28it/s]
 22%|##1       | 170/781 [00:10<00:37, 16.37it/s]
 22%|##2       | 172/781 [00:10<00:37, 16.35it/s]
 22%|##2       | 174/781 [00:10<00:37, 16.11it/s]
 23%|##2       | 176/781 [00:10<00:36, 16.38it/s]
 23%|##2       | 178/781 [00:10<00:36, 16.38it/s]
 23%|##3       | 180/781 [00:10<00:36, 16.58it/s]
 23%|##3       | 182/781 [00:10<00:36, 16.48it/s]
 24%|##3       | 184/781 [00:10<00:35, 16.61it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.72it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.58it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.51it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.44it/s]
 25%|##4       | 194/781 [00:11<00:35, 16.38it/s]
 25%|##5       | 196/781 [00:11<00:35, 16.34it/s]
 25%|##5       | 198/781 [00:11<00:35, 16.53it/s]
 26%|##5       | 200/781 [00:11<00:34, 16.67it/s]
 26%|##5       | 202/781 [00:11<00:35, 16.50it/s]
 26%|##6       | 204/781 [00:12<00:35, 16.43it/s]
 26%|##6       | 206/781 [00:12<00:35, 16.38it/s]
 27%|##6       | 208/781 [00:12<00:35, 16.18it/s]
 27%|##6       | 210/781 [00:12<00:34, 16.40it/s]
 27%|##7       | 212/781 [00:12<00:34, 16.36it/s]
 27%|##7       | 214/781 [00:12<00:34, 16.52it/s]
 28%|##7       | 216/781 [00:12<00:34, 16.43it/s]
 28%|##7       | 218/781 [00:12<00:34, 16.19it/s]
 28%|##8       | 220/781 [00:13<00:35, 15.91it/s]
 28%|##8       | 222/781 [00:13<00:34, 15.98it/s]
 29%|##8       | 224/781 [00:13<00:34, 16.02it/s]
 29%|##8       | 226/781 [00:13<00:34, 16.28it/s]
 29%|##9       | 228/781 [00:13<00:33, 16.46it/s]
 29%|##9       | 230/781 [00:13<00:34, 16.15it/s]
 30%|##9       | 232/781 [00:13<00:33, 16.38it/s]
 30%|##9       | 234/781 [00:13<00:33, 16.49it/s]
 30%|###       | 236/781 [00:14<00:32, 16.63it/s]
 30%|###       | 238/781 [00:14<00:32, 16.50it/s]
 31%|###       | 240/781 [00:14<00:32, 16.64it/s]
 31%|###       | 242/781 [00:14<00:32, 16.53it/s]
 31%|###1      | 244/781 [00:14<00:32, 16.66it/s]
 31%|###1      | 246/781 [00:14<00:32, 16.33it/s]
 32%|###1      | 248/781 [00:14<00:32, 16.29it/s]
 32%|###2      | 250/781 [00:14<00:32, 16.27it/s]
 32%|###2      | 252/781 [00:15<00:32, 16.46it/s]
 33%|###2      | 254/781 [00:15<00:31, 16.61it/s]
 33%|###2      | 256/781 [00:15<00:31, 16.50it/s]
 33%|###3      | 258/781 [00:15<00:31, 16.43it/s]
 33%|###3      | 260/781 [00:15<00:31, 16.41it/s]
 34%|###3      | 262/781 [00:15<00:43, 12.04it/s]
 34%|###3      | 264/781 [00:15<00:40, 12.84it/s]
 34%|###4      | 266/781 [00:16<00:38, 13.49it/s]
 34%|###4      | 268/781 [00:16<00:36, 14.05it/s]
 35%|###4      | 270/781 [00:16<00:35, 14.51it/s]
 35%|###4      | 272/781 [00:16<00:34, 14.80it/s]
 35%|###5      | 274/781 [00:16<00:33, 14.97it/s]
 35%|###5      | 276/781 [00:16<00:32, 15.52it/s]
 36%|###5      | 278/781 [00:16<00:31, 15.97it/s]
 36%|###5      | 280/781 [00:16<00:31, 16.13it/s]
 36%|###6      | 282/781 [00:17<00:30, 16.44it/s]
 36%|###6      | 284/781 [00:17<00:30, 16.45it/s]
 37%|###6      | 286/781 [00:17<00:30, 16.41it/s]
 37%|###6      | 288/781 [00:17<00:29, 16.61it/s]
 37%|###7      | 290/781 [00:17<00:29, 16.65it/s]
 37%|###7      | 292/781 [00:17<00:29, 16.70it/s]
 38%|###7      | 294/781 [00:17<00:29, 16.75it/s]
 38%|###7      | 296/781 [00:17<00:29, 16.69it/s]
 38%|###8      | 298/781 [00:18<00:28, 16.73it/s]
 38%|###8      | 300/781 [00:18<00:28, 16.76it/s]
 39%|###8      | 302/781 [00:18<00:28, 16.90it/s]
 39%|###8      | 304/781 [00:18<00:28, 17.02it/s]
 39%|###9      | 306/781 [00:18<00:28, 16.95it/s]
 39%|###9      | 308/781 [00:18<00:27, 16.95it/s]
 40%|###9      | 310/781 [00:18<00:27, 16.97it/s]
 40%|###9      | 312/781 [00:18<00:27, 16.85it/s]
 40%|####      | 314/781 [00:18<00:27, 16.90it/s]
 40%|####      | 316/781 [00:19<00:27, 17.05it/s]
 41%|####      | 318/781 [00:19<00:26, 17.18it/s]
 41%|####      | 320/781 [00:19<00:26, 17.29it/s]
 41%|####1     | 322/781 [00:19<00:26, 17.34it/s]
 41%|####1     | 324/781 [00:19<00:26, 17.40it/s]
 42%|####1     | 326/781 [00:19<00:26, 17.43it/s]
 42%|####1     | 328/781 [00:19<00:25, 17.43it/s]
 42%|####2     | 330/781 [00:19<00:25, 17.43it/s]
 43%|####2     | 332/781 [00:19<00:25, 17.43it/s]
 43%|####2     | 334/781 [00:20<00:25, 17.45it/s]
 43%|####3     | 336/781 [00:20<00:25, 17.48it/s]
 43%|####3     | 338/781 [00:20<00:25, 17.50it/s]
 44%|####3     | 340/781 [00:20<00:25, 17.49it/s]
 44%|####3     | 342/781 [00:20<00:25, 17.52it/s]
 44%|####4     | 344/781 [00:20<00:24, 17.53it/s]
 44%|####4     | 346/781 [00:20<00:24, 17.52it/s]
 45%|####4     | 348/781 [00:20<00:24, 17.53it/s]
 45%|####4     | 350/781 [00:21<00:24, 17.53it/s]
 45%|####5     | 352/781 [00:21<00:24, 17.51it/s]
 45%|####5     | 354/781 [00:21<00:24, 17.37it/s]
 46%|####5     | 356/781 [00:21<00:24, 17.39it/s]
 46%|####5     | 358/781 [00:21<00:24, 17.21it/s]
 46%|####6     | 360/781 [00:21<00:24, 17.31it/s]
 46%|####6     | 362/781 [00:21<00:24, 17.37it/s]
 47%|####6     | 364/781 [00:21<00:24, 16.84it/s]
 47%|####6     | 366/781 [00:21<00:24, 16.79it/s]
 47%|####7     | 368/781 [00:22<00:24, 16.98it/s]
 47%|####7     | 370/781 [00:22<00:24, 16.90it/s]
 48%|####7     | 372/781 [00:22<00:23, 17.07it/s]
 48%|####7     | 374/781 [00:22<00:23, 17.19it/s]
 48%|####8     | 376/781 [00:22<00:23, 16.91it/s]
 48%|####8     | 378/781 [00:22<00:23, 16.90it/s]
 49%|####8     | 380/781 [00:22<00:24, 16.60it/s]
 49%|####8     | 382/781 [00:22<00:23, 16.76it/s]
 49%|####9     | 384/781 [00:23<00:23, 16.85it/s]
 49%|####9     | 386/781 [00:23<00:23, 16.49it/s]
 50%|####9     | 388/781 [00:23<00:23, 16.55it/s]
 50%|####9     | 390/781 [00:23<00:23, 16.83it/s]
 50%|#####     | 392/781 [00:23<00:22, 17.03it/s]
 50%|#####     | 394/781 [00:23<00:22, 17.17it/s]
 51%|#####     | 396/781 [00:23<00:22, 17.29it/s]
 51%|#####     | 398/781 [00:23<00:22, 17.36it/s]
 51%|#####1    | 400/781 [00:23<00:21, 17.40it/s]
 51%|#####1    | 402/781 [00:24<00:21, 17.45it/s]
 52%|#####1    | 404/781 [00:24<00:21, 17.49it/s]
 52%|#####1    | 406/781 [00:24<00:21, 17.50it/s]
 52%|#####2    | 408/781 [00:24<00:21, 17.53it/s]
 52%|#####2    | 410/781 [00:24<00:21, 17.44it/s]
 53%|#####2    | 412/781 [00:24<00:21, 17.31it/s]
 53%|#####3    | 414/781 [00:24<00:21, 17.00it/s]
 53%|#####3    | 416/781 [00:24<00:22, 16.57it/s]
 54%|#####3    | 418/781 [00:25<00:21, 16.73it/s]
 54%|#####3    | 420/781 [00:25<00:21, 16.63it/s]
 54%|#####4    | 422/781 [00:25<00:21, 16.88it/s]
 54%|#####4    | 424/781 [00:25<00:20, 17.08it/s]
 55%|#####4    | 426/781 [00:25<00:20, 16.96it/s]
 55%|#####4    | 428/781 [00:25<00:21, 16.79it/s]
 55%|#####5    | 430/781 [00:25<00:20, 16.89it/s]
 55%|#####5    | 432/781 [00:25<00:20, 16.75it/s]
 56%|#####5    | 434/781 [00:25<00:21, 16.14it/s]
 56%|#####5    | 436/781 [00:26<00:21, 15.94it/s]
 56%|#####6    | 438/781 [00:26<00:21, 15.73it/s]
 56%|#####6    | 440/781 [00:26<00:21, 15.80it/s]
 57%|#####6    | 442/781 [00:26<00:21, 15.94it/s]
 57%|#####6    | 444/781 [00:26<00:20, 16.11it/s]
 57%|#####7    | 446/781 [00:26<00:20, 16.33it/s]
 57%|#####7    | 448/781 [00:26<00:20, 16.22it/s]
 58%|#####7    | 450/781 [00:26<00:20, 16.22it/s]
 58%|#####7    | 452/781 [00:27<00:20, 16.44it/s]
 58%|#####8    | 454/781 [00:27<00:20, 16.03it/s]
 58%|#####8    | 456/781 [00:27<00:20, 16.04it/s]
 59%|#####8    | 458/781 [00:27<00:19, 16.28it/s]
 59%|#####8    | 460/781 [00:27<00:19, 16.21it/s]
 59%|#####9    | 462/781 [00:27<00:19, 16.18it/s]
 59%|#####9    | 464/781 [00:27<00:19, 16.09it/s]
 60%|#####9    | 466/781 [00:27<00:19, 15.88it/s]
 60%|#####9    | 468/781 [00:28<00:19, 15.82it/s]
 60%|######    | 470/781 [00:28<00:19, 15.93it/s]
 60%|######    | 472/781 [00:28<00:18, 16.29it/s]
 61%|######    | 474/781 [00:28<00:19, 16.15it/s]
 61%|######    | 476/781 [00:28<00:18, 16.11it/s]
 61%|######1   | 478/781 [00:28<00:18, 16.38it/s]
 61%|######1   | 480/781 [00:28<00:18, 16.01it/s]
 62%|######1   | 482/781 [00:28<00:18, 16.38it/s]
 62%|######1   | 484/781 [00:29<00:17, 16.66it/s]
 62%|######2   | 486/781 [00:29<00:17, 16.57it/s]
 62%|######2   | 488/781 [00:29<00:17, 16.55it/s]
 63%|######2   | 490/781 [00:29<00:17, 16.83it/s]
 63%|######2   | 492/781 [00:29<00:16, 17.04it/s]
 63%|######3   | 494/781 [00:29<00:16, 17.16it/s]
 64%|######3   | 496/781 [00:29<00:16, 16.96it/s]
 64%|######3   | 498/781 [00:29<00:16, 17.08it/s]
 64%|######4   | 500/781 [00:30<00:16, 17.18it/s]
 64%|######4   | 502/781 [00:30<00:16, 16.99it/s]
 65%|######4   | 504/781 [00:30<00:16, 16.83it/s]
 65%|######4   | 506/781 [00:30<00:16, 16.74it/s]
 65%|######5   | 508/781 [00:30<00:16, 16.94it/s]
 65%|######5   | 510/781 [00:30<00:15, 17.12it/s]
 66%|######5   | 512/781 [00:30<00:15, 17.21it/s]
 66%|######5   | 514/781 [00:30<00:15, 16.76it/s]
 66%|######6   | 516/781 [00:31<00:23, 11.26it/s]
 66%|######6   | 518/781 [00:31<00:21, 12.29it/s]
 67%|######6   | 520/781 [00:31<00:30,  8.47it/s]
 67%|######6   | 522/781 [00:31<00:26,  9.76it/s]
 67%|######7   | 524/781 [00:31<00:23, 11.00it/s]
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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')







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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

model.safetensors:   0%|          | 0.00/346M [00:00<?, ?B/s]
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model.safetensors: 100%|##########| 346M/346M [00:01<00:00, 255MB/s]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-20241007_155535-abfy9u4v
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run classic-planet-180
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/abfy9u4v

/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 0.0344 ms 100.0%
  triton_mm_13 0.0345 ms 99.7%
  triton_mm_8 0.0348 ms 98.9%
  triton_mm_6 0.0368 ms 93.3%
  triton_mm_16 0.0371 ms 92.6%
  triton_mm_5 0.0372 ms 92.4%
  triton_mm_7 0.0385 ms 89.4%
  triton_mm_10 0.0397 ms 86.6%
  triton_mm_14 0.0397 ms 86.5%
  triton_mm_11 0.0399 ms 86.2%
SingleProcess AUTOTUNE benchmarking takes 2.3269 seconds and 0.0175 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0247 ms 100.0%
  triton_mm_23 0.0254 ms 97.1%
  triton_mm_27 0.0254 ms 97.0%
  triton_mm_31 0.0256 ms 96.2%
  triton_mm_26 0.0264 ms 93.3%
  triton_mm_30 0.0272 ms 90.6%
  triton_mm_20 0.0273 ms 90.5%
  triton_mm_21 0.0273 ms 90.4%
  triton_mm_22 0.0280 ms 88.0%
  bias_addmm 0.0284 ms 87.0%
SingleProcess AUTOTUNE benchmarking takes 2.1032 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2187 ms 100.0%
  triton_mm_53 0.2255 ms 97.0%
  bias_addmm 0.2522 ms 86.7%
  triton_mm_54 0.2557 ms 85.5%
  triton_mm_47 0.2658 ms 82.3%
  triton_mm_49 0.2696 ms 81.1%
  addmm 0.2710 ms 80.7%
  triton_mm_45 0.2740 ms 79.8%
  triton_mm_46 0.3068 ms 71.3%
  triton_mm_50 0.3114 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.5697 seconds and 0.0230 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0898 ms 100.0%
  triton_mm_71 0.0915 ms 98.1%
  bias_addmm 0.0973 ms 92.3%
  triton_mm_68 0.0975 ms 92.1%
  triton_mm_66 0.0981 ms 91.5%
  triton_mm_73 0.1006 ms 89.3%
  triton_mm_64 0.1014 ms 88.6%
  addmm 0.1097 ms 81.9%
  triton_mm_65 0.1117 ms 80.4%
  triton_mm_69 0.1135 ms 79.1%
SingleProcess AUTOTUNE benchmarking takes 2.4616 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2735 ms 100.0%
  triton_mm_91 0.2906 ms 94.1%
  triton_mm_90 0.2928 ms 93.4%
  triton_mm_92 0.3345 ms 81.8%
  triton_mm_85 0.3377 ms 81.0%
  addmm 0.3505 ms 78.0%
  triton_mm_83 0.3597 ms 76.0%
  triton_mm_87 0.3613 ms 75.7%
  triton_mm_84 0.4004 ms 68.3%
  triton_mm_88 0.4123 ms 66.3%
SingleProcess AUTOTUNE benchmarking takes 2.6598 seconds and 0.0085 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2848 ms 100.0%
  triton_mm_110 0.3006 ms 94.7%
  triton_mm_109 0.3106 ms 91.7%
  addmm 0.3191 ms 89.2%
  triton_mm_111 0.3210 ms 88.7%
  triton_mm_104 0.3520 ms 80.9%
  triton_mm_106 0.3524 ms 80.8%
  triton_mm_105 0.3655 ms 77.9%
  triton_mm_102 0.3675 ms 77.5%
  triton_mm_107 0.4017 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.6358 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_124 0.0251 ms 100.0%
  triton_mm_128 0.0254 ms 98.7%
  triton_mm_120 0.0254 ms 98.6%
  triton_mm_116 0.0262 ms 95.7%
  triton_mm_119 0.0263 ms 95.3%
  triton_mm_123 0.0263 ms 95.1%
  triton_mm_113 0.0264 ms 95.0%
  triton_mm_115 0.0273 ms 91.8%
  bias_addmm 0.0276 ms 90.9%
  triton_mm_114 0.0280 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 2.0930 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2779 ms 100.0%
  triton_mm_203 0.2993 ms 92.9%
  triton_mm_202 0.3065 ms 90.7%
  addmm 0.3132 ms 88.7%
  triton_mm_204 0.3191 ms 87.1%
  triton_mm_199 0.3494 ms 79.5%
  triton_mm_197 0.3517 ms 79.0%
  triton_mm_195 0.3645 ms 76.2%
  triton_mm_198 0.3648 ms 76.2%
  triton_mm_200 0.4003 ms 69.4%
SingleProcess AUTOTUNE benchmarking takes 2.6244 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_314 0.0247 ms 100.0%
  triton_mm_306 0.0248 ms 99.5%
  triton_mm_305 0.0256 ms 96.4%
  triton_mm_310 0.0259 ms 95.2%
  triton_mm_302 0.0261 ms 94.4%
  triton_mm_299 0.0264 ms 93.6%
  triton_mm_309 0.0272 ms 90.7%
  triton_mm_301 0.0273 ms 90.3%
  bias_addmm 0.0276 ms 89.5%
  triton_mm_300 0.0280 ms 88.0%
SingleProcess AUTOTUNE benchmarking takes 2.0884 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_399 0.0248 ms 100.0%
  triton_mm_403 0.0251 ms 99.1%
  triton_mm_407 0.0255 ms 97.4%
  triton_mm_398 0.0256 ms 97.0%
  triton_mm_395 0.0262 ms 94.7%
  triton_mm_402 0.0263 ms 94.4%
  triton_mm_392 0.0270 ms 91.8%
  triton_mm_393 0.0272 ms 91.3%
  triton_mm_394 0.0281 ms 88.4%
  bias_addmm 0.0284 ms 87.5%
SingleProcess AUTOTUNE benchmarking takes 2.0877 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_500 0.0247 ms 100.0%
  triton_mm_492 0.0255 ms 96.7%
  triton_mm_491 0.0256 ms 96.3%
  triton_mm_496 0.0259 ms 95.4%
  triton_mm_488 0.0261 ms 94.4%
  triton_mm_485 0.0263 ms 93.7%
  triton_mm_495 0.0269 ms 91.8%
  triton_mm_486 0.0272 ms 90.6%
  bias_addmm 0.0275 ms 89.7%
  triton_mm_487 0.0281 ms 87.8%
SingleProcess AUTOTUNE benchmarking takes 2.1043 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_593 0.0247 ms 100.0%
  triton_mm_589 0.0251 ms 98.5%
  triton_mm_581 0.0254 ms 97.0%
  triton_mm_585 0.0256 ms 96.4%
  triton_mm_588 0.0263 ms 93.8%
  triton_mm_584 0.0264 ms 93.5%
  triton_mm_579 0.0271 ms 90.9%
  triton_mm_578 0.0272 ms 90.6%
  bias_addmm 0.0276 ms 89.5%
  triton_mm_580 0.0281 ms 87.7%
SingleProcess AUTOTUNE benchmarking takes 2.0980 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_686 0.0246 ms 100.0%
  triton_mm_674 0.0255 ms 96.7%
  triton_mm_677 0.0256 ms 96.3%
  triton_mm_678 0.0257 ms 95.8%
  triton_mm_682 0.0259 ms 95.3%
  triton_mm_681 0.0263 ms 93.6%
  triton_mm_671 0.0264 ms 93.4%
  triton_mm_672 0.0272 ms 90.6%
  triton_mm_673 0.0273 ms 90.2%
  bias_addmm 0.0275 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 2.1043 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0145 ms 100.0%
  triton_mm_1604 0.0149 ms 97.0%
  triton_mm_1612 0.0153 ms 94.4%
  mm 0.0155 ms 93.2%
  triton_mm_1616 0.0170 ms 85.2%
  triton_mm_1607 0.0174 ms 83.1%
  triton_mm_1602 0.0176 ms 82.3%
  triton_mm_1603 0.0179 ms 81.0%
  triton_mm_1601 0.0189 ms 76.4%
  triton_mm_1611 0.0196 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 7.2101 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5327 ms 100.0%
  triton_mm_1634 0.5337 ms 99.8%
  triton_mm_1633 0.5373 ms 99.1%
  triton_mm_1635 0.6079 ms 87.6%
  triton_mm_1628 0.6277 ms 84.9%
  triton_mm_1630 0.6676 ms 79.8%
  addmm 0.6682 ms 79.7%
  triton_mm_1626 0.6878 ms 77.4%
  triton_mm_1627 0.7566 ms 70.4%
  triton_mm_1631 0.7582 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 11.1302 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.4857 ms 100.0%
  triton_mm_1671 0.5359 ms 90.6%
  triton_mm_1672 0.5551 ms 87.5%
  triton_mm_1673 0.5839 ms 83.2%
  triton_mm_1666 0.6592 ms 73.7%
  triton_mm_1664 0.6612 ms 73.5%
  triton_mm_1668 0.6644 ms 73.1%
  triton_mm_1669 0.7142 ms 68.0%
  triton_mm_1667 0.7153 ms 67.9%
  triton_mm_1665 0.7263 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.5283 seconds and 0.0244 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2736 ms 100.0%
  triton_mm_1744 0.2844 ms 96.2%
  triton_mm_1743 0.2884 ms 94.9%
  triton_mm_1745 0.2903 ms 94.3%
  triton_mm_1736 0.3456 ms 79.2%
  triton_mm_1738 0.3459 ms 79.1%
  triton_mm_1740 0.3532 ms 77.5%
  triton_mm_1739 0.3706 ms 73.8%
  triton_mm_1741 0.3900 ms 70.2%
  triton_mm_1737 0.3936 ms 69.5%
SingleProcess AUTOTUNE benchmarking takes 2.5068 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1701 0.0120 ms 100.0%
  triton_mm_1703 0.0121 ms 98.7%
  triton_mm_1702 0.0122 ms 98.4%
  triton_mm_1695 0.0122 ms 97.9%
  triton_mm_1698 0.0126 ms 94.9%
  triton_mm_1694 0.0128 ms 93.5%
  triton_mm_1697 0.0128 ms 93.3%
  triton_mm_1699 0.0128 ms 93.3%
  triton_mm_1706 0.0129 ms 93.0%
  triton_mm_1700 0.0130 ms 92.2%
SingleProcess AUTOTUNE benchmarking takes 5.3880 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0158 ms 100.0%
  triton_mm_1682 0.0165 ms 95.7%
  mm 0.0188 ms 84.2%
  triton_mm_1686 0.0209 ms 75.5%
  triton_mm_1677 0.0222 ms 71.3%
  triton_mm_1690 0.0224 ms 70.5%
  triton_mm_1676 0.0240 ms 66.0%
  triton_mm_1681 0.0249 ms 63.4%
  triton_mm_1685 0.0256 ms 61.7%
  triton_mm_1675 0.0263 ms 60.2%
SingleProcess AUTOTUNE benchmarking takes 7.3961 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5185 ms 100.0%
  triton_mm_1652 0.5409 ms 95.8%
  triton_mm_1653 0.5517 ms 94.0%
  triton_mm_1654 0.5651 ms 91.7%
  triton_mm_1645 0.6384 ms 81.2%
  triton_mm_1649 0.6390 ms 81.1%
  triton_mm_1647 0.6508 ms 79.7%
  triton_mm_1648 0.6784 ms 76.4%
  triton_mm_1646 0.6983 ms 74.2%
  triton_mm_1650 0.7090 ms 73.1%
SingleProcess AUTOTUNE benchmarking takes 9.6513 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2636 ms 100.0%
  triton_mm_1725 0.2640 ms 99.8%
  mm 0.2696 ms 97.8%
  triton_mm_1726 0.3064 ms 86.0%
  triton_mm_1717 0.3221 ms 81.8%
  triton_mm_1719 0.3268 ms 80.6%
  triton_mm_1721 0.3292 ms 80.0%
  triton_mm_1718 0.3452 ms 76.4%
  triton_mm_1722 0.3701 ms 71.2%
  triton_mm_1720 0.4198 ms 62.8%
SingleProcess AUTOTUNE benchmarking takes 10.2682 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2127 ms 100.0%
  triton_mm_1839 0.2130 ms 99.8%
  triton_mm_1838 0.2192 ms 97.0%
  triton_mm_1840 0.2318 ms 91.7%
  triton_mm_1835 0.2422 ms 87.8%
  triton_mm_1831 0.2486 ms 85.6%
  triton_mm_1833 0.2492 ms 85.3%
  triton_mm_1832 0.2789 ms 76.3%
  triton_mm_1834 0.2829 ms 75.2%
  triton_mm_1836 0.2856 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 9.5680 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2740 ms 100.0%
  mm 0.2765 ms 99.1%
  triton_mm_1782 0.2783 ms 98.5%
  triton_mm_1783 0.2843 ms 96.4%
  triton_mm_1778 0.3289 ms 83.3%
  triton_mm_1774 0.3364 ms 81.5%
  triton_mm_1776 0.3385 ms 81.0%
  triton_mm_1777 0.3667 ms 74.7%
  triton_mm_1779 0.3728 ms 73.5%
  triton_mm_1775 0.3814 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 9.6651 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2152 ms 100.0%
  triton_mm_1857 0.2694 ms 79.9%
  triton_mm_1852 0.2710 ms 79.4%
  triton_mm_1854 0.2754 ms 78.1%
  triton_mm_1858 0.2763 ms 77.9%
  triton_mm_1850 0.2766 ms 77.8%
  triton_mm_1859 0.2781 ms 77.4%
  triton_mm_1853 0.3020 ms 71.3%
  triton_mm_1855 0.3135 ms 68.6%
  triton_mm_1851 0.3201 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 9.7031 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0975 ms 100.0%
  triton_mm_1821 0.0989 ms 98.5%
  triton_mm_1814 0.1052 ms 92.7%
  triton_mm_1820 0.1093 ms 89.2%
  triton_mm_1811 0.1183 ms 82.4%
  triton_mm_1812 0.1194 ms 81.7%
  triton_mm_1816 0.1207 ms 80.7%
  triton_mm_1819 0.1227 ms 79.4%
  triton_mm_1815 0.1263 ms 77.2%
  triton_mm_1817 0.1312 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 9.8383 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_1762 0.2859 ms 100.0%
  mm 0.2865 ms 99.8%
  triton_mm_1763 0.2944 ms 97.1%
  triton_mm_1764 0.3007 ms 95.1%
  triton_mm_1759 0.3244 ms 88.1%
  triton_mm_1755 0.3324 ms 86.0%
  triton_mm_1757 0.3327 ms 85.9%
  triton_mm_1758 0.3539 ms 80.8%
  triton_mm_1756 0.3669 ms 77.9%
  triton_mm_1760 0.3755 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 9.5652 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0835 ms 100.0%
  mm 0.0844 ms 98.8%
  triton_mm_1800 0.0861 ms 96.9%
  triton_mm_1797 0.0919 ms 90.8%
  triton_mm_1793 0.0944 ms 88.4%
  triton_mm_1795 0.0947 ms 88.1%
  triton_mm_1802 0.0950 ms 87.8%
  triton_mm_1794 0.1021 ms 81.7%
  triton_mm_1798 0.1058 ms 78.9%
  triton_mm_1796 0.1236 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 10.0233 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2645 ms 100.0%
  triton_mm_1910 0.2666 ms 99.2%
  triton_mm_1911 0.2698 ms 98.0%
  triton_mm_1912 0.3084 ms 85.8%
  triton_mm_1903 0.3320 ms 79.7%
  triton_mm_1905 0.3360 ms 78.7%
  triton_mm_1907 0.3392 ms 78.0%
  triton_mm_1904 0.3496 ms 75.7%
  triton_mm_1908 0.3787 ms 69.9%
  triton_mm_1906 0.4232 ms 62.5%
SingleProcess AUTOTUNE benchmarking takes 2.5018 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2842 ms 100.0%
  triton_mm_1948 0.2897 ms 98.1%
  triton_mm_1949 0.2999 ms 94.8%
  triton_mm_1950 0.3142 ms 90.4%
  triton_mm_1945 0.3341 ms 85.1%
  triton_mm_1943 0.3409 ms 83.4%
  triton_mm_1941 0.3450 ms 82.4%
  triton_mm_1944 0.3579 ms 79.4%
  triton_mm_1942 0.3788 ms 75.0%
  triton_mm_1946 0.3843 ms 74.0%
SingleProcess AUTOTUNE benchmarking takes 2.5078 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1885 0.0182 ms 100.0%
  triton_mm_1883 0.0190 ms 95.5%
  triton_mm_1888 0.0191 ms 95.3%
  triton_mm_1889 0.0191 ms 95.3%
  triton_mm_1890 0.0194 ms 93.9%
  triton_mm_1884 0.0195 ms 93.3%
  triton_mm_1887 0.0195 ms 93.0%
  triton_mm_1882 0.0196 ms 92.8%
  triton_mm_1886 0.0198 ms 91.8%
  triton_mm_1891 0.0199 ms 91.5%
SingleProcess AUTOTUNE benchmarking takes 5.6542 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2766 ms 100.0%
  triton_mm_1930 0.2845 ms 97.2%
  triton_mm_1931 0.2879 ms 96.1%
  triton_mm_1929 0.2895 ms 95.5%
  triton_mm_1924 0.3424 ms 80.8%
  triton_mm_1922 0.3450 ms 80.2%
  triton_mm_1926 0.3550 ms 77.9%
  triton_mm_1925 0.3728 ms 74.2%
  triton_mm_1927 0.3924 ms 70.5%
  triton_mm_1923 0.3948 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.5051 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2793 ms 100.0%
  triton_mm_1967 0.2811 ms 99.3%
  triton_mm_1968 0.2873 ms 97.2%
  triton_mm_1969 0.2903 ms 96.2%
  triton_mm_1964 0.3374 ms 82.8%
  triton_mm_1960 0.3482 ms 80.2%
  triton_mm_1962 0.3488 ms 80.1%
  triton_mm_1963 0.3782 ms 73.8%
  triton_mm_1965 0.3808 ms 73.3%
  triton_mm_1961 0.3936 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5022 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0288 ms 100.0%
  mm 0.0292 ms 98.6%
  triton_mm_1868 0.0320 ms 90.1%
  triton_mm_1872 0.0400 ms 72.1%
  triton_mm_1876 0.0508 ms 56.7%
  triton_mm_1863 0.0522 ms 55.3%
  triton_mm_1862 0.0559 ms 51.5%
  triton_mm_1867 0.0591 ms 48.8%
  triton_mm_1871 0.0628 ms 45.9%
  triton_mm_1861 0.0655 ms 44.0%
SingleProcess AUTOTUNE benchmarking takes 6.4447 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2158 ms 100.0%
  triton_mm_2043 0.2704 ms 79.8%
  triton_mm_2038 0.2760 ms 78.2%
  triton_mm_2040 0.2770 ms 77.9%
  triton_mm_2044 0.2772 ms 77.8%
  triton_mm_2036 0.2788 ms 77.4%
  triton_mm_2045 0.2796 ms 77.2%
  triton_mm_2039 0.3053 ms 70.7%
  triton_mm_2041 0.3170 ms 68.1%
  triton_mm_2037 0.3252 ms 66.4%
SingleProcess AUTOTUNE benchmarking takes 2.4806 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_1987 0.0843 ms 98.7%
  triton_mm_1986 0.0860 ms 96.8%
  triton_mm_1983 0.0926 ms 89.9%
  triton_mm_1979 0.0941 ms 88.4%
  triton_mm_1981 0.0948 ms 87.8%
  triton_mm_1988 0.0948 ms 87.8%
  triton_mm_1980 0.1016 ms 81.9%
  triton_mm_1984 0.1050 ms 79.3%
  triton_mm_1977 0.1241 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.3609 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2149 ms 100.0%
  triton_mm_2025 0.2176 ms 98.8%
  triton_mm_2024 0.2216 ms 97.0%
  triton_mm_2026 0.2353 ms 91.3%
  triton_mm_2021 0.2497 ms 86.1%
  triton_mm_2017 0.2546 ms 84.4%
  triton_mm_2019 0.2560 ms 84.0%
  triton_mm_2018 0.2833 ms 75.8%
  triton_mm_2020 0.2857 ms 75.2%
  triton_mm_2022 0.2898 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.4744 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2613 ms 100.0%
  triton_mm_2096 0.2688 ms 97.2%
  triton_mm_2097 0.2712 ms 96.4%
  triton_mm_2098 0.3087 ms 84.6%
  triton_mm_2089 0.3348 ms 78.0%
  triton_mm_2093 0.3387 ms 77.1%
  triton_mm_2091 0.3394 ms 77.0%
  triton_mm_2090 0.3560 ms 73.4%
  triton_mm_2094 0.3808 ms 68.6%
  triton_mm_2092 0.4240 ms 61.6%
SingleProcess AUTOTUNE benchmarking takes 2.5018 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2763 ms 100.0%
  triton_mm_2115 0.2895 ms 95.5%
  triton_mm_2116 0.2903 ms 95.2%
  triton_mm_2117 0.2961 ms 93.3%
  triton_mm_2110 0.3439 ms 80.3%
  triton_mm_2108 0.3469 ms 79.7%
  triton_mm_2112 0.3561 ms 77.6%
  triton_mm_2111 0.3705 ms 74.6%
  triton_mm_2113 0.3906 ms 70.7%
  triton_mm_2109 0.3980 ms 69.4%
SingleProcess AUTOTUNE benchmarking takes 2.5098 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2804 ms 100.0%
  triton_mm_2153 0.2812 ms 99.7%
  triton_mm_2154 0.2846 ms 98.5%
  triton_mm_2155 0.2936 ms 95.5%
  triton_mm_2150 0.3391 ms 82.7%
  triton_mm_2146 0.3443 ms 81.5%
  triton_mm_2148 0.3493 ms 80.3%
  triton_mm_2149 0.3782 ms 74.1%
  triton_mm_2151 0.3805 ms 73.7%
  triton_mm_2147 0.3900 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.5073 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_2050 0.0296 ms 98.6%
  triton_mm_2054 0.0310 ms 94.2%
  triton_mm_2058 0.0399 ms 73.2%
  triton_mm_2062 0.0515 ms 56.7%
  triton_mm_2049 0.0522 ms 56.0%
  triton_mm_2048 0.0558 ms 52.4%
  triton_mm_2053 0.0591 ms 49.4%
  triton_mm_2057 0.0621 ms 47.1%
  triton_mm_2047 0.0655 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0302 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2157 ms 100.0%
  triton_mm_2229 0.2704 ms 79.8%
  triton_mm_2224 0.2737 ms 78.8%
  triton_mm_2226 0.2768 ms 77.9%
  triton_mm_2230 0.2774 ms 77.7%
  triton_mm_2222 0.2805 ms 76.9%
  triton_mm_2231 0.2813 ms 76.7%
  triton_mm_2225 0.3024 ms 71.3%
  triton_mm_2227 0.3168 ms 68.1%
  triton_mm_2223 0.3236 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 2.4865 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_2173 0.0841 ms 98.8%
  triton_mm_2172 0.0853 ms 97.4%
  triton_mm_2169 0.0918 ms 90.5%
  triton_mm_2165 0.0941 ms 88.3%
  triton_mm_2167 0.0948 ms 87.7%
  triton_mm_2174 0.0948 ms 87.6%
  triton_mm_2166 0.1015 ms 81.8%
  triton_mm_2170 0.1050 ms 79.2%
  triton_mm_2168 0.1240 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.3616 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2148 ms 100.0%
  triton_mm_2211 0.2165 ms 99.2%
  triton_mm_2210 0.2218 ms 96.8%
  triton_mm_2212 0.2365 ms 90.8%
  triton_mm_2207 0.2480 ms 86.6%
  triton_mm_2203 0.2538 ms 84.6%
  triton_mm_2205 0.2546 ms 84.4%
  triton_mm_2204 0.2850 ms 75.4%
  triton_mm_2206 0.2864 ms 75.0%
  triton_mm_2208 0.2885 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4715 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2737 ms 100.0%
  triton_mm_2302 0.2867 ms 95.5%
  triton_mm_2301 0.2883 ms 95.0%
  triton_mm_2303 0.2960 ms 92.5%
  triton_mm_2296 0.3465 ms 79.0%
  triton_mm_2294 0.3500 ms 78.2%
  triton_mm_2298 0.3548 ms 77.1%
  triton_mm_2297 0.3724 ms 73.5%
  triton_mm_2299 0.3924 ms 69.7%
  triton_mm_2295 0.3973 ms 68.9%
SingleProcess AUTOTUNE benchmarking takes 2.5101 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2794 ms 100.0%
  triton_mm_2339 0.2806 ms 99.5%
  triton_mm_2340 0.2876 ms 97.1%
  triton_mm_2341 0.2978 ms 93.8%
  triton_mm_2336 0.3366 ms 83.0%
  triton_mm_2332 0.3452 ms 80.9%
  triton_mm_2334 0.3468 ms 80.5%
  triton_mm_2335 0.3764 ms 74.2%
  triton_mm_2337 0.3806 ms 73.4%
  triton_mm_2333 0.3942 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.5053 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0289 ms 100.0%
  mm 0.0293 ms 98.6%
  triton_mm_2240 0.0316 ms 91.4%
  triton_mm_2244 0.0411 ms 70.3%
  triton_mm_2235 0.0515 ms 56.0%
  triton_mm_2248 0.0519 ms 55.7%
  triton_mm_2234 0.0551 ms 52.4%
  triton_mm_2239 0.0599 ms 48.2%
  triton_mm_2243 0.0621 ms 46.5%
  triton_mm_2233 0.0648 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0344 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2156 ms 100.0%
  triton_mm_2415 0.2698 ms 79.9%
  triton_mm_2410 0.2742 ms 78.6%
  triton_mm_2416 0.2764 ms 78.0%
  triton_mm_2412 0.2777 ms 77.7%
  triton_mm_2408 0.2804 ms 76.9%
  triton_mm_2417 0.2809 ms 76.8%
  triton_mm_2411 0.3030 ms 71.2%
  triton_mm_2413 0.3146 ms 68.6%
  triton_mm_2409 0.3240 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 2.4927 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_2359 0.0843 ms 98.6%
  triton_mm_2358 0.0852 ms 97.6%
  triton_mm_2355 0.0917 ms 90.6%
  triton_mm_2351 0.0948 ms 87.7%
  triton_mm_2360 0.0949 ms 87.6%
  triton_mm_2353 0.0955 ms 87.1%
  triton_mm_2352 0.1021 ms 81.4%
  triton_mm_2356 0.1057 ms 78.7%
  triton_mm_2354 0.1240 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.3736 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2132 ms 100.0%
  triton_mm_2397 0.2166 ms 98.4%
  triton_mm_2396 0.2206 ms 96.6%
  triton_mm_2398 0.2353 ms 90.6%
  triton_mm_2393 0.2475 ms 86.1%
  triton_mm_2391 0.2545 ms 83.7%
  triton_mm_2389 0.2562 ms 83.2%
  triton_mm_2390 0.2847 ms 74.9%
  triton_mm_2392 0.2853 ms 74.7%
  triton_mm_2394 0.2884 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 2.4773 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2155 ms 100.0%
  triton_mm_2601 0.2701 ms 79.8%
  triton_mm_2596 0.2740 ms 78.6%
  triton_mm_2602 0.2769 ms 77.8%
  triton_mm_2598 0.2781 ms 77.5%
  triton_mm_2594 0.2792 ms 77.2%
  triton_mm_2603 0.2793 ms 77.1%
  triton_mm_2597 0.3051 ms 70.6%
  triton_mm_2599 0.3169 ms 68.0%
  triton_mm_2595 0.3208 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.4872 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2545 0.0835 ms 100.0%
  mm 0.0843 ms 99.0%
  triton_mm_2544 0.0859 ms 97.2%
  triton_mm_2541 0.0926 ms 90.2%
  triton_mm_2537 0.0940 ms 88.8%
  triton_mm_2546 0.0950 ms 87.9%
  triton_mm_2539 0.0955 ms 87.4%
  triton_mm_2538 0.1022 ms 81.7%
  triton_mm_2542 0.1049 ms 79.6%
  triton_mm_2535 0.1241 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.3796 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2148 ms 100.0%
  triton_mm_2583 0.2176 ms 98.7%
  triton_mm_2582 0.2218 ms 96.9%
  triton_mm_2584 0.2366 ms 90.8%
  triton_mm_2579 0.2494 ms 86.1%
  triton_mm_2577 0.2537 ms 84.7%
  triton_mm_2575 0.2557 ms 84.0%
  triton_mm_2578 0.2859 ms 75.1%
  triton_mm_2580 0.2884 ms 74.5%
  triton_mm_2576 0.2892 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4830 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0311 ms 100.0%
  triton_mm_4874 0.0442 ms 70.4%
  triton_mm_4882 0.0479 ms 64.8%
  triton_mm_4878 0.0492 ms 63.2%
  triton_mm_4872 0.0596 ms 52.1%
  triton_mm_4873 0.0640 ms 48.5%
  triton_mm_4881 0.0678 ms 45.8%
  triton_mm_4877 0.0715 ms 43.4%
  triton_mm_4871 0.0742 ms 41.9%
  triton_mm_4880 0.0781 ms 39.8%
SingleProcess AUTOTUNE benchmarking takes 7.8454 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 0.0338 ms 100.0%
  triton_mm_9 0.0347 ms 97.6%
  triton_mm_8 0.0348 ms 97.3%
  triton_mm_6 0.0362 ms 93.4%
  triton_mm_7 0.0379 ms 89.3%
  triton_mm_16 0.0380 ms 88.9%
  triton_mm_5 0.0384 ms 88.0%
  triton_mm_12 0.0394 ms 85.9%
  triton_mm_14 0.0394 ms 85.9%
  triton_mm_10 0.0398 ms 84.9%
SingleProcess AUTOTUNE benchmarking takes 2.3778 seconds and 0.0159 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0246 ms 100.0%
  triton_mm_27 0.0248 ms 98.9%
  triton_mm_26 0.0256 ms 95.9%
  triton_mm_31 0.0259 ms 94.9%
  triton_mm_23 0.0267 ms 92.1%
  triton_mm_21 0.0270 ms 90.9%
  triton_mm_30 0.0273 ms 90.1%
  bias_addmm 0.0275 ms 89.4%
  triton_mm_20 0.0275 ms 89.3%
  triton_mm_22 0.0284 ms 86.4%
SingleProcess AUTOTUNE benchmarking takes 2.1100 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2189 ms 100.0%
  triton_mm_53 0.2252 ms 97.2%
  bias_addmm 0.2530 ms 86.5%
  triton_mm_54 0.2567 ms 85.3%
  triton_mm_47 0.2636 ms 83.0%
  triton_mm_49 0.2689 ms 81.4%
  addmm 0.2715 ms 80.6%
  triton_mm_45 0.2775 ms 78.9%
  triton_mm_46 0.3083 ms 71.0%
  triton_mm_50 0.3113 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.5393 seconds and 0.0231 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0903 ms 100.0%
  triton_mm_71 0.0908 ms 99.5%
  triton_mm_66 0.0968 ms 93.3%
  bias_addmm 0.0969 ms 93.2%
  triton_mm_68 0.0981 ms 92.1%
  triton_mm_73 0.1009 ms 89.5%
  triton_mm_64 0.1012 ms 89.2%
  addmm 0.1096 ms 82.4%
  triton_mm_65 0.1107 ms 81.5%
  triton_mm_69 0.1123 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 2.4664 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2699 ms 100.0%
  triton_mm_90 0.2903 ms 93.0%
  triton_mm_91 0.2911 ms 92.7%
  triton_mm_92 0.3331 ms 81.0%
  triton_mm_85 0.3373 ms 80.0%
  addmm 0.3551 ms 76.0%
  triton_mm_83 0.3592 ms 75.1%
  triton_mm_87 0.3611 ms 74.7%
  triton_mm_84 0.3980 ms 67.8%
  triton_mm_88 0.4106 ms 65.7%
SingleProcess AUTOTUNE benchmarking takes 2.5994 seconds and 0.0075 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2816 ms 100.0%
  triton_mm_110 0.2972 ms 94.7%
  triton_mm_109 0.3096 ms 90.9%
  addmm 0.3156 ms 89.2%
  triton_mm_111 0.3212 ms 87.6%
  triton_mm_106 0.3476 ms 81.0%
  triton_mm_104 0.3514 ms 80.1%
  triton_mm_105 0.3655 ms 77.0%
  triton_mm_102 0.3680 ms 76.5%
  triton_mm_107 0.3990 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6311 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0255 ms 100.0%
  triton_mm_119 0.0256 ms 99.6%
  triton_mm_120 0.0258 ms 98.9%
  triton_mm_124 0.0260 ms 98.2%
  triton_mm_123 0.0263 ms 97.1%
  triton_mm_113 0.0265 ms 96.4%
  triton_mm_116 0.0265 ms 96.4%
  triton_mm_114 0.0271 ms 94.3%
  bias_addmm 0.0275 ms 92.8%
  triton_mm_115 0.0275 ms 92.8%
SingleProcess AUTOTUNE benchmarking takes 2.1094 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2739 ms 100.0%
  triton_mm_184 0.2890 ms 94.8%
  triton_mm_183 0.2901 ms 94.4%
  triton_mm_185 0.3330 ms 82.2%
  triton_mm_178 0.3366 ms 81.3%
  addmm 0.3560 ms 76.9%
  triton_mm_176 0.3596 ms 76.1%
  triton_mm_180 0.3615 ms 75.8%
  triton_mm_177 0.3979 ms 68.8%
  triton_mm_181 0.4094 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.6300 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2840 ms 100.0%
  triton_mm_203 0.2972 ms 95.6%
  triton_mm_202 0.3060 ms 92.8%
  addmm 0.3178 ms 89.4%
  triton_mm_204 0.3203 ms 88.7%
  triton_mm_199 0.3498 ms 81.2%
  triton_mm_197 0.3540 ms 80.2%
  triton_mm_195 0.3658 ms 77.6%
  triton_mm_198 0.3676 ms 77.3%
  triton_mm_200 0.4033 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.6322 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_221 0.0245 ms 100.0%
  triton_mm_213 0.0247 ms 99.2%
  triton_mm_209 0.0256 ms 95.8%
  triton_mm_212 0.0256 ms 95.8%
  triton_mm_217 0.0258 ms 95.2%
  triton_mm_206 0.0265 ms 92.7%
  triton_mm_216 0.0270 ms 90.9%
  triton_mm_207 0.0271 ms 90.7%
  triton_mm_208 0.0283 ms 86.7%
  bias_addmm 0.0285 ms 86.1%
SingleProcess AUTOTUNE benchmarking takes 2.0949 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2732 ms 100.0%
  triton_mm_276 0.2894 ms 94.4%
  triton_mm_277 0.2910 ms 93.9%
  triton_mm_278 0.3329 ms 82.1%
  triton_mm_271 0.3377 ms 80.9%
  triton_mm_269 0.3586 ms 76.2%
  addmm 0.3593 ms 76.0%
  triton_mm_273 0.3603 ms 75.8%
  triton_mm_270 0.3980 ms 68.6%
  triton_mm_274 0.4093 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 2.6340 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2841 ms 100.0%
  triton_mm_296 0.3013 ms 94.3%
  triton_mm_295 0.3066 ms 92.7%
  addmm 0.3188 ms 89.1%
  triton_mm_297 0.3205 ms 88.6%
  triton_mm_292 0.3485 ms 81.5%
  triton_mm_290 0.3535 ms 80.3%
  triton_mm_288 0.3661 ms 77.6%
  triton_mm_291 0.3663 ms 77.5%
  triton_mm_293 0.4034 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.6243 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_314 0.0245 ms 100.0%
  triton_mm_302 0.0256 ms 95.8%
  triton_mm_306 0.0258 ms 95.2%
  triton_mm_310 0.0258 ms 95.0%
  triton_mm_309 0.0262 ms 93.5%
  triton_mm_305 0.0263 ms 93.3%
  triton_mm_299 0.0265 ms 92.7%
  triton_mm_300 0.0270 ms 90.8%
  bias_addmm 0.0284 ms 86.4%
  triton_mm_301 0.0285 ms 86.2%
SingleProcess AUTOTUNE benchmarking takes 2.0936 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2783 ms 100.0%
  triton_mm_389 0.2984 ms 93.3%
  triton_mm_388 0.3073 ms 90.6%
  addmm 0.3176 ms 87.6%
  triton_mm_390 0.3188 ms 87.3%
  triton_mm_385 0.3502 ms 79.5%
  triton_mm_383 0.3529 ms 78.9%
  triton_mm_381 0.3655 ms 76.2%
  triton_mm_384 0.3666 ms 75.9%
  triton_mm_386 0.4029 ms 69.1%
SingleProcess AUTOTUNE benchmarking takes 2.6263 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2799 ms 100.0%
  triton_mm_482 0.2973 ms 94.2%
  triton_mm_481 0.3089 ms 90.6%
  addmm 0.3146 ms 89.0%
  triton_mm_483 0.3169 ms 88.3%
  triton_mm_478 0.3500 ms 80.0%
  triton_mm_476 0.3535 ms 79.2%
  triton_mm_477 0.3642 ms 76.9%
  triton_mm_474 0.3658 ms 76.5%
  triton_mm_479 0.3987 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.6297 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2810 ms 100.0%
  triton_mm_575 0.2986 ms 94.1%
  triton_mm_574 0.3068 ms 91.6%
  triton_mm_576 0.3205 ms 87.7%
  addmm 0.3220 ms 87.3%
  triton_mm_571 0.3477 ms 80.8%
  triton_mm_569 0.3523 ms 79.8%
  triton_mm_570 0.3649 ms 77.0%
  triton_mm_567 0.3662 ms 76.7%
  triton_mm_572 0.4038 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 2.6405 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0146 ms 100.0%
  triton_mm_1604 0.0154 ms 95.2%
  triton_mm_1612 0.0154 ms 95.0%
  mm 0.0163 ms 89.6%
  triton_mm_1616 0.0172 ms 85.0%
  triton_mm_1603 0.0172 ms 84.9%
  triton_mm_1607 0.0177 ms 82.8%
  triton_mm_1601 0.0188 ms 77.6%
  triton_mm_1602 0.0188 ms 77.6%
  triton_mm_1611 0.0197 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 8.3195 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5386 ms 100.0%
  bias_addmm 0.5420 ms 99.4%
  triton_mm_1633 0.5479 ms 98.3%
  triton_mm_1635 0.6196 ms 86.9%
  triton_mm_1628 0.6471 ms 83.2%
  addmm 0.6699 ms 80.4%
  triton_mm_1630 0.6863 ms 78.5%
  triton_mm_1626 0.6937 ms 77.6%
  triton_mm_1627 0.7642 ms 70.5%
  triton_mm_1631 0.7644 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 11.5919 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.4863 ms 100.0%
  triton_mm_1671 0.5309 ms 91.6%
  triton_mm_1672 0.5477 ms 88.8%
  triton_mm_1673 0.5732 ms 84.8%
  triton_mm_1666 0.6478 ms 75.1%
  triton_mm_1668 0.6591 ms 73.8%
  triton_mm_1664 0.6604 ms 73.6%
  triton_mm_1669 0.6849 ms 71.0%
  triton_mm_1667 0.7008 ms 69.4%
  triton_mm_1665 0.7253 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 9.4911 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2757 ms 100.0%
  triton_mm_1744 0.2809 ms 98.2%
  triton_mm_1743 0.2846 ms 96.9%
  triton_mm_1745 0.2866 ms 96.2%
  triton_mm_1738 0.3369 ms 81.9%
  triton_mm_1736 0.3386 ms 81.4%
  triton_mm_1740 0.3445 ms 80.0%
  triton_mm_1739 0.3642 ms 75.7%
  triton_mm_1741 0.3863 ms 71.4%
  triton_mm_1737 0.3893 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 9.6146 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0117 ms 100.0%
  triton_mm_1696 0.0120 ms 97.9%
  triton_mm_1701 0.0120 ms 97.9%
  triton_mm_1703 0.0121 ms 96.8%
  triton_mm_1706 0.0123 ms 95.6%
  triton_mm_1693 0.0125 ms 93.6%
  triton_mm_1700 0.0126 ms 92.7%
  triton_mm_1702 0.0127 ms 92.0%
  triton_mm_1705 0.0128 ms 91.7%
  triton_mm_1707 0.0128 ms 91.7%
SingleProcess AUTOTUNE benchmarking takes 5.9726 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0159 ms 100.0%
  triton_mm_1682 0.0166 ms 95.8%
  mm 0.0185 ms 85.7%
  triton_mm_1686 0.0202 ms 78.7%
  triton_mm_1677 0.0221 ms 71.9%
  triton_mm_1690 0.0225 ms 70.7%
  triton_mm_1676 0.0243 ms 65.3%
  triton_mm_1685 0.0255 ms 62.2%
  triton_mm_1681 0.0259 ms 61.4%
  triton_mm_1675 0.0261 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 7.6171 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5238 ms 100.0%
  triton_mm_1652 0.5540 ms 94.5%
  triton_mm_1653 0.5697 ms 91.9%
  triton_mm_1654 0.5780 ms 90.6%
  triton_mm_1647 0.6496 ms 80.6%
  triton_mm_1645 0.6607 ms 79.3%
  triton_mm_1649 0.6636 ms 78.9%
  triton_mm_1648 0.6956 ms 75.3%
  triton_mm_1646 0.7224 ms 72.5%
  triton_mm_1650 0.7327 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5927 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2711 ms 100.0%
  mm 0.2713 ms 99.9%
  triton_mm_1725 0.2724 ms 99.5%
  triton_mm_1726 0.3110 ms 87.2%
  triton_mm_1717 0.3346 ms 81.0%
  triton_mm_1719 0.3361 ms 80.7%
  triton_mm_1721 0.3420 ms 79.3%
  triton_mm_1718 0.3584 ms 75.6%
  triton_mm_1722 0.3824 ms 70.9%
  triton_mm_1720 0.4227 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.5105 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2130 ms 100.0%
  triton_mm_1839 0.2130 ms 100.0%
  triton_mm_1838 0.2199 ms 96.9%
  triton_mm_1840 0.2318 ms 91.9%
  triton_mm_1835 0.2422 ms 87.9%
  triton_mm_1833 0.2494 ms 85.4%
  triton_mm_1831 0.2501 ms 85.1%
  triton_mm_1832 0.2784 ms 76.5%
  triton_mm_1834 0.2805 ms 75.9%
  triton_mm_1836 0.2856 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 9.6577 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2747 ms 100.0%
  triton_mm_1782 0.2789 ms 98.5%
  mm 0.2795 ms 98.3%
  triton_mm_1783 0.2866 ms 95.8%
  triton_mm_1778 0.3305 ms 83.1%
  triton_mm_1774 0.3396 ms 80.9%
  triton_mm_1776 0.3398 ms 80.8%
  triton_mm_1777 0.3669 ms 74.9%
  triton_mm_1779 0.3728 ms 73.7%
  triton_mm_1775 0.3841 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 9.7368 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2154 ms 100.0%
  triton_mm_1857 0.2700 ms 79.8%
  triton_mm_1852 0.2708 ms 79.5%
  triton_mm_1854 0.2741 ms 78.6%
  triton_mm_1850 0.2763 ms 78.0%
  triton_mm_1858 0.2771 ms 77.7%
  triton_mm_1859 0.2794 ms 77.1%
  triton_mm_1853 0.3020 ms 71.3%
  triton_mm_1855 0.3144 ms 68.5%
  triton_mm_1851 0.3199 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 9.5279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1821 0.0986 ms 100.0%
  mm 0.1016 ms 97.1%
  triton_mm_1814 0.1045 ms 94.4%
  triton_mm_1820 0.1093 ms 90.2%
  triton_mm_1812 0.1186 ms 83.2%
  triton_mm_1811 0.1189 ms 83.0%
  triton_mm_1816 0.1212 ms 81.4%
  triton_mm_1819 0.1227 ms 80.4%
  triton_mm_1815 0.1275 ms 77.3%
  triton_mm_1817 0.1306 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 9.5159 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2883 ms 100.0%
  triton_mm_1762 0.2886 ms 99.9%
  triton_mm_1763 0.3029 ms 95.2%
  triton_mm_1764 0.3131 ms 92.1%
  triton_mm_1759 0.3393 ms 85.0%
  triton_mm_1755 0.3436 ms 83.9%
  triton_mm_1757 0.3451 ms 83.5%
  triton_mm_1758 0.3630 ms 79.4%
  triton_mm_1756 0.3834 ms 75.2%
  triton_mm_1760 0.3863 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.5042 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0835 ms 100.0%
  mm 0.0851 ms 98.2%
  triton_mm_1800 0.0851 ms 98.2%
  triton_mm_1797 0.0928 ms 90.0%
  triton_mm_1802 0.0942 ms 88.6%
  triton_mm_1793 0.0949 ms 88.0%
  triton_mm_1795 0.0957 ms 87.2%
  triton_mm_1794 0.1020 ms 81.8%
  triton_mm_1798 0.1060 ms 78.8%
  triton_mm_1796 0.1230 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.3649 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2859 ms 100.0%
  triton_mm_1948 0.2923 ms 97.8%
  triton_mm_1949 0.3015 ms 94.8%
  triton_mm_1950 0.3118 ms 91.7%
  triton_mm_1945 0.3391 ms 84.3%
  triton_mm_1941 0.3449 ms 82.9%
  triton_mm_1943 0.3456 ms 82.7%
  triton_mm_1944 0.3610 ms 79.2%
  triton_mm_1942 0.3820 ms 74.9%
  triton_mm_1946 0.3901 ms 73.3%
SingleProcess AUTOTUNE benchmarking takes 2.5026 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1885 0.0184 ms 100.0%
  triton_mm_1890 0.0186 ms 99.0%
  triton_mm_1887 0.0188 ms 98.3%
  triton_mm_1889 0.0193 ms 95.5%
  triton_mm_1883 0.0195 ms 94.6%
  triton_mm_1884 0.0195 ms 94.3%
  triton_mm_1888 0.0200 ms 91.9%
  triton_mm_1886 0.0201 ms 91.6%
  triton_mm_1881 0.0202 ms 91.4%
  triton_mm_1891 0.0204 ms 90.4%
SingleProcess AUTOTUNE benchmarking takes 5.6216 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2762 ms 100.0%
  mm 0.2766 ms 99.9%
  triton_mm_1968 0.2883 ms 95.8%
  triton_mm_1969 0.2929 ms 94.3%
  triton_mm_1964 0.3388 ms 81.5%
  triton_mm_1962 0.3535 ms 78.1%
  triton_mm_1960 0.3549 ms 77.8%
  triton_mm_1963 0.3816 ms 72.4%
  triton_mm_1965 0.3856 ms 71.6%
  triton_mm_1961 0.3933 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.5019 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0291 ms 100.0%
  mm 0.0292 ms 99.5%
  triton_mm_1868 0.0311 ms 93.6%
  triton_mm_1872 0.0401 ms 72.5%
  triton_mm_1876 0.0509 ms 57.2%
  triton_mm_1863 0.0520 ms 55.9%
  triton_mm_1862 0.0552 ms 52.7%
  triton_mm_1867 0.0602 ms 48.3%
  triton_mm_1871 0.0621 ms 46.9%
  triton_mm_1861 0.0649 ms 44.8%
SingleProcess AUTOTUNE benchmarking takes 6.5099 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2145 ms 100.0%
  triton_mm_2043 0.2696 ms 79.6%
  triton_mm_2038 0.2755 ms 77.9%
  triton_mm_2044 0.2759 ms 77.8%
  triton_mm_2036 0.2792 ms 76.8%
  triton_mm_2040 0.2795 ms 76.7%
  triton_mm_2045 0.2813 ms 76.3%
  triton_mm_2039 0.3063 ms 70.0%
  triton_mm_2041 0.3172 ms 67.6%
  triton_mm_2037 0.3240 ms 66.2%
SingleProcess AUTOTUNE benchmarking takes 2.4754 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0978 ms 100.0%
  triton_mm_2007 0.0987 ms 99.1%
  triton_mm_2000 0.1058 ms 92.4%
  triton_mm_2006 0.1100 ms 88.9%
  triton_mm_1997 0.1188 ms 82.3%
  triton_mm_1998 0.1207 ms 81.0%
  triton_mm_2002 0.1222 ms 80.1%
  triton_mm_2005 0.1249 ms 78.3%
  triton_mm_2001 0.1275 ms 76.7%
  triton_mm_2003 0.1316 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.3716 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1987 0.0844 ms 100.0%
  mm 0.0845 ms 99.8%
  triton_mm_1986 0.0862 ms 97.9%
  triton_mm_1983 0.0926 ms 91.1%
  triton_mm_1979 0.0939 ms 89.8%
  triton_mm_1981 0.0947 ms 89.1%
  triton_mm_1988 0.0949 ms 88.9%
  triton_mm_1980 0.1014 ms 83.2%
  triton_mm_1984 0.1048 ms 80.5%
  triton_mm_1982 0.1227 ms 68.8%
SingleProcess AUTOTUNE benchmarking takes 2.3571 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2147 ms 100.0%
  triton_mm_2025 0.2202 ms 97.5%
  triton_mm_2024 0.2223 ms 96.6%
  triton_mm_2026 0.2394 ms 89.7%
  triton_mm_2021 0.2502 ms 85.8%
  triton_mm_2019 0.2562 ms 83.8%
  triton_mm_2017 0.2576 ms 83.4%
  triton_mm_2020 0.2844 ms 75.5%
  triton_mm_2018 0.2887 ms 74.4%
  triton_mm_2022 0.2926 ms 73.4%
SingleProcess AUTOTUNE benchmarking takes 2.4799 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2881 ms 100.0%
  triton_mm_2134 0.2925 ms 98.5%
  triton_mm_2135 0.3021 ms 95.4%
  triton_mm_2136 0.3136 ms 91.9%
  triton_mm_2131 0.3395 ms 84.9%
  triton_mm_2127 0.3435 ms 83.9%
  triton_mm_2129 0.3460 ms 83.3%
  triton_mm_2130 0.3604 ms 79.9%
  triton_mm_2128 0.3818 ms 75.5%
  triton_mm_2132 0.3902 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.5139 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2070 0.0186 ms 100.0%
  triton_mm_2076 0.0186 ms 99.7%
  triton_mm_2073 0.0188 ms 98.6%
  triton_mm_2074 0.0191 ms 97.0%
  triton_mm_2069 0.0192 ms 96.8%
  triton_mm_2071 0.0192 ms 96.7%
  triton_mm_2068 0.0198 ms 93.9%
  triton_mm_2077 0.0198 ms 93.5%
  triton_mm_2079 0.0198 ms 93.5%
  triton_mm_2072 0.0199 ms 93.1%
SingleProcess AUTOTUNE benchmarking takes 2.0093 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2790 ms 100.0%
  triton_mm_2153 0.2816 ms 99.1%
  triton_mm_2154 0.2885 ms 96.7%
  triton_mm_2155 0.2929 ms 95.3%
  triton_mm_2150 0.3426 ms 81.4%
  triton_mm_2146 0.3478 ms 80.2%
  triton_mm_2148 0.3523 ms 79.2%
  triton_mm_2149 0.3817 ms 73.1%
  triton_mm_2151 0.3880 ms 71.9%
  triton_mm_2147 0.3984 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5143 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0291 ms 100.0%
  mm 0.0292 ms 99.5%
  triton_mm_2054 0.0321 ms 90.7%
  triton_mm_2058 0.0413 ms 70.5%
  triton_mm_2049 0.0513 ms 56.7%
  triton_mm_2062 0.0513 ms 56.7%
  triton_mm_2048 0.0559 ms 52.0%
  triton_mm_2053 0.0602 ms 48.3%
  triton_mm_2057 0.0628 ms 46.3%
  triton_mm_2047 0.0656 ms 44.3%
SingleProcess AUTOTUNE benchmarking takes 2.0316 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2145 ms 100.0%
  triton_mm_2229 0.2697 ms 79.5%
  triton_mm_2230 0.2769 ms 77.5%
  triton_mm_2224 0.2794 ms 76.8%
  triton_mm_2231 0.2800 ms 76.6%
  triton_mm_2222 0.2804 ms 76.5%
  triton_mm_2226 0.2840 ms 75.5%
  triton_mm_2225 0.3056 ms 70.2%
  triton_mm_2227 0.3169 ms 67.7%
  triton_mm_2223 0.3234 ms 66.3%
SingleProcess AUTOTUNE benchmarking takes 2.4788 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0979 ms 100.0%
  triton_mm_2193 0.0987 ms 99.2%
  triton_mm_2186 0.1059 ms 92.4%
  triton_mm_2192 0.1100 ms 89.0%
  triton_mm_2183 0.1189 ms 82.3%
  triton_mm_2184 0.1207 ms 81.1%
  triton_mm_2188 0.1221 ms 80.2%
  triton_mm_2191 0.1249 ms 78.4%
  triton_mm_2187 0.1276 ms 76.7%
  triton_mm_2189 0.1316 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.3703 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2173 0.0844 ms 100.0%
  mm 0.0846 ms 99.8%
  triton_mm_2172 0.0861 ms 98.0%
  triton_mm_2169 0.0918 ms 91.9%
  triton_mm_2165 0.0939 ms 89.9%
  triton_mm_2167 0.0948 ms 89.1%
  triton_mm_2174 0.0953 ms 88.6%
  triton_mm_2166 0.1014 ms 83.2%
  triton_mm_2170 0.1049 ms 80.5%
  triton_mm_2163 0.1235 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.3613 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2145 ms 100.0%
  triton_mm_2211 0.2188 ms 98.0%
  triton_mm_2210 0.2229 ms 96.2%
  triton_mm_2212 0.2385 ms 89.9%
  triton_mm_2207 0.2530 ms 84.8%
  triton_mm_2203 0.2577 ms 83.2%
  triton_mm_2205 0.2588 ms 82.9%
  triton_mm_2206 0.2852 ms 75.2%
  triton_mm_2204 0.2864 ms 74.9%
  triton_mm_2208 0.2925 ms 73.3%
SingleProcess AUTOTUNE benchmarking takes 2.4717 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2877 ms 100.0%
  triton_mm_2320 0.2920 ms 98.5%
  triton_mm_2321 0.3041 ms 94.6%
  triton_mm_2322 0.3129 ms 92.0%
  triton_mm_2317 0.3382 ms 85.1%
  triton_mm_2313 0.3453 ms 83.3%
  triton_mm_2315 0.3501 ms 82.2%
  triton_mm_2316 0.3617 ms 79.6%
  triton_mm_2314 0.3819 ms 75.3%
  triton_mm_2318 0.3909 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.5039 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2255 0.0184 ms 100.0%
  triton_mm_2257 0.0185 ms 99.8%
  triton_mm_2259 0.0188 ms 98.0%
  triton_mm_2258 0.0191 ms 96.3%
  triton_mm_2260 0.0191 ms 96.3%
  triton_mm_2261 0.0193 ms 95.7%
  triton_mm_2256 0.0195 ms 94.3%
  triton_mm_2262 0.0196 ms 94.0%
  triton_mm_2263 0.0198 ms 93.1%
  triton_mm_2265 0.0205 ms 89.9%
SingleProcess AUTOTUNE benchmarking takes 2.0075 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2824 ms 100.0%
  triton_mm_2339 0.2829 ms 99.8%
  triton_mm_2340 0.2898 ms 97.4%
  triton_mm_2341 0.2962 ms 95.3%
  triton_mm_2336 0.3418 ms 82.6%
  triton_mm_2332 0.3476 ms 81.2%
  triton_mm_2334 0.3528 ms 80.0%
  triton_mm_2335 0.3822 ms 73.9%
  triton_mm_2337 0.3876 ms 72.8%
  triton_mm_2333 0.3973 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5142 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_2236 0.0299 ms 97.8%
  triton_mm_2240 0.0319 ms 91.7%
  triton_mm_2244 0.0405 ms 72.2%
  triton_mm_2235 0.0519 ms 56.3%
  triton_mm_2248 0.0520 ms 56.2%
  triton_mm_2234 0.0561 ms 52.1%
  triton_mm_2239 0.0603 ms 48.4%
  triton_mm_2243 0.0629 ms 46.5%
  triton_mm_2233 0.0657 ms 44.4%
SingleProcess AUTOTUNE benchmarking takes 2.0417 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2152 ms 100.0%
  triton_mm_2415 0.2698 ms 79.8%
  triton_mm_2410 0.2747 ms 78.3%
  triton_mm_2416 0.2761 ms 77.9%
  triton_mm_2412 0.2770 ms 77.7%
  triton_mm_2408 0.2807 ms 76.6%
  triton_mm_2417 0.2814 ms 76.5%
  triton_mm_2411 0.3056 ms 70.4%
  triton_mm_2413 0.3169 ms 67.9%
  triton_mm_2409 0.3236 ms 66.5%
SingleProcess AUTOTUNE benchmarking takes 2.4897 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0969 ms 100.0%
  triton_mm_2379 0.0987 ms 98.2%
  triton_mm_2372 0.1058 ms 91.6%
  triton_mm_2378 0.1098 ms 88.3%
  triton_mm_2369 0.1179 ms 82.2%
  triton_mm_2370 0.1206 ms 80.3%
  triton_mm_2374 0.1221 ms 79.4%
  triton_mm_2377 0.1248 ms 77.7%
  triton_mm_2373 0.1274 ms 76.1%
  triton_mm_2375 0.1313 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.3876 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2359 0.0834 ms 100.0%
  mm 0.0840 ms 99.3%
  triton_mm_2358 0.0859 ms 97.1%
  triton_mm_2355 0.0925 ms 90.1%
  triton_mm_2351 0.0947 ms 88.1%
  triton_mm_2360 0.0952 ms 87.6%
  triton_mm_2353 0.0956 ms 87.3%
  triton_mm_2352 0.1020 ms 81.7%
  triton_mm_2356 0.1048 ms 79.6%
  triton_mm_2354 0.1227 ms 68.0%
SingleProcess AUTOTUNE benchmarking takes 2.3854 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2146 ms 100.0%
  triton_mm_2397 0.2179 ms 98.5%
  triton_mm_2396 0.2229 ms 96.3%
  triton_mm_2398 0.2382 ms 90.1%
  triton_mm_2393 0.2494 ms 86.0%
  triton_mm_2391 0.2572 ms 83.4%
  triton_mm_2389 0.2607 ms 82.3%
  triton_mm_2392 0.2856 ms 75.1%
  triton_mm_2390 0.2868 ms 74.8%
  triton_mm_2394 0.2936 ms 73.1%
SingleProcess AUTOTUNE benchmarking takes 2.4853 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2887 ms 100.0%
  triton_mm_2506 0.2954 ms 97.7%
  triton_mm_2507 0.3028 ms 95.3%
  triton_mm_2508 0.3165 ms 91.2%
  triton_mm_2503 0.3397 ms 85.0%
  triton_mm_2501 0.3452 ms 83.6%
  triton_mm_2499 0.3456 ms 83.5%
  triton_mm_2502 0.3622 ms 79.7%
  triton_mm_2500 0.3830 ms 75.4%
  triton_mm_2504 0.3898 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.5175 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2442 0.0186 ms 100.0%
  triton_mm_2448 0.0186 ms 99.7%
  triton_mm_2443 0.0192 ms 96.7%
  triton_mm_2441 0.0193 ms 95.9%
  triton_mm_2440 0.0198 ms 93.9%
  triton_mm_2450 0.0199 ms 93.2%
  triton_mm_2445 0.0200 ms 92.8%
  triton_mm_2447 0.0201 ms 92.4%
  triton_mm_2444 0.0201 ms 92.3%
  triton_mm_2439 0.0202 ms 92.1%
SingleProcess AUTOTUNE benchmarking takes 2.0256 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2792 ms 100.0%
  triton_mm_2525 0.2843 ms 98.2%
  triton_mm_2526 0.2896 ms 96.4%
  triton_mm_2527 0.2961 ms 94.3%
  triton_mm_2522 0.3400 ms 82.1%
  triton_mm_2518 0.3496 ms 79.9%
  triton_mm_2520 0.3529 ms 79.1%
  triton_mm_2521 0.3817 ms 73.1%
  triton_mm_2523 0.3836 ms 72.8%
  triton_mm_2519 0.3990 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5127 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0291 ms 100.0%
  mm 0.0292 ms 99.8%
  triton_mm_2426 0.0322 ms 90.4%
  triton_mm_2430 0.0409 ms 71.2%
  triton_mm_2434 0.0513 ms 56.7%
  triton_mm_2421 0.0520 ms 56.0%
  triton_mm_2420 0.0560 ms 52.0%
  triton_mm_2425 0.0603 ms 48.3%
  triton_mm_2429 0.0628 ms 46.3%
  triton_mm_2419 0.0657 ms 44.3%
SingleProcess AUTOTUNE benchmarking takes 2.0470 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2143 ms 100.0%
  triton_mm_2601 0.2697 ms 79.5%
  triton_mm_2596 0.2751 ms 77.9%
  triton_mm_2594 0.2781 ms 77.1%
  triton_mm_2602 0.2785 ms 77.0%
  triton_mm_2598 0.2798 ms 76.6%
  triton_mm_2603 0.2814 ms 76.1%
  triton_mm_2597 0.3067 ms 69.9%
  triton_mm_2599 0.3168 ms 67.7%
  triton_mm_2595 0.3248 ms 66.0%
SingleProcess AUTOTUNE benchmarking takes 2.4871 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0969 ms 100.0%
  triton_mm_2565 0.0996 ms 97.3%
  triton_mm_2558 0.1049 ms 92.4%
  triton_mm_2564 0.1090 ms 88.9%
  triton_mm_2555 0.1188 ms 81.6%
  triton_mm_2556 0.1213 ms 79.9%
  triton_mm_2560 0.1220 ms 79.4%
  triton_mm_2563 0.1256 ms 77.2%
  triton_mm_2559 0.1264 ms 76.7%
  triton_mm_2561 0.1306 ms 74.2%
SingleProcess AUTOTUNE benchmarking takes 2.3777 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2545 0.0834 ms 99.7%
  triton_mm_2544 0.0851 ms 97.7%
  triton_mm_2541 0.0927 ms 89.8%
  triton_mm_2546 0.0941 ms 88.4%
  triton_mm_2537 0.0948 ms 87.8%
  triton_mm_2539 0.0956 ms 87.0%
  triton_mm_2538 0.1023 ms 81.3%
  triton_mm_2542 0.1054 ms 79.0%
  triton_mm_2540 0.1226 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.3661 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2166 ms 100.0%
  triton_mm_2583 0.2174 ms 99.6%
  triton_mm_2582 0.2214 ms 97.8%
  triton_mm_2584 0.2367 ms 91.5%
  triton_mm_2579 0.2513 ms 86.2%
  triton_mm_2575 0.2587 ms 83.7%
  triton_mm_2577 0.2593 ms 83.5%
  triton_mm_2578 0.2855 ms 75.9%
  triton_mm_2576 0.2882 ms 75.1%
  triton_mm_2580 0.2910 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4833 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_2608 0.0302 ms 96.8%
  triton_mm_2612 0.0310 ms 94.1%
  triton_mm_2616 0.0413 ms 70.7%
  triton_mm_2607 0.0518 ms 56.4%
  triton_mm_2620 0.0523 ms 55.9%
  triton_mm_2606 0.0561 ms 52.1%
  triton_mm_2611 0.0593 ms 49.2%
  triton_mm_2615 0.0630 ms 46.4%
  triton_mm_2605 0.0656 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0416 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2153 ms 100.0%
  triton_mm_2787 0.2696 ms 79.9%
  triton_mm_2782 0.2752 ms 78.2%
  triton_mm_2788 0.2762 ms 78.0%
  triton_mm_2784 0.2771 ms 77.7%
  triton_mm_2780 0.2795 ms 77.1%
  triton_mm_2789 0.2816 ms 76.5%
  triton_mm_2783 0.3060 ms 70.4%
  triton_mm_2785 0.3164 ms 68.1%
  triton_mm_2781 0.3226 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 2.4847 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0979 ms 100.0%
  triton_mm_2751 0.0987 ms 99.2%
  triton_mm_2744 0.1058 ms 92.5%
  triton_mm_2750 0.1099 ms 89.1%
  triton_mm_2741 0.1188 ms 82.4%
  triton_mm_2742 0.1206 ms 81.2%
  triton_mm_2746 0.1222 ms 80.1%
  triton_mm_2749 0.1249 ms 78.4%
  triton_mm_2745 0.1276 ms 76.8%
  triton_mm_2747 0.1315 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.3781 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2731 0.0834 ms 99.8%
  triton_mm_2730 0.0861 ms 96.7%
  triton_mm_2727 0.0928 ms 89.7%
  triton_mm_2723 0.0948 ms 87.8%
  triton_mm_2732 0.0951 ms 87.6%
  triton_mm_2725 0.0956 ms 87.1%
  triton_mm_2724 0.1022 ms 81.4%
  triton_mm_2728 0.1048 ms 79.4%
  triton_mm_2726 0.1228 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.3713 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2145 ms 100.0%
  triton_mm_2769 0.2168 ms 98.9%
  triton_mm_2768 0.2215 ms 96.8%
  triton_mm_2770 0.2374 ms 90.3%
  triton_mm_2765 0.2512 ms 85.4%
  triton_mm_2761 0.2557 ms 83.9%
  triton_mm_2763 0.2568 ms 83.5%
  triton_mm_2764 0.2860 ms 75.0%
  triton_mm_2762 0.2872 ms 74.7%
  triton_mm_2766 0.2908 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 2.4778 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2794 0.0293 ms 100.0%
  triton_mm_2798 0.0323 ms 90.6%
  triton_mm_2802 0.0405 ms 72.3%
  triton_mm_2806 0.0509 ms 57.5%
  triton_mm_2793 0.0513 ms 57.1%
  triton_mm_2792 0.0552 ms 53.0%
  triton_mm_2797 0.0604 ms 48.5%
  triton_mm_2801 0.0631 ms 46.4%
  triton_mm_2791 0.0649 ms 45.1%
SingleProcess AUTOTUNE benchmarking takes 2.0353 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2154 ms 100.0%
  triton_mm_2973 0.2696 ms 79.9%
  triton_mm_2974 0.2761 ms 78.0%
  triton_mm_2968 0.2764 ms 77.9%
  triton_mm_2975 0.2792 ms 77.1%
  triton_mm_2970 0.2795 ms 77.0%
  triton_mm_2966 0.2808 ms 76.7%
  triton_mm_2969 0.3067 ms 70.2%
  triton_mm_2971 0.3168 ms 68.0%
  triton_mm_2967 0.3244 ms 66.4%
SingleProcess AUTOTUNE benchmarking takes 2.4825 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0969 ms 100.0%
  triton_mm_2937 0.0987 ms 98.2%
  triton_mm_2930 0.1049 ms 92.4%
  triton_mm_2936 0.1100 ms 88.1%
  triton_mm_2927 0.1189 ms 81.5%
  triton_mm_2928 0.1216 ms 79.7%
  triton_mm_2932 0.1229 ms 78.8%
  triton_mm_2935 0.1249 ms 77.6%
  triton_mm_2931 0.1265 ms 76.6%
  triton_mm_2933 0.1316 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.3810 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2917 0.0843 ms 100.0%
  mm 0.0845 ms 99.8%
  triton_mm_2916 0.0852 ms 99.0%
  triton_mm_2913 0.0924 ms 91.3%
  triton_mm_2918 0.0942 ms 89.5%
  triton_mm_2909 0.0947 ms 89.1%
  triton_mm_2911 0.0956 ms 88.2%
  triton_mm_2910 0.1023 ms 82.4%
  triton_mm_2914 0.1060 ms 79.6%
  triton_mm_2912 0.1226 ms 68.8%
SingleProcess AUTOTUNE benchmarking takes 2.3594 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2147 ms 100.0%
  triton_mm_2955 0.2183 ms 98.4%
  triton_mm_2954 0.2214 ms 97.0%
  triton_mm_2956 0.2369 ms 90.6%
  triton_mm_2951 0.2514 ms 85.4%
  triton_mm_2949 0.2572 ms 83.5%
  triton_mm_2947 0.2672 ms 80.4%
  triton_mm_2950 0.2851 ms 75.3%
  triton_mm_2948 0.2878 ms 74.6%
  triton_mm_2952 0.2914 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 2.4798 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0314 ms 100.0%
  triton_mm_4874 0.0449 ms 69.9%
  triton_mm_4882 0.0479 ms 65.5%
  triton_mm_4878 0.0481 ms 65.2%
  triton_mm_4872 0.0591 ms 53.1%
  triton_mm_4873 0.0641 ms 49.0%
  triton_mm_4881 0.0681 ms 46.1%
  triton_mm_4877 0.0718 ms 43.7%
  triton_mm_4871 0.0746 ms 42.1%
  triton_mm_4880 0.0775 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 7.5982 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 0.0339 ms 100.0%
  triton_mm_13 0.0348 ms 97.2%
  triton_mm_8 0.0359 ms 94.4%
  triton_mm_6 0.0372 ms 91.0%
  triton_mm_5 0.0374 ms 90.4%
  triton_mm_16 0.0380 ms 89.1%
  triton_mm_7 0.0389 ms 86.9%
  triton_mm_14 0.0396 ms 85.6%
  triton_mm_11 0.0398 ms 85.0%
  triton_mm_10 0.0400 ms 84.6%
SingleProcess AUTOTUNE benchmarking takes 2.4248 seconds and 0.0227 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0248 ms 100.0%
  triton_mm_27 0.0248 ms 99.7%
  triton_mm_26 0.0255 ms 97.2%
  triton_mm_23 0.0256 ms 96.6%
  triton_mm_31 0.0260 ms 95.4%
  triton_mm_20 0.0266 ms 93.1%
  triton_mm_30 0.0271 ms 91.5%
  triton_mm_21 0.0281 ms 88.1%
  bias_addmm 0.0282 ms 87.9%
  triton_mm_22 0.0284 ms 87.3%
SingleProcess AUTOTUNE benchmarking takes 2.1071 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2157 ms 100.0%
  triton_mm_53 0.2214 ms 97.4%
  bias_addmm 0.2523 ms 85.5%
  triton_mm_54 0.2546 ms 84.7%
  triton_mm_47 0.2580 ms 83.6%
  triton_mm_49 0.2667 ms 80.9%
  addmm 0.2695 ms 80.0%
  triton_mm_45 0.2702 ms 79.8%
  triton_mm_46 0.3023 ms 71.4%
  triton_mm_50 0.3075 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.5725 seconds and 0.0233 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0899 ms 100.0%
  triton_mm_71 0.0916 ms 98.2%
  bias_addmm 0.0962 ms 93.5%
  triton_mm_68 0.0984 ms 91.4%
  triton_mm_66 0.0985 ms 91.3%
  triton_mm_64 0.1008 ms 89.2%
  triton_mm_73 0.1013 ms 88.8%
  addmm 0.1099 ms 81.9%
  triton_mm_65 0.1124 ms 80.0%
  triton_mm_69 0.1128 ms 79.7%
SingleProcess AUTOTUNE benchmarking takes 2.4635 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2716 ms 100.0%
  triton_mm_90 0.2862 ms 94.9%
  triton_mm_91 0.2902 ms 93.6%
  triton_mm_92 0.3308 ms 82.1%
  triton_mm_85 0.3346 ms 81.2%
  triton_mm_87 0.3595 ms 75.6%
  addmm 0.3598 ms 75.5%
  triton_mm_83 0.3600 ms 75.5%
  triton_mm_84 0.3975 ms 68.3%
  triton_mm_88 0.4068 ms 66.8%
SingleProcess AUTOTUNE benchmarking takes 2.6144 seconds and 0.0220 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2811 ms 100.0%
  triton_mm_110 0.2983 ms 94.2%
  triton_mm_109 0.3052 ms 92.1%
  triton_mm_111 0.3148 ms 89.3%
  addmm 0.3164 ms 88.8%
  triton_mm_106 0.3473 ms 80.9%
  triton_mm_104 0.3502 ms 80.3%
  triton_mm_102 0.3640 ms 77.2%
  triton_mm_105 0.3640 ms 77.2%
  triton_mm_107 0.4020 ms 69.9%
SingleProcess AUTOTUNE benchmarking takes 2.6289 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0248 ms 100.0%
  triton_mm_120 0.0250 ms 99.5%
  triton_mm_116 0.0257 ms 96.8%
  triton_mm_124 0.0260 ms 95.4%
  triton_mm_119 0.0264 ms 94.2%
  triton_mm_123 0.0271 ms 91.7%
  triton_mm_114 0.0272 ms 91.3%
  triton_mm_113 0.0274 ms 90.7%
  bias_addmm 0.0276 ms 89.9%
  triton_mm_115 0.0284 ms 87.4%
SingleProcess AUTOTUNE benchmarking takes 2.1058 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2743 ms 100.0%
  triton_mm_183 0.2867 ms 95.7%
  triton_mm_184 0.2875 ms 95.4%
  triton_mm_185 0.3303 ms 83.0%
  triton_mm_178 0.3351 ms 81.8%
  triton_mm_176 0.3563 ms 77.0%
  triton_mm_180 0.3581 ms 76.6%
  addmm 0.3597 ms 76.2%
  triton_mm_177 0.3979 ms 68.9%
  triton_mm_181 0.4073 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.6252 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2829 ms 100.0%
  triton_mm_203 0.2957 ms 95.7%
  triton_mm_202 0.3068 ms 92.2%
  addmm 0.3180 ms 89.0%
  triton_mm_204 0.3193 ms 88.6%
  triton_mm_199 0.3510 ms 80.6%
  triton_mm_197 0.3510 ms 80.6%
  triton_mm_195 0.3642 ms 77.7%
  triton_mm_198 0.3669 ms 77.1%
  triton_mm_200 0.3994 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6293 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_213 0.0250 ms 100.0%
  triton_mm_217 0.0252 ms 98.9%
  triton_mm_221 0.0259 ms 96.5%
  triton_mm_212 0.0262 ms 95.1%
  triton_mm_206 0.0266 ms 93.9%
  triton_mm_209 0.0266 ms 93.7%
  triton_mm_216 0.0272 ms 91.6%
  triton_mm_208 0.0276 ms 90.4%
  bias_addmm 0.0276 ms 90.3%
  triton_mm_207 0.0282 ms 88.6%
SingleProcess AUTOTUNE benchmarking takes 2.1011 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2813 ms 100.0%
  triton_mm_296 0.2973 ms 94.6%
  triton_mm_295 0.3077 ms 91.4%
  addmm 0.3163 ms 88.9%
  triton_mm_297 0.3195 ms 88.0%
  triton_mm_292 0.3480 ms 80.8%
  triton_mm_290 0.3504 ms 80.3%
  triton_mm_288 0.3639 ms 77.3%
  triton_mm_291 0.3640 ms 77.3%
  triton_mm_293 0.3974 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6362 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2805 ms 100.0%
  triton_mm_389 0.2968 ms 94.5%
  triton_mm_388 0.3049 ms 92.0%
  addmm 0.3147 ms 89.2%
  triton_mm_390 0.3148 ms 89.1%
  triton_mm_385 0.3500 ms 80.2%
  triton_mm_383 0.3508 ms 80.0%
  triton_mm_384 0.3626 ms 77.4%
  triton_mm_381 0.3662 ms 76.6%
  triton_mm_386 0.4005 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.6294 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2828 ms 100.0%
  triton_mm_482 0.2957 ms 95.6%
  triton_mm_481 0.3043 ms 92.9%
  triton_mm_483 0.3164 ms 89.4%
  addmm 0.3190 ms 88.6%
  triton_mm_476 0.3467 ms 81.6%
  triton_mm_478 0.3500 ms 80.8%
  triton_mm_477 0.3640 ms 77.7%
  triton_mm_474 0.3689 ms 76.7%
  triton_mm_479 0.3978 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.6310 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_575 0.2956 ms 95.0%
  triton_mm_574 0.3053 ms 92.0%
  addmm 0.3154 ms 89.0%
  triton_mm_576 0.3161 ms 88.8%
  triton_mm_571 0.3470 ms 80.9%
  triton_mm_569 0.3479 ms 80.7%
  triton_mm_570 0.3647 ms 77.0%
  triton_mm_567 0.3650 ms 76.9%
  triton_mm_572 0.3976 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6346 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_668 0.2957 ms 95.0%
  triton_mm_667 0.3053 ms 92.0%
  addmm 0.3145 ms 89.3%
  triton_mm_669 0.3161 ms 88.8%
  triton_mm_664 0.3473 ms 80.9%
  triton_mm_662 0.3510 ms 80.0%
  triton_mm_663 0.3618 ms 77.6%
  triton_mm_660 0.3660 ms 76.7%
  triton_mm_665 0.3986 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.6393 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2825 ms 100.0%
  triton_mm_761 0.2967 ms 95.2%
  triton_mm_760 0.3053 ms 92.5%
  triton_mm_762 0.3146 ms 89.8%
  addmm 0.3161 ms 89.4%
  triton_mm_757 0.3495 ms 80.8%
  triton_mm_755 0.3502 ms 80.7%
  triton_mm_756 0.3647 ms 77.5%
  triton_mm_753 0.3692 ms 76.5%
  triton_mm_758 0.3953 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6350 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_854 0.2953 ms 95.1%
  triton_mm_853 0.3045 ms 92.2%
  addmm 0.3152 ms 89.1%
  triton_mm_855 0.3156 ms 89.0%
  triton_mm_848 0.3464 ms 81.1%
  triton_mm_850 0.3499 ms 80.3%
  triton_mm_846 0.3604 ms 77.9%
  triton_mm_849 0.3677 ms 76.4%
  triton_mm_851 0.3968 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6369 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2808 ms 100.0%
  triton_mm_947 0.2954 ms 95.0%
  triton_mm_946 0.3052 ms 92.0%
  addmm 0.3132 ms 89.7%
  triton_mm_948 0.3191 ms 88.0%
  triton_mm_943 0.3502 ms 80.2%
  triton_mm_941 0.3507 ms 80.1%
  triton_mm_942 0.3640 ms 77.1%
  triton_mm_939 0.3646 ms 77.0%
  triton_mm_944 0.3969 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.6400 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2811 ms 100.0%
  triton_mm_1040 0.2970 ms 94.7%
  triton_mm_1039 0.3059 ms 91.9%
  triton_mm_1041 0.3145 ms 89.4%
  addmm 0.3164 ms 88.8%
  triton_mm_1036 0.3470 ms 81.0%
  triton_mm_1034 0.3489 ms 80.6%
  triton_mm_1032 0.3596 ms 78.2%
  triton_mm_1035 0.3630 ms 77.4%
  triton_mm_1037 0.3961 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6368 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0148 ms 100.0%
  triton_mm_1604 0.0157 ms 94.5%
  triton_mm_1616 0.0164 ms 90.4%
  triton_mm_1612 0.0166 ms 89.4%
  mm 0.0167 ms 89.0%
  triton_mm_1603 0.0172 ms 85.9%
  triton_mm_1607 0.0176 ms 84.3%
  triton_mm_1601 0.0180 ms 82.1%
  triton_mm_1602 0.0191 ms 77.7%
  triton_mm_1614 0.0196 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 7.4523 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5396 ms 100.0%
  bias_addmm 0.5441 ms 99.2%
  triton_mm_1633 0.5483 ms 98.4%
  triton_mm_1635 0.6219 ms 86.8%
  triton_mm_1628 0.6341 ms 85.1%
  addmm 0.6718 ms 80.3%
  triton_mm_1630 0.6794 ms 79.4%
  triton_mm_1626 0.6948 ms 77.7%
  triton_mm_1631 0.7651 ms 70.5%
  triton_mm_1627 0.7676 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 11.3033 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5033 ms 100.0%
  triton_mm_1671 0.5305 ms 94.9%
  triton_mm_1672 0.5523 ms 91.1%
  triton_mm_1673 0.5731 ms 87.8%
  triton_mm_1666 0.6467 ms 77.8%
  triton_mm_1664 0.6548 ms 76.9%
  triton_mm_1668 0.6586 ms 76.4%
  triton_mm_1667 0.7074 ms 71.1%
  triton_mm_1669 0.7075 ms 71.1%
  triton_mm_1665 0.7185 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 9.5932 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2769 ms 100.0%
  triton_mm_1744 0.2842 ms 97.4%
  triton_mm_1743 0.2864 ms 96.7%
  triton_mm_1745 0.2894 ms 95.7%
  triton_mm_1738 0.3360 ms 82.4%
  triton_mm_1736 0.3389 ms 81.7%
  triton_mm_1740 0.3482 ms 79.5%
  triton_mm_1739 0.3642 ms 76.0%
  triton_mm_1741 0.3861 ms 71.7%
  triton_mm_1737 0.3901 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 9.6907 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0117 ms 100.0%
  triton_mm_1699 0.0118 ms 99.5%
  triton_mm_1697 0.0118 ms 99.2%
  triton_mm_1696 0.0120 ms 97.9%
  triton_mm_1706 0.0123 ms 95.3%
  triton_mm_1695 0.0123 ms 95.1%
  triton_mm_1701 0.0124 ms 94.1%
  triton_mm_1703 0.0124 ms 94.1%
  triton_mm_1704 0.0125 ms 93.8%
  triton_mm_1702 0.0128 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 5.6109 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0167 ms 100.0%
  triton_mm_1682 0.0176 ms 94.9%
  mm 0.0185 ms 90.6%
  triton_mm_1686 0.0203 ms 82.4%
  triton_mm_1677 0.0222 ms 75.3%
  triton_mm_1690 0.0226 ms 74.0%
  triton_mm_1676 0.0236 ms 71.0%
  triton_mm_1681 0.0251 ms 66.6%
  triton_mm_1685 0.0263 ms 63.5%
  triton_mm_1675 0.0271 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 7.4496 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5236 ms 100.0%
  triton_mm_1652 0.5549 ms 94.4%
  triton_mm_1653 0.5646 ms 92.7%
  triton_mm_1654 0.5869 ms 89.2%
  triton_mm_1647 0.6507 ms 80.5%
  triton_mm_1645 0.6653 ms 78.7%
  triton_mm_1649 0.6664 ms 78.6%
  triton_mm_1648 0.6960 ms 75.2%
  triton_mm_1646 0.7224 ms 72.5%
  triton_mm_1650 0.7268 ms 72.0%
SingleProcess AUTOTUNE benchmarking takes 2.5929 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2705 ms 100.0%
  mm 0.2718 ms 99.5%
  triton_mm_1725 0.2742 ms 98.7%
  triton_mm_1726 0.3123 ms 86.6%
  triton_mm_1717 0.3338 ms 81.0%
  triton_mm_1719 0.3382 ms 80.0%
  triton_mm_1721 0.3399 ms 79.6%
  triton_mm_1718 0.3620 ms 74.7%
  triton_mm_1722 0.3836 ms 70.5%
  triton_mm_1720 0.4240 ms 63.8%
SingleProcess AUTOTUNE benchmarking takes 2.5081 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2147 ms 100.0%
  triton_mm_1839 0.2150 ms 99.9%
  triton_mm_1838 0.2199 ms 97.6%
  triton_mm_1840 0.2329 ms 92.2%
  triton_mm_1835 0.2456 ms 87.4%
  triton_mm_1831 0.2486 ms 86.4%
  triton_mm_1833 0.2487 ms 86.3%
  triton_mm_1832 0.2791 ms 76.9%
  triton_mm_1834 0.2813 ms 76.3%
  triton_mm_1836 0.2859 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 9.5358 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2789 ms 100.0%
  triton_mm_1782 0.2797 ms 99.7%
  mm 0.2799 ms 99.6%
  triton_mm_1783 0.2868 ms 97.2%
  triton_mm_1778 0.3302 ms 84.5%
  triton_mm_1774 0.3396 ms 82.1%
  triton_mm_1776 0.3413 ms 81.7%
  triton_mm_1777 0.3666 ms 76.1%
  triton_mm_1779 0.3774 ms 73.9%
  triton_mm_1775 0.3846 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.5907 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2160 ms 100.0%
  triton_mm_1857 0.2699 ms 80.1%
  triton_mm_1852 0.2704 ms 79.9%
  triton_mm_1850 0.2760 ms 78.3%
  triton_mm_1854 0.2766 ms 78.1%
  triton_mm_1858 0.2767 ms 78.1%
  triton_mm_1859 0.2796 ms 77.3%
  triton_mm_1853 0.3030 ms 71.3%
  triton_mm_1855 0.3148 ms 68.6%
  triton_mm_1851 0.3208 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 9.5832 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0997 ms 100.0%
  triton_mm_1821 0.1000 ms 99.8%
  triton_mm_1814 0.1049 ms 95.1%
  triton_mm_1820 0.1085 ms 91.9%
  triton_mm_1811 0.1188 ms 84.0%
  triton_mm_1816 0.1202 ms 83.0%
  triton_mm_1812 0.1207 ms 82.6%
  triton_mm_1819 0.1215 ms 82.1%
  triton_mm_1815 0.1270 ms 78.5%
  triton_mm_1817 0.1318 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.3894 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  triton_mm_1762 0.2894 ms 100.0%
  mm 0.2895 ms 99.9%
  triton_mm_1763 0.2956 ms 97.9%
  triton_mm_1764 0.3044 ms 95.0%
  triton_mm_1759 0.3256 ms 88.9%
  triton_mm_1755 0.3332 ms 86.8%
  triton_mm_1757 0.3348 ms 86.4%
  triton_mm_1758 0.3534 ms 81.9%
  triton_mm_1756 0.3699 ms 78.2%
  triton_mm_1760 0.3778 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 9.7114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0836 ms 100.0%
  mm 0.0846 ms 98.8%
  triton_mm_1800 0.0860 ms 97.2%
  triton_mm_1797 0.0919 ms 90.9%
  triton_mm_1793 0.0941 ms 88.8%
  triton_mm_1802 0.0953 ms 87.7%
  triton_mm_1795 0.0954 ms 87.6%
  triton_mm_1794 0.1015 ms 82.3%
  triton_mm_1798 0.1061 ms 78.8%
  triton_mm_1796 0.1236 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 9.9490 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2658 ms 100.0%
  triton_mm_1910 0.2695 ms 98.6%
  triton_mm_1911 0.2726 ms 97.5%
  triton_mm_1912 0.3107 ms 85.6%
  triton_mm_1903 0.3352 ms 79.3%
  triton_mm_1905 0.3381 ms 78.6%
  triton_mm_1907 0.3391 ms 78.4%
  triton_mm_1904 0.3582 ms 74.2%
  triton_mm_1908 0.3815 ms 69.7%
  triton_mm_1906 0.4249 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 2.5052 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2870 ms 100.0%
  triton_mm_1948 0.2933 ms 97.9%
  triton_mm_1949 0.3011 ms 95.3%
  triton_mm_1950 0.3110 ms 92.3%
  triton_mm_1945 0.3342 ms 85.9%
  triton_mm_1943 0.3408 ms 84.2%
  triton_mm_1941 0.3440 ms 83.4%
  triton_mm_1944 0.3618 ms 79.3%
  triton_mm_1942 0.3781 ms 75.9%
  triton_mm_1946 0.3863 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.5134 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1883 0.0186 ms 100.0%
  triton_mm_1884 0.0186 ms 99.7%
  triton_mm_1890 0.0186 ms 99.7%
  triton_mm_1886 0.0193 ms 96.2%
  triton_mm_1885 0.0194 ms 95.9%
  triton_mm_1887 0.0197 ms 94.2%
  triton_mm_1892 0.0199 ms 93.1%
  triton_mm_1891 0.0200 ms 92.9%
  triton_mm_1889 0.0200 ms 92.7%
  triton_mm_1888 0.0202 ms 92.1%
SingleProcess AUTOTUNE benchmarking takes 5.5814 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2793 ms 100.0%
  triton_mm_1930 0.2893 ms 96.5%
  triton_mm_1929 0.2902 ms 96.3%
  triton_mm_1931 0.2945 ms 94.8%
  triton_mm_1922 0.3474 ms 80.4%
  triton_mm_1924 0.3564 ms 78.4%
  triton_mm_1926 0.3567 ms 78.3%
  triton_mm_1925 0.3770 ms 74.1%
  triton_mm_1927 0.3914 ms 71.4%
  triton_mm_1923 0.3964 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5117 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2808 ms 100.0%
  triton_mm_1967 0.2828 ms 99.3%
  triton_mm_1968 0.2907 ms 96.6%
  triton_mm_1969 0.2928 ms 95.9%
  triton_mm_1964 0.3391 ms 82.8%
  triton_mm_1962 0.3469 ms 81.0%
  triton_mm_1960 0.3476 ms 80.8%
  triton_mm_1963 0.3779 ms 74.3%
  triton_mm_1965 0.3844 ms 73.1%
  triton_mm_1961 0.3966 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5042 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0294 ms 100.0%
  triton_mm_1864 0.0297 ms 99.0%
  triton_mm_1868 0.0322 ms 91.5%
  triton_mm_1872 0.0401 ms 73.4%
  triton_mm_1876 0.0509 ms 57.8%
  triton_mm_1863 0.0522 ms 56.4%
  triton_mm_1862 0.0553 ms 53.2%
  triton_mm_1867 0.0603 ms 48.8%
  triton_mm_1871 0.0631 ms 46.6%
  triton_mm_1861 0.0649 ms 45.3%
SingleProcess AUTOTUNE benchmarking takes 6.3787 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2165 ms 100.0%
  triton_mm_2043 0.2706 ms 80.0%
  triton_mm_2038 0.2743 ms 78.9%
  triton_mm_2044 0.2775 ms 78.0%
  triton_mm_2036 0.2786 ms 77.7%
  triton_mm_2040 0.2797 ms 77.4%
  triton_mm_2045 0.2824 ms 76.7%
  triton_mm_2039 0.3068 ms 70.6%
  triton_mm_2041 0.3182 ms 68.0%
  triton_mm_2037 0.3255 ms 66.5%
SingleProcess AUTOTUNE benchmarking takes 2.4779 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0983 ms 100.0%
  triton_mm_2007 0.0994 ms 98.9%
  triton_mm_2000 0.1060 ms 92.7%
  triton_mm_2006 0.1098 ms 89.6%
  triton_mm_1997 0.1184 ms 83.0%
  triton_mm_1998 0.1212 ms 81.1%
  triton_mm_2002 0.1215 ms 80.9%
  triton_mm_2005 0.1246 ms 78.9%
  triton_mm_2001 0.1283 ms 76.6%
  triton_mm_2003 0.1318 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.3755 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0844 ms 100.0%
  triton_mm_1987 0.0847 ms 99.7%
  triton_mm_1986 0.0852 ms 99.0%
  triton_mm_1983 0.0921 ms 91.6%
  triton_mm_1979 0.0945 ms 89.3%
  triton_mm_1981 0.0950 ms 88.8%
  triton_mm_1988 0.0954 ms 88.4%
  triton_mm_1980 0.1018 ms 82.9%
  triton_mm_1984 0.1064 ms 79.3%
  triton_mm_1977 0.1240 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.3707 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_2025 0.2161 ms 100.0%
  mm 0.2162 ms 100.0%
  triton_mm_2024 0.2216 ms 97.5%
  triton_mm_2026 0.2372 ms 91.1%
  triton_mm_2021 0.2516 ms 85.9%
  triton_mm_2019 0.2576 ms 83.9%
  triton_mm_2017 0.2578 ms 83.8%
  triton_mm_2018 0.2863 ms 75.5%
  triton_mm_2020 0.2866 ms 75.4%
  triton_mm_2022 0.2904 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4719 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2649 ms 100.0%
  triton_mm_2096 0.2706 ms 97.9%
  triton_mm_2097 0.2753 ms 96.2%
  triton_mm_2098 0.3134 ms 84.5%
  triton_mm_2089 0.3332 ms 79.5%
  triton_mm_2091 0.3361 ms 78.8%
  triton_mm_2093 0.3403 ms 77.9%
  triton_mm_2090 0.3604 ms 73.5%
  triton_mm_2094 0.3785 ms 70.0%
  triton_mm_2092 0.4227 ms 62.7%
SingleProcess AUTOTUNE benchmarking takes 2.5128 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2071 0.0186 ms 100.0%
  triton_mm_2070 0.0186 ms 99.8%
  triton_mm_2073 0.0188 ms 98.5%
  triton_mm_2075 0.0192 ms 96.5%
  triton_mm_2069 0.0193 ms 96.2%
  triton_mm_2072 0.0193 ms 96.2%
  triton_mm_2074 0.0194 ms 95.9%
  triton_mm_2076 0.0198 ms 93.9%
  triton_mm_2068 0.0199 ms 93.1%
  triton_mm_2079 0.0200 ms 92.8%
SingleProcess AUTOTUNE benchmarking takes 2.0198 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2771 ms 100.0%
  triton_mm_2115 0.2896 ms 95.7%
  triton_mm_2116 0.2925 ms 94.7%
  triton_mm_2117 0.2927 ms 94.7%
  triton_mm_2110 0.3435 ms 80.7%
  triton_mm_2108 0.3471 ms 79.8%
  triton_mm_2112 0.3541 ms 78.3%
  triton_mm_2111 0.3750 ms 73.9%
  triton_mm_2113 0.3939 ms 70.3%
  triton_mm_2109 0.3964 ms 69.9%
SingleProcess AUTOTUNE benchmarking takes 2.5199 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2818 ms 100.0%
  triton_mm_2153 0.2819 ms 100.0%
  triton_mm_2154 0.2869 ms 98.2%
  triton_mm_2155 0.2950 ms 95.5%
  triton_mm_2150 0.3375 ms 83.5%
  triton_mm_2146 0.3485 ms 80.9%
  triton_mm_2148 0.3506 ms 80.4%
  triton_mm_2149 0.3797 ms 74.2%
  triton_mm_2151 0.3858 ms 73.0%
  triton_mm_2147 0.3929 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5134 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0290 ms 100.0%
  mm 0.0294 ms 98.6%
  triton_mm_2054 0.0324 ms 89.5%
  triton_mm_2058 0.0403 ms 72.1%
  triton_mm_2062 0.0511 ms 56.8%
  triton_mm_2049 0.0517 ms 56.1%
  triton_mm_2048 0.0554 ms 52.4%
  triton_mm_2053 0.0595 ms 48.8%
  triton_mm_2057 0.0625 ms 46.5%
  triton_mm_2047 0.0650 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0357 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2165 ms 100.0%
  triton_mm_2229 0.2706 ms 80.0%
  triton_mm_2230 0.2774 ms 78.0%
  triton_mm_2224 0.2775 ms 78.0%
  triton_mm_2226 0.2796 ms 77.4%
  triton_mm_2231 0.2803 ms 77.2%
  triton_mm_2222 0.2806 ms 77.2%
  triton_mm_2225 0.3059 ms 70.8%
  triton_mm_2227 0.3171 ms 68.3%
  triton_mm_2223 0.3227 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4814 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0976 ms 100.0%
  triton_mm_2193 0.0994 ms 98.2%
  triton_mm_2186 0.1061 ms 92.0%
  triton_mm_2192 0.1097 ms 88.9%
  triton_mm_2183 0.1192 ms 81.9%
  triton_mm_2184 0.1213 ms 80.4%
  triton_mm_2188 0.1215 ms 80.4%
  triton_mm_2191 0.1244 ms 78.4%
  triton_mm_2187 0.1282 ms 76.1%
  triton_mm_2189 0.1318 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.3814 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0835 ms 100.0%
  triton_mm_2173 0.0847 ms 98.5%
  triton_mm_2172 0.0853 ms 97.8%
  triton_mm_2169 0.0921 ms 90.6%
  triton_mm_2165 0.0953 ms 87.6%
  triton_mm_2174 0.0953 ms 87.5%
  triton_mm_2167 0.0958 ms 87.1%
  triton_mm_2166 0.1026 ms 81.3%
  triton_mm_2170 0.1063 ms 78.5%
  triton_mm_2168 0.1239 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.3635 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2159 ms 100.0%
  triton_mm_2211 0.2159 ms 100.0%
  triton_mm_2210 0.2227 ms 96.9%
  triton_mm_2212 0.2346 ms 92.0%
  triton_mm_2207 0.2489 ms 86.7%
  triton_mm_2203 0.2546 ms 84.8%
  triton_mm_2205 0.2554 ms 84.5%
  triton_mm_2206 0.2846 ms 75.8%
  triton_mm_2204 0.2864 ms 75.4%
  triton_mm_2208 0.2902 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4667 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2798 ms 100.0%
  triton_mm_2339 0.2808 ms 99.6%
  triton_mm_2340 0.2858 ms 97.9%
  triton_mm_2341 0.2913 ms 96.0%
  triton_mm_2336 0.3432 ms 81.5%
  triton_mm_2332 0.3452 ms 81.0%
  triton_mm_2334 0.3503 ms 79.9%
  triton_mm_2335 0.3800 ms 73.6%
  triton_mm_2337 0.3860 ms 72.5%
  triton_mm_2333 0.3965 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5153 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0294 ms 100.0%
  triton_mm_2236 0.0300 ms 98.3%
  triton_mm_2240 0.0321 ms 91.7%
  triton_mm_2244 0.0417 ms 70.7%
  triton_mm_2235 0.0517 ms 57.0%
  triton_mm_2248 0.0523 ms 56.3%
  triton_mm_2234 0.0553 ms 53.2%
  triton_mm_2239 0.0595 ms 49.5%
  triton_mm_2243 0.0624 ms 47.2%
  triton_mm_2233 0.0659 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 2.0613 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2164 ms 100.0%
  triton_mm_2415 0.2717 ms 79.7%
  triton_mm_2410 0.2754 ms 78.6%
  triton_mm_2416 0.2783 ms 77.8%
  triton_mm_2412 0.2799 ms 77.3%
  triton_mm_2408 0.2806 ms 77.1%
  triton_mm_2417 0.2826 ms 76.6%
  triton_mm_2411 0.3067 ms 70.6%
  triton_mm_2413 0.3182 ms 68.0%
  triton_mm_2409 0.3248 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 2.4817 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0983 ms 100.0%
  triton_mm_2379 0.1000 ms 98.3%
  triton_mm_2372 0.1052 ms 93.5%
  triton_mm_2378 0.1088 ms 90.4%
  triton_mm_2369 0.1192 ms 82.5%
  triton_mm_2374 0.1215 ms 81.0%
  triton_mm_2370 0.1219 ms 80.7%
  triton_mm_2377 0.1244 ms 79.1%
  triton_mm_2373 0.1281 ms 76.8%
  triton_mm_2375 0.1317 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.3846 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0843 ms 100.0%
  triton_mm_2359 0.0846 ms 99.6%
  triton_mm_2358 0.0853 ms 98.8%
  triton_mm_2355 0.0920 ms 91.6%
  triton_mm_2351 0.0945 ms 89.2%
  triton_mm_2360 0.0946 ms 89.1%
  triton_mm_2353 0.0949 ms 88.8%
  triton_mm_2352 0.1018 ms 82.8%
  triton_mm_2356 0.1063 ms 79.3%
  triton_mm_2349 0.1240 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.3780 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2146 ms 100.0%
  triton_mm_2397 0.2158 ms 99.5%
  triton_mm_2396 0.2228 ms 96.3%
  triton_mm_2398 0.2355 ms 91.1%
  triton_mm_2393 0.2505 ms 85.7%
  triton_mm_2391 0.2554 ms 84.0%
  triton_mm_2389 0.2580 ms 83.2%
  triton_mm_2392 0.2860 ms 75.0%
  triton_mm_2390 0.2861 ms 75.0%
  triton_mm_2394 0.2888 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4798 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2422 0.0290 ms 100.0%
  mm 0.0292 ms 99.1%
  triton_mm_2426 0.0312 ms 92.8%
  triton_mm_2430 0.0403 ms 71.9%
  triton_mm_2434 0.0510 ms 56.8%
  triton_mm_2421 0.0516 ms 56.1%
  triton_mm_2420 0.0554 ms 52.3%
  triton_mm_2425 0.0595 ms 48.7%
  triton_mm_2429 0.0632 ms 45.8%
  triton_mm_2419 0.0651 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0513 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0312 ms 100.0%
  triton_mm_4874 0.0454 ms 68.8%
  triton_mm_4878 0.0491 ms 63.6%
  triton_mm_4882 0.0493 ms 63.3%
  triton_mm_4872 0.0598 ms 52.2%
  triton_mm_4873 0.0642 ms 48.7%
  triton_mm_4881 0.0672 ms 46.5%
  triton_mm_4877 0.0717 ms 43.6%
  triton_mm_4871 0.0737 ms 42.4%
  triton_mm_4880 0.0783 ms 39.9%
SingleProcess AUTOTUNE benchmarking takes 7.8380 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 0.0345 ms 100.0%
  triton_mm_13 0.0347 ms 99.4%
  triton_mm_8 0.0354 ms 97.3%
  triton_mm_6 0.0369 ms 93.4%
  triton_mm_16 0.0370 ms 93.1%
  triton_mm_5 0.0372 ms 92.5%
  triton_mm_7 0.0387 ms 89.2%
  triton_mm_14 0.0393 ms 87.7%
  triton_mm_11 0.0395 ms 87.3%
  triton_mm_10 0.0398 ms 86.6%
SingleProcess AUTOTUNE benchmarking takes 2.4002 seconds and 0.0088 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0245 ms 100.0%
  triton_mm_27 0.0248 ms 98.8%
  triton_mm_31 0.0249 ms 98.6%
  triton_mm_26 0.0256 ms 96.0%
  triton_mm_30 0.0260 ms 94.5%
  triton_mm_23 0.0262 ms 93.8%
  triton_mm_20 0.0271 ms 90.6%
  triton_mm_21 0.0272 ms 90.2%
  bias_addmm 0.0274 ms 89.7%
  triton_mm_22 0.0279 ms 87.9%
SingleProcess AUTOTUNE benchmarking takes 2.1186 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2150 ms 100.0%
  triton_mm_53 0.2207 ms 97.4%
  triton_mm_54 0.2508 ms 85.7%
  bias_addmm 0.2522 ms 85.3%
  triton_mm_47 0.2535 ms 84.8%
  triton_mm_49 0.2629 ms 81.8%
  triton_mm_45 0.2655 ms 81.0%
  addmm 0.2706 ms 79.5%
  triton_mm_46 0.3019 ms 71.2%
  triton_mm_50 0.3054 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.5546 seconds and 0.0093 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0896 ms 100.0%
  triton_mm_71 0.0914 ms 98.0%
  bias_addmm 0.0970 ms 92.4%
  triton_mm_66 0.0972 ms 92.2%
  triton_mm_68 0.0981 ms 91.3%
  triton_mm_73 0.1012 ms 88.5%
  triton_mm_64 0.1012 ms 88.5%
  addmm 0.1094 ms 81.8%
  triton_mm_65 0.1109 ms 80.8%
  triton_mm_69 0.1134 ms 79.0%
SingleProcess AUTOTUNE benchmarking takes 2.4716 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2700 ms 100.0%
  triton_mm_90 0.2834 ms 95.3%
  triton_mm_91 0.2864 ms 94.3%
  triton_mm_92 0.3290 ms 82.1%
  triton_mm_85 0.3311 ms 81.5%
  addmm 0.3529 ms 76.5%
  triton_mm_83 0.3544 ms 76.2%
  triton_mm_87 0.3558 ms 75.9%
  triton_mm_84 0.3900 ms 69.2%
  triton_mm_88 0.4021 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.5712 seconds and 0.0095 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2823 ms 100.0%
  triton_mm_110 0.2940 ms 96.0%
  triton_mm_109 0.3048 ms 92.6%
  addmm 0.3147 ms 89.7%
  triton_mm_111 0.3156 ms 89.4%
  triton_mm_106 0.3469 ms 81.4%
  triton_mm_104 0.3499 ms 80.7%
  triton_mm_105 0.3630 ms 77.8%
  triton_mm_102 0.3635 ms 77.6%
  triton_mm_107 0.3975 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6297 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2714 ms 100.0%
  triton_mm_183 0.2866 ms 94.7%
  triton_mm_184 0.2889 ms 94.0%
  triton_mm_185 0.3308 ms 82.1%
  triton_mm_178 0.3328 ms 81.5%
  triton_mm_180 0.3541 ms 76.7%
  triton_mm_176 0.3550 ms 76.5%
  addmm 0.3558 ms 76.3%
  triton_mm_177 0.3922 ms 69.2%
  triton_mm_181 0.4094 ms 66.3%
SingleProcess AUTOTUNE benchmarking takes 2.6411 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2823 ms 100.0%
  triton_mm_203 0.2955 ms 95.6%
  triton_mm_202 0.3044 ms 92.8%
  triton_mm_204 0.3142 ms 89.9%
  addmm 0.3161 ms 89.3%
  triton_mm_199 0.3478 ms 81.2%
  triton_mm_197 0.3504 ms 80.6%
  triton_mm_195 0.3605 ms 78.3%
  triton_mm_198 0.3625 ms 77.9%
  triton_mm_200 0.3960 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.6282 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2786 ms 100.0%
  triton_mm_296 0.2975 ms 93.6%
  triton_mm_295 0.3045 ms 91.5%
  addmm 0.3158 ms 88.2%
  triton_mm_297 0.3178 ms 87.7%
  triton_mm_290 0.3469 ms 80.3%
  triton_mm_292 0.3475 ms 80.2%
  triton_mm_291 0.3616 ms 77.0%
  triton_mm_288 0.3636 ms 76.6%
  triton_mm_293 0.3970 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.6257 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2804 ms 100.0%
  triton_mm_389 0.2948 ms 95.1%
  triton_mm_388 0.3042 ms 92.2%
  addmm 0.3140 ms 89.3%
  triton_mm_390 0.3141 ms 89.3%
  triton_mm_385 0.3480 ms 80.6%
  triton_mm_383 0.3494 ms 80.2%
  triton_mm_381 0.3616 ms 77.5%
  triton_mm_384 0.3630 ms 77.2%
  triton_mm_386 0.3972 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6379 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0145 ms 100.0%
  triton_mm_1612 0.0154 ms 94.0%
  triton_mm_1608 0.0157 ms 92.1%
  mm 0.0164 ms 88.5%
  triton_mm_1616 0.0175 ms 82.6%
  triton_mm_1601 0.0180 ms 80.6%
  triton_mm_1603 0.0181 ms 79.7%
  triton_mm_1607 0.0184 ms 78.4%
  triton_mm_1602 0.0189 ms 76.5%
  triton_mm_1614 0.0196 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 7.5649 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5357 ms 100.0%
  triton_mm_1634 0.5391 ms 99.4%
  triton_mm_1633 0.5404 ms 99.1%
  triton_mm_1635 0.6132 ms 87.4%
  triton_mm_1628 0.6441 ms 83.2%
  addmm 0.6721 ms 79.7%
  triton_mm_1630 0.6729 ms 79.6%
  triton_mm_1626 0.6976 ms 76.8%
  triton_mm_1631 0.7645 ms 70.1%
  triton_mm_1627 0.7695 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 17.6886 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5080 ms 100.0%
  triton_mm_1671 0.5319 ms 95.5%
  triton_mm_1672 0.5472 ms 92.8%
  triton_mm_1673 0.5719 ms 88.8%
  triton_mm_1666 0.6583 ms 77.2%
  triton_mm_1668 0.6610 ms 76.9%
  triton_mm_1664 0.6642 ms 76.5%
  triton_mm_1667 0.7076 ms 71.8%
  triton_mm_1669 0.7077 ms 71.8%
  triton_mm_1665 0.7190 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 9.6827 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2766 ms 100.0%
  triton_mm_1744 0.2865 ms 96.5%
  triton_mm_1743 0.2871 ms 96.3%
  triton_mm_1745 0.2931 ms 94.4%
  triton_mm_1738 0.3415 ms 81.0%
  triton_mm_1736 0.3454 ms 80.1%
  triton_mm_1740 0.3540 ms 78.1%
  triton_mm_1739 0.3714 ms 74.5%
  triton_mm_1741 0.3945 ms 70.1%
  triton_mm_1737 0.3947 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.5115 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0117 ms 100.0%
  triton_mm_1700 0.0119 ms 98.1%
  triton_mm_1702 0.0119 ms 98.1%
  triton_mm_1701 0.0119 ms 97.9%
  triton_mm_1703 0.0119 ms 97.9%
  triton_mm_1704 0.0119 ms 97.9%
  triton_mm_1694 0.0128 ms 91.5%
  triton_mm_1696 0.0129 ms 90.8%
  triton_mm_1697 0.0129 ms 90.8%
  triton_mm_1699 0.0129 ms 90.8%
SingleProcess AUTOTUNE benchmarking takes 5.7540 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0158 ms 100.0%
  triton_mm_1682 0.0175 ms 90.1%
  mm 0.0184 ms 85.8%
  triton_mm_1686 0.0203 ms 78.0%
  triton_mm_1690 0.0227 ms 69.8%
  triton_mm_1677 0.0230 ms 68.7%
  triton_mm_1676 0.0235 ms 67.4%
  triton_mm_1685 0.0257 ms 61.5%
  triton_mm_1681 0.0259 ms 61.0%
  triton_mm_1675 0.0262 ms 60.2%
SingleProcess AUTOTUNE benchmarking takes 7.5482 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5243 ms 100.0%
  triton_mm_1652 0.5425 ms 96.7%
  triton_mm_1653 0.5559 ms 94.3%
  triton_mm_1654 0.5658 ms 92.7%
  triton_mm_1645 0.6532 ms 80.3%
  triton_mm_1649 0.6571 ms 79.8%
  triton_mm_1647 0.6577 ms 79.7%
  triton_mm_1648 0.6842 ms 76.6%
  triton_mm_1646 0.7086 ms 74.0%
  triton_mm_1650 0.7128 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 9.8033 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2634 ms 100.0%
  triton_mm_1725 0.2664 ms 98.9%
  mm 0.2675 ms 98.5%
  triton_mm_1726 0.3063 ms 86.0%
  triton_mm_1717 0.3258 ms 80.8%
  triton_mm_1719 0.3276 ms 80.4%
  triton_mm_1721 0.3329 ms 79.1%
  triton_mm_1718 0.3485 ms 75.6%
  triton_mm_1722 0.3729 ms 70.6%
  triton_mm_1720 0.4205 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 10.3842 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2137 ms 100.0%
  triton_mm_1839 0.2155 ms 99.2%
  triton_mm_1838 0.2216 ms 96.4%
  triton_mm_1840 0.2365 ms 90.3%
  triton_mm_1835 0.2493 ms 85.7%
  triton_mm_1833 0.2519 ms 84.8%
  triton_mm_1831 0.2536 ms 84.3%
  triton_mm_1832 0.2813 ms 76.0%
  triton_mm_1834 0.2848 ms 75.0%
  triton_mm_1836 0.2893 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4756 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1781 0.2759 ms 100.0%
  mm 0.2779 ms 99.3%
  triton_mm_1782 0.2787 ms 99.0%
  triton_mm_1783 0.2844 ms 97.0%
  triton_mm_1778 0.3288 ms 83.9%
  triton_mm_1774 0.3367 ms 81.9%
  triton_mm_1776 0.3393 ms 81.3%
  triton_mm_1777 0.3670 ms 75.2%
  triton_mm_1779 0.3734 ms 73.9%
  triton_mm_1775 0.3808 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.7827 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2162 ms 100.0%
  triton_mm_1857 0.2706 ms 79.9%
  triton_mm_1852 0.2751 ms 78.6%
  triton_mm_1858 0.2767 ms 78.1%
  triton_mm_1854 0.2773 ms 78.0%
  triton_mm_1859 0.2797 ms 77.3%
  triton_mm_1850 0.2805 ms 77.1%
  triton_mm_1853 0.3021 ms 71.5%
  triton_mm_1855 0.3170 ms 68.2%
  triton_mm_1851 0.3233 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.4864 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_1821 0.0998 ms 97.1%
  triton_mm_1814 0.1042 ms 92.9%
  triton_mm_1820 0.1080 ms 89.7%
  triton_mm_1811 0.1188 ms 81.5%
  triton_mm_1812 0.1193 ms 81.2%
  triton_mm_1816 0.1198 ms 80.8%
  triton_mm_1819 0.1218 ms 79.5%
  triton_mm_1815 0.1264 ms 76.6%
  triton_mm_1817 0.1312 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.3915 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2876 ms 100.0%
  triton_mm_1762 0.2910 ms 98.9%
  triton_mm_1763 0.2996 ms 96.0%
  triton_mm_1764 0.3099 ms 92.8%
  triton_mm_1759 0.3316 ms 86.7%
  triton_mm_1755 0.3402 ms 84.6%
  triton_mm_1757 0.3404 ms 84.5%
  triton_mm_1758 0.3590 ms 80.1%
  triton_mm_1756 0.3789 ms 75.9%
  triton_mm_1760 0.3882 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.5144 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0835 ms 100.0%
  mm 0.0845 ms 98.7%
  triton_mm_1800 0.0847 ms 98.6%
  triton_mm_1797 0.0928 ms 89.9%
  triton_mm_1802 0.0943 ms 88.5%
  triton_mm_1793 0.0949 ms 87.9%
  triton_mm_1795 0.0957 ms 87.2%
  triton_mm_1794 0.1020 ms 81.8%
  triton_mm_1798 0.1058 ms 78.9%
  triton_mm_1796 0.1230 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.3808 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2635 ms 100.0%
  triton_mm_1910 0.2687 ms 98.1%
  triton_mm_1911 0.2696 ms 97.7%
  triton_mm_1912 0.3109 ms 84.7%
  triton_mm_1903 0.3323 ms 79.3%
  triton_mm_1905 0.3378 ms 78.0%
  triton_mm_1907 0.3392 ms 77.7%
  triton_mm_1904 0.3560 ms 74.0%
  triton_mm_1908 0.3783 ms 69.6%
  triton_mm_1906 0.4231 ms 62.3%
SingleProcess AUTOTUNE benchmarking takes 2.5034 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2892 ms 100.0%
  triton_mm_1948 0.2910 ms 99.4%
  triton_mm_1949 0.2997 ms 96.5%
  triton_mm_1950 0.3115 ms 92.9%
  triton_mm_1945 0.3341 ms 86.6%
  triton_mm_1943 0.3370 ms 85.8%
  triton_mm_1941 0.3415 ms 84.7%
  triton_mm_1944 0.3606 ms 80.2%
  triton_mm_1942 0.3779 ms 76.5%
  triton_mm_1946 0.3863 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.5077 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1890 0.0187 ms 100.0%
  triton_mm_1887 0.0188 ms 99.0%
  triton_mm_1886 0.0192 ms 97.2%
  triton_mm_1885 0.0194 ms 96.0%
  triton_mm_1883 0.0195 ms 95.5%
  triton_mm_1884 0.0196 ms 95.3%
  triton_mm_1889 0.0196 ms 95.3%
  triton_mm_1892 0.0200 ms 93.4%
  triton_mm_1881 0.0202 ms 92.5%
  triton_mm_1888 0.0202 ms 92.4%
SingleProcess AUTOTUNE benchmarking takes 5.7578 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2779 ms 100.0%
  triton_mm_1967 0.2828 ms 98.3%
  triton_mm_1968 0.2863 ms 97.0%
  triton_mm_1969 0.2933 ms 94.7%
  triton_mm_1964 0.3376 ms 82.3%
  triton_mm_1960 0.3448 ms 80.6%
  triton_mm_1962 0.3488 ms 79.7%
  triton_mm_1963 0.3754 ms 74.0%
  triton_mm_1965 0.3798 ms 73.2%
  triton_mm_1961 0.3897 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5099 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0292 ms 100.0%
  triton_mm_1864 0.0301 ms 97.0%
  triton_mm_1868 0.0311 ms 94.0%
  triton_mm_1872 0.0410 ms 71.3%
  triton_mm_1876 0.0513 ms 56.9%
  triton_mm_1863 0.0515 ms 56.7%
  triton_mm_1862 0.0551 ms 53.0%
  triton_mm_1867 0.0594 ms 49.2%
  triton_mm_1871 0.0629 ms 46.4%
  triton_mm_1861 0.0648 ms 45.1%
SingleProcess AUTOTUNE benchmarking takes 6.5547 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2161 ms 100.0%
  triton_mm_2043 0.2716 ms 79.6%
  triton_mm_2038 0.2737 ms 79.0%
  triton_mm_2044 0.2777 ms 77.8%
  triton_mm_2036 0.2781 ms 77.7%
  triton_mm_2040 0.2786 ms 77.6%
  triton_mm_2045 0.2821 ms 76.6%
  triton_mm_2039 0.3062 ms 70.6%
  triton_mm_2041 0.3176 ms 68.1%
  triton_mm_2037 0.3236 ms 66.8%
SingleProcess AUTOTUNE benchmarking takes 2.4770 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2007 0.0993 ms 100.0%
  mm 0.1010 ms 98.4%
  triton_mm_2000 0.1055 ms 94.1%
  triton_mm_2006 0.1081 ms 91.9%
  triton_mm_1997 0.1181 ms 84.1%
  triton_mm_1998 0.1197 ms 83.0%
  triton_mm_2002 0.1217 ms 81.6%
  triton_mm_2005 0.1237 ms 80.3%
  triton_mm_2001 0.1274 ms 78.0%
  triton_mm_2003 0.1302 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 2.3686 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0830 ms 100.0%
  triton_mm_1987 0.0843 ms 98.5%
  triton_mm_1986 0.0847 ms 98.0%
  triton_mm_1983 0.0917 ms 90.5%
  triton_mm_1979 0.0948 ms 87.6%
  triton_mm_1988 0.0949 ms 87.5%
  triton_mm_1981 0.0956 ms 86.9%
  triton_mm_1980 0.1021 ms 81.3%
  triton_mm_1984 0.1058 ms 78.5%
  triton_mm_1982 0.1227 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.3580 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2143 ms 100.0%
  triton_mm_2025 0.2179 ms 98.3%
  triton_mm_2024 0.2227 ms 96.2%
  triton_mm_2026 0.2360 ms 90.8%
  triton_mm_2021 0.2507 ms 85.5%
  triton_mm_2017 0.2540 ms 84.4%
  triton_mm_2019 0.2567 ms 83.5%
  triton_mm_2018 0.2852 ms 75.1%
  triton_mm_2020 0.2853 ms 75.1%
  triton_mm_2022 0.2886 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4713 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2646 ms 100.0%
  triton_mm_2096 0.2700 ms 98.0%
  triton_mm_2097 0.2720 ms 97.3%
  triton_mm_2098 0.3106 ms 85.2%
  triton_mm_2089 0.3334 ms 79.4%
  triton_mm_2091 0.3379 ms 78.3%
  triton_mm_2093 0.3395 ms 78.0%
  triton_mm_2090 0.3589 ms 73.7%
  triton_mm_2094 0.3792 ms 69.8%
  triton_mm_2092 0.4220 ms 62.7%
SingleProcess AUTOTUNE benchmarking takes 2.5064 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2070 0.0186 ms 100.0%
  triton_mm_2072 0.0192 ms 96.7%
  triton_mm_2074 0.0193 ms 96.3%
  triton_mm_2071 0.0194 ms 95.8%
  triton_mm_2069 0.0194 ms 95.7%
  triton_mm_2075 0.0196 ms 94.8%
  triton_mm_2076 0.0196 ms 94.6%
  triton_mm_2073 0.0197 ms 94.1%
  triton_mm_2068 0.0201 ms 92.5%
  triton_mm_2067 0.0201 ms 92.2%
SingleProcess AUTOTUNE benchmarking takes 1.9948 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2780 ms 100.0%
  triton_mm_2153 0.2810 ms 98.9%
  triton_mm_2154 0.2871 ms 96.8%
  triton_mm_2155 0.2956 ms 94.1%
  triton_mm_2150 0.3412 ms 81.5%
  triton_mm_2146 0.3461 ms 80.3%
  triton_mm_2148 0.3476 ms 80.0%
  triton_mm_2149 0.3776 ms 73.6%
  triton_mm_2151 0.3841 ms 72.4%
  triton_mm_2147 0.3921 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.5012 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0292 ms 100.0%
  mm 0.0293 ms 99.7%
  triton_mm_2054 0.0311 ms 93.8%
  triton_mm_2058 0.0412 ms 70.8%
  triton_mm_2049 0.0516 ms 56.6%
  triton_mm_2062 0.0517 ms 56.4%
  triton_mm_2048 0.0551 ms 53.0%
  triton_mm_2053 0.0602 ms 48.5%
  triton_mm_2057 0.0629 ms 46.4%
  triton_mm_2047 0.0648 ms 45.0%
SingleProcess AUTOTUNE benchmarking takes 2.0236 seconds and 0.0003 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0971 ms 100.0%
  triton_mm_2193 0.0986 ms 98.5%
  triton_mm_2186 0.1053 ms 92.2%
  triton_mm_2192 0.1092 ms 88.9%
  triton_mm_2183 0.1179 ms 82.4%
  triton_mm_2184 0.1195 ms 81.3%
  triton_mm_2188 0.1211 ms 80.2%
  triton_mm_2191 0.1237 ms 78.5%
  triton_mm_2187 0.1273 ms 76.3%
  triton_mm_2189 0.1303 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.3750 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0843 ms 100.0%
  triton_mm_2173 0.0843 ms 99.9%
  triton_mm_2172 0.0849 ms 99.2%
  triton_mm_2169 0.0926 ms 91.0%
  triton_mm_2165 0.0948 ms 88.8%
  triton_mm_2174 0.0953 ms 88.4%
  triton_mm_2167 0.0956 ms 88.1%
  triton_mm_2166 0.1019 ms 82.7%
  triton_mm_2170 0.1057 ms 79.7%
  triton_mm_2168 0.1230 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 2.3614 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2143 ms 100.0%
  triton_mm_2211 0.2173 ms 98.6%
  triton_mm_2210 0.2221 ms 96.5%
  triton_mm_2212 0.2361 ms 90.8%
  triton_mm_2207 0.2508 ms 85.5%
  triton_mm_2205 0.2562 ms 83.6%
  triton_mm_2203 0.2566 ms 83.5%
  triton_mm_2204 0.2849 ms 75.2%
  triton_mm_2206 0.2851 ms 75.2%
  triton_mm_2208 0.2907 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 2.4716 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0314 ms 100.0%
  triton_mm_4874 0.0451 ms 69.5%
  triton_mm_4882 0.0488 ms 64.2%
  triton_mm_4878 0.0491 ms 63.9%
  triton_mm_4872 0.0597 ms 52.5%
  triton_mm_4873 0.0640 ms 49.0%
  triton_mm_4881 0.0679 ms 46.2%
  triton_mm_4877 0.0715 ms 43.9%
  triton_mm_4871 0.0742 ms 42.3%
  triton_mm_4880 0.0772 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 7.8785 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)
  mm 0.8083 ms 100.0%
  triton_mm_4995 0.8176 ms 98.9%
  triton_mm_4992 0.9795 ms 82.5%
  triton_mm_4988 1.0047 ms 80.5%
  triton_mm_4996 1.0664 ms 75.8%
  triton_mm_4989 1.0917 ms 74.0%
  triton_mm_4993 1.1020 ms 73.3%
  triton_mm_4990 1.1403 ms 70.9%
  triton_mm_4985 1.3383 ms 60.4%
  triton_mm_4986 1.3986 ms 57.8%
SingleProcess AUTOTUNE benchmarking takes 2.1419 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8144 ms 100.0%
  mm 0.8188 ms 99.5%
  triton_mm_5085 0.9823 ms 82.9%
  triton_mm_5081 1.0064 ms 80.9%
  triton_mm_5089 1.0627 ms 76.6%
  triton_mm_5082 1.0926 ms 74.5%
  triton_mm_5086 1.1035 ms 73.8%
  triton_mm_5083 1.1406 ms 71.4%
  triton_mm_5078 1.3328 ms 61.1%
  triton_mm_5079 1.4070 ms 57.9%
SingleProcess AUTOTUNE benchmarking takes 2.1448 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6483 0.8229 ms 100.0%
  mm 0.8271 ms 99.5%
  triton_mm_6480 0.9919 ms 83.0%
  triton_mm_6476 1.0156 ms 81.0%
  triton_mm_6484 1.0618 ms 77.5%
  triton_mm_6481 1.1067 ms 74.4%
  triton_mm_6477 1.1079 ms 74.3%
  triton_mm_6478 1.1412 ms 72.1%
  triton_mm_6473 1.3462 ms 61.1%
  triton_mm_6474 1.4044 ms 58.6%
SingleProcess AUTOTUNE benchmarking takes 2.1426 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0406 ms 100.0%
  triton_mm_4895 0.0413 ms 98.3%
  triton_mm_4899 0.0421 ms 96.4%
  triton_mm_4902 0.0427 ms 95.0%
  triton_mm_4901 0.0446 ms 91.0%
  triton_mm_4898 0.0447 ms 90.8%
  triton_mm_4890 0.0466 ms 87.0%
  triton_mm_4891 0.0468 ms 86.7%
  triton_mm_4897 0.0473 ms 85.7%
  triton_mm_4889 0.0517 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 1.5798 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4914 0.0453 ms 100.0%
  triton_mm_4918 0.0455 ms 99.4%
  triton_mm_4913 0.0463 ms 97.9%
  triton_mm_4911 0.0479 ms 94.6%
  triton_mm_4921 0.0486 ms 93.2%
  triton_mm_4910 0.0508 ms 89.2%
  triton_mm_4919 0.0517 ms 87.6%
  triton_mm_4912 0.0519 ms 87.3%
  triton_mm_4917 0.0524 ms 86.3%
  triton_mm_4916 0.0525 ms 86.2%
SingleProcess AUTOTUNE benchmarking takes 2.3788 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6239 ms 100.0%
  triton_mm_4940 0.6339 ms 98.4%
  triton_mm_4937 0.7438 ms 83.9%
  triton_mm_4933 0.7561 ms 82.5%
  addmm 0.8069 ms 77.3%
  triton_mm_4941 0.8342 ms 74.8%
  triton_mm_4938 0.8353 ms 74.7%
  triton_mm_4934 0.8432 ms 74.0%
  triton_mm_4935 0.8808 ms 70.8%
  triton_mm_4930 1.0065 ms 62.0%
SingleProcess AUTOTUNE benchmarking takes 2.2312 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2196 ms 100.0%
  mm 0.2332 ms 94.2%
  triton_mm_4956 0.2492 ms 88.2%
  triton_mm_4952 0.2612 ms 84.1%
  triton_mm_4957 0.2748 ms 79.9%
  triton_mm_4960 0.2893 ms 75.9%
  triton_mm_4953 0.2911 ms 75.5%
  triton_mm_4954 0.3051 ms 72.0%
  triton_mm_4949 0.3421 ms 64.2%
  triton_mm_4950 0.3558 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 1.9960 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8242 ms 100.0%
  mm 0.8748 ms 94.2%
  triton_mm_5015 0.9980 ms 82.6%
  triton_mm_5011 1.0061 ms 81.9%
  triton_mm_5007 1.0434 ms 79.0%
  triton_mm_5012 1.0574 ms 77.9%
  triton_mm_5008 1.1052 ms 74.6%
  triton_mm_5009 1.1348 ms 72.6%
  triton_mm_5004 1.3472 ms 61.2%
  triton_mm_5005 1.3648 ms 60.4%
SingleProcess AUTOTUNE benchmarking takes 2.1445 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0223 ms 100.0%
  triton_mm_6452 0.0228 ms 97.6%
  mm 0.0240 ms 92.8%
  triton_mm_6457 0.0250 ms 89.4%
  triton_mm_6464 0.0261 ms 85.4%
  triton_mm_6451 0.0262 ms 85.2%
  triton_mm_6461 0.0272 ms 81.9%
  triton_mm_6463 0.0288 ms 77.5%
  triton_mm_6460 0.0292 ms 76.4%
  triton_mm_6459 0.0320 ms 69.7%
SingleProcess AUTOTUNE benchmarking takes 1.5698 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5337 ms 100.0%
  bias_addmm 1.5467 ms 99.2%
  triton_mm_6518 1.8684 ms 82.1%
  triton_mm_6514 1.9209 ms 79.8%
  addmm 1.9228 ms 79.8%
  triton_mm_6522 2.0335 ms 75.4%
  triton_mm_6515 2.0786 ms 73.8%
  triton_mm_6519 2.0829 ms 73.6%
  triton_mm_6516 2.1724 ms 70.6%
  triton_mm_6511 2.5437 ms 60.3%
SingleProcess AUTOTUNE benchmarking takes 2.4038 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 [02:16<1:37:49, 136.51s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8248 ms 100.0%
  mm 0.8256 ms 99.9%
  triton_mm_4992 0.9902 ms 83.3%
  triton_mm_4988 1.0048 ms 82.1%
  triton_mm_4996 1.0614 ms 77.7%
  triton_mm_4993 1.1056 ms 74.6%
  triton_mm_4989 1.1059 ms 74.6%
  triton_mm_4990 1.1360 ms 72.6%
  triton_mm_4985 1.3357 ms 61.8%
  triton_mm_4986 1.4033 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1441 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8255 ms 100.0%
  triton_mm_5088 0.8258 ms 100.0%
  triton_mm_5085 0.9935 ms 83.1%
  triton_mm_5081 1.0044 ms 82.2%
  triton_mm_5089 1.0739 ms 76.9%
  triton_mm_5086 1.1051 ms 74.7%
  triton_mm_5082 1.1060 ms 74.6%
  triton_mm_5083 1.1352 ms 72.7%
  triton_mm_5078 1.3491 ms 61.2%
  triton_mm_5079 1.4133 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1516 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5553 0.8251 ms 100.0%
  mm 0.8337 ms 99.0%
  triton_mm_5550 0.9922 ms 83.2%
  triton_mm_5546 1.0104 ms 81.7%
  triton_mm_5554 1.0711 ms 77.0%
  triton_mm_5551 1.1065 ms 74.6%
  triton_mm_5547 1.1172 ms 73.9%
  triton_mm_5548 1.1484 ms 71.9%
  triton_mm_5543 1.3496 ms 61.1%
  triton_mm_5544 1.4148 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1467 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8262 ms 100.0%
  mm 0.8339 ms 99.1%
  triton_mm_6015 0.9913 ms 83.3%
  triton_mm_6011 1.0052 ms 82.2%
  triton_mm_6019 1.0696 ms 77.2%
  triton_mm_6016 1.1116 ms 74.3%
  triton_mm_6012 1.1160 ms 74.0%
  triton_mm_6013 1.1368 ms 72.7%
  triton_mm_6008 1.3504 ms 61.2%
  triton_mm_6009 1.4180 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1424 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0413 ms 100.0%
  triton_mm_4895 0.0414 ms 99.9%
  triton_mm_4899 0.0419 ms 98.6%
  triton_mm_4902 0.0433 ms 95.6%
  triton_mm_4901 0.0442 ms 93.5%
  triton_mm_4898 0.0444 ms 93.2%
  triton_mm_4890 0.0457 ms 90.5%
  triton_mm_4891 0.0469 ms 88.1%
  triton_mm_4897 0.0470 ms 87.9%
  triton_mm_4889 0.0529 ms 78.2%
SingleProcess AUTOTUNE benchmarking takes 1.5776 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0450 ms 100.0%
  triton_mm_4914 0.0455 ms 98.9%
  triton_mm_4913 0.0464 ms 96.8%
  triton_mm_4911 0.0480 ms 93.6%
  triton_mm_4921 0.0488 ms 92.2%
  triton_mm_4910 0.0510 ms 88.2%
  triton_mm_4917 0.0519 ms 86.6%
  triton_mm_4912 0.0522 ms 86.2%
  triton_mm_4916 0.0527 ms 85.4%
  triton_mm_4919 0.0527 ms 85.3%
SingleProcess AUTOTUNE benchmarking takes 2.3795 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6351 ms 100.0%
  bias_addmm 0.6391 ms 99.4%
  triton_mm_4937 0.7445 ms 85.3%
  triton_mm_4933 0.7637 ms 83.2%
  addmm 0.8104 ms 78.4%
  triton_mm_4938 0.8372 ms 75.9%
  triton_mm_4941 0.8411 ms 75.5%
  triton_mm_4934 0.8508 ms 74.6%
  triton_mm_4935 0.8712 ms 72.9%
  triton_mm_4930 1.0178 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 2.2320 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2205 ms 100.0%
  mm 0.2348 ms 93.9%
  triton_mm_4956 0.2509 ms 87.9%
  triton_mm_4952 0.2621 ms 84.1%
  triton_mm_4957 0.2760 ms 79.9%
  triton_mm_4960 0.2886 ms 76.4%
  triton_mm_4953 0.2929 ms 75.3%
  triton_mm_4954 0.3060 ms 72.1%
  triton_mm_4949 0.3404 ms 64.8%
  triton_mm_4950 0.3532 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 1.9904 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8302 ms 100.0%
  mm 0.8778 ms 94.6%
  triton_mm_5015 1.0005 ms 83.0%
  triton_mm_5011 1.0138 ms 81.9%
  triton_mm_5007 1.0411 ms 79.7%
  triton_mm_5012 1.0717 ms 77.5%
  triton_mm_5008 1.1187 ms 74.2%
  triton_mm_5009 1.1358 ms 73.1%
  triton_mm_5004 1.3625 ms 60.9%
  triton_mm_5005 1.3668 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1417 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0234 ms 100.0%
  triton_mm_6453 0.0234 ms 99.9%
  mm 0.0242 ms 96.6%
  triton_mm_6464 0.0252 ms 92.7%
  triton_mm_6457 0.0253 ms 92.5%
  triton_mm_6451 0.0255 ms 91.6%
  triton_mm_6461 0.0276 ms 84.8%
  triton_mm_6463 0.0288 ms 81.3%
  triton_mm_6460 0.0291 ms 80.5%
  triton_mm_6459 0.0320 ms 73.2%
SingleProcess AUTOTUNE benchmarking takes 1.5686 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5500 ms 100.0%
  bias_addmm 1.5721 ms 98.6%
  triton_mm_6518 1.8653 ms 83.1%
  triton_mm_6514 1.9163 ms 80.9%
  addmm 1.9417 ms 79.8%
  triton_mm_6522 2.0244 ms 76.6%
  triton_mm_6519 2.0792 ms 74.5%
  triton_mm_6515 2.1215 ms 73.1%
  triton_mm_6516 2.1729 ms 71.3%
  triton_mm_6511 2.5487 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.4061 seconds and 0.0010 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:16<1:37:49, 136.51s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8240 ms 100.0%
  triton_mm_4995 0.8249 ms 99.9%
  triton_mm_4992 0.9908 ms 83.2%
  triton_mm_4988 1.0224 ms 80.6%
  triton_mm_4996 1.0666 ms 77.3%
  triton_mm_4993 1.0990 ms 75.0%
  triton_mm_4989 1.1174 ms 73.7%
  triton_mm_4990 1.1447 ms 72.0%
  triton_mm_4985 1.3482 ms 61.1%
  triton_mm_4986 1.4120 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1458 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8326 ms 100.0%
  triton_mm_5088 0.8338 ms 99.9%
  triton_mm_5085 1.0004 ms 83.2%
  triton_mm_5081 1.0115 ms 82.3%
  triton_mm_5089 1.0675 ms 78.0%
  triton_mm_5082 1.1122 ms 74.9%
  triton_mm_5086 1.1227 ms 74.2%
  triton_mm_5083 1.1435 ms 72.8%
  triton_mm_5078 1.3439 ms 62.0%
  triton_mm_5079 1.4121 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1630 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0410 ms 100.0%
  mm 0.0416 ms 98.5%
  triton_mm_4899 0.0428 ms 95.7%
  triton_mm_4898 0.0434 ms 94.4%
  triton_mm_4902 0.0434 ms 94.4%
  triton_mm_4901 0.0452 ms 90.7%
  triton_mm_4890 0.0457 ms 89.8%
  triton_mm_4891 0.0460 ms 89.1%
  triton_mm_4897 0.0468 ms 87.5%
  triton_mm_4889 0.0518 ms 79.1%
SingleProcess AUTOTUNE benchmarking takes 1.5815 seconds and 0.0015 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0449 ms 100.0%
  triton_mm_4914 0.0455 ms 98.5%
  triton_mm_4913 0.0465 ms 96.5%
  triton_mm_4911 0.0481 ms 93.3%
  triton_mm_4921 0.0484 ms 92.6%
  triton_mm_4910 0.0503 ms 89.2%
  triton_mm_4917 0.0517 ms 86.7%
  triton_mm_4916 0.0518 ms 86.7%
  triton_mm_4919 0.0520 ms 86.3%
  triton_mm_4912 0.0523 ms 85.7%
SingleProcess AUTOTUNE benchmarking takes 2.3771 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4940 0.6330 ms 100.0%
  bias_addmm 0.6339 ms 99.8%
  triton_mm_4937 0.7543 ms 83.9%
  triton_mm_4933 0.7643 ms 82.8%
  addmm 0.8108 ms 78.1%
  triton_mm_4941 0.8386 ms 75.5%
  triton_mm_4938 0.8412 ms 75.2%
  triton_mm_4934 0.8505 ms 74.4%
  triton_mm_4935 0.8733 ms 72.5%
  triton_mm_4930 1.0228 ms 61.9%
SingleProcess AUTOTUNE benchmarking takes 2.2338 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2197 ms 100.0%
  mm 0.2320 ms 94.7%
  triton_mm_4956 0.2511 ms 87.5%
  triton_mm_4952 0.2647 ms 83.0%
  triton_mm_4957 0.2755 ms 79.8%
  triton_mm_4960 0.2879 ms 76.3%
  triton_mm_4953 0.2943 ms 74.6%
  triton_mm_4954 0.3081 ms 71.3%
  triton_mm_4949 0.3381 ms 65.0%
  triton_mm_4950 0.3508 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 1.9901 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8370 ms 100.0%
  mm 0.8833 ms 94.8%
  triton_mm_5015 0.9980 ms 83.9%
  triton_mm_5011 1.0160 ms 82.4%
  triton_mm_5007 1.0515 ms 79.6%
  triton_mm_5012 1.0714 ms 78.1%
  triton_mm_5008 1.1306 ms 74.0%
  triton_mm_5009 1.1420 ms 73.3%
  triton_mm_5004 1.3583 ms 61.6%
  triton_mm_5005 1.3761 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.1447 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5386 0.8400 ms 100.0%
  mm 0.8828 ms 95.1%
  triton_mm_5387 0.9966 ms 84.3%
  triton_mm_5383 1.0064 ms 83.5%
  triton_mm_5379 1.0616 ms 79.1%
  triton_mm_5384 1.0804 ms 77.7%
  triton_mm_5381 1.1437 ms 73.4%
  triton_mm_5380 1.1439 ms 73.4%
  triton_mm_5376 1.3598 ms 61.8%
  triton_mm_5377 1.3765 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1334 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5405 0.6348 ms 100.0%
  bias_addmm 0.6541 ms 97.1%
  triton_mm_5402 0.7533 ms 84.3%
  triton_mm_5398 0.7645 ms 83.0%
  addmm 0.8149 ms 77.9%
  triton_mm_5406 0.8401 ms 75.6%
  triton_mm_5403 0.8411 ms 75.5%
  triton_mm_5399 0.8532 ms 74.4%
  triton_mm_5400 0.8811 ms 72.1%
  triton_mm_5395 1.0172 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 2.2345 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5424 0.2197 ms 100.0%
  mm 0.2341 ms 93.8%
  triton_mm_5421 0.2509 ms 87.6%
  triton_mm_5417 0.2648 ms 83.0%
  triton_mm_5422 0.2774 ms 79.2%
  triton_mm_5425 0.2872 ms 76.5%
  triton_mm_5418 0.2944 ms 74.6%
  triton_mm_5419 0.3076 ms 71.4%
  triton_mm_5414 0.3414 ms 64.4%
  triton_mm_5415 0.3548 ms 61.9%
SingleProcess AUTOTUNE benchmarking takes 1.9961 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0407 ms 100.0%
  triton_mm_5434 0.0410 ms 99.2%
  triton_mm_5438 0.0428 ms 94.9%
  triton_mm_5437 0.0434 ms 93.7%
  triton_mm_5441 0.0434 ms 93.7%
  triton_mm_5440 0.0453 ms 89.7%
  triton_mm_5436 0.0459 ms 88.7%
  triton_mm_5430 0.0460 ms 88.4%
  triton_mm_5429 0.0467 ms 87.1%
  triton_mm_5428 0.0517 ms 78.6%
SingleProcess AUTOTUNE benchmarking takes 1.5997 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_6354 0.2212 ms 100.0%
  mm 0.2332 ms 94.9%
  triton_mm_6351 0.2536 ms 87.2%
  triton_mm_6347 0.2638 ms 83.9%
  triton_mm_6352 0.2794 ms 79.2%
  triton_mm_6355 0.2879 ms 76.8%
  triton_mm_6348 0.2931 ms 75.5%
  triton_mm_6349 0.3073 ms 72.0%
  triton_mm_6344 0.3390 ms 65.3%
  triton_mm_6345 0.3518 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.0021 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0407 ms 100.0%
  triton_mm_6364 0.0410 ms 99.1%
  triton_mm_6368 0.0429 ms 94.8%
  triton_mm_6371 0.0433 ms 93.9%
  triton_mm_6367 0.0434 ms 93.7%
  triton_mm_6370 0.0452 ms 90.0%
  triton_mm_6359 0.0457 ms 89.0%
  triton_mm_6366 0.0459 ms 88.6%
  triton_mm_6360 0.0461 ms 88.3%
  triton_mm_6358 0.0517 ms 78.7%
SingleProcess AUTOTUNE benchmarking takes 1.5944 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_6409 0.8374 ms 100.0%
  mm 0.8746 ms 95.7%
  triton_mm_6410 1.0004 ms 83.7%
  triton_mm_6406 1.0204 ms 82.1%
  triton_mm_6402 1.0537 ms 79.5%
  triton_mm_6407 1.0709 ms 78.2%
  triton_mm_6403 1.1291 ms 74.2%
  triton_mm_6404 1.1430 ms 73.3%
  triton_mm_6399 1.3611 ms 61.5%
  triton_mm_6400 1.3802 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1541 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_6428 0.6400 ms 100.0%
  bias_addmm 0.6467 ms 99.0%
  triton_mm_6425 0.7507 ms 85.3%
  triton_mm_6421 0.7639 ms 83.8%
  addmm 0.8102 ms 79.0%
  triton_mm_6429 0.8398 ms 76.2%
  triton_mm_6426 0.8432 ms 75.9%
  triton_mm_6422 0.8521 ms 75.1%
  triton_mm_6423 0.8852 ms 72.3%
  triton_mm_6418 1.0230 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 2.2404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_6447 0.2216 ms 100.0%
  mm 0.2348 ms 94.4%
  triton_mm_6444 0.2517 ms 88.1%
  triton_mm_6440 0.2638 ms 84.0%
  triton_mm_6445 0.2777 ms 79.8%
  triton_mm_6448 0.2892 ms 76.6%
  triton_mm_6441 0.2932 ms 75.6%
  triton_mm_6442 0.3072 ms 72.1%
  triton_mm_6437 0.3423 ms 64.7%
  triton_mm_6438 0.3569 ms 62.1%
SingleProcess AUTOTUNE benchmarking takes 1.9986 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0231 ms 100.0%
  triton_mm_6452 0.0236 ms 97.9%
  mm 0.0249 ms 92.6%
  triton_mm_6457 0.0255 ms 90.4%
  triton_mm_6451 0.0265 ms 87.2%
  triton_mm_6464 0.0265 ms 87.0%
  triton_mm_6461 0.0271 ms 85.0%
  triton_mm_6463 0.0293 ms 78.8%
  triton_mm_6460 0.0300 ms 76.8%
  triton_mm_6459 0.0312 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 1.5930 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5640 ms 100.0%
  bias_addmm 1.5661 ms 99.9%
  triton_mm_6518 1.8816 ms 83.1%
  addmm 1.9335 ms 80.9%
  triton_mm_6514 1.9828 ms 78.9%
  triton_mm_6522 2.0387 ms 76.7%
  triton_mm_6519 2.0961 ms 74.6%
  triton_mm_6515 2.1224 ms 73.7%
  triton_mm_6516 2.1867 ms 71.5%
  triton_mm_6511 2.5708 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.4133 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 [02:16<1:37:50, 136.53s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8227 ms 100.0%
  triton_mm_4995 0.8311 ms 99.0%
  triton_mm_4992 0.9911 ms 83.0%
  triton_mm_4988 1.0048 ms 81.9%
  triton_mm_4996 1.0850 ms 75.8%
  triton_mm_4993 1.1031 ms 74.6%
  triton_mm_4989 1.1165 ms 73.7%
  triton_mm_4990 1.1378 ms 72.3%
  triton_mm_4985 1.3488 ms 61.0%
  triton_mm_4986 1.4141 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.1455 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8249 ms 100.0%
  mm 0.8328 ms 99.1%
  triton_mm_5085 1.0014 ms 82.4%
  triton_mm_5081 1.0052 ms 82.1%
  triton_mm_5089 1.0694 ms 77.1%
  triton_mm_5086 1.1133 ms 74.1%
  triton_mm_5082 1.1229 ms 73.5%
  triton_mm_5083 1.1537 ms 71.5%
  triton_mm_5078 1.3471 ms 61.2%
  triton_mm_5079 1.4143 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5274 0.8238 ms 100.0%
  mm 0.8324 ms 99.0%
  triton_mm_5271 0.9906 ms 83.2%
  triton_mm_5267 1.0208 ms 80.7%
  triton_mm_5275 1.0702 ms 77.0%
  triton_mm_5272 1.1156 ms 73.8%
  triton_mm_5268 1.1157 ms 73.8%
  triton_mm_5269 1.1487 ms 71.7%
  triton_mm_5264 1.3538 ms 60.9%
  triton_mm_5265 1.4143 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.1449 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5460 0.8249 ms 100.0%
  mm 0.8335 ms 99.0%
  triton_mm_5457 0.9915 ms 83.2%
  triton_mm_5453 1.0162 ms 81.2%
  triton_mm_5461 1.0791 ms 76.4%
  triton_mm_5458 1.1015 ms 74.9%
  triton_mm_5454 1.1112 ms 74.2%
  triton_mm_5455 1.1472 ms 71.9%
  triton_mm_5450 1.3480 ms 61.2%
  triton_mm_5451 1.4142 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1438 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5832 0.8269 ms 100.0%
  mm 0.8303 ms 99.6%
  triton_mm_5829 0.9900 ms 83.5%
  triton_mm_5825 1.0157 ms 81.4%
  triton_mm_5833 1.0746 ms 77.0%
  triton_mm_5830 1.1041 ms 74.9%
  triton_mm_5826 1.1182 ms 74.0%
  triton_mm_5827 1.1536 ms 71.7%
  triton_mm_5822 1.3468 ms 61.4%
  triton_mm_5823 1.4152 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1454 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5925 0.8310 ms 100.0%
  mm 0.8335 ms 99.7%
  triton_mm_5922 1.0011 ms 83.0%
  triton_mm_5918 1.0349 ms 80.3%
  triton_mm_5926 1.0701 ms 77.7%
  triton_mm_5923 1.1133 ms 74.6%
  triton_mm_5919 1.1148 ms 74.5%
  triton_mm_5920 1.1516 ms 72.2%
  triton_mm_5915 1.3475 ms 61.7%
  triton_mm_5916 1.4133 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1454 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.7883 ms 100.0%
  triton_mm_6204 0.8238 ms 95.7%
  triton_mm_6201 1.0027 ms 78.6%
  triton_mm_6197 1.0211 ms 77.2%
  triton_mm_6205 1.0692 ms 73.7%
  triton_mm_6202 1.1104 ms 71.0%
  triton_mm_6198 1.1156 ms 70.7%
  triton_mm_6199 1.1475 ms 68.7%
  triton_mm_6194 1.3625 ms 57.9%
  triton_mm_6195 1.4137 ms 55.8%
SingleProcess AUTOTUNE benchmarking takes 2.1456 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6297 0.8236 ms 100.0%
  mm 0.8321 ms 99.0%
  triton_mm_6294 1.0018 ms 82.2%
  triton_mm_6290 1.0154 ms 81.1%
  triton_mm_6298 1.0737 ms 76.7%
  triton_mm_6291 1.1052 ms 74.5%
  triton_mm_6295 1.1108 ms 74.1%
  triton_mm_6292 1.1487 ms 71.7%
  triton_mm_6287 1.3470 ms 61.1%
  triton_mm_6288 1.4150 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.1528 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0414 ms 100.0%
  mm 0.0416 ms 99.6%
  triton_mm_4899 0.0421 ms 98.3%
  triton_mm_4902 0.0424 ms 97.7%
  triton_mm_4901 0.0442 ms 93.7%
  triton_mm_4898 0.0446 ms 92.8%
  triton_mm_4890 0.0468 ms 88.5%
  triton_mm_4891 0.0469 ms 88.3%
  triton_mm_4897 0.0471 ms 87.9%
  triton_mm_4889 0.0516 ms 80.2%
SingleProcess AUTOTUNE benchmarking takes 1.5755 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0459 ms 100.0%
  triton_mm_4914 0.0463 ms 99.1%
  triton_mm_4913 0.0469 ms 97.8%
  triton_mm_4921 0.0478 ms 96.0%
  triton_mm_4911 0.0488 ms 94.1%
  triton_mm_4910 0.0502 ms 91.5%
  triton_mm_4912 0.0511 ms 89.7%
  triton_mm_4916 0.0516 ms 88.8%
  triton_mm_4917 0.0524 ms 87.6%
  triton_mm_4919 0.0528 ms 87.0%
SingleProcess AUTOTUNE benchmarking takes 2.3806 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6374 ms 100.0%
  triton_mm_4940 0.6404 ms 99.5%
  triton_mm_4937 0.7424 ms 85.9%
  triton_mm_4933 0.7633 ms 83.5%
  addmm 0.8070 ms 79.0%
  triton_mm_4941 0.8332 ms 76.5%
  triton_mm_4938 0.8425 ms 75.7%
  triton_mm_4934 0.8524 ms 74.8%
  triton_mm_4935 0.8747 ms 72.9%
  triton_mm_4930 1.0165 ms 62.7%
SingleProcess AUTOTUNE benchmarking takes 2.2407 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2209 ms 100.0%
  mm 0.2344 ms 94.2%
  triton_mm_4956 0.2510 ms 88.0%
  triton_mm_4952 0.2619 ms 84.3%
  triton_mm_4957 0.2757 ms 80.1%
  triton_mm_4960 0.2878 ms 76.7%
  triton_mm_4953 0.2918 ms 75.7%
  triton_mm_4954 0.3061 ms 72.2%
  triton_mm_4949 0.3440 ms 64.2%
  triton_mm_4950 0.3565 ms 62.0%
SingleProcess AUTOTUNE benchmarking takes 1.9912 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8372 ms 100.0%
  mm 0.8769 ms 95.5%
  triton_mm_5015 1.0038 ms 83.4%
  triton_mm_5011 1.0101 ms 82.9%
  triton_mm_5007 1.0512 ms 79.6%
  triton_mm_5012 1.0722 ms 78.1%
  triton_mm_5008 1.1187 ms 74.8%
  triton_mm_5009 1.1379 ms 73.6%
  triton_mm_5004 1.3621 ms 61.5%
  triton_mm_5005 1.3812 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1530 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0228 ms 100.0%
  triton_mm_6453 0.0231 ms 98.8%
  triton_mm_6457 0.0241 ms 94.7%
  mm 0.0244 ms 93.2%
  triton_mm_6464 0.0261 ms 87.3%
  triton_mm_6451 0.0262 ms 87.0%
  triton_mm_6461 0.0265 ms 86.1%
  triton_mm_6463 0.0279 ms 81.7%
  triton_mm_6460 0.0285 ms 80.0%
  triton_mm_6459 0.0309 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 1.5695 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_6502 0.8285 ms 100.0%
  mm 0.8765 ms 94.5%
  triton_mm_6503 1.0040 ms 82.5%
  triton_mm_6499 1.0122 ms 81.9%
  triton_mm_6495 1.0550 ms 78.5%
  triton_mm_6500 1.0724 ms 77.3%
  triton_mm_6496 1.1322 ms 73.2%
  triton_mm_6497 1.1361 ms 72.9%
  triton_mm_6492 1.3499 ms 61.4%
  triton_mm_6493 1.3807 ms 60.0%
SingleProcess AUTOTUNE benchmarking takes 2.1493 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5478 ms 100.0%
  bias_addmm 1.5680 ms 98.7%
  triton_mm_6518 1.8627 ms 83.1%
  addmm 1.9350 ms 80.0%
  triton_mm_6514 1.9640 ms 78.8%
  triton_mm_6522 2.0318 ms 76.2%
  triton_mm_6519 2.0960 ms 73.8%
  triton_mm_6515 2.1260 ms 72.8%
  triton_mm_6516 2.1924 ms 70.6%
  triton_mm_6511 2.5461 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.3976 seconds and 0.0010 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:16<1:37:54, 136.62s/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 [02:19<40:26, 57.78s/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 [02:19<40:26, 57.78s/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 [02:19<40:27, 57.79s/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 [02:19<40:28, 57.82s/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 [02:20<21:46, 31.87s/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):

Validation Progress:   7%|6         | 3/44 [02:20<21:46, 31.87s/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):

Validation Progress:   7%|6         | 3/44 [02:20<21:46, 31.87s/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):

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 72%|#######1  | 113/157 [00:08<00:02, 16.47it/s]
 73%|#######3  | 115/157 [00:08<00:02, 16.48it/s]
 75%|#######4  | 117/157 [00:08<00:02, 16.49it/s]
 76%|#######5  | 119/157 [00:08<00:02, 16.44it/s]
 77%|#######7  | 121/157 [00:08<00:02, 16.31it/s]
 78%|#######8  | 123/157 [00:08<00:02, 16.21it/s]
 80%|#######9  | 125/157 [00:08<00:01, 16.27it/s]
 81%|########  | 127/157 [00:09<00:01, 16.15it/s]
 82%|########2 | 129/157 [00:09<00:01, 16.20it/s]
 83%|########3 | 131/157 [00:09<00:01, 16.14it/s]
 85%|########4 | 133/157 [00:09<00:01, 13.87it/s]
 86%|########5 | 135/157 [00:09<00:01, 14.50it/s]
 87%|########7 | 137/157 [00:09<00:01, 14.97it/s]
 89%|########8 | 139/157 [00:09<00:01, 15.28it/s]
 90%|########9 | 141/157 [00:09<00:01, 15.51it/s]
 91%|#########1| 143/157 [00:10<00:00, 15.64it/s]
 92%|#########2| 145/157 [00:10<00:00, 15.70it/s]
 94%|#########3| 147/157 [00:10<00:00, 15.82it/s]
 95%|#########4| 149/157 [00:10<00:00, 15.93it/s]
 96%|#########6| 151/157 [00:10<00:00, 15.86it/s]
 97%|#########7| 153/157 [00:10<00:00, 15.94it/s]
 99%|#########8| 155/157 [00:10<00:00, 15.93it/s]
100%|##########| 157/157 [00:11<00:00,  5.92it/s]
100%|##########| 157/157 [00:11<00:00, 13.42it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.51it/s]
  1%|          | 4/781 [00:00<00:50, 15.41it/s]
  1%|          | 6/781 [00:00<00:49, 15.53it/s]
  1%|1         | 8/781 [00:00<00:49, 15.73it/s]
  1%|1         | 10/781 [00:00<00:49, 15.52it/s]
  2%|1         | 12/781 [00:00<00:49, 15.53it/s]
  2%|1         | 14/781 [00:00<00:49, 15.62it/s]
  2%|2         | 16/781 [00:01<00:49, 15.61it/s]
  2%|2         | 18/781 [00:01<00:48, 15.59it/s]
  3%|2         | 20/781 [00:01<00:48, 15.55it/s]
  3%|2         | 22/781 [00:01<00:48, 15.56it/s]
  3%|3         | 24/781 [00:01<00:48, 15.54it/s]
  3%|3         | 26/781 [00:01<00:48, 15.45it/s]
  4%|3         | 28/781 [00:01<00:48, 15.45it/s]
  4%|3         | 30/781 [00:01<00:48, 15.36it/s]
  4%|4         | 32/781 [00:02<00:48, 15.30it/s]
  4%|4         | 34/781 [00:02<00:48, 15.27it/s]
  5%|4         | 36/781 [00:02<00:48, 15.33it/s]
  5%|4         | 38/781 [00:02<00:48, 15.40it/s]
  5%|5         | 40/781 [00:02<00:48, 15.44it/s]
  5%|5         | 42/781 [00:02<00:47, 15.48it/s]
  6%|5         | 44/781 [00:02<00:47, 15.50it/s]
  6%|5         | 46/781 [00:02<00:46, 15.71it/s]
  6%|6         | 48/781 [00:03<00:46, 15.66it/s]
  6%|6         | 50/781 [00:03<00:46, 15.60it/s]
  7%|6         | 52/781 [00:03<00:46, 15.52it/s]
  7%|6         | 54/781 [00:03<00:46, 15.62it/s]
  7%|7         | 56/781 [00:03<00:45, 15.79it/s]
  7%|7         | 58/781 [00:03<00:45, 15.73it/s]
  8%|7         | 60/781 [00:03<00:45, 15.76it/s]
  8%|7         | 62/781 [00:03<00:45, 15.68it/s]
  8%|8         | 64/781 [00:04<00:46, 15.44it/s]
  8%|8         | 66/781 [00:04<00:46, 15.44it/s]
  9%|8         | 68/781 [00:04<00:45, 15.51it/s]
  9%|8         | 70/781 [00:04<00:45, 15.58it/s]
  9%|9         | 72/781 [00:04<00:45, 15.55it/s]
  9%|9         | 74/781 [00:04<00:45, 15.53it/s]
 10%|9         | 76/781 [00:04<00:45, 15.52it/s]
 10%|9         | 78/781 [00:05<00:45, 15.58it/s]
 10%|#         | 80/781 [00:05<00:45, 15.55it/s]
 10%|#         | 82/781 [00:05<00:44, 15.55it/s]
 11%|#         | 84/781 [00:05<00:44, 15.62it/s]
 11%|#1        | 86/781 [00:05<00:44, 15.55it/s]
 11%|#1        | 88/781 [00:05<00:44, 15.63it/s]
 12%|#1        | 90/781 [00:05<00:44, 15.59it/s]
 12%|#1        | 92/781 [00:05<00:44, 15.56it/s]
 12%|#2        | 94/781 [00:06<00:43, 15.64it/s]
 12%|#2        | 96/781 [00:06<00:43, 15.68it/s]
 13%|#2        | 98/781 [00:06<00:43, 15.63it/s]
 13%|#2        | 100/781 [00:06<00:43, 15.71it/s]
 13%|#3        | 102/781 [00:06<00:43, 15.76it/s]
 13%|#3        | 104/781 [00:06<00:43, 15.56it/s]
 14%|#3        | 106/781 [00:06<00:43, 15.51it/s]
 14%|#3        | 108/781 [00:06<00:43, 15.59it/s]
 14%|#4        | 110/781 [00:07<00:43, 15.47it/s]
 14%|#4        | 112/781 [00:07<00:43, 15.55it/s]
 15%|#4        | 114/781 [00:07<00:42, 15.56it/s]
 15%|#4        | 116/781 [00:07<00:42, 15.52it/s]
 15%|#5        | 118/781 [00:07<00:43, 15.33it/s]
 15%|#5        | 120/781 [00:07<00:43, 15.35it/s]
 16%|#5        | 122/781 [00:07<00:42, 15.38it/s]
 16%|#5        | 124/781 [00:07<00:42, 15.31it/s]
 16%|#6        | 126/781 [00:08<00:42, 15.46it/s]
 16%|#6        | 128/781 [00:08<00:42, 15.48it/s]
 17%|#6        | 130/781 [00:08<00:42, 15.46it/s]
 17%|#6        | 132/781 [00:08<00:41, 15.64it/s]
 17%|#7        | 134/781 [00:08<00:41, 15.57it/s]
 17%|#7        | 136/781 [00:08<00:41, 15.55it/s]
 18%|#7        | 138/781 [00:08<00:41, 15.55it/s]
 18%|#7        | 140/781 [00:09<00:41, 15.45it/s]
 18%|#8        | 142/781 [00:09<00:40, 15.60it/s]
 18%|#8        | 144/781 [00:09<00:41, 15.40it/s]
 19%|#8        | 146/781 [00:09<00:41, 15.45it/s]
 19%|#8        | 148/781 [00:09<00:41, 15.38it/s]
 19%|#9        | 150/781 [00:09<00:41, 15.36it/s]
 19%|#9        | 152/781 [00:09<00:41, 15.24it/s]
 20%|#9        | 154/781 [00:09<00:40, 15.45it/s]
 20%|#9        | 156/781 [00:10<00:40, 15.47it/s]
 20%|##        | 158/781 [00:10<00:40, 15.34it/s]
 20%|##        | 160/781 [00:10<00:40, 15.36it/s]
 21%|##        | 162/781 [00:10<00:40, 15.29it/s]
 21%|##        | 164/781 [00:10<00:39, 15.46it/s]
 21%|##1       | 166/781 [00:10<00:39, 15.68it/s]
 22%|##1       | 168/781 [00:10<00:38, 15.81it/s]
 22%|##1       | 170/781 [00:10<00:38, 15.93it/s]
 22%|##2       | 172/781 [00:11<00:38, 15.98it/s]
 22%|##2       | 174/781 [00:11<00:38, 15.93it/s]
 23%|##2       | 176/781 [00:11<00:37, 15.93it/s]
 23%|##2       | 178/781 [00:11<00:37, 15.95it/s]
 23%|##3       | 180/781 [00:11<00:37, 15.93it/s]
 23%|##3       | 182/781 [00:11<00:37, 15.89it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.86it/s]
 24%|##3       | 186/781 [00:11<00:37, 15.87it/s]
 24%|##4       | 188/781 [00:12<00:37, 15.86it/s]
 24%|##4       | 190/781 [00:12<00:37, 15.72it/s]
 25%|##4       | 192/781 [00:12<00:37, 15.76it/s]
 25%|##4       | 194/781 [00:12<00:37, 15.66it/s]
 25%|##5       | 196/781 [00:12<00:36, 15.81it/s]
 25%|##5       | 198/781 [00:12<00:36, 15.82it/s]
 26%|##5       | 200/781 [00:12<00:36, 15.83it/s]
 26%|##5       | 202/781 [00:12<00:36, 15.83it/s]
 26%|##6       | 204/781 [00:13<00:36, 15.83it/s]
 26%|##6       | 206/781 [00:13<00:36, 15.70it/s]
 27%|##6       | 208/781 [00:13<00:36, 15.78it/s]
 27%|##6       | 210/781 [00:13<00:35, 15.92it/s]
 27%|##7       | 212/781 [00:13<00:35, 16.01it/s]
 27%|##7       | 214/781 [00:13<00:35, 15.85it/s]
 28%|##7       | 216/781 [00:13<00:35, 15.93it/s]
 28%|##7       | 218/781 [00:13<00:35, 16.01it/s]
 28%|##8       | 220/781 [00:14<00:35, 16.01it/s]
 28%|##8       | 222/781 [00:14<00:35, 15.74it/s]
 29%|##8       | 224/781 [00:14<00:35, 15.73it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.75it/s]
 29%|##9       | 228/781 [00:14<00:34, 15.86it/s]
 29%|##9       | 230/781 [00:14<00:34, 15.95it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.88it/s]
 30%|##9       | 234/781 [00:14<00:34, 15.96it/s]
 30%|###       | 236/781 [00:15<00:34, 16.03it/s]
 30%|###       | 238/781 [00:15<00:33, 16.07it/s]
 31%|###       | 240/781 [00:15<00:33, 16.10it/s]
 31%|###       | 242/781 [00:15<00:33, 16.11it/s]
 31%|###1      | 244/781 [00:15<00:33, 16.14it/s]
 31%|###1      | 246/781 [00:15<00:33, 16.15it/s]
 32%|###1      | 248/781 [00:15<00:32, 16.17it/s]
 32%|###2      | 250/781 [00:15<00:32, 16.19it/s]
 32%|###2      | 252/781 [00:16<00:32, 16.16it/s]
 33%|###2      | 254/781 [00:16<00:32, 16.17it/s]
 33%|###2      | 256/781 [00:16<00:32, 16.18it/s]
 33%|###3      | 258/781 [00:16<00:32, 16.19it/s]
 33%|###3      | 260/781 [00:16<00:32, 16.18it/s]
 34%|###3      | 262/781 [00:16<00:43, 12.05it/s]
 34%|###3      | 264/781 [00:16<00:40, 12.88it/s]
 34%|###4      | 266/781 [00:17<00:37, 13.58it/s]
 34%|###4      | 268/781 [00:17<00:36, 14.02it/s]
 35%|###4      | 270/781 [00:17<00:35, 14.30it/s]
 35%|###4      | 272/781 [00:17<00:34, 14.75it/s]
 35%|###5      | 274/781 [00:17<00:33, 15.03it/s]
 35%|###5      | 276/781 [00:17<00:33, 15.02it/s]
 36%|###5      | 278/781 [00:17<00:33, 15.23it/s]
 36%|###5      | 280/781 [00:18<00:32, 15.38it/s]
 36%|###6      | 282/781 [00:18<00:32, 15.53it/s]
 36%|###6      | 284/781 [00:18<00:32, 15.48it/s]
 37%|###6      | 286/781 [00:18<00:32, 15.40it/s]
 37%|###6      | 288/781 [00:18<00:31, 15.58it/s]
 37%|###7      | 290/781 [00:18<00:31, 15.64it/s]
 37%|###7      | 292/781 [00:18<00:31, 15.71it/s]
 38%|###7      | 294/781 [00:18<00:31, 15.70it/s]
 38%|###7      | 296/781 [00:19<00:31, 15.63it/s]
 38%|###8      | 298/781 [00:19<00:30, 15.65it/s]
 38%|###8      | 300/781 [00:19<00:31, 15.45it/s]
 39%|###8      | 302/781 [00:19<00:30, 15.65it/s]
 39%|###8      | 304/781 [00:19<00:30, 15.71it/s]
 39%|###9      | 306/781 [00:19<00:30, 15.64it/s]
 39%|###9      | 308/781 [00:19<00:30, 15.67it/s]
 40%|###9      | 310/781 [00:19<00:30, 15.68it/s]
 40%|###9      | 312/781 [00:20<00:29, 15.69it/s]
 40%|####      | 314/781 [00:20<00:29, 15.75it/s]
 40%|####      | 316/781 [00:20<00:29, 15.83it/s]
 41%|####      | 318/781 [00:20<00:29, 15.71it/s]
 41%|####      | 320/781 [00:20<00:29, 15.72it/s]
 41%|####1     | 322/781 [00:20<00:29, 15.72it/s]
 41%|####1     | 324/781 [00:20<00:28, 15.84it/s]
 42%|####1     | 326/781 [00:20<00:28, 15.80it/s]
 42%|####1     | 328/781 [00:21<00:28, 15.86it/s]
 42%|####2     | 330/781 [00:21<00:28, 15.91it/s]
 43%|####2     | 332/781 [00:21<00:28, 15.98it/s]
 43%|####2     | 334/781 [00:21<00:27, 16.00it/s]
 43%|####3     | 336/781 [00:21<00:28, 15.83it/s]
 43%|####3     | 338/781 [00:21<00:28, 15.78it/s]
 44%|####3     | 340/781 [00:21<00:27, 15.78it/s]
 44%|####3     | 342/781 [00:21<00:27, 15.76it/s]
 44%|####4     | 344/781 [00:22<00:27, 15.78it/s]
 44%|####4     | 346/781 [00:22<00:27, 15.74it/s]
 45%|####4     | 348/781 [00:22<00:27, 15.84it/s]
 45%|####4     | 350/781 [00:22<00:27, 15.90it/s]
 45%|####5     | 352/781 [00:22<00:26, 15.99it/s]
 45%|####5     | 354/781 [00:22<00:26, 15.84it/s]
 46%|####5     | 356/781 [00:22<00:27, 15.58it/s]
 46%|####5     | 358/781 [00:22<00:27, 15.66it/s]
 46%|####6     | 360/781 [00:23<00:26, 15.82it/s]
 46%|####6     | 362/781 [00:23<00:26, 15.83it/s]
 47%|####6     | 364/781 [00:23<00:26, 15.96it/s]
 47%|####6     | 366/781 [00:23<00:26, 15.92it/s]
 47%|####7     | 368/781 [00:23<00:25, 16.01it/s]
 47%|####7     | 370/781 [00:23<00:25, 16.08it/s]
 48%|####7     | 372/781 [00:23<00:25, 16.13it/s]
 48%|####7     | 374/781 [00:23<00:25, 16.13it/s]
 48%|####8     | 376/781 [00:24<00:25, 16.15it/s]
 48%|####8     | 378/781 [00:24<00:24, 16.20it/s]
 49%|####8     | 380/781 [00:24<00:24, 16.23it/s]
 49%|####8     | 382/781 [00:24<00:24, 16.25it/s]
 49%|####9     | 384/781 [00:24<00:24, 16.22it/s]
 49%|####9     | 386/781 [00:24<00:24, 16.09it/s]
 50%|####9     | 388/781 [00:24<00:24, 16.11it/s]
 50%|####9     | 390/781 [00:24<00:24, 16.02it/s]
 50%|#####     | 392/781 [00:25<00:24, 15.95it/s]
 50%|#####     | 394/781 [00:25<00:24, 15.90it/s]
 51%|#####     | 396/781 [00:25<00:24, 16.00it/s]
 51%|#####     | 398/781 [00:25<00:23, 16.06it/s]
 51%|#####1    | 400/781 [00:25<00:23, 16.01it/s]
 51%|#####1    | 402/781 [00:25<00:23, 16.05it/s]
 52%|#####1    | 404/781 [00:25<00:23, 16.03it/s]
 52%|#####1    | 406/781 [00:25<00:23, 15.94it/s]
 52%|#####2    | 408/781 [00:26<00:23, 15.76it/s]
 52%|#####2    | 410/781 [00:26<00:23, 15.76it/s]
 53%|#####2    | 412/781 [00:26<00:23, 15.77it/s]
 53%|#####3    | 414/781 [00:26<00:23, 15.77it/s]
 53%|#####3    | 416/781 [00:26<00:23, 15.86it/s]
 54%|#####3    | 418/781 [00:26<00:23, 15.67it/s]
 54%|#####3    | 420/781 [00:26<00:23, 15.53it/s]
 54%|#####4    | 422/781 [00:26<00:23, 15.47it/s]
 54%|#####4    | 424/781 [00:27<00:22, 15.64it/s]
 55%|#####4    | 426/781 [00:27<00:22, 15.61it/s]
 55%|#####4    | 428/781 [00:27<00:22, 15.77it/s]
 55%|#####5    | 430/781 [00:27<00:22, 15.81it/s]
 55%|#####5    | 432/781 [00:27<00:21, 15.92it/s]
 56%|#####5    | 434/781 [00:27<00:21, 15.90it/s]
 56%|#####5    | 436/781 [00:27<00:21, 15.82it/s]
 56%|#####6    | 438/781 [00:27<00:21, 15.85it/s]
 56%|#####6    | 440/781 [00:28<00:21, 15.86it/s]
 57%|#####6    | 442/781 [00:28<00:21, 15.72it/s]
 57%|#####6    | 444/781 [00:28<00:21, 15.60it/s]
 57%|#####7    | 446/781 [00:28<00:21, 15.75it/s]
 57%|#####7    | 448/781 [00:28<00:21, 15.74it/s]
 58%|#####7    | 450/781 [00:28<00:21, 15.76it/s]
 58%|#####7    | 452/781 [00:28<00:20, 15.86it/s]
 58%|#####8    | 454/781 [00:29<00:20, 15.76it/s]
 58%|#####8    | 456/781 [00:29<00:20, 15.79it/s]
 59%|#####8    | 458/781 [00:29<00:20, 15.84it/s]
 59%|#####8    | 460/781 [00:29<00:20, 15.79it/s]
 59%|#####9    | 462/781 [00:29<00:20, 15.81it/s]
 59%|#####9    | 464/781 [00:29<00:20, 15.70it/s]
 60%|#####9    | 466/781 [00:29<00:20, 15.55it/s]
 60%|#####9    | 468/781 [00:29<00:20, 15.57it/s]
 60%|######    | 470/781 [00:30<00:19, 15.62it/s]
 60%|######    | 472/781 [00:30<00:19, 15.76it/s]
 61%|######    | 474/781 [00:30<00:19, 15.89it/s]
 61%|######    | 476/781 [00:30<00:19, 15.99it/s]
 61%|######1   | 478/781 [00:30<00:18, 16.06it/s]
 61%|######1   | 480/781 [00:30<00:18, 16.09it/s]
 62%|######1   | 482/781 [00:30<00:18, 16.12it/s]
 62%|######1   | 484/781 [00:30<00:18, 16.04it/s]
 62%|######2   | 486/781 [00:31<00:18, 16.09it/s]
 62%|######2   | 488/781 [00:31<00:18, 16.00it/s]
 63%|######2   | 490/781 [00:31<00:18, 15.98it/s]
 63%|######2   | 492/781 [00:31<00:18, 16.04it/s]
 63%|######3   | 494/781 [00:31<00:17, 15.98it/s]
 64%|######3   | 496/781 [00:31<00:17, 16.00it/s]
 64%|######3   | 498/781 [00:31<00:17, 16.06it/s]
 64%|######4   | 500/781 [00:31<00:17, 15.97it/s]
 64%|######4   | 502/781 [00:32<00:17, 15.84it/s]
 65%|######4   | 504/781 [00:32<00:17, 15.93it/s]
 65%|######4   | 506/781 [00:32<00:17, 15.90it/s]
 65%|######5   | 508/781 [00:32<00:17, 15.87it/s]
 65%|######5   | 510/781 [00:32<00:17, 15.87it/s]
 66%|######5   | 512/781 [00:32<00:16, 15.85it/s]
 66%|######5   | 514/781 [00:32<00:16, 15.94it/s]
 66%|######6   | 516/781 [00:32<00:16, 16.02it/s]
 66%|######6   | 518/781 [00:33<00:16, 15.97it/s]
 67%|######6   | 520/781 [00:33<00:27,  9.61it/s]
 67%|######6   | 522/781 [00:33<00:23, 10.91it/s]
 67%|######7   | 524/781 [00:33<00:21, 11.99it/s]
 67%|######7   | 526/781 [00:33<00:19, 12.91it/s]
 68%|######7   | 528/781 [00:33<00:18, 13.63it/s]
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=======================================================   RESTART [10-08 09:22:18]   =======================================================







=======================================================   RESTART [10-08 09:22:18]   =======================================================







=======================================================   RESTART [10-08 09:22:18]   =======================================================







=======================================================   RESTART [10-08 09:22:18]   =======================================================
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
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-20241007_182405-7u6cepx5
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run desert-butterfly-181
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/7u6cepx5
/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 0.0339 ms 100.0%
  triton_mm_9 0.0345 ms 98.2%
  triton_mm_8 0.0348 ms 97.6%
  triton_mm_6 0.0361 ms 93.9%
  triton_mm_7 0.0379 ms 89.5%
  triton_mm_16 0.0382 ms 88.8%
  triton_mm_5 0.0383 ms 88.7%
  triton_mm_10 0.0388 ms 87.4%
  triton_mm_12 0.0395 ms 85.9%
  bias_addmm 0.0400 ms 84.7%
SingleProcess AUTOTUNE benchmarking takes 2.3030 seconds and 0.0116 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_31 0.0249 ms 100.0%
  triton_mm_35 0.0256 ms 97.3%
  triton_mm_27 0.0259 ms 96.2%
  triton_mm_30 0.0260 ms 95.8%
  triton_mm_23 0.0263 ms 94.7%
  triton_mm_26 0.0267 ms 93.3%
  triton_mm_20 0.0273 ms 91.3%
  triton_mm_21 0.0273 ms 91.3%
  triton_mm_22 0.0282 ms 88.5%
  bias_addmm 0.0282 ms 88.3%
SingleProcess AUTOTUNE benchmarking takes 2.1129 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2192 ms 100.0%
  triton_mm_53 0.2237 ms 98.0%
  triton_mm_54 0.2536 ms 86.4%
  bias_addmm 0.2546 ms 86.1%
  triton_mm_47 0.2632 ms 83.3%
  triton_mm_49 0.2699 ms 81.2%
  triton_mm_45 0.2734 ms 80.2%
  addmm 0.2762 ms 79.4%
  triton_mm_46 0.3071 ms 71.4%
  triton_mm_50 0.3101 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5991 seconds and 0.0196 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0902 ms 100.0%
  triton_mm_71 0.0907 ms 99.5%
  bias_addmm 0.0968 ms 93.2%
  triton_mm_68 0.0981 ms 92.0%
  triton_mm_66 0.0981 ms 92.0%
  triton_mm_64 0.1005 ms 89.8%
  triton_mm_73 0.1011 ms 89.3%
  addmm 0.1095 ms 82.4%
  triton_mm_65 0.1119 ms 80.7%
  triton_mm_69 0.1132 ms 79.8%
SingleProcess AUTOTUNE benchmarking takes 2.4680 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2722 ms 100.0%
  triton_mm_90 0.2862 ms 95.1%
  triton_mm_91 0.2894 ms 94.1%
  triton_mm_92 0.3306 ms 82.3%
  triton_mm_85 0.3386 ms 80.4%
  triton_mm_87 0.3570 ms 76.3%
  addmm 0.3595 ms 75.7%
  triton_mm_83 0.3600 ms 75.6%
  triton_mm_84 0.3972 ms 68.5%
  triton_mm_88 0.4119 ms 66.1%
SingleProcess AUTOTUNE benchmarking takes 2.6572 seconds and 0.0034 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2838 ms 100.0%
  triton_mm_110 0.2982 ms 95.2%
  triton_mm_109 0.3082 ms 92.1%
  addmm 0.3173 ms 89.4%
  triton_mm_111 0.3198 ms 88.7%
  triton_mm_106 0.3492 ms 81.3%
  triton_mm_104 0.3519 ms 80.6%
  triton_mm_102 0.3646 ms 77.8%
  triton_mm_105 0.3651 ms 77.7%
  triton_mm_107 0.4010 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.6242 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0154 ms 100.0%
  mm 0.0156 ms 98.6%
  triton_mm_1604 0.0156 ms 98.4%
  triton_mm_1612 0.0167 ms 92.1%
  triton_mm_1603 0.0171 ms 89.9%
  triton_mm_1616 0.0176 ms 87.6%
  triton_mm_1602 0.0177 ms 87.0%
  triton_mm_1601 0.0180 ms 85.6%
  triton_mm_1607 0.0188 ms 81.9%
  triton_mm_1611 0.0190 ms 81.0%
SingleProcess AUTOTUNE benchmarking takes 7.4307 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5367 ms 100.0%
  triton_mm_1634 0.5379 ms 99.8%
  triton_mm_1633 0.5436 ms 98.7%
  triton_mm_1635 0.6076 ms 88.3%
  triton_mm_1628 0.6302 ms 85.2%
  addmm 0.6708 ms 80.0%
  triton_mm_1630 0.6729 ms 79.8%
  triton_mm_1626 0.6986 ms 76.8%
  triton_mm_1631 0.7581 ms 70.8%
  triton_mm_1627 0.7648 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 11.1872 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5027 ms 100.0%
  triton_mm_1671 0.5365 ms 93.7%
  triton_mm_1672 0.5584 ms 90.0%
  triton_mm_1673 0.5792 ms 86.8%
  triton_mm_1666 0.6558 ms 76.6%
  triton_mm_1664 0.6714 ms 74.9%
  triton_mm_1668 0.6728 ms 74.7%
  triton_mm_1669 0.7097 ms 70.8%
  triton_mm_1667 0.7166 ms 70.1%
  triton_mm_1665 0.7291 ms 68.9%
SingleProcess AUTOTUNE benchmarking takes 2.5896 seconds and 0.0042 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2765 ms 100.0%
  triton_mm_1744 0.2791 ms 99.1%
  triton_mm_1743 0.2851 ms 97.0%
  triton_mm_1745 0.2868 ms 96.4%
  triton_mm_1738 0.3338 ms 82.9%
  triton_mm_1736 0.3364 ms 82.2%
  triton_mm_1740 0.3493 ms 79.2%
  triton_mm_1739 0.3644 ms 75.9%
  triton_mm_1741 0.3822 ms 72.4%
  triton_mm_1737 0.3891 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 9.5999 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0117 ms 100.0%
  triton_mm_1697 0.0118 ms 99.5%
  triton_mm_1699 0.0118 ms 99.5%
  triton_mm_1700 0.0119 ms 98.4%
  triton_mm_1702 0.0119 ms 98.4%
  triton_mm_1696 0.0120 ms 97.9%
  triton_mm_1701 0.0120 ms 97.9%
  triton_mm_1706 0.0122 ms 95.8%
  triton_mm_1695 0.0124 ms 94.1%
  triton_mm_1693 0.0126 ms 92.9%
SingleProcess AUTOTUNE benchmarking takes 2.0252 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0169 ms 100.0%
  triton_mm_1682 0.0174 ms 97.0%
  mm 0.0191 ms 88.1%
  triton_mm_1686 0.0215 ms 78.5%
  triton_mm_1677 0.0222 ms 75.9%
  triton_mm_1690 0.0232 ms 72.7%
  triton_mm_1676 0.0244 ms 69.1%
  triton_mm_1681 0.0250 ms 67.4%
  triton_mm_1685 0.0268 ms 63.0%
  triton_mm_1675 0.0268 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.0527 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5174 ms 100.0%
  triton_mm_1652 0.5472 ms 94.6%
  triton_mm_1653 0.5644 ms 91.7%
  triton_mm_1654 0.5783 ms 89.5%
  triton_mm_1649 0.6559 ms 78.9%
  triton_mm_1647 0.6604 ms 78.3%
  triton_mm_1645 0.6675 ms 77.5%
  triton_mm_1648 0.6877 ms 75.2%
  triton_mm_1646 0.7143 ms 72.4%
  triton_mm_1650 0.7241 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5955 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2688 ms 100.0%
  mm 0.2691 ms 99.9%
  triton_mm_1725 0.2727 ms 98.6%
  triton_mm_1726 0.3112 ms 86.4%
  triton_mm_1717 0.3314 ms 81.1%
  triton_mm_1719 0.3355 ms 80.1%
  triton_mm_1721 0.3399 ms 79.1%
  triton_mm_1718 0.3560 ms 75.5%
  triton_mm_1722 0.3798 ms 70.8%
  triton_mm_1720 0.4239 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.5061 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2136 ms 100.0%
  triton_mm_1839 0.2149 ms 99.4%
  triton_mm_1838 0.2197 ms 97.2%
  triton_mm_1840 0.2331 ms 91.6%
  triton_mm_1835 0.2441 ms 87.5%
  triton_mm_1833 0.2492 ms 85.7%
  triton_mm_1831 0.2497 ms 85.5%
  triton_mm_1832 0.2787 ms 76.6%
  triton_mm_1834 0.2822 ms 75.7%
  triton_mm_1836 0.2849 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 9.8308 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2794 ms 100.0%
  triton_mm_1781 0.2796 ms 99.9%
  triton_mm_1782 0.2853 ms 97.9%
  triton_mm_1783 0.2894 ms 96.5%
  triton_mm_1778 0.3346 ms 83.5%
  triton_mm_1774 0.3424 ms 81.6%
  triton_mm_1776 0.3464 ms 80.6%
  triton_mm_1777 0.3742 ms 74.7%
  triton_mm_1779 0.3803 ms 73.5%
  triton_mm_1775 0.3901 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5136 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2152 ms 100.0%
  triton_mm_1857 0.2696 ms 79.8%
  triton_mm_1852 0.2711 ms 79.4%
  triton_mm_1854 0.2747 ms 78.3%
  triton_mm_1850 0.2763 ms 77.9%
  triton_mm_1858 0.2764 ms 77.9%
  triton_mm_1859 0.2793 ms 77.0%
  triton_mm_1853 0.3023 ms 71.2%
  triton_mm_1855 0.3136 ms 68.6%
  triton_mm_1851 0.3200 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 9.8873 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_1821 0.0996 ms 97.2%
  triton_mm_1814 0.1043 ms 92.9%
  triton_mm_1820 0.1081 ms 89.6%
  triton_mm_1811 0.1188 ms 81.5%
  triton_mm_1812 0.1194 ms 81.1%
  triton_mm_1816 0.1198 ms 80.8%
  triton_mm_1819 0.1216 ms 79.7%
  triton_mm_1815 0.1265 ms 76.5%
  triton_mm_1817 0.1312 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.3932 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2898 ms 100.0%
  triton_mm_1762 0.2908 ms 99.6%
  triton_mm_1763 0.2996 ms 96.7%
  triton_mm_1764 0.3076 ms 94.2%
  triton_mm_1759 0.3328 ms 87.1%
  triton_mm_1757 0.3400 ms 85.2%
  triton_mm_1755 0.3419 ms 84.7%
  triton_mm_1758 0.3579 ms 81.0%
  triton_mm_1756 0.3779 ms 76.7%
  triton_mm_1760 0.3839 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.5121 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0834 ms 100.0%
  mm 0.0845 ms 98.7%
  triton_mm_1800 0.0847 ms 98.5%
  triton_mm_1797 0.0918 ms 90.8%
  triton_mm_1793 0.0940 ms 88.7%
  triton_mm_1802 0.0943 ms 88.5%
  triton_mm_1795 0.0947 ms 88.1%
  triton_mm_1794 0.1011 ms 82.5%
  triton_mm_1798 0.1060 ms 78.7%
  triton_mm_1796 0.1238 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.3686 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2660 ms 100.0%
  triton_mm_1910 0.2677 ms 99.3%
  triton_mm_1911 0.2717 ms 97.9%
  triton_mm_1912 0.3114 ms 85.4%
  triton_mm_1903 0.3298 ms 80.7%
  triton_mm_1905 0.3339 ms 79.7%
  triton_mm_1907 0.3361 ms 79.1%
  triton_mm_1904 0.3517 ms 75.6%
  triton_mm_1908 0.3806 ms 69.9%
  triton_mm_1906 0.4227 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.5006 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2869 ms 100.0%
  triton_mm_1948 0.2897 ms 99.0%
  triton_mm_1949 0.2982 ms 96.2%
  triton_mm_1950 0.3076 ms 93.3%
  triton_mm_1945 0.3295 ms 87.1%
  triton_mm_1941 0.3396 ms 84.5%
  triton_mm_1943 0.3400 ms 84.4%
  triton_mm_1944 0.3594 ms 79.8%
  triton_mm_1942 0.3770 ms 76.1%
  triton_mm_1946 0.3839 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.5107 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1884 0.0185 ms 100.0%
  triton_mm_1890 0.0187 ms 99.1%
  triton_mm_1887 0.0189 ms 98.1%
  triton_mm_1883 0.0194 ms 95.4%
  triton_mm_1885 0.0195 ms 94.9%
  triton_mm_1888 0.0201 ms 92.3%
  triton_mm_1881 0.0202 ms 91.9%
  triton_mm_1886 0.0202 ms 91.9%
  triton_mm_1891 0.0204 ms 90.8%
  triton_mm_1889 0.0205 ms 90.3%
SingleProcess AUTOTUNE benchmarking takes 5.6527 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2767 ms 100.0%
  triton_mm_1930 0.2861 ms 96.7%
  triton_mm_1929 0.2889 ms 95.8%
  triton_mm_1931 0.2933 ms 94.3%
  triton_mm_1924 0.3416 ms 81.0%
  triton_mm_1922 0.3488 ms 79.3%
  triton_mm_1926 0.3553 ms 77.9%
  triton_mm_1925 0.3680 ms 75.2%
  triton_mm_1927 0.3906 ms 70.8%
  triton_mm_1923 0.3933 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.5123 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2803 ms 100.0%
  triton_mm_1967 0.2816 ms 99.5%
  triton_mm_1968 0.2872 ms 97.6%
  triton_mm_1969 0.2930 ms 95.7%
  triton_mm_1964 0.3365 ms 83.3%
  triton_mm_1960 0.3372 ms 83.1%
  triton_mm_1962 0.3473 ms 80.7%
  triton_mm_1963 0.3749 ms 74.8%
  triton_mm_1965 0.3807 ms 73.6%
  triton_mm_1961 0.3922 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5016 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0292 ms 100.0%
  mm 0.0292 ms 99.9%
  triton_mm_1868 0.0320 ms 91.2%
  triton_mm_1872 0.0405 ms 72.0%
  triton_mm_1863 0.0515 ms 56.6%
  triton_mm_1876 0.0521 ms 56.0%
  triton_mm_1862 0.0552 ms 52.8%
  triton_mm_1867 0.0602 ms 48.5%
  triton_mm_1871 0.0628 ms 46.5%
  triton_mm_1861 0.0655 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0336 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2161 ms 100.0%
  triton_mm_2043 0.2712 ms 79.7%
  triton_mm_2038 0.2744 ms 78.7%
  triton_mm_2040 0.2747 ms 78.7%
  triton_mm_2044 0.2776 ms 77.8%
  triton_mm_2036 0.2806 ms 77.0%
  triton_mm_2045 0.2821 ms 76.6%
  triton_mm_2039 0.3054 ms 70.7%
  triton_mm_2041 0.3142 ms 68.8%
  triton_mm_2037 0.3235 ms 66.8%
SingleProcess AUTOTUNE benchmarking takes 2.4786 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2007 0.0996 ms 100.0%
  mm 0.1012 ms 98.4%
  triton_mm_2000 0.1047 ms 95.1%
  triton_mm_2006 0.1082 ms 92.0%
  triton_mm_1997 0.1181 ms 84.3%
  triton_mm_1998 0.1198 ms 83.1%
  triton_mm_2002 0.1210 ms 82.3%
  triton_mm_2005 0.1243 ms 80.1%
  triton_mm_2001 0.1266 ms 78.6%
  triton_mm_2003 0.1315 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.3756 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0839 ms 100.0%
  triton_mm_1987 0.0844 ms 99.5%
  triton_mm_1986 0.0847 ms 99.0%
  triton_mm_1983 0.0926 ms 90.6%
  triton_mm_1979 0.0940 ms 89.2%
  triton_mm_1988 0.0942 ms 89.1%
  triton_mm_1981 0.0956 ms 87.8%
  triton_mm_1980 0.1020 ms 82.2%
  triton_mm_1984 0.1059 ms 79.2%
  triton_mm_1982 0.1226 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 3.3169 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2156 ms 100.0%
  triton_mm_2025 0.2183 ms 98.8%
  triton_mm_2024 0.2218 ms 97.2%
  triton_mm_2026 0.2381 ms 90.6%
  triton_mm_2021 0.2478 ms 87.0%
  triton_mm_2017 0.2543 ms 84.8%
  triton_mm_2019 0.2574 ms 83.8%
  triton_mm_2018 0.2810 ms 76.7%
  triton_mm_2020 0.2850 ms 75.7%
  triton_mm_2022 0.2898 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4754 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2653 ms 100.0%
  triton_mm_2096 0.2683 ms 98.9%
  triton_mm_2097 0.2705 ms 98.1%
  triton_mm_2098 0.3110 ms 85.3%
  triton_mm_2089 0.3323 ms 79.8%
  triton_mm_2091 0.3360 ms 79.0%
  triton_mm_2093 0.3391 ms 78.2%
  triton_mm_2090 0.3560 ms 74.5%
  triton_mm_2094 0.3772 ms 70.3%
  triton_mm_2092 0.4235 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 2.5092 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2895 ms 100.0%
  triton_mm_2134 0.2911 ms 99.4%
  triton_mm_2135 0.2994 ms 96.7%
  triton_mm_2136 0.3097 ms 93.5%
  triton_mm_2131 0.3325 ms 87.1%
  triton_mm_2129 0.3339 ms 86.7%
  triton_mm_2127 0.3400 ms 85.1%
  triton_mm_2130 0.3577 ms 80.9%
  triton_mm_2128 0.3795 ms 76.3%
  triton_mm_2132 0.3828 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.5151 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2070 0.0185 ms 100.0%
  triton_mm_2073 0.0189 ms 97.8%
  triton_mm_2074 0.0193 ms 96.0%
  triton_mm_2069 0.0195 ms 94.9%
  triton_mm_2071 0.0195 ms 94.9%
  triton_mm_2076 0.0198 ms 93.5%
  triton_mm_2075 0.0198 ms 93.4%
  triton_mm_2078 0.0201 ms 92.2%
  triton_mm_2072 0.0201 ms 92.0%
  triton_mm_2067 0.0201 ms 91.9%
SingleProcess AUTOTUNE benchmarking takes 2.0225 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2164 ms 100.0%
  triton_mm_2229 0.2702 ms 80.1%
  triton_mm_2224 0.2752 ms 78.6%
  triton_mm_2230 0.2769 ms 78.1%
  triton_mm_2226 0.2793 ms 77.5%
  triton_mm_2222 0.2796 ms 77.4%
  triton_mm_2231 0.2799 ms 77.3%
  triton_mm_2225 0.3050 ms 71.0%
  triton_mm_2227 0.3172 ms 68.2%
  triton_mm_2223 0.3235 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.4860 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2193 0.0986 ms 100.0%
  mm 0.1017 ms 96.9%
  triton_mm_2186 0.1057 ms 93.3%
  triton_mm_2192 0.1093 ms 90.2%
  triton_mm_2183 0.1182 ms 83.4%
  triton_mm_2184 0.1197 ms 82.3%
  triton_mm_2188 0.1210 ms 81.5%
  triton_mm_2191 0.1244 ms 79.2%
  triton_mm_2187 0.1266 ms 77.9%
  triton_mm_2189 0.1314 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.3818 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_2173 0.0844 ms 98.5%
  triton_mm_2172 0.0848 ms 98.1%
  triton_mm_2169 0.0918 ms 90.5%
  triton_mm_2165 0.0941 ms 88.3%
  triton_mm_2174 0.0941 ms 88.3%
  triton_mm_2167 0.0948 ms 87.7%
  triton_mm_2166 0.1014 ms 82.0%
  triton_mm_2170 0.1061 ms 78.4%
  triton_mm_2168 0.1235 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.3589 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2151 ms 100.0%
  triton_mm_2211 0.2157 ms 99.7%
  triton_mm_2210 0.2224 ms 96.7%
  triton_mm_2212 0.2341 ms 91.9%
  triton_mm_2207 0.2479 ms 86.7%
  triton_mm_2203 0.2542 ms 84.6%
  triton_mm_2205 0.2566 ms 83.8%
  triton_mm_2204 0.2838 ms 75.8%
  triton_mm_2206 0.2845 ms 75.6%
  triton_mm_2208 0.2871 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.4700 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2648 ms 100.0%
  triton_mm_2282 0.2684 ms 98.7%
  triton_mm_2283 0.2693 ms 98.3%
  triton_mm_2284 0.3102 ms 85.4%
  triton_mm_2275 0.3315 ms 79.9%
  triton_mm_2277 0.3341 ms 79.3%
  triton_mm_2279 0.3395 ms 78.0%
  triton_mm_2276 0.3574 ms 74.1%
  triton_mm_2280 0.3785 ms 70.0%
  triton_mm_2278 0.4229 ms 62.6%
SingleProcess AUTOTUNE benchmarking takes 2.5041 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2870 ms 100.0%
  triton_mm_2320 0.2894 ms 99.2%
  triton_mm_2321 0.2991 ms 96.0%
  triton_mm_2322 0.3085 ms 93.0%
  triton_mm_2317 0.3300 ms 87.0%
  triton_mm_2315 0.3396 ms 84.5%
  triton_mm_2313 0.3418 ms 84.0%
  triton_mm_2316 0.3574 ms 80.3%
  triton_mm_2314 0.3779 ms 76.0%
  triton_mm_2318 0.3826 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5079 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2255 0.0186 ms 100.0%
  triton_mm_2257 0.0186 ms 100.0%
  triton_mm_2259 0.0189 ms 98.6%
  triton_mm_2260 0.0193 ms 96.7%
  triton_mm_2256 0.0197 ms 94.6%
  triton_mm_2262 0.0198 ms 94.2%
  triton_mm_2261 0.0198 ms 94.0%
  triton_mm_2258 0.0201 ms 92.8%
  triton_mm_2254 0.0210 ms 88.9%
  triton_mm_2264 0.0210 ms 88.6%
SingleProcess AUTOTUNE benchmarking takes 2.0120 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2152 ms 100.0%
  triton_mm_2415 0.2703 ms 79.6%
  triton_mm_2410 0.2736 ms 78.7%
  triton_mm_2416 0.2767 ms 77.8%
  triton_mm_2412 0.2776 ms 77.5%
  triton_mm_2408 0.2787 ms 77.2%
  triton_mm_2417 0.2800 ms 76.9%
  triton_mm_2411 0.3060 ms 70.3%
  triton_mm_2413 0.3171 ms 67.9%
  triton_mm_2409 0.3212 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.4839 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2379 0.0998 ms 100.0%
  mm 0.1012 ms 98.6%
  triton_mm_2372 0.1047 ms 95.3%
  triton_mm_2378 0.1083 ms 92.1%
  triton_mm_2369 0.1182 ms 84.4%
  triton_mm_2370 0.1207 ms 82.7%
  triton_mm_2374 0.1219 ms 81.9%
  triton_mm_2377 0.1236 ms 80.7%
  triton_mm_2373 0.1266 ms 78.8%
  triton_mm_2375 0.1304 ms 76.5%
SingleProcess AUTOTUNE benchmarking takes 2.3839 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2359 0.0835 ms 99.6%
  triton_mm_2358 0.0856 ms 97.2%
  triton_mm_2355 0.0928 ms 89.6%
  triton_mm_2360 0.0942 ms 88.3%
  triton_mm_2351 0.0950 ms 87.6%
  triton_mm_2353 0.0957 ms 86.9%
  triton_mm_2352 0.1023 ms 81.3%
  triton_mm_2356 0.1050 ms 79.2%
  triton_mm_2354 0.1227 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.3583 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2157 ms 100.0%
  triton_mm_2397 0.2171 ms 99.4%
  triton_mm_2396 0.2215 ms 97.4%
  triton_mm_2398 0.2362 ms 91.3%
  triton_mm_2393 0.2472 ms 87.3%
  triton_mm_2389 0.2539 ms 85.0%
  triton_mm_2391 0.2547 ms 84.7%
  triton_mm_2390 0.2814 ms 76.6%
  triton_mm_2392 0.2855 ms 75.5%
  triton_mm_2394 0.2895 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4742 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2658 ms 100.0%
  triton_mm_2468 0.2687 ms 98.9%
  triton_mm_2469 0.2723 ms 97.6%
  triton_mm_2470 0.3097 ms 85.8%
  triton_mm_2461 0.3322 ms 80.0%
  triton_mm_2463 0.3334 ms 79.7%
  triton_mm_2465 0.3374 ms 78.8%
  triton_mm_2462 0.3559 ms 74.7%
  triton_mm_2466 0.3770 ms 70.5%
  triton_mm_2464 0.4194 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.5078 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2871 ms 100.0%
  triton_mm_2506 0.2903 ms 98.9%
  triton_mm_2507 0.2991 ms 96.0%
  triton_mm_2508 0.3102 ms 92.6%
  triton_mm_2503 0.3312 ms 86.7%
  triton_mm_2499 0.3386 ms 84.8%
  triton_mm_2501 0.3402 ms 84.4%
  triton_mm_2502 0.3577 ms 80.3%
  triton_mm_2500 0.3766 ms 76.2%
  triton_mm_2504 0.3868 ms 74.2%
SingleProcess AUTOTUNE benchmarking takes 2.5096 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2442 0.0185 ms 100.0%
  triton_mm_2448 0.0187 ms 99.1%
  triton_mm_2443 0.0195 ms 94.9%
  triton_mm_2441 0.0195 ms 94.8%
  triton_mm_2445 0.0199 ms 92.9%
  triton_mm_2444 0.0201 ms 92.1%
  triton_mm_2446 0.0202 ms 91.8%
  triton_mm_2449 0.0204 ms 91.0%
  triton_mm_2447 0.0205 ms 90.5%
  triton_mm_2440 0.0210 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.0253 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0982 ms 100.0%
  triton_mm_2565 0.0986 ms 99.5%
  triton_mm_2558 0.1046 ms 93.9%
  triton_mm_2564 0.1092 ms 89.9%
  triton_mm_2555 0.1189 ms 82.6%
  triton_mm_2560 0.1203 ms 81.6%
  triton_mm_2556 0.1204 ms 81.6%
  triton_mm_2563 0.1228 ms 79.9%
  triton_mm_2559 0.1265 ms 77.6%
  triton_mm_2561 0.1313 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.3873 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2545 0.0836 ms 100.0%
  mm 0.0846 ms 98.8%
  triton_mm_2544 0.0861 ms 97.1%
  triton_mm_2541 0.0920 ms 90.9%
  triton_mm_2537 0.0940 ms 88.9%
  triton_mm_2546 0.0945 ms 88.5%
  triton_mm_2539 0.0948 ms 88.2%
  triton_mm_2538 0.1012 ms 82.6%
  triton_mm_2542 0.1051 ms 79.5%
  triton_mm_2540 0.1240 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.3706 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2145 ms 100.0%
  triton_mm_2583 0.2159 ms 99.4%
  triton_mm_2582 0.2220 ms 96.6%
  triton_mm_2584 0.2321 ms 92.4%
  triton_mm_2579 0.2465 ms 87.0%
  triton_mm_2575 0.2547 ms 84.2%
  triton_mm_2577 0.2556 ms 83.9%
  triton_mm_2578 0.2841 ms 75.5%
  triton_mm_2576 0.2842 ms 75.5%
  triton_mm_2580 0.2880 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4735 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2661 ms 100.0%
  triton_mm_2654 0.2670 ms 99.7%
  triton_mm_2655 0.2689 ms 99.0%
  triton_mm_2656 0.3092 ms 86.1%
  triton_mm_2647 0.3291 ms 80.9%
  triton_mm_2649 0.3347 ms 79.5%
  triton_mm_2651 0.3357 ms 79.3%
  triton_mm_2648 0.3546 ms 75.0%
  triton_mm_2652 0.3782 ms 70.4%
  triton_mm_2650 0.4186 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.5145 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2888 ms 100.0%
  triton_mm_2692 0.2911 ms 99.2%
  triton_mm_2693 0.2987 ms 96.7%
  triton_mm_2694 0.3071 ms 94.1%
  triton_mm_2689 0.3324 ms 86.9%
  triton_mm_2687 0.3391 ms 85.2%
  triton_mm_2685 0.3394 ms 85.1%
  triton_mm_2688 0.3588 ms 80.5%
  triton_mm_2686 0.3779 ms 76.4%
  triton_mm_2690 0.3840 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5122 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2627 0.0186 ms 100.0%
  triton_mm_2634 0.0187 ms 99.5%
  triton_mm_2629 0.0195 ms 95.2%
  triton_mm_2628 0.0196 ms 94.6%
  triton_mm_2631 0.0199 ms 93.4%
  triton_mm_2632 0.0201 ms 92.5%
  triton_mm_2630 0.0202 ms 92.1%
  triton_mm_2637 0.0204 ms 91.1%
  triton_mm_2633 0.0204 ms 90.9%
  triton_mm_2626 0.0209 ms 88.8%
SingleProcess AUTOTUNE benchmarking takes 2.0259 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_2731 0.0845 ms 98.4%
  triton_mm_2730 0.0848 ms 98.0%
  triton_mm_2727 0.0919 ms 90.5%
  triton_mm_2723 0.0942 ms 88.2%
  triton_mm_2725 0.0949 ms 87.6%
  triton_mm_2732 0.0954 ms 87.2%
  triton_mm_2724 0.1014 ms 82.0%
  triton_mm_2728 0.1061 ms 78.4%
  triton_mm_2726 0.1239 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.3729 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2153 ms 100.0%
  triton_mm_2769 0.2167 ms 99.3%
  triton_mm_2768 0.2219 ms 97.0%
  triton_mm_2770 0.2359 ms 91.3%
  triton_mm_2765 0.2471 ms 87.1%
  triton_mm_2763 0.2557 ms 84.2%
  triton_mm_2761 0.2568 ms 83.8%
  triton_mm_2762 0.2835 ms 75.9%
  triton_mm_2764 0.2840 ms 75.8%
  triton_mm_2766 0.2872 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.4857 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2917 0.0836 ms 100.0%
  mm 0.0840 ms 99.5%
  triton_mm_2916 0.0848 ms 98.6%
  triton_mm_2913 0.0929 ms 90.0%
  triton_mm_2909 0.0942 ms 88.8%
  triton_mm_2918 0.0946 ms 88.4%
  triton_mm_2911 0.0959 ms 87.1%
  triton_mm_2910 0.1024 ms 81.6%
  triton_mm_2914 0.1061 ms 78.8%
  triton_mm_2912 0.1232 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.3689 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2149 ms 100.0%
  triton_mm_2955 0.2155 ms 99.7%
  triton_mm_2954 0.2225 ms 96.6%
  triton_mm_2956 0.2345 ms 91.7%
  triton_mm_2951 0.2466 ms 87.1%
  triton_mm_2947 0.2528 ms 85.0%
  triton_mm_2949 0.2534 ms 84.8%
  triton_mm_2950 0.2832 ms 75.9%
  triton_mm_2948 0.2833 ms 75.9%
  triton_mm_2952 0.2875 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.4772 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0831 ms 100.0%
  triton_mm_3103 0.0845 ms 98.3%
  triton_mm_3102 0.0847 ms 98.1%
  triton_mm_3099 0.0926 ms 89.8%
  triton_mm_3095 0.0941 ms 88.3%
  triton_mm_3104 0.0953 ms 87.3%
  triton_mm_3097 0.0958 ms 86.8%
  triton_mm_3096 0.1024 ms 81.2%
  triton_mm_3100 0.1058 ms 78.6%
  triton_mm_3098 0.1231 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.3811 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2139 ms 100.0%
  triton_mm_3141 0.2157 ms 99.2%
  triton_mm_3140 0.2212 ms 96.7%
  triton_mm_3142 0.2367 ms 90.3%
  triton_mm_3137 0.2454 ms 87.2%
  triton_mm_3133 0.2515 ms 85.0%
  triton_mm_3135 0.2521 ms 84.8%
  triton_mm_3134 0.2811 ms 76.1%
  triton_mm_3136 0.2846 ms 75.1%
  triton_mm_3138 0.2892 ms 74.0%
SingleProcess AUTOTUNE benchmarking takes 2.4776 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0314 ms 100.0%
  triton_mm_4874 0.0443 ms 70.9%
  triton_mm_4878 0.0481 ms 65.2%
  triton_mm_4882 0.0494 ms 63.5%
  triton_mm_4872 0.0598 ms 52.5%
  triton_mm_4873 0.0632 ms 49.7%
  triton_mm_4881 0.0680 ms 46.1%
  triton_mm_4877 0.0715 ms 43.9%
  triton_mm_4871 0.0736 ms 42.7%
  triton_mm_4880 0.0772 ms 40.7%
SingleProcess AUTOTUNE benchmarking takes 7.6034 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 0.0338 ms 100.0%
  triton_mm_13 0.0348 ms 97.0%
  triton_mm_8 0.0360 ms 93.7%
  triton_mm_6 0.0372 ms 90.8%
  triton_mm_5 0.0373 ms 90.5%
  triton_mm_16 0.0381 ms 88.5%
  triton_mm_7 0.0387 ms 87.2%
  triton_mm_10 0.0389 ms 86.7%
  triton_mm_14 0.0392 ms 86.1%
  triton_mm_12 0.0398 ms 84.8%
SingleProcess AUTOTUNE benchmarking takes 2.3033 seconds and 0.0129 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_31 0.0251 ms 100.0%
  triton_mm_27 0.0256 ms 98.2%
  triton_mm_35 0.0258 ms 97.3%
  triton_mm_23 0.0265 ms 94.8%
  triton_mm_30 0.0266 ms 94.6%
  triton_mm_26 0.0267 ms 94.1%
  triton_mm_21 0.0274 ms 91.7%
  triton_mm_20 0.0275 ms 91.4%
  triton_mm_22 0.0284 ms 88.6%
  bias_addmm 0.0285 ms 88.2%
SingleProcess AUTOTUNE benchmarking takes 2.1081 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2132 ms 100.0%
  triton_mm_53 0.2207 ms 96.6%
  triton_mm_54 0.2521 ms 84.6%
  bias_addmm 0.2522 ms 84.5%
  triton_mm_47 0.2554 ms 83.5%
  triton_mm_49 0.2630 ms 81.0%
  triton_mm_45 0.2673 ms 79.7%
  addmm 0.2708 ms 78.7%
  triton_mm_46 0.3019 ms 70.6%
  triton_mm_50 0.3026 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.6052 seconds and 0.0214 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_71 0.0909 ms 100.0%
  triton_mm_72 0.0909 ms 100.0%
  bias_addmm 0.0971 ms 93.6%
  triton_mm_66 0.0979 ms 92.9%
  triton_mm_68 0.0983 ms 92.5%
  triton_mm_64 0.1008 ms 90.2%
  triton_mm_73 0.1015 ms 89.6%
  addmm 0.1100 ms 82.6%
  triton_mm_65 0.1114 ms 81.6%
  triton_mm_69 0.1128 ms 80.6%
SingleProcess AUTOTUNE benchmarking takes 2.4705 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2707 ms 100.0%
  triton_mm_90 0.2841 ms 95.3%
  triton_mm_91 0.2853 ms 94.9%
  triton_mm_92 0.3296 ms 82.1%
  triton_mm_85 0.3306 ms 81.9%
  triton_mm_83 0.3525 ms 76.8%
  triton_mm_87 0.3569 ms 75.8%
  addmm 0.3571 ms 75.8%
  triton_mm_84 0.3936 ms 68.8%
  triton_mm_88 0.4029 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.7406 seconds and 0.0068 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2809 ms 100.0%
  triton_mm_110 0.2927 ms 96.0%
  triton_mm_109 0.3051 ms 92.1%
  triton_mm_111 0.3145 ms 89.3%
  addmm 0.3148 ms 89.2%
  triton_mm_106 0.3482 ms 80.7%
  triton_mm_104 0.3520 ms 79.8%
  triton_mm_102 0.3609 ms 77.8%
  triton_mm_105 0.3611 ms 77.8%
  triton_mm_107 0.3980 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6321 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_124 0.0252 ms 100.0%
  triton_mm_116 0.0255 ms 98.6%
  triton_mm_128 0.0258 ms 97.8%
  triton_mm_120 0.0258 ms 97.5%
  triton_mm_123 0.0265 ms 95.0%
  triton_mm_113 0.0265 ms 94.9%
  triton_mm_119 0.0265 ms 94.9%
  triton_mm_115 0.0275 ms 91.7%
  bias_addmm 0.0277 ms 90.9%
  triton_mm_114 0.0281 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 2.0983 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2738 ms 100.0%
  triton_mm_183 0.2864 ms 95.6%
  triton_mm_184 0.2882 ms 95.0%
  triton_mm_185 0.3293 ms 83.1%
  triton_mm_178 0.3346 ms 81.8%
  triton_mm_180 0.3546 ms 77.2%
  addmm 0.3582 ms 76.4%
  triton_mm_176 0.3582 ms 76.4%
  triton_mm_177 0.3962 ms 69.1%
  triton_mm_181 0.4052 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.6354 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2850 ms 100.0%
  triton_mm_203 0.2964 ms 96.2%
  triton_mm_202 0.3067 ms 92.9%
  triton_mm_204 0.3181 ms 89.6%
  addmm 0.3198 ms 89.1%
  triton_mm_199 0.3474 ms 82.0%
  triton_mm_197 0.3480 ms 81.9%
  triton_mm_198 0.3602 ms 79.1%
  triton_mm_195 0.3646 ms 78.2%
  triton_mm_200 0.3975 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6378 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2741 ms 100.0%
  triton_mm_276 0.2858 ms 95.9%
  triton_mm_277 0.2869 ms 95.5%
  triton_mm_278 0.3305 ms 82.9%
  triton_mm_271 0.3365 ms 81.5%
  addmm 0.3560 ms 77.0%
  triton_mm_273 0.3563 ms 76.9%
  triton_mm_269 0.3563 ms 76.9%
  triton_mm_270 0.3980 ms 68.9%
  triton_mm_274 0.4059 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.6339 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2827 ms 100.0%
  triton_mm_296 0.2946 ms 96.0%
  triton_mm_295 0.3046 ms 92.8%
  triton_mm_297 0.3144 ms 89.9%
  addmm 0.3154 ms 89.7%
  triton_mm_290 0.3481 ms 81.2%
  triton_mm_292 0.3506 ms 80.6%
  triton_mm_291 0.3614 ms 78.2%
  triton_mm_288 0.3645 ms 77.6%
  triton_mm_293 0.3971 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6281 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2738 ms 100.0%
  triton_mm_369 0.2863 ms 95.6%
  triton_mm_370 0.2916 ms 93.9%
  triton_mm_371 0.3309 ms 82.7%
  triton_mm_364 0.3354 ms 81.6%
  triton_mm_366 0.3560 ms 76.9%
  triton_mm_362 0.3566 ms 76.8%
  addmm 0.3628 ms 75.5%
  triton_mm_363 0.3961 ms 69.1%
  triton_mm_367 0.4058 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.6367 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2847 ms 100.0%
  triton_mm_389 0.2947 ms 96.6%
  triton_mm_388 0.3042 ms 93.6%
  triton_mm_390 0.3158 ms 90.2%
  addmm 0.3165 ms 90.0%
  triton_mm_383 0.3488 ms 81.6%
  triton_mm_385 0.3499 ms 81.4%
  triton_mm_381 0.3612 ms 78.8%
  triton_mm_384 0.3644 ms 78.1%
  triton_mm_386 0.3971 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6456 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_403 0.0252 ms 100.0%
  triton_mm_395 0.0256 ms 98.6%
  triton_mm_399 0.0258 ms 97.7%
  triton_mm_407 0.0259 ms 97.5%
  triton_mm_402 0.0265 ms 95.2%
  triton_mm_398 0.0268 ms 94.1%
  triton_mm_393 0.0273 ms 92.5%
  triton_mm_392 0.0276 ms 91.5%
  triton_mm_394 0.0283 ms 89.1%
  bias_addmm 0.0284 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 2.1104 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2804 ms 100.0%
  triton_mm_482 0.2965 ms 94.6%
  triton_mm_481 0.3052 ms 91.9%
  addmm 0.3141 ms 89.3%
  triton_mm_483 0.3156 ms 88.8%
  triton_mm_476 0.3445 ms 81.4%
  triton_mm_478 0.3467 ms 80.9%
  triton_mm_477 0.3620 ms 77.5%
  triton_mm_474 0.3657 ms 76.7%
  triton_mm_479 0.3975 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.6325 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_500 0.0249 ms 100.0%
  triton_mm_492 0.0249 ms 99.7%
  triton_mm_496 0.0252 ms 98.7%
  triton_mm_491 0.0257 ms 96.6%
  triton_mm_488 0.0264 ms 94.2%
  triton_mm_495 0.0265 ms 93.8%
  triton_mm_486 0.0272 ms 91.3%
  triton_mm_485 0.0274 ms 90.6%
  bias_addmm 0.0276 ms 89.9%
  triton_mm_487 0.0283 ms 88.0%
SingleProcess AUTOTUNE benchmarking takes 2.0903 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2805 ms 100.0%
  triton_mm_575 0.2979 ms 94.2%
  triton_mm_574 0.3062 ms 91.6%
  addmm 0.3154 ms 89.0%
  triton_mm_576 0.3178 ms 88.3%
  triton_mm_571 0.3482 ms 80.6%
  triton_mm_569 0.3483 ms 80.6%
  triton_mm_567 0.3607 ms 77.8%
  triton_mm_570 0.3617 ms 77.6%
  triton_mm_572 0.3989 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.6438 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_593 0.0248 ms 100.0%
  triton_mm_581 0.0255 ms 97.2%
  triton_mm_585 0.0257 ms 96.7%
  triton_mm_589 0.0260 ms 95.7%
  triton_mm_588 0.0265 ms 93.8%
  triton_mm_584 0.0266 ms 93.4%
  triton_mm_580 0.0274 ms 90.5%
  triton_mm_578 0.0275 ms 90.4%
  bias_addmm 0.0277 ms 89.7%
  triton_mm_579 0.0281 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.1098 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2810 ms 100.0%
  triton_mm_668 0.2951 ms 95.2%
  triton_mm_667 0.3045 ms 92.3%
  addmm 0.3144 ms 89.4%
  triton_mm_669 0.3157 ms 89.0%
  triton_mm_664 0.3458 ms 81.3%
  triton_mm_662 0.3485 ms 80.6%
  triton_mm_663 0.3617 ms 77.7%
  triton_mm_660 0.3644 ms 77.1%
  triton_mm_665 0.3976 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.6404 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_686 0.0248 ms 100.0%
  triton_mm_674 0.0255 ms 97.3%
  triton_mm_678 0.0258 ms 96.4%
  triton_mm_682 0.0261 ms 95.1%
  triton_mm_681 0.0265 ms 93.7%
  triton_mm_671 0.0265 ms 93.6%
  triton_mm_677 0.0265 ms 93.6%
  triton_mm_673 0.0274 ms 90.5%
  bias_addmm 0.0276 ms 89.8%
  triton_mm_672 0.0280 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 2.1018 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2806 ms 100.0%
  triton_mm_761 0.2930 ms 95.8%
  triton_mm_760 0.3041 ms 92.3%
  addmm 0.3139 ms 89.4%
  triton_mm_762 0.3144 ms 89.2%
  triton_mm_755 0.3463 ms 81.0%
  triton_mm_757 0.3476 ms 80.7%
  triton_mm_756 0.3621 ms 77.5%
  triton_mm_753 0.3629 ms 77.3%
  triton_mm_758 0.3985 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.6394 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_779 0.0248 ms 100.0%
  triton_mm_771 0.0249 ms 99.6%
  triton_mm_775 0.0252 ms 98.6%
  triton_mm_770 0.0257 ms 96.6%
  triton_mm_767 0.0264 ms 94.2%
  triton_mm_765 0.0273 ms 90.9%
  triton_mm_774 0.0274 ms 90.7%
  triton_mm_764 0.0274 ms 90.6%
  triton_mm_766 0.0283 ms 87.9%
  bias_addmm 0.0285 ms 87.1%
SingleProcess AUTOTUNE benchmarking takes 2.1131 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2806 ms 100.0%
  triton_mm_854 0.2951 ms 95.1%
  triton_mm_853 0.3045 ms 92.2%
  triton_mm_855 0.3145 ms 89.2%
  addmm 0.3156 ms 88.9%
  triton_mm_848 0.3453 ms 81.3%
  triton_mm_850 0.3484 ms 80.6%
  triton_mm_849 0.3604 ms 77.9%
  triton_mm_846 0.3649 ms 76.9%
  triton_mm_851 0.3988 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.6415 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0147 ms 100.0%
  triton_mm_1612 0.0155 ms 95.0%
  triton_mm_1604 0.0155 ms 94.8%
  triton_mm_1616 0.0164 ms 89.8%
  mm 0.0165 ms 89.1%
  triton_mm_1602 0.0177 ms 83.0%
  triton_mm_1603 0.0180 ms 81.4%
  triton_mm_1607 0.0188 ms 78.1%
  triton_mm_1601 0.0190 ms 77.1%
  triton_mm_1611 0.0204 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 7.4312 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5411 ms 100.0%
  triton_mm_1634 0.5420 ms 99.8%
  triton_mm_1633 0.5483 ms 98.7%
  triton_mm_1635 0.6219 ms 87.0%
  triton_mm_1628 0.6489 ms 83.4%
  triton_mm_1630 0.6756 ms 80.1%
  addmm 0.6786 ms 79.7%
  triton_mm_1626 0.6966 ms 77.7%
  triton_mm_1631 0.7649 ms 70.7%
  triton_mm_1627 0.7677 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 11.4432 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.4906 ms 100.0%
  triton_mm_1671 0.5308 ms 92.4%
  triton_mm_1672 0.5483 ms 89.5%
  triton_mm_1673 0.5787 ms 84.8%
  triton_mm_1664 0.6345 ms 77.3%
  triton_mm_1668 0.6561 ms 74.8%
  triton_mm_1666 0.6569 ms 74.7%
  triton_mm_1667 0.7094 ms 69.2%
  triton_mm_1669 0.7100 ms 69.1%
  triton_mm_1665 0.7155 ms 68.6%
SingleProcess AUTOTUNE benchmarking takes 9.3626 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2764 ms 100.0%
  triton_mm_1744 0.2819 ms 98.1%
  triton_mm_1743 0.2847 ms 97.1%
  triton_mm_1745 0.2865 ms 96.5%
  triton_mm_1738 0.3376 ms 81.9%
  triton_mm_1736 0.3384 ms 81.7%
  triton_mm_1740 0.3455 ms 80.0%
  triton_mm_1739 0.3637 ms 76.0%
  triton_mm_1741 0.3878 ms 71.3%
  triton_mm_1737 0.3910 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 9.6515 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0118 ms 100.0%
  triton_mm_1697 0.0118 ms 99.7%
  triton_mm_1699 0.0118 ms 99.7%
  triton_mm_1701 0.0120 ms 98.1%
  triton_mm_1700 0.0121 ms 97.9%
  triton_mm_1702 0.0121 ms 97.9%
  triton_mm_1704 0.0123 ms 95.8%
  triton_mm_1706 0.0127 ms 92.7%
  triton_mm_1696 0.0132 ms 89.6%
  triton_mm_1703 0.0132 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 5.5844 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0167 ms 100.0%
  triton_mm_1682 0.0172 ms 96.9%
  mm 0.0187 ms 89.6%
  triton_mm_1686 0.0211 ms 79.2%
  triton_mm_1677 0.0223 ms 74.9%
  triton_mm_1690 0.0230 ms 72.7%
  triton_mm_1676 0.0235 ms 71.3%
  triton_mm_1681 0.0260 ms 64.3%
  triton_mm_1685 0.0266 ms 62.8%
  triton_mm_1675 0.0271 ms 61.6%
SingleProcess AUTOTUNE benchmarking takes 7.4777 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5242 ms 100.0%
  triton_mm_1652 0.5476 ms 95.7%
  triton_mm_1653 0.5629 ms 93.1%
  triton_mm_1654 0.5811 ms 90.2%
  triton_mm_1647 0.6541 ms 80.1%
  triton_mm_1649 0.6548 ms 80.1%
  triton_mm_1645 0.6683 ms 78.4%
  triton_mm_1648 0.6877 ms 76.2%
  triton_mm_1646 0.7106 ms 73.8%
  triton_mm_1650 0.7250 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5956 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1724 0.2686 ms 100.0%
  mm 0.2690 ms 99.9%
  triton_mm_1725 0.2725 ms 98.6%
  triton_mm_1726 0.3120 ms 86.1%
  triton_mm_1717 0.3354 ms 80.1%
  triton_mm_1719 0.3361 ms 79.9%
  triton_mm_1721 0.3389 ms 79.3%
  triton_mm_1718 0.3578 ms 75.1%
  triton_mm_1722 0.3786 ms 70.9%
  triton_mm_1720 0.4237 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.5071 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2137 ms 100.0%
  triton_mm_1839 0.2147 ms 99.5%
  triton_mm_1838 0.2204 ms 97.0%
  triton_mm_1840 0.2330 ms 91.7%
  triton_mm_1835 0.2444 ms 87.4%
  triton_mm_1833 0.2495 ms 85.6%
  triton_mm_1831 0.2513 ms 85.0%
  triton_mm_1832 0.2802 ms 76.2%
  triton_mm_1834 0.2832 ms 75.5%
  triton_mm_1836 0.2861 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 9.6795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2777 ms 100.0%
  triton_mm_1781 0.2787 ms 99.6%
  triton_mm_1782 0.2812 ms 98.8%
  triton_mm_1783 0.2844 ms 97.7%
  triton_mm_1778 0.3290 ms 84.4%
  triton_mm_1774 0.3399 ms 81.7%
  triton_mm_1776 0.3413 ms 81.4%
  triton_mm_1777 0.3681 ms 75.4%
  triton_mm_1779 0.3740 ms 74.3%
  triton_mm_1775 0.3823 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 9.7312 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2163 ms 100.0%
  triton_mm_1857 0.2695 ms 80.2%
  triton_mm_1852 0.2701 ms 80.1%
  triton_mm_1858 0.2766 ms 78.2%
  triton_mm_1850 0.2769 ms 78.1%
  triton_mm_1859 0.2794 ms 77.4%
  triton_mm_1854 0.2813 ms 76.9%
  triton_mm_1853 0.3030 ms 71.4%
  triton_mm_1855 0.3135 ms 69.0%
  triton_mm_1851 0.3198 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 9.5534 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0971 ms 100.0%
  triton_mm_1821 0.0997 ms 97.4%
  triton_mm_1814 0.1056 ms 91.9%
  triton_mm_1820 0.1090 ms 89.1%
  triton_mm_1811 0.1186 ms 81.9%
  triton_mm_1812 0.1195 ms 81.2%
  triton_mm_1816 0.1203 ms 80.7%
  triton_mm_1819 0.1220 ms 79.5%
  triton_mm_1815 0.1268 ms 76.6%
  triton_mm_1817 0.1306 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 9.4920 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2878 ms 100.0%
  triton_mm_1762 0.2931 ms 98.2%
  triton_mm_1763 0.2994 ms 96.1%
  triton_mm_1764 0.3097 ms 92.9%
  triton_mm_1759 0.3365 ms 85.5%
  triton_mm_1755 0.3425 ms 84.0%
  triton_mm_1757 0.3433 ms 83.8%
  triton_mm_1758 0.3620 ms 79.5%
  triton_mm_1756 0.3813 ms 75.5%
  triton_mm_1760 0.3843 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.5051 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1801 0.0837 ms 100.0%
  mm 0.0844 ms 99.2%
  triton_mm_1800 0.0850 ms 98.5%
  triton_mm_1797 0.0922 ms 90.8%
  triton_mm_1802 0.0947 ms 88.4%
  triton_mm_1793 0.0951 ms 88.1%
  triton_mm_1795 0.0955 ms 87.6%
  triton_mm_1794 0.1017 ms 82.3%
  triton_mm_1798 0.1052 ms 79.6%
  triton_mm_1796 0.1246 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 10.0761 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2890 ms 100.0%
  triton_mm_1948 0.2915 ms 99.1%
  triton_mm_1949 0.2999 ms 96.4%
  triton_mm_1950 0.3084 ms 93.7%
  triton_mm_1945 0.3363 ms 85.9%
  triton_mm_1943 0.3404 ms 84.9%
  triton_mm_1941 0.3413 ms 84.7%
  triton_mm_1944 0.3601 ms 80.3%
  triton_mm_1942 0.3800 ms 76.0%
  triton_mm_1946 0.3837 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5098 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1890 0.0188 ms 100.0%
  triton_mm_1884 0.0188 ms 99.8%
  triton_mm_1886 0.0192 ms 97.7%
  triton_mm_1888 0.0192 ms 97.5%
  triton_mm_1885 0.0194 ms 96.5%
  triton_mm_1883 0.0195 ms 96.4%
  triton_mm_1882 0.0198 ms 94.5%
  triton_mm_1887 0.0199 ms 94.2%
  triton_mm_1891 0.0200 ms 93.9%
  triton_mm_1893 0.0200 ms 93.9%
SingleProcess AUTOTUNE benchmarking takes 5.6301 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2791 ms 100.0%
  triton_mm_1929 0.2894 ms 96.5%
  triton_mm_1930 0.2924 ms 95.5%
  triton_mm_1931 0.2958 ms 94.4%
  triton_mm_1924 0.3424 ms 81.5%
  triton_mm_1922 0.3448 ms 81.0%
  triton_mm_1926 0.3527 ms 79.1%
  triton_mm_1925 0.3728 ms 74.9%
  triton_mm_1927 0.3928 ms 71.1%
  triton_mm_1923 0.3958 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5088 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1967 0.2805 ms 100.0%
  mm 0.2814 ms 99.7%
  triton_mm_1968 0.2871 ms 97.7%
  triton_mm_1969 0.2904 ms 96.6%
  triton_mm_1960 0.3382 ms 82.9%
  triton_mm_1964 0.3386 ms 82.8%
  triton_mm_1962 0.3495 ms 80.3%
  triton_mm_1963 0.3799 ms 73.8%
  triton_mm_1965 0.3818 ms 73.5%
  triton_mm_1961 0.3925 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5076 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_1864 0.0297 ms 98.9%
  triton_mm_1868 0.0322 ms 91.1%
  triton_mm_1872 0.0403 ms 72.8%
  triton_mm_1863 0.0516 ms 56.9%
  triton_mm_1876 0.0518 ms 56.7%
  triton_mm_1862 0.0560 ms 52.4%
  triton_mm_1867 0.0604 ms 48.6%
  triton_mm_1871 0.0631 ms 46.5%
  triton_mm_1861 0.0651 ms 45.1%
SingleProcess AUTOTUNE benchmarking takes 6.5422 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2156 ms 100.0%
  triton_mm_2043 0.2710 ms 79.5%
  triton_mm_2038 0.2735 ms 78.8%
  triton_mm_2040 0.2765 ms 77.9%
  triton_mm_2044 0.2776 ms 77.6%
  triton_mm_2036 0.2802 ms 76.9%
  triton_mm_2045 0.2830 ms 76.2%
  triton_mm_2039 0.3023 ms 71.3%
  triton_mm_2041 0.3139 ms 68.7%
  triton_mm_2037 0.3214 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4818 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0998 ms 100.0%
  triton_mm_2007 0.1002 ms 99.6%
  triton_mm_2000 0.1054 ms 94.7%
  triton_mm_2006 0.1091 ms 91.5%
  triton_mm_1997 0.1189 ms 83.9%
  triton_mm_1998 0.1223 ms 81.6%
  triton_mm_2002 0.1227 ms 81.3%
  triton_mm_2005 0.1260 ms 79.2%
  triton_mm_2001 0.1273 ms 78.4%
  triton_mm_2003 0.1311 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.3819 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0836 ms 100.0%
  triton_mm_1987 0.0846 ms 98.8%
  triton_mm_1986 0.0851 ms 98.2%
  triton_mm_1983 0.0921 ms 90.7%
  triton_mm_1979 0.0952 ms 87.8%
  triton_mm_1988 0.0955 ms 87.6%
  triton_mm_1981 0.0958 ms 87.2%
  triton_mm_1980 0.1026 ms 81.4%
  triton_mm_1984 0.1061 ms 78.8%
  triton_mm_1982 0.1238 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.3687 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2146 ms 100.0%
  triton_mm_2025 0.2160 ms 99.4%
  triton_mm_2024 0.2217 ms 96.8%
  triton_mm_2026 0.2337 ms 91.8%
  triton_mm_2021 0.2482 ms 86.5%
  triton_mm_2019 0.2525 ms 85.0%
  triton_mm_2017 0.2556 ms 83.9%
  triton_mm_2020 0.2839 ms 75.6%
  triton_mm_2018 0.2859 ms 75.1%
  triton_mm_2022 0.2880 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4729 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2875 ms 100.0%
  triton_mm_2134 0.2940 ms 97.8%
  triton_mm_2135 0.3016 ms 95.3%
  triton_mm_2136 0.3099 ms 92.8%
  triton_mm_2131 0.3381 ms 85.0%
  triton_mm_2129 0.3422 ms 84.0%
  triton_mm_2127 0.3424 ms 84.0%
  triton_mm_2130 0.3615 ms 79.5%
  triton_mm_2128 0.3802 ms 75.6%
  triton_mm_2132 0.3882 ms 74.1%
SingleProcess AUTOTUNE benchmarking takes 2.5130 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0185 ms 100.0%
  triton_mm_2071 0.0185 ms 100.0%
  triton_mm_2073 0.0189 ms 97.8%
  triton_mm_2074 0.0192 ms 96.3%
  triton_mm_2075 0.0194 ms 95.7%
  triton_mm_2076 0.0194 ms 95.4%
  triton_mm_2077 0.0200 ms 92.8%
  triton_mm_2079 0.0200 ms 92.6%
  triton_mm_2070 0.0201 ms 92.3%
  triton_mm_2072 0.0201 ms 92.1%
SingleProcess AUTOTUNE benchmarking takes 2.0181 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2774 ms 100.0%
  triton_mm_2115 0.2895 ms 95.8%
  triton_mm_2116 0.2907 ms 95.4%
  triton_mm_2117 0.2977 ms 93.2%
  triton_mm_2110 0.3425 ms 81.0%
  triton_mm_2108 0.3482 ms 79.7%
  triton_mm_2112 0.3533 ms 78.5%
  triton_mm_2111 0.3732 ms 74.3%
  triton_mm_2109 0.3955 ms 70.1%
  triton_mm_2113 0.3968 ms 69.9%
SingleProcess AUTOTUNE benchmarking takes 2.5053 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2153 0.2806 ms 100.0%
  mm 0.2831 ms 99.1%
  triton_mm_2154 0.2872 ms 97.7%
  triton_mm_2155 0.2930 ms 95.8%
  triton_mm_2150 0.3387 ms 82.8%
  triton_mm_2146 0.3475 ms 80.7%
  triton_mm_2148 0.3492 ms 80.4%
  triton_mm_2149 0.3787 ms 74.1%
  triton_mm_2151 0.3819 ms 73.5%
  triton_mm_2147 0.3959 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.5086 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2050 0.0299 ms 98.2%
  triton_mm_2054 0.0320 ms 91.5%
  triton_mm_2058 0.0410 ms 71.5%
  triton_mm_2062 0.0520 ms 56.4%
  triton_mm_2049 0.0522 ms 56.2%
  triton_mm_2048 0.0564 ms 52.0%
  triton_mm_2053 0.0603 ms 48.6%
  triton_mm_2057 0.0623 ms 47.0%
  triton_mm_2047 0.0659 ms 44.5%
SingleProcess AUTOTUNE benchmarking takes 2.0409 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2165 ms 100.0%
  triton_mm_2229 0.2709 ms 79.9%
  triton_mm_2224 0.2757 ms 78.5%
  triton_mm_2226 0.2764 ms 78.3%
  triton_mm_2230 0.2781 ms 77.8%
  triton_mm_2222 0.2793 ms 77.5%
  triton_mm_2231 0.2822 ms 76.7%
  triton_mm_2225 0.3050 ms 71.0%
  triton_mm_2227 0.3177 ms 68.1%
  triton_mm_2223 0.3211 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.4862 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0996 ms 100.0%
  triton_mm_2193 0.1003 ms 99.3%
  triton_mm_2186 0.1062 ms 93.7%
  triton_mm_2192 0.1091 ms 91.3%
  triton_mm_2183 0.1189 ms 83.7%
  triton_mm_2184 0.1217 ms 81.8%
  triton_mm_2188 0.1220 ms 81.6%
  triton_mm_2191 0.1260 ms 79.0%
  triton_mm_2187 0.1283 ms 77.6%
  triton_mm_2189 0.1310 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.3786 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0835 ms 100.0%
  triton_mm_2173 0.0846 ms 98.7%
  triton_mm_2172 0.0851 ms 98.1%
  triton_mm_2169 0.0930 ms 89.8%
  triton_mm_2167 0.0951 ms 87.8%
  triton_mm_2165 0.0952 ms 87.6%
  triton_mm_2174 0.0955 ms 87.4%
  triton_mm_2166 0.1018 ms 82.0%
  triton_mm_2170 0.1058 ms 78.9%
  triton_mm_2168 0.1235 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.3617 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2164 ms 100.0%
  triton_mm_2211 0.2171 ms 99.7%
  triton_mm_2210 0.2218 ms 97.6%
  triton_mm_2212 0.2357 ms 91.8%
  triton_mm_2207 0.2491 ms 86.9%
  triton_mm_2203 0.2567 ms 84.3%
  triton_mm_2205 0.2586 ms 83.7%
  triton_mm_2204 0.2845 ms 76.1%
  triton_mm_2206 0.2855 ms 75.8%
  triton_mm_2208 0.2880 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.4807 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0315 ms 100.0%
  triton_mm_4874 0.0444 ms 70.8%
  triton_mm_4882 0.0481 ms 65.4%
  triton_mm_4878 0.0483 ms 65.1%
  triton_mm_4872 0.0590 ms 53.3%
  triton_mm_4873 0.0641 ms 49.1%
  triton_mm_4881 0.0672 ms 46.8%
  triton_mm_4877 0.0726 ms 43.3%
  triton_mm_4871 0.0744 ms 42.3%
  triton_mm_4880 0.0786 ms 40.0%
SingleProcess AUTOTUNE benchmarking takes 7.8511 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 0.0339 ms 100.0%
  triton_mm_8 0.0349 ms 97.1%
  triton_mm_13 0.0350 ms 96.7%
  triton_mm_6 0.0374 ms 90.6%
  triton_mm_5 0.0377 ms 90.0%
  triton_mm_16 0.0382 ms 88.6%
  triton_mm_7 0.0386 ms 87.8%
  triton_mm_14 0.0393 ms 86.3%
  triton_mm_11 0.0395 ms 85.9%
  triton_mm_10 0.0397 ms 85.4%
SingleProcess AUTOTUNE benchmarking takes 2.4035 seconds and 0.0236 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_27 0.0249 ms 100.0%
  triton_mm_31 0.0251 ms 99.4%
  triton_mm_23 0.0255 ms 97.6%
  triton_mm_35 0.0256 ms 97.4%
  triton_mm_26 0.0258 ms 96.8%
  triton_mm_30 0.0275 ms 90.8%
  triton_mm_20 0.0275 ms 90.7%
  bias_addmm 0.0275 ms 90.6%
  triton_mm_21 0.0284 ms 87.8%
  triton_mm_22 0.0284 ms 87.8%
SingleProcess AUTOTUNE benchmarking takes 2.1144 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2148 ms 100.0%
  triton_mm_53 0.2217 ms 96.9%
  triton_mm_54 0.2528 ms 85.0%
  bias_addmm 0.2529 ms 84.9%
  triton_mm_47 0.2564 ms 83.8%
  triton_mm_49 0.2658 ms 80.8%
  triton_mm_45 0.2700 ms 79.6%
  addmm 0.2716 ms 79.1%
  triton_mm_46 0.3017 ms 71.2%
  triton_mm_50 0.3058 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.6405 seconds and 0.0221 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0907 ms 100.0%
  triton_mm_71 0.0909 ms 99.8%
  bias_addmm 0.0963 ms 94.2%
  triton_mm_68 0.0987 ms 91.9%
  triton_mm_66 0.0988 ms 91.9%
  triton_mm_73 0.1004 ms 90.4%
  triton_mm_64 0.1026 ms 88.5%
  addmm 0.1098 ms 82.6%
  triton_mm_65 0.1111 ms 81.7%
  triton_mm_69 0.1126 ms 80.6%
SingleProcess AUTOTUNE benchmarking takes 2.4748 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2710 ms 100.0%
  triton_mm_91 0.2837 ms 95.5%
  triton_mm_90 0.2852 ms 95.0%
  triton_mm_92 0.3257 ms 83.2%
  triton_mm_85 0.3329 ms 81.4%
  triton_mm_83 0.3529 ms 76.8%
  addmm 0.3529 ms 76.8%
  triton_mm_87 0.3555 ms 76.2%
  triton_mm_84 0.3945 ms 68.7%
  triton_mm_88 0.4041 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.5790 seconds and 0.0189 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2820 ms 100.0%
  triton_mm_110 0.2947 ms 95.7%
  triton_mm_109 0.3054 ms 92.3%
  addmm 0.3135 ms 89.9%
  triton_mm_111 0.3141 ms 89.8%
  triton_mm_106 0.3454 ms 81.6%
  triton_mm_104 0.3516 ms 80.2%
  triton_mm_105 0.3653 ms 77.2%
  triton_mm_102 0.3661 ms 77.0%
  triton_mm_107 0.3949 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6274 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_120 0.0248 ms 100.0%
  triton_mm_124 0.0250 ms 99.2%
  triton_mm_116 0.0254 ms 97.6%
  triton_mm_128 0.0255 ms 97.5%
  triton_mm_113 0.0264 ms 94.1%
  triton_mm_119 0.0264 ms 93.9%
  triton_mm_123 0.0272 ms 91.4%
  triton_mm_115 0.0274 ms 90.8%
  triton_mm_114 0.0274 ms 90.7%
  bias_addmm 0.0275 ms 90.2%
SingleProcess AUTOTUNE benchmarking takes 2.0977 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_213 0.0249 ms 100.0%
  triton_mm_217 0.0250 ms 99.4%
  triton_mm_209 0.0254 ms 97.7%
  triton_mm_221 0.0256 ms 97.1%
  triton_mm_212 0.0265 ms 93.7%
  triton_mm_216 0.0273 ms 91.2%
  triton_mm_206 0.0273 ms 91.2%
  triton_mm_208 0.0274 ms 90.9%
  triton_mm_207 0.0274 ms 90.7%
  bias_addmm 0.0276 ms 90.2%
SingleProcess AUTOTUNE benchmarking takes 2.0907 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_314 0.0247 ms 100.0%
  triton_mm_306 0.0258 ms 95.9%
  triton_mm_310 0.0259 ms 95.4%
  triton_mm_302 0.0263 ms 94.0%
  triton_mm_309 0.0263 ms 93.9%
  triton_mm_299 0.0264 ms 93.5%
  triton_mm_305 0.0266 ms 92.9%
  triton_mm_301 0.0274 ms 90.2%
  triton_mm_300 0.0282 ms 87.6%
  bias_addmm 0.0284 ms 87.0%
SingleProcess AUTOTUNE benchmarking takes 2.0937 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_399 0.0248 ms 100.0%
  triton_mm_403 0.0250 ms 99.2%
  triton_mm_395 0.0255 ms 97.5%
  triton_mm_407 0.0256 ms 97.2%
  triton_mm_398 0.0266 ms 93.4%
  triton_mm_402 0.0273 ms 90.9%
  triton_mm_392 0.0274 ms 90.7%
  bias_addmm 0.0275 ms 90.2%
  triton_mm_394 0.0284 ms 87.4%
  triton_mm_393 0.0285 ms 87.2%
SingleProcess AUTOTUNE benchmarking takes 2.1144 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0146 ms 100.0%
  triton_mm_1608 0.0147 ms 99.2%
  mm 0.0165 ms 88.4%
  triton_mm_1612 0.0165 ms 88.2%
  triton_mm_1616 0.0174 ms 83.5%
  triton_mm_1602 0.0177 ms 82.1%
  triton_mm_1601 0.0180 ms 80.7%
  triton_mm_1603 0.0182 ms 80.0%
  triton_mm_1607 0.0186 ms 78.2%
  triton_mm_1611 0.0191 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 7.6512 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5327 ms 100.0%
  triton_mm_1634 0.5339 ms 99.8%
  triton_mm_1633 0.5372 ms 99.2%
  triton_mm_1635 0.6018 ms 88.5%
  triton_mm_1628 0.6348 ms 83.9%
  addmm 0.6464 ms 82.4%
  triton_mm_1630 0.6739 ms 79.0%
  triton_mm_1626 0.6891 ms 77.3%
  triton_mm_1631 0.7506 ms 71.0%
  triton_mm_1627 0.7574 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 11.4339 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.4948 ms 100.0%
  triton_mm_1671 0.5304 ms 93.3%
  triton_mm_1672 0.5535 ms 89.4%
  triton_mm_1673 0.5740 ms 86.2%
  triton_mm_1666 0.6472 ms 76.5%
  triton_mm_1664 0.6787 ms 72.9%
  triton_mm_1668 0.6789 ms 72.9%
  triton_mm_1669 0.7031 ms 70.4%
  triton_mm_1667 0.7130 ms 69.4%
  triton_mm_1665 0.7245 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.5369 seconds and 0.0238 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2770 ms 100.0%
  triton_mm_1744 0.2838 ms 97.6%
  triton_mm_1743 0.2870 ms 96.5%
  triton_mm_1745 0.2934 ms 94.4%
  triton_mm_1738 0.3412 ms 81.2%
  triton_mm_1736 0.3415 ms 81.1%
  triton_mm_1740 0.3540 ms 78.3%
  triton_mm_1739 0.3693 ms 75.0%
  triton_mm_1741 0.3868 ms 71.6%
  triton_mm_1737 0.3932 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5107 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1696 0.0121 ms 100.0%
  triton_mm_1703 0.0121 ms 99.7%
  triton_mm_1700 0.0126 ms 96.2%
  triton_mm_1702 0.0127 ms 95.5%
  triton_mm_1705 0.0127 ms 95.5%
  triton_mm_1707 0.0127 ms 95.5%
  triton_mm_1699 0.0127 ms 95.1%
  triton_mm_1704 0.0130 ms 93.1%
  triton_mm_1695 0.0130 ms 92.9%
  triton_mm_1697 0.0130 ms 92.9%
SingleProcess AUTOTUNE benchmarking takes 5.4987 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1682 0.0166 ms 100.0%
  triton_mm_1678 0.0170 ms 97.6%
  mm 0.0186 ms 89.5%
  triton_mm_1686 0.0202 ms 82.4%
  triton_mm_1677 0.0233 ms 71.4%
  triton_mm_1690 0.0236 ms 70.3%
  triton_mm_1676 0.0243 ms 68.4%
  triton_mm_1681 0.0249 ms 66.6%
  triton_mm_1685 0.0257 ms 64.7%
  triton_mm_1675 0.0262 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 7.4636 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5131 ms 100.0%
  triton_mm_1652 0.5447 ms 94.2%
  triton_mm_1653 0.5574 ms 92.0%
  triton_mm_1654 0.5707 ms 89.9%
  triton_mm_1647 0.6432 ms 79.8%
  triton_mm_1649 0.6603 ms 77.7%
  triton_mm_1645 0.6627 ms 77.4%
  triton_mm_1648 0.6848 ms 74.9%
  triton_mm_1646 0.7020 ms 73.1%
  triton_mm_1650 0.7158 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5895 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1725 0.2644 ms 100.0%
  triton_mm_1724 0.2648 ms 99.9%
  mm 0.2684 ms 98.5%
  triton_mm_1726 0.3064 ms 86.3%
  triton_mm_1717 0.3242 ms 81.6%
  triton_mm_1719 0.3285 ms 80.5%
  triton_mm_1721 0.3287 ms 80.4%
  triton_mm_1718 0.3468 ms 76.2%
  triton_mm_1722 0.3701 ms 71.4%
  triton_mm_1720 0.4196 ms 63.0%
SingleProcess AUTOTUNE benchmarking takes 10.1539 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1839 0.2138 ms 100.0%
  mm 0.2141 ms 99.9%
  triton_mm_1838 0.2196 ms 97.4%
  triton_mm_1840 0.2324 ms 92.0%
  triton_mm_1835 0.2451 ms 87.2%
  triton_mm_1831 0.2518 ms 84.9%
  triton_mm_1833 0.2521 ms 84.8%
  triton_mm_1832 0.2805 ms 76.2%
  triton_mm_1834 0.2839 ms 75.3%
  triton_mm_1836 0.2854 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 10.0212 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2757 ms 100.0%
  triton_mm_1781 0.2787 ms 98.9%
  triton_mm_1782 0.2812 ms 98.0%
  triton_mm_1783 0.2884 ms 95.6%
  triton_mm_1778 0.3361 ms 82.0%
  triton_mm_1774 0.3435 ms 80.3%
  triton_mm_1776 0.3477 ms 79.3%
  triton_mm_1777 0.3732 ms 73.9%
  triton_mm_1779 0.3779 ms 73.0%
  triton_mm_1775 0.3852 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5100 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2162 ms 100.0%
  triton_mm_1852 0.2703 ms 80.0%
  triton_mm_1857 0.2711 ms 79.7%
  triton_mm_1858 0.2778 ms 77.8%
  triton_mm_1850 0.2787 ms 77.6%
  triton_mm_1859 0.2801 ms 77.2%
  triton_mm_1854 0.2852 ms 75.8%
  triton_mm_1853 0.3036 ms 71.2%
  triton_mm_1855 0.3149 ms 68.6%
  triton_mm_1851 0.3215 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 9.8533 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0980 ms 100.0%
  triton_mm_1821 0.0987 ms 99.3%
  triton_mm_1814 0.1050 ms 93.4%
  triton_mm_1820 0.1094 ms 89.6%
  triton_mm_1811 0.1189 ms 82.5%
  triton_mm_1812 0.1197 ms 81.9%
  triton_mm_1816 0.1199 ms 81.8%
  triton_mm_1819 0.1214 ms 80.7%
  triton_mm_1815 0.1266 ms 77.5%
  triton_mm_1817 0.1314 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.3863 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2876 ms 100.0%
  triton_mm_1762 0.2895 ms 99.3%
  triton_mm_1763 0.2980 ms 96.5%
  triton_mm_1764 0.3067 ms 93.8%
  triton_mm_1757 0.3378 ms 85.1%
  triton_mm_1759 0.3389 ms 84.8%
  triton_mm_1755 0.3396 ms 84.7%
  triton_mm_1758 0.3601 ms 79.9%
  triton_mm_1756 0.3764 ms 76.4%
  triton_mm_1760 0.3827 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5111 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0846 ms 100.0%
  triton_mm_1801 0.0848 ms 99.8%
  triton_mm_1800 0.0855 ms 98.9%
  triton_mm_1797 0.0926 ms 91.3%
  triton_mm_1802 0.0946 ms 89.4%
  triton_mm_1793 0.0950 ms 89.0%
  triton_mm_1795 0.0957 ms 88.4%
  triton_mm_1794 0.1024 ms 82.6%
  triton_mm_1798 0.1060 ms 79.8%
  triton_mm_1796 0.1253 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 10.1429 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2652 ms 100.0%
  triton_mm_1910 0.2666 ms 99.5%
  triton_mm_1911 0.2679 ms 99.0%
  triton_mm_1912 0.3076 ms 86.2%
  triton_mm_1903 0.3288 ms 80.7%
  triton_mm_1905 0.3317 ms 79.9%
  triton_mm_1907 0.3372 ms 78.6%
  triton_mm_1904 0.3479 ms 76.2%
  triton_mm_1908 0.3784 ms 70.1%
  triton_mm_1906 0.4200 ms 63.1%
SingleProcess AUTOTUNE benchmarking takes 2.5073 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2859 ms 100.0%
  triton_mm_1948 0.2909 ms 98.3%
  triton_mm_1949 0.2985 ms 95.8%
  triton_mm_1950 0.3067 ms 93.2%
  triton_mm_1945 0.3382 ms 84.5%
  triton_mm_1943 0.3387 ms 84.4%
  triton_mm_1941 0.3410 ms 83.8%
  triton_mm_1944 0.3590 ms 79.6%
  triton_mm_1942 0.3751 ms 76.2%
  triton_mm_1946 0.3850 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.5070 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1883 0.0184 ms 100.0%
  triton_mm_1885 0.0184 ms 100.0%
  triton_mm_1890 0.0186 ms 99.1%
  triton_mm_1884 0.0187 ms 98.6%
  triton_mm_1886 0.0193 ms 95.7%
  triton_mm_1882 0.0199 ms 92.8%
  triton_mm_1887 0.0199 ms 92.6%
  triton_mm_1893 0.0201 ms 91.7%
  triton_mm_1892 0.0202 ms 91.3%
  triton_mm_1888 0.0202 ms 91.1%
SingleProcess AUTOTUNE benchmarking takes 2.0131 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2756 ms 100.0%
  triton_mm_1967 0.2795 ms 98.6%
  triton_mm_1968 0.2814 ms 97.9%
  triton_mm_1969 0.2885 ms 95.5%
  triton_mm_1964 0.3378 ms 81.6%
  triton_mm_1960 0.3422 ms 80.5%
  triton_mm_1962 0.3471 ms 79.4%
  triton_mm_1963 0.3731 ms 73.9%
  triton_mm_1965 0.3820 ms 72.2%
  triton_mm_1961 0.3865 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5085 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0288 ms 100.0%
  mm 0.0293 ms 98.3%
  triton_mm_1868 0.0311 ms 92.7%
  triton_mm_1872 0.0401 ms 72.0%
  triton_mm_1863 0.0506 ms 57.0%
  triton_mm_1876 0.0519 ms 55.6%
  triton_mm_1862 0.0561 ms 51.4%
  triton_mm_1867 0.0603 ms 47.9%
  triton_mm_1871 0.0624 ms 46.2%
  triton_mm_1861 0.0654 ms 44.1%
SingleProcess AUTOTUNE benchmarking takes 6.7814 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2160 ms 100.0%
  triton_mm_2043 0.2708 ms 79.8%
  triton_mm_2038 0.2745 ms 78.7%
  triton_mm_2044 0.2768 ms 78.0%
  triton_mm_2045 0.2797 ms 77.2%
  triton_mm_2036 0.2813 ms 76.8%
  triton_mm_2040 0.2870 ms 75.3%
  triton_mm_2039 0.3021 ms 71.5%
  triton_mm_2041 0.3151 ms 68.5%
  triton_mm_2037 0.3230 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.4795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2007 0.0993 ms 100.0%
  mm 0.1002 ms 99.1%
  triton_mm_2000 0.1055 ms 94.1%
  triton_mm_2006 0.1090 ms 91.1%
  triton_mm_1997 0.1189 ms 83.6%
  triton_mm_1998 0.1216 ms 81.7%
  triton_mm_2002 0.1227 ms 81.0%
  triton_mm_2005 0.1252 ms 79.3%
  triton_mm_2001 0.1269 ms 78.2%
  triton_mm_2003 0.1306 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.3795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0835 ms 100.0%
  triton_mm_1987 0.0846 ms 98.7%
  triton_mm_1986 0.0863 ms 96.8%
  triton_mm_1983 0.0924 ms 90.3%
  triton_mm_1988 0.0945 ms 88.4%
  triton_mm_1979 0.0952 ms 87.8%
  triton_mm_1981 0.0965 ms 86.5%
  triton_mm_1980 0.1030 ms 81.1%
  triton_mm_1984 0.1060 ms 78.8%
  triton_mm_1982 0.1249 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.3608 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2149 ms 100.0%
  triton_mm_2025 0.2155 ms 99.7%
  triton_mm_2024 0.2216 ms 97.0%
  triton_mm_2026 0.2354 ms 91.3%
  triton_mm_2021 0.2480 ms 86.7%
  triton_mm_2017 0.2546 ms 84.4%
  triton_mm_2019 0.2552 ms 84.2%
  triton_mm_2018 0.2823 ms 76.1%
  triton_mm_2020 0.2865 ms 75.0%
  triton_mm_2022 0.2884 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4636 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2652 ms 100.0%
  triton_mm_2096 0.2694 ms 98.4%
  triton_mm_2097 0.2707 ms 98.0%
  triton_mm_2098 0.3102 ms 85.5%
  triton_mm_2089 0.3321 ms 79.8%
  triton_mm_2091 0.3353 ms 79.1%
  triton_mm_2093 0.3378 ms 78.5%
  triton_mm_2090 0.3562 ms 74.4%
  triton_mm_2094 0.3779 ms 70.2%
  triton_mm_2092 0.4208 ms 63.0%
SingleProcess AUTOTUNE benchmarking takes 2.5088 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2885 ms 100.0%
  triton_mm_2134 0.2920 ms 98.8%
  triton_mm_2135 0.2991 ms 96.5%
  triton_mm_2136 0.3070 ms 94.0%
  triton_mm_2129 0.3390 ms 85.1%
  triton_mm_2131 0.3394 ms 85.0%
  triton_mm_2127 0.3401 ms 84.8%
  triton_mm_2130 0.3605 ms 80.0%
  triton_mm_2128 0.3748 ms 77.0%
  triton_mm_2132 0.3826 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5168 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0184 ms 100.0%
  triton_mm_2071 0.0184 ms 99.8%
  triton_mm_2072 0.0193 ms 95.4%
  triton_mm_2074 0.0193 ms 95.2%
  triton_mm_2075 0.0194 ms 95.0%
  triton_mm_2070 0.0196 ms 94.1%
  triton_mm_2076 0.0198 ms 93.0%
  triton_mm_2073 0.0198 ms 92.7%
  triton_mm_2077 0.0200 ms 91.9%
  triton_mm_2079 0.0200 ms 91.9%
SingleProcess AUTOTUNE benchmarking takes 2.0036 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2780 ms 100.0%
  triton_mm_2153 0.2805 ms 99.1%
  triton_mm_2154 0.2836 ms 98.0%
  triton_mm_2155 0.2893 ms 96.1%
  triton_mm_2150 0.3383 ms 82.2%
  triton_mm_2146 0.3437 ms 80.9%
  triton_mm_2148 0.3463 ms 80.3%
  triton_mm_2149 0.3763 ms 73.9%
  triton_mm_2151 0.3813 ms 72.9%
  triton_mm_2147 0.3895 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5038 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2050 0.0297 ms 98.8%
  triton_mm_2054 0.0311 ms 94.2%
  triton_mm_2058 0.0410 ms 71.6%
  triton_mm_2049 0.0506 ms 57.9%
  triton_mm_2062 0.0521 ms 56.3%
  triton_mm_2048 0.0561 ms 52.3%
  triton_mm_2053 0.0594 ms 49.4%
  triton_mm_2057 0.0623 ms 47.0%
  triton_mm_2047 0.0655 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 2.0351 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2162 ms 100.0%
  triton_mm_2229 0.2708 ms 79.8%
  triton_mm_2224 0.2745 ms 78.8%
  triton_mm_2230 0.2770 ms 78.1%
  triton_mm_2231 0.2798 ms 77.3%
  triton_mm_2222 0.2817 ms 76.7%
  triton_mm_2226 0.2840 ms 76.1%
  triton_mm_2225 0.3028 ms 71.4%
  triton_mm_2227 0.3149 ms 68.6%
  triton_mm_2223 0.3229 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.4859 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2193 0.0997 ms 100.0%
  mm 0.0999 ms 99.8%
  triton_mm_2186 0.1063 ms 93.8%
  triton_mm_2192 0.1090 ms 91.5%
  triton_mm_2183 0.1188 ms 83.9%
  triton_mm_2184 0.1209 ms 82.5%
  triton_mm_2188 0.1226 ms 81.4%
  triton_mm_2191 0.1252 ms 79.7%
  triton_mm_2187 0.1269 ms 78.6%
  triton_mm_2189 0.1305 ms 76.4%
SingleProcess AUTOTUNE benchmarking takes 2.3901 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0834 ms 100.0%
  triton_mm_2173 0.0844 ms 98.9%
  triton_mm_2172 0.0853 ms 97.8%
  triton_mm_2169 0.0934 ms 89.4%
  triton_mm_2174 0.0954 ms 87.5%
  triton_mm_2167 0.0958 ms 87.1%
  triton_mm_2165 0.0959 ms 87.0%
  triton_mm_2166 0.1021 ms 81.7%
  triton_mm_2170 0.1058 ms 78.8%
  triton_mm_2168 0.1240 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.3701 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2155 ms 100.0%
  triton_mm_2211 0.2159 ms 99.8%
  triton_mm_2210 0.2232 ms 96.6%
  triton_mm_2212 0.2347 ms 91.8%
  triton_mm_2207 0.2484 ms 86.8%
  triton_mm_2203 0.2546 ms 84.6%
  triton_mm_2205 0.2561 ms 84.1%
  triton_mm_2204 0.2813 ms 76.6%
  triton_mm_2206 0.2854 ms 75.5%
  triton_mm_2208 0.2878 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.4768 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2662 ms 100.0%
  triton_mm_2282 0.2708 ms 98.3%
  triton_mm_2283 0.2717 ms 98.0%
  triton_mm_2284 0.3105 ms 85.7%
  triton_mm_2275 0.3348 ms 79.5%
  triton_mm_2277 0.3367 ms 79.1%
  triton_mm_2279 0.3383 ms 78.7%
  triton_mm_2276 0.3569 ms 74.6%
  triton_mm_2280 0.3799 ms 70.1%
  triton_mm_2278 0.4236 ms 62.8%
SingleProcess AUTOTUNE benchmarking takes 2.5180 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2889 ms 100.0%
  triton_mm_2320 0.2895 ms 99.8%
  triton_mm_2321 0.2995 ms 96.5%
  triton_mm_2322 0.3100 ms 93.2%
  triton_mm_2317 0.3404 ms 84.9%
  triton_mm_2315 0.3419 ms 84.5%
  triton_mm_2313 0.3433 ms 84.2%
  triton_mm_2316 0.3605 ms 80.1%
  triton_mm_2314 0.3781 ms 76.4%
  triton_mm_2318 0.3869 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.5220 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2256 0.0186 ms 100.0%
  triton_mm_2262 0.0186 ms 100.0%
  triton_mm_2255 0.0193 ms 96.5%
  triton_mm_2257 0.0193 ms 96.4%
  triton_mm_2259 0.0198 ms 94.0%
  triton_mm_2254 0.0199 ms 93.7%
  triton_mm_2263 0.0200 ms 93.0%
  triton_mm_2265 0.0200 ms 93.0%
  triton_mm_2258 0.0201 ms 92.7%
  triton_mm_2260 0.0201 ms 92.7%
SingleProcess AUTOTUNE benchmarking takes 2.0415 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2784 ms 100.0%
  triton_mm_2339 0.2811 ms 99.0%
  triton_mm_2340 0.2841 ms 98.0%
  triton_mm_2341 0.2909 ms 95.7%
  triton_mm_2336 0.3406 ms 81.7%
  triton_mm_2332 0.3449 ms 80.7%
  triton_mm_2334 0.3504 ms 79.4%
  triton_mm_2335 0.3794 ms 73.4%
  triton_mm_2337 0.3827 ms 72.7%
  triton_mm_2333 0.3923 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5152 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0293 ms 100.0%
  triton_mm_2236 0.0296 ms 98.9%
  triton_mm_2240 0.0311 ms 94.1%
  triton_mm_2244 0.0409 ms 71.5%
  triton_mm_2235 0.0516 ms 56.7%
  triton_mm_2248 0.0518 ms 56.6%
  triton_mm_2234 0.0553 ms 53.0%
  triton_mm_2239 0.0602 ms 48.7%
  triton_mm_2243 0.0631 ms 46.4%
  triton_mm_2233 0.0648 ms 45.2%
SingleProcess AUTOTUNE benchmarking takes 2.0613 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0842 ms 100.0%
  triton_mm_2359 0.0845 ms 99.6%
  triton_mm_2358 0.0859 ms 98.0%
  triton_mm_2355 0.0924 ms 91.1%
  triton_mm_2351 0.0953 ms 88.3%
  triton_mm_2360 0.0953 ms 88.3%
  triton_mm_2353 0.0967 ms 87.1%
  triton_mm_2352 0.1030 ms 81.7%
  triton_mm_2356 0.1052 ms 80.1%
  triton_mm_2354 0.1250 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.3860 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2144 ms 100.0%
  triton_mm_2397 0.2175 ms 98.6%
  triton_mm_2396 0.2224 ms 96.4%
  triton_mm_2398 0.2366 ms 90.6%
  triton_mm_2393 0.2489 ms 86.1%
  triton_mm_2389 0.2562 ms 83.7%
  triton_mm_2391 0.2565 ms 83.6%
  triton_mm_2390 0.2811 ms 76.3%
  triton_mm_2392 0.2828 ms 75.8%
  triton_mm_2394 0.2886 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4833 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2676 ms 100.0%
  triton_mm_2468 0.2694 ms 99.3%
  triton_mm_2469 0.2721 ms 98.3%
  triton_mm_2470 0.3103 ms 86.2%
  triton_mm_2461 0.3299 ms 81.1%
  triton_mm_2463 0.3355 ms 79.8%
  triton_mm_2465 0.3374 ms 79.3%
  triton_mm_2462 0.3564 ms 75.1%
  triton_mm_2466 0.3803 ms 70.4%
  triton_mm_2464 0.4234 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.5071 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2904 ms 100.0%
  triton_mm_2506 0.2925 ms 99.3%
  triton_mm_2507 0.2997 ms 96.9%
  triton_mm_2508 0.3113 ms 93.3%
  triton_mm_2503 0.3399 ms 85.4%
  triton_mm_2501 0.3416 ms 85.0%
  triton_mm_2499 0.3431 ms 84.6%
  triton_mm_2502 0.3608 ms 80.5%
  triton_mm_2500 0.3797 ms 76.5%
  triton_mm_2504 0.3830 ms 75.8%
SingleProcess AUTOTUNE benchmarking takes 2.5175 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2442 0.0187 ms 100.0%
  triton_mm_2445 0.0188 ms 99.2%
  triton_mm_2443 0.0193 ms 96.8%
  triton_mm_2446 0.0193 ms 96.8%
  triton_mm_2447 0.0194 ms 96.5%
  triton_mm_2441 0.0195 ms 96.1%
  triton_mm_2448 0.0197 ms 94.7%
  triton_mm_2440 0.0199 ms 93.9%
  triton_mm_2450 0.0202 ms 92.7%
  triton_mm_2439 0.0202 ms 92.4%
SingleProcess AUTOTUNE benchmarking takes 2.0243 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0843 ms 100.0%
  triton_mm_2545 0.0846 ms 99.7%
  triton_mm_2544 0.0860 ms 98.1%
  triton_mm_2541 0.0924 ms 91.3%
  triton_mm_2537 0.0951 ms 88.7%
  triton_mm_2546 0.0955 ms 88.3%
  triton_mm_2539 0.0966 ms 87.3%
  triton_mm_2538 0.1030 ms 81.9%
  triton_mm_2542 0.1052 ms 80.2%
  triton_mm_2540 0.1250 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.3885 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2144 ms 100.0%
  triton_mm_2583 0.2160 ms 99.2%
  triton_mm_2582 0.2222 ms 96.5%
  triton_mm_2584 0.2349 ms 91.3%
  triton_mm_2579 0.2484 ms 86.3%
  triton_mm_2575 0.2548 ms 84.1%
  triton_mm_2577 0.2579 ms 83.1%
  triton_mm_2576 0.2827 ms 75.8%
  triton_mm_2578 0.2834 ms 75.6%
  triton_mm_2580 0.2881 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4868 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2138 ms 100.0%
  triton_mm_2769 0.2164 ms 98.8%
  triton_mm_2768 0.2219 ms 96.4%
  triton_mm_2770 0.2343 ms 91.2%
  triton_mm_2765 0.2482 ms 86.1%
  triton_mm_2763 0.2554 ms 83.7%
  triton_mm_2761 0.2570 ms 83.2%
  triton_mm_2762 0.2812 ms 76.0%
  triton_mm_2764 0.2839 ms 75.3%
  triton_mm_2766 0.2880 ms 74.2%
SingleProcess AUTOTUNE benchmarking takes 2.4811 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2138 ms 100.0%
  triton_mm_2955 0.2170 ms 98.5%
  triton_mm_2954 0.2219 ms 96.4%
  triton_mm_2956 0.2345 ms 91.2%
  triton_mm_2951 0.2483 ms 86.1%
  triton_mm_2947 0.2544 ms 84.0%
  triton_mm_2949 0.2552 ms 83.8%
  triton_mm_2948 0.2824 ms 75.7%
  triton_mm_2950 0.2824 ms 75.7%
  triton_mm_2952 0.2873 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4787 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2139 ms 100.0%
  triton_mm_3141 0.2162 ms 98.9%
  triton_mm_3140 0.2211 ms 96.7%
  triton_mm_3142 0.2342 ms 91.3%
  triton_mm_3137 0.2473 ms 86.5%
  triton_mm_3133 0.2563 ms 83.4%
  triton_mm_3135 0.2566 ms 83.3%
  triton_mm_3134 0.2842 ms 75.2%
  triton_mm_3136 0.2870 ms 74.5%
  triton_mm_3138 0.2876 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4834 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2137 ms 100.0%
  triton_mm_3327 0.2158 ms 99.0%
  triton_mm_3326 0.2204 ms 96.9%
  triton_mm_3328 0.2336 ms 91.5%
  triton_mm_3323 0.2492 ms 85.8%
  triton_mm_3321 0.2567 ms 83.2%
  triton_mm_3319 0.2570 ms 83.1%
  triton_mm_3320 0.2829 ms 75.5%
  triton_mm_3322 0.2858 ms 74.8%
  triton_mm_3324 0.2870 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4835 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0315 ms 100.0%
  triton_mm_4874 0.0442 ms 71.2%
  triton_mm_4882 0.0480 ms 65.6%
  triton_mm_4878 0.0481 ms 65.4%
  triton_mm_4872 0.0590 ms 53.4%
  triton_mm_4873 0.0641 ms 49.1%
  triton_mm_4881 0.0672 ms 46.9%
  triton_mm_4877 0.0726 ms 43.4%
  triton_mm_4871 0.0741 ms 42.5%
  triton_mm_4880 0.0783 ms 40.2%
SingleProcess AUTOTUNE benchmarking takes 7.7530 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 0.0345 ms 100.0%
  triton_mm_13 0.0348 ms 99.4%
  triton_mm_8 0.0349 ms 99.0%
  triton_mm_6 0.0363 ms 95.1%
  triton_mm_7 0.0379 ms 91.1%
  triton_mm_16 0.0381 ms 90.6%
  triton_mm_5 0.0381 ms 90.5%
  triton_mm_10 0.0389 ms 88.8%
  triton_mm_14 0.0394 ms 87.6%
  triton_mm_12 0.0399 ms 86.5%
SingleProcess AUTOTUNE benchmarking takes 2.3159 seconds and 0.0174 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_35 0.0248 ms 100.0%
  triton_mm_27 0.0249 ms 99.4%
  triton_mm_26 0.0256 ms 96.8%
  triton_mm_31 0.0260 ms 95.2%
  triton_mm_23 0.0265 ms 93.5%
  triton_mm_30 0.0272 ms 91.0%
  triton_mm_21 0.0273 ms 90.6%
  triton_mm_20 0.0274 ms 90.3%
  triton_mm_22 0.0276 ms 89.7%
  bias_addmm 0.0284 ms 87.1%
SingleProcess AUTOTUNE benchmarking takes 2.1085 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_52 0.2168 ms 100.0%
  triton_mm_53 0.2210 ms 98.1%
  bias_addmm 0.2527 ms 85.8%
  triton_mm_54 0.2542 ms 85.3%
  triton_mm_47 0.2599 ms 83.4%
  triton_mm_49 0.2684 ms 80.8%
  addmm 0.2704 ms 80.2%
  triton_mm_45 0.2731 ms 79.4%
  triton_mm_46 0.3033 ms 71.5%
  triton_mm_50 0.3081 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.5218 seconds and 0.0449 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_72 0.0898 ms 100.0%
  triton_mm_71 0.0918 ms 97.8%
  bias_addmm 0.0969 ms 92.7%
  triton_mm_68 0.0974 ms 92.2%
  triton_mm_66 0.0983 ms 91.3%
  triton_mm_73 0.1006 ms 89.3%
  triton_mm_64 0.1014 ms 88.5%
  addmm 0.1097 ms 81.9%
  triton_mm_65 0.1121 ms 80.1%
  triton_mm_69 0.1136 ms 79.0%
SingleProcess AUTOTUNE benchmarking takes 2.4671 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  bias_addmm 0.2696 ms 100.0%
  triton_mm_90 0.2872 ms 93.9%
  triton_mm_91 0.2886 ms 93.4%
  triton_mm_92 0.3300 ms 81.7%
  triton_mm_85 0.3339 ms 80.8%
  triton_mm_83 0.3549 ms 76.0%
  addmm 0.3560 ms 75.7%
  triton_mm_87 0.3567 ms 75.6%
  triton_mm_84 0.3952 ms 68.2%
  triton_mm_88 0.4066 ms 66.3%
SingleProcess AUTOTUNE benchmarking takes 2.6027 seconds and 0.0240 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2828 ms 100.0%
  triton_mm_110 0.2957 ms 95.6%
  triton_mm_109 0.3065 ms 92.3%
  addmm 0.3156 ms 89.6%
  triton_mm_111 0.3168 ms 89.3%
  triton_mm_106 0.3487 ms 81.1%
  triton_mm_104 0.3503 ms 80.7%
  triton_mm_105 0.3641 ms 77.7%
  triton_mm_102 0.3678 ms 76.9%
  triton_mm_107 0.3979 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.6371 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_128 0.0249 ms 100.0%
  triton_mm_120 0.0251 ms 99.1%
  triton_mm_124 0.0253 ms 98.4%
  triton_mm_113 0.0266 ms 93.4%
  triton_mm_119 0.0267 ms 93.2%
  triton_mm_116 0.0267 ms 93.0%
  triton_mm_123 0.0271 ms 91.7%
  triton_mm_114 0.0274 ms 90.9%
  bias_addmm 0.0276 ms 89.9%
  triton_mm_115 0.0286 ms 87.0%
SingleProcess AUTOTUNE benchmarking takes 2.1125 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1608 0.0149 ms 100.0%
  triton_mm_1604 0.0155 ms 95.8%
  triton_mm_1612 0.0156 ms 95.7%
  triton_mm_1616 0.0164 ms 90.8%
  mm 0.0167 ms 89.3%
  triton_mm_1603 0.0173 ms 85.8%
  triton_mm_1607 0.0176 ms 84.4%
  triton_mm_1601 0.0181 ms 82.2%
  triton_mm_1602 0.0188 ms 79.4%
  triton_mm_1611 0.0192 ms 77.5%
SingleProcess AUTOTUNE benchmarking takes 7.7093 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5327 ms 100.0%
  triton_mm_1634 0.5336 ms 99.8%
  triton_mm_1633 0.5375 ms 99.1%
  triton_mm_1635 0.6082 ms 87.6%
  triton_mm_1628 0.6276 ms 84.9%
  triton_mm_1630 0.6599 ms 80.7%
  addmm 0.6805 ms 78.3%
  triton_mm_1626 0.6879 ms 77.4%
  triton_mm_1631 0.7570 ms 70.4%
  triton_mm_1627 0.7576 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 11.5057 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.4870 ms 100.0%
  triton_mm_1671 0.5309 ms 91.7%
  triton_mm_1672 0.5535 ms 88.0%
  triton_mm_1673 0.5837 ms 83.4%
  triton_mm_1666 0.6552 ms 74.3%
  triton_mm_1664 0.6722 ms 72.4%
  triton_mm_1668 0.6752 ms 72.1%
  triton_mm_1669 0.7065 ms 68.9%
  triton_mm_1667 0.7172 ms 67.9%
  triton_mm_1665 0.7275 ms 66.9%
SingleProcess AUTOTUNE benchmarking takes 2.5483 seconds and 0.0350 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2768 ms 100.0%
  triton_mm_1744 0.2870 ms 96.4%
  triton_mm_1743 0.2872 ms 96.4%
  triton_mm_1745 0.2949 ms 93.9%
  triton_mm_1738 0.3402 ms 81.4%
  triton_mm_1736 0.3432 ms 80.7%
  triton_mm_1740 0.3515 ms 78.8%
  triton_mm_1739 0.3710 ms 74.6%
  triton_mm_1741 0.3904 ms 70.9%
  triton_mm_1737 0.3975 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 2.5135 seconds and 0.0014 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1697 0.0119 ms 100.0%
  triton_mm_1699 0.0119 ms 100.0%
  triton_mm_1704 0.0119 ms 100.0%
  triton_mm_1702 0.0120 ms 98.8%
  triton_mm_1703 0.0121 ms 98.2%
  triton_mm_1696 0.0122 ms 97.6%
  triton_mm_1698 0.0124 ms 95.9%
  triton_mm_1706 0.0124 ms 95.9%
  triton_mm_1701 0.0125 ms 95.4%
  triton_mm_1695 0.0125 ms 95.1%
SingleProcess AUTOTUNE benchmarking takes 2.0044 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1678 0.0171 ms 100.0%
  triton_mm_1682 0.0175 ms 97.6%
  mm 0.0189 ms 90.4%
  triton_mm_1686 0.0204 ms 83.8%
  triton_mm_1677 0.0223 ms 76.7%
  triton_mm_1690 0.0227 ms 75.4%
  triton_mm_1676 0.0237 ms 72.2%
  triton_mm_1681 0.0264 ms 64.7%
  triton_mm_1685 0.0268 ms 63.7%
  triton_mm_1675 0.0272 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.0391 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5189 ms 100.0%
  triton_mm_1652 0.5381 ms 96.4%
  triton_mm_1653 0.5468 ms 94.9%
  triton_mm_1654 0.5609 ms 92.5%
  triton_mm_1647 0.6368 ms 81.5%
  triton_mm_1649 0.6473 ms 80.2%
  triton_mm_1645 0.6600 ms 78.6%
  triton_mm_1648 0.6738 ms 77.0%
  triton_mm_1646 0.6986 ms 74.3%
  triton_mm_1650 0.7056 ms 73.5%
SingleProcess AUTOTUNE benchmarking takes 9.4023 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2661 ms 100.0%
  triton_mm_1724 0.2670 ms 99.7%
  triton_mm_1725 0.2709 ms 98.2%
  triton_mm_1726 0.3104 ms 85.7%
  triton_mm_1717 0.3301 ms 80.6%
  triton_mm_1719 0.3338 ms 79.7%
  triton_mm_1721 0.3370 ms 79.0%
  triton_mm_1718 0.3535 ms 75.3%
  triton_mm_1722 0.3786 ms 70.3%
  triton_mm_1720 0.4211 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.5038 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2130 ms 100.0%
  triton_mm_1839 0.2133 ms 99.8%
  triton_mm_1838 0.2198 ms 96.9%
  triton_mm_1840 0.2321 ms 91.8%
  triton_mm_1835 0.2424 ms 87.8%
  triton_mm_1831 0.2492 ms 85.4%
  triton_mm_1833 0.2502 ms 85.1%
  triton_mm_1832 0.2801 ms 76.0%
  triton_mm_1834 0.2816 ms 75.6%
  triton_mm_1836 0.2864 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 9.4915 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2741 ms 100.0%
  triton_mm_1781 0.2776 ms 98.7%
  triton_mm_1782 0.2844 ms 96.4%
  triton_mm_1783 0.2908 ms 94.3%
  triton_mm_1778 0.3342 ms 82.0%
  triton_mm_1774 0.3447 ms 79.5%
  triton_mm_1776 0.3464 ms 79.1%
  triton_mm_1777 0.3732 ms 73.4%
  triton_mm_1779 0.3785 ms 72.4%
  triton_mm_1775 0.3861 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5099 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2154 ms 100.0%
  triton_mm_1857 0.2707 ms 79.6%
  triton_mm_1852 0.2739 ms 78.6%
  triton_mm_1858 0.2773 ms 77.7%
  triton_mm_1854 0.2774 ms 77.6%
  triton_mm_1859 0.2795 ms 77.1%
  triton_mm_1850 0.2796 ms 77.0%
  triton_mm_1853 0.3057 ms 70.4%
  triton_mm_1855 0.3178 ms 67.8%
  triton_mm_1851 0.3205 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.4814 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1821 0.0997 ms 100.0%
  mm 0.0999 ms 99.7%
  triton_mm_1814 0.1055 ms 94.5%
  triton_mm_1820 0.1085 ms 91.9%
  triton_mm_1811 0.1179 ms 84.5%
  triton_mm_1812 0.1191 ms 83.7%
  triton_mm_1816 0.1208 ms 82.5%
  triton_mm_1819 0.1223 ms 81.5%
  triton_mm_1815 0.1276 ms 78.1%
  triton_mm_1817 0.1305 ms 76.4%
SingleProcess AUTOTUNE benchmarking takes 2.3770 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2864 ms 100.0%
  triton_mm_1762 0.2906 ms 98.6%
  triton_mm_1763 0.2992 ms 95.7%
  triton_mm_1764 0.3100 ms 92.4%
  triton_mm_1759 0.3296 ms 86.9%
  triton_mm_1755 0.3391 ms 84.4%
  triton_mm_1757 0.3401 ms 84.2%
  triton_mm_1758 0.3595 ms 79.7%
  triton_mm_1756 0.3766 ms 76.0%
  triton_mm_1760 0.3843 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.5121 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0843 ms 100.0%
  triton_mm_1801 0.0846 ms 99.6%
  triton_mm_1800 0.0851 ms 99.1%
  triton_mm_1797 0.0930 ms 90.6%
  triton_mm_1793 0.0943 ms 89.3%
  triton_mm_1795 0.0948 ms 88.9%
  triton_mm_1802 0.0953 ms 88.4%
  triton_mm_1794 0.1018 ms 82.8%
  triton_mm_1798 0.1062 ms 79.4%
  triton_mm_1796 0.1238 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.3757 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1890 0.0188 ms 100.0%
  triton_mm_1883 0.0196 ms 96.0%
  triton_mm_1885 0.0196 ms 95.8%
  triton_mm_1887 0.0199 ms 94.4%
  triton_mm_1882 0.0200 ms 94.2%
  triton_mm_1891 0.0200 ms 94.1%
  triton_mm_1893 0.0200 ms 94.1%
  triton_mm_1884 0.0200 ms 93.9%
  triton_mm_1892 0.0202 ms 93.2%
  triton_mm_1888 0.0204 ms 92.5%
SingleProcess AUTOTUNE benchmarking takes 2.0070 seconds and 0.0007 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2740 ms 100.0%
  triton_mm_1967 0.2793 ms 98.1%
  triton_mm_1968 0.2846 ms 96.3%
  triton_mm_1969 0.2932 ms 93.5%
  triton_mm_1964 0.3367 ms 81.4%
  triton_mm_1960 0.3430 ms 79.9%
  triton_mm_1962 0.3456 ms 79.3%
  triton_mm_1963 0.3743 ms 73.2%
  triton_mm_1965 0.3824 ms 71.7%
  triton_mm_1961 0.3923 ms 69.9%
SingleProcess AUTOTUNE benchmarking takes 2.5026 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_1864 0.0290 ms 100.0%
  mm 0.0294 ms 98.6%
  triton_mm_1868 0.0312 ms 92.9%
  triton_mm_1872 0.0402 ms 72.2%
  triton_mm_1876 0.0510 ms 56.9%
  triton_mm_1863 0.0517 ms 56.1%
  triton_mm_1862 0.0553 ms 52.5%
  triton_mm_1867 0.0595 ms 48.8%
  triton_mm_1871 0.0634 ms 45.8%
  triton_mm_1861 0.0651 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 6.3319 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2151 ms 100.0%
  triton_mm_2043 0.2708 ms 79.4%
  triton_mm_2038 0.2749 ms 78.2%
  triton_mm_2040 0.2770 ms 77.6%
  triton_mm_2044 0.2775 ms 77.5%
  triton_mm_2045 0.2797 ms 76.9%
  triton_mm_2036 0.2808 ms 76.6%
  triton_mm_2039 0.3078 ms 69.9%
  triton_mm_2041 0.3138 ms 68.5%
  triton_mm_2037 0.3239 ms 66.4%
SingleProcess AUTOTUNE benchmarking takes 2.4817 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0986 ms 100.0%
  triton_mm_2007 0.0997 ms 98.9%
  triton_mm_2000 0.1051 ms 93.8%
  triton_mm_2006 0.1088 ms 90.6%
  triton_mm_1997 0.1191 ms 82.8%
  triton_mm_1998 0.1211 ms 81.4%
  triton_mm_2002 0.1221 ms 80.7%
  triton_mm_2005 0.1238 ms 79.6%
  triton_mm_2001 0.1268 ms 77.8%
  triton_mm_2003 0.1306 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.3704 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0834 ms 100.0%
  triton_mm_1987 0.0837 ms 99.6%
  triton_mm_1986 0.0862 ms 96.8%
  triton_mm_1983 0.0919 ms 90.7%
  triton_mm_1979 0.0942 ms 88.5%
  triton_mm_1988 0.0945 ms 88.2%
  triton_mm_1981 0.0949 ms 87.9%
  triton_mm_1980 0.1017 ms 82.0%
  triton_mm_1984 0.1061 ms 78.5%
  triton_mm_1977 0.1242 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.3602 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2141 ms 100.0%
  triton_mm_2025 0.2173 ms 98.5%
  triton_mm_2024 0.2209 ms 96.9%
  triton_mm_2026 0.2361 ms 90.7%
  triton_mm_2021 0.2475 ms 86.5%
  triton_mm_2017 0.2500 ms 85.6%
  triton_mm_2019 0.2542 ms 84.2%
  triton_mm_2018 0.2825 ms 75.8%
  triton_mm_2020 0.2863 ms 74.8%
  triton_mm_2022 0.2902 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4648 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2837 ms 100.0%
  triton_mm_2134 0.2917 ms 97.3%
  triton_mm_2135 0.3000 ms 94.6%
  triton_mm_2136 0.3103 ms 91.4%
  triton_mm_2131 0.3327 ms 85.3%
  triton_mm_2127 0.3414 ms 83.1%
  triton_mm_2129 0.3417 ms 83.0%
  triton_mm_2130 0.3585 ms 79.1%
  triton_mm_2128 0.3781 ms 75.0%
  triton_mm_2132 0.3849 ms 73.7%
SingleProcess AUTOTUNE benchmarking takes 2.5123 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0184 ms 100.0%
  triton_mm_2071 0.0184 ms 100.0%
  triton_mm_2076 0.0187 ms 98.3%
  triton_mm_2075 0.0192 ms 95.5%
  triton_mm_2072 0.0193 ms 95.0%
  triton_mm_2070 0.0196 ms 93.9%
  triton_mm_2073 0.0198 ms 92.8%
  triton_mm_2077 0.0201 ms 91.5%
  triton_mm_2079 0.0201 ms 91.5%
  triton_mm_2074 0.0202 ms 90.8%
SingleProcess AUTOTUNE benchmarking takes 2.0105 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2768 ms 100.0%
  triton_mm_2153 0.2796 ms 99.0%
  triton_mm_2154 0.2914 ms 95.0%
  triton_mm_2155 0.2931 ms 94.5%
  triton_mm_2150 0.3357 ms 82.4%
  triton_mm_2146 0.3435 ms 80.6%
  triton_mm_2148 0.3468 ms 79.8%
  triton_mm_2149 0.3745 ms 73.9%
  triton_mm_2151 0.3806 ms 72.7%
  triton_mm_2147 0.3915 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5077 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2050 0.0290 ms 100.0%
  mm 0.0294 ms 98.5%
  triton_mm_2054 0.0324 ms 89.3%
  triton_mm_2058 0.0412 ms 70.4%
  triton_mm_2049 0.0516 ms 56.1%
  triton_mm_2062 0.0519 ms 55.9%
  triton_mm_2048 0.0555 ms 52.2%
  triton_mm_2053 0.0604 ms 48.0%
  triton_mm_2057 0.0624 ms 46.4%
  triton_mm_2047 0.0660 ms 43.9%
SingleProcess AUTOTUNE benchmarking takes 2.0390 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0841 ms 100.0%
  triton_mm_2173 0.0847 ms 99.4%
  triton_mm_2172 0.0850 ms 99.0%
  triton_mm_2169 0.0919 ms 91.5%
  triton_mm_2167 0.0949 ms 88.6%
  triton_mm_2165 0.0950 ms 88.5%
  triton_mm_2174 0.0952 ms 88.4%
  triton_mm_2166 0.1027 ms 82.0%
  triton_mm_2170 0.1061 ms 79.3%
  triton_mm_2168 0.1248 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.3696 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2130 ms 100.0%
  triton_mm_2211 0.2169 ms 98.2%
  triton_mm_2210 0.2210 ms 96.4%
  triton_mm_2212 0.2372 ms 89.8%
  triton_mm_2207 0.2477 ms 86.0%
  triton_mm_2205 0.2554 ms 83.4%
  triton_mm_2203 0.2561 ms 83.2%
  triton_mm_2204 0.2838 ms 75.1%
  triton_mm_2206 0.2849 ms 74.8%
  triton_mm_2208 0.2887 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4827 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2863 ms 100.0%
  triton_mm_2320 0.2898 ms 98.8%
  triton_mm_2321 0.2990 ms 95.7%
  triton_mm_2322 0.3097 ms 92.4%
  triton_mm_2317 0.3328 ms 86.0%
  triton_mm_2313 0.3389 ms 84.5%
  triton_mm_2315 0.3410 ms 84.0%
  triton_mm_2316 0.3593 ms 79.7%
  triton_mm_2314 0.3781 ms 75.7%
  triton_mm_2318 0.3846 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.5109 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2256 0.0187 ms 100.0%
  triton_mm_2259 0.0189 ms 99.0%
  triton_mm_2257 0.0192 ms 97.2%
  triton_mm_2255 0.0195 ms 96.1%
  triton_mm_2254 0.0197 ms 95.0%
  triton_mm_2262 0.0200 ms 93.6%
  triton_mm_2265 0.0201 ms 93.1%
  triton_mm_2261 0.0202 ms 92.5%
  triton_mm_2260 0.0203 ms 92.3%
  triton_mm_2253 0.0203 ms 92.1%
SingleProcess AUTOTUNE benchmarking takes 2.0105 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2784 ms 100.0%
  triton_mm_2339 0.2799 ms 99.5%
  triton_mm_2340 0.2863 ms 97.3%
  triton_mm_2341 0.2917 ms 95.4%
  triton_mm_2336 0.3380 ms 82.4%
  triton_mm_2332 0.3439 ms 81.0%
  triton_mm_2334 0.3479 ms 80.0%
  triton_mm_2335 0.3760 ms 74.1%
  triton_mm_2337 0.3821 ms 72.9%
  triton_mm_2333 0.3899 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5107 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2236 0.0290 ms 100.0%
  mm 0.0294 ms 98.6%
  triton_mm_2240 0.0312 ms 92.9%
  triton_mm_2244 0.0415 ms 69.9%
  triton_mm_2248 0.0510 ms 56.9%
  triton_mm_2235 0.0516 ms 56.2%
  triton_mm_2234 0.0555 ms 52.3%
  triton_mm_2239 0.0596 ms 48.7%
  triton_mm_2243 0.0634 ms 45.8%
  triton_mm_2233 0.0651 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0399 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0833 ms 100.0%
  triton_mm_2359 0.0836 ms 99.7%
  triton_mm_2358 0.0858 ms 97.2%
  triton_mm_2355 0.0930 ms 89.6%
  triton_mm_2351 0.0942 ms 88.5%
  triton_mm_2353 0.0949 ms 87.8%
  triton_mm_2360 0.0954 ms 87.4%
  triton_mm_2352 0.1017 ms 82.0%
  triton_mm_2356 0.1052 ms 79.2%
  triton_mm_2354 0.1238 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.3601 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2130 ms 100.0%
  triton_mm_2397 0.2166 ms 98.3%
  triton_mm_2396 0.2206 ms 96.5%
  triton_mm_2398 0.2359 ms 90.3%
  triton_mm_2393 0.2485 ms 85.7%
  triton_mm_2391 0.2555 ms 83.3%
  triton_mm_2389 0.2564 ms 83.1%
  triton_mm_2390 0.2837 ms 75.1%
  triton_mm_2392 0.2857 ms 74.5%
  triton_mm_2394 0.2882 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 2.4792 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2840 ms 100.0%
  triton_mm_2506 0.2903 ms 97.9%
  triton_mm_2507 0.2989 ms 95.0%
  triton_mm_2508 0.3122 ms 91.0%
  triton_mm_2503 0.3301 ms 86.1%
  triton_mm_2501 0.3404 ms 83.4%
  triton_mm_2499 0.3413 ms 83.2%
  triton_mm_2502 0.3591 ms 79.1%
  triton_mm_2500 0.3781 ms 75.1%
  triton_mm_2504 0.3850 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.5126 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2441 0.0184 ms 100.0%
  triton_mm_2443 0.0184 ms 100.0%
  triton_mm_2445 0.0189 ms 97.1%
  triton_mm_2447 0.0193 ms 95.3%
  triton_mm_2448 0.0196 ms 93.8%
  triton_mm_2442 0.0198 ms 92.6%
  triton_mm_2451 0.0201 ms 91.5%
  triton_mm_2444 0.0201 ms 91.3%
  triton_mm_2446 0.0201 ms 91.2%
  triton_mm_2450 0.0203 ms 90.5%
SingleProcess AUTOTUNE benchmarking takes 2.0129 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2767 ms 100.0%
  triton_mm_2525 0.2790 ms 99.2%
  triton_mm_2526 0.2868 ms 96.5%
  triton_mm_2527 0.2904 ms 95.3%
  triton_mm_2522 0.3388 ms 81.7%
  triton_mm_2518 0.3454 ms 80.1%
  triton_mm_2520 0.3461 ms 80.0%
  triton_mm_2521 0.3742 ms 73.9%
  triton_mm_2523 0.3841 ms 72.1%
  triton_mm_2519 0.3932 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.5071 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0295 ms 100.0%
  triton_mm_2422 0.0298 ms 99.0%
  triton_mm_2426 0.0312 ms 94.4%
  triton_mm_2430 0.0411 ms 71.8%
  triton_mm_2434 0.0518 ms 56.9%
  triton_mm_2421 0.0522 ms 56.4%
  triton_mm_2420 0.0554 ms 53.2%
  triton_mm_2425 0.0596 ms 49.4%
  triton_mm_2429 0.0625 ms 47.2%
  triton_mm_2419 0.0651 ms 45.3%
SingleProcess AUTOTUNE benchmarking takes 2.0501 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2139 ms 100.0%
  triton_mm_2583 0.2169 ms 98.6%
  triton_mm_2582 0.2199 ms 97.3%
  triton_mm_2584 0.2341 ms 91.4%
  triton_mm_2579 0.2506 ms 85.3%
  triton_mm_2577 0.2557 ms 83.6%
  triton_mm_2575 0.2560 ms 83.5%
  triton_mm_2578 0.2844 ms 75.2%
  triton_mm_2576 0.2861 ms 74.8%
  triton_mm_2580 0.2900 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4745 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2740 ms 100.0%
  triton_mm_2711 0.2813 ms 97.4%
  triton_mm_2712 0.2867 ms 95.6%
  triton_mm_2713 0.2999 ms 91.4%
  triton_mm_2708 0.3365 ms 81.4%
  triton_mm_2704 0.3467 ms 79.0%
  triton_mm_2706 0.3469 ms 79.0%
  triton_mm_2707 0.3739 ms 73.3%
  triton_mm_2709 0.3821 ms 71.7%
  triton_mm_2705 0.3940 ms 69.5%
SingleProcess AUTOTUNE benchmarking takes 2.5161 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2608 0.0290 ms 100.0%
  mm 0.0299 ms 97.2%
  triton_mm_2612 0.0320 ms 90.6%
  triton_mm_2616 0.0402 ms 72.3%
  triton_mm_2620 0.0510 ms 56.9%
  triton_mm_2607 0.0518 ms 56.1%
  triton_mm_2606 0.0554 ms 52.4%
  triton_mm_2611 0.0603 ms 48.1%
  triton_mm_2615 0.0624 ms 46.5%
  triton_mm_2605 0.0651 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0423 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2129 ms 100.0%
  triton_mm_2769 0.2178 ms 97.7%
  triton_mm_2768 0.2211 ms 96.3%
  triton_mm_2770 0.2347 ms 90.7%
  triton_mm_2765 0.2501 ms 85.1%
  triton_mm_2763 0.2526 ms 84.3%
  triton_mm_2761 0.2538 ms 83.9%
  triton_mm_2762 0.2824 ms 75.4%
  triton_mm_2764 0.2858 ms 74.5%
  triton_mm_2766 0.2902 ms 73.4%
SingleProcess AUTOTUNE benchmarking takes 2.4741 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2845 ms 100.0%
  triton_mm_2878 0.2894 ms 98.3%
  triton_mm_2879 0.2996 ms 94.9%
  triton_mm_2880 0.3100 ms 91.8%
  triton_mm_2875 0.3306 ms 86.0%
  triton_mm_2873 0.3407 ms 83.5%
  triton_mm_2871 0.3416 ms 83.3%
  triton_mm_2874 0.3593 ms 79.2%
  triton_mm_2872 0.3779 ms 75.3%
  triton_mm_2876 0.3828 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.5173 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2814 0.0187 ms 100.0%
  triton_mm_2820 0.0187 ms 100.0%
  triton_mm_2817 0.0189 ms 98.6%
  triton_mm_2815 0.0191 ms 97.8%
  triton_mm_2813 0.0191 ms 97.7%
  triton_mm_2818 0.0201 ms 93.1%
  triton_mm_2821 0.0201 ms 93.1%
  triton_mm_2823 0.0201 ms 93.1%
  triton_mm_2816 0.0201 ms 93.1%
  triton_mm_2819 0.0202 ms 92.7%
SingleProcess AUTOTUNE benchmarking takes 2.0271 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2768 ms 100.0%
  triton_mm_2897 0.2823 ms 98.1%
  triton_mm_2898 0.2866 ms 96.6%
  triton_mm_2899 0.2950 ms 93.8%
  triton_mm_2894 0.3369 ms 82.2%
  triton_mm_2892 0.3468 ms 79.8%
  triton_mm_2890 0.3492 ms 79.3%
  triton_mm_2893 0.3754 ms 73.7%
  triton_mm_2895 0.3821 ms 72.4%
  triton_mm_2891 0.3920 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5065 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2794 0.0290 ms 100.0%
  mm 0.0294 ms 98.6%
  triton_mm_2798 0.0312 ms 92.9%
  triton_mm_2802 0.0402 ms 72.2%
  triton_mm_2793 0.0516 ms 56.2%
  triton_mm_2806 0.0521 ms 55.7%
  triton_mm_2792 0.0555 ms 52.3%
  triton_mm_2797 0.0596 ms 48.7%
  triton_mm_2801 0.0624 ms 46.5%
  triton_mm_2791 0.0651 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0491 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2139 ms 100.0%
  triton_mm_2955 0.2158 ms 99.1%
  triton_mm_2954 0.2192 ms 97.6%
  triton_mm_2956 0.2347 ms 91.1%
  triton_mm_2951 0.2500 ms 85.6%
  triton_mm_2949 0.2547 ms 84.0%
  triton_mm_2947 0.2566 ms 83.4%
  triton_mm_2948 0.2849 ms 75.1%
  triton_mm_2950 0.2866 ms 74.6%
  triton_mm_2952 0.2900 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4730 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2999 0.0186 ms 100.0%
  triton_mm_3001 0.0186 ms 100.0%
  triton_mm_3002 0.0194 ms 95.9%
  triton_mm_3000 0.0198 ms 94.2%
  triton_mm_3006 0.0199 ms 93.4%
  triton_mm_3003 0.0200 ms 93.3%
  triton_mm_3007 0.0200 ms 93.0%
  triton_mm_3009 0.0200 ms 93.0%
  triton_mm_3008 0.0202 ms 92.2%
  triton_mm_3004 0.0204 ms 91.5%
SingleProcess AUTOTUNE benchmarking takes 2.0175 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2769 ms 100.0%
  triton_mm_3083 0.2805 ms 98.7%
  triton_mm_3084 0.2882 ms 96.1%
  triton_mm_3085 0.2931 ms 94.5%
  triton_mm_3080 0.3367 ms 82.2%
  triton_mm_3076 0.3431 ms 80.7%
  triton_mm_3078 0.3479 ms 79.6%
  triton_mm_3079 0.3768 ms 73.5%
  triton_mm_3081 0.3809 ms 72.7%
  triton_mm_3077 0.3902 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5038 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0294 ms 100.0%
  triton_mm_2980 0.0300 ms 98.0%
  triton_mm_2984 0.0313 ms 94.1%
  triton_mm_2988 0.0407 ms 72.2%
  triton_mm_2992 0.0519 ms 56.7%
  triton_mm_2979 0.0524 ms 56.1%
  triton_mm_2978 0.0561 ms 52.4%
  triton_mm_2983 0.0594 ms 49.5%
  triton_mm_2987 0.0633 ms 46.5%
  triton_mm_2977 0.0657 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 2.0326 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2143 ms 100.0%
  triton_mm_3141 0.2167 ms 98.9%
  triton_mm_3140 0.2219 ms 96.6%
  triton_mm_3142 0.2365 ms 90.6%
  triton_mm_3137 0.2501 ms 85.7%
  triton_mm_3135 0.2542 ms 84.3%
  triton_mm_3133 0.2571 ms 83.4%
  triton_mm_3134 0.2853 ms 75.1%
  triton_mm_3136 0.2855 ms 75.1%
  triton_mm_3138 0.2900 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 2.4789 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_3186 0.0189 ms 100.0%
  triton_mm_3189 0.0189 ms 100.0%
  triton_mm_3187 0.0196 ms 96.3%
  triton_mm_3185 0.0197 ms 95.9%
  triton_mm_3184 0.0200 ms 94.6%
  triton_mm_3192 0.0200 ms 94.4%
  triton_mm_3194 0.0203 ms 93.2%
  triton_mm_3188 0.0204 ms 92.8%
  triton_mm_3191 0.0204 ms 92.6%
  triton_mm_3190 0.0204 ms 92.5%
SingleProcess AUTOTUNE benchmarking takes 2.0033 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2772 ms 100.0%
  triton_mm_3269 0.2798 ms 99.1%
  triton_mm_3270 0.2883 ms 96.1%
  triton_mm_3271 0.2930 ms 94.6%
  triton_mm_3266 0.3365 ms 82.4%
  triton_mm_3262 0.3435 ms 80.7%
  triton_mm_3264 0.3484 ms 79.6%
  triton_mm_3265 0.3768 ms 73.6%
  triton_mm_3267 0.3824 ms 72.5%
  triton_mm_3263 0.3915 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5166 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_3166 0.0291 ms 100.0%
  mm 0.0294 ms 98.8%
  triton_mm_3170 0.0312 ms 93.0%
  triton_mm_3174 0.0411 ms 70.8%
  triton_mm_3165 0.0517 ms 56.2%
  triton_mm_3178 0.0519 ms 56.0%
  triton_mm_3164 0.0553 ms 52.6%
  triton_mm_3169 0.0596 ms 48.8%
  triton_mm_3173 0.0633 ms 45.9%
  triton_mm_3163 0.0650 ms 44.7%
SingleProcess AUTOTUNE benchmarking takes 2.0387 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2134 ms 100.0%
  triton_mm_3327 0.2158 ms 98.9%
  triton_mm_3326 0.2208 ms 96.7%
  triton_mm_3328 0.2355 ms 90.6%
  triton_mm_3323 0.2502 ms 85.3%
  triton_mm_3319 0.2555 ms 83.5%
  triton_mm_3321 0.2630 ms 81.2%
  triton_mm_3320 0.2850 ms 74.9%
  triton_mm_3322 0.2858 ms 74.7%
  triton_mm_3324 0.2900 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.4736 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_3352 0.0290 ms 100.0%
  mm 0.0293 ms 99.0%
  triton_mm_3356 0.0313 ms 92.8%
  triton_mm_3360 0.0411 ms 70.6%
  triton_mm_3364 0.0510 ms 56.9%
  triton_mm_3351 0.0517 ms 56.1%
  triton_mm_3350 0.0553 ms 52.5%
  triton_mm_3355 0.0595 ms 48.8%
  triton_mm_3359 0.0632 ms 45.9%
  triton_mm_3349 0.0650 ms 44.6%
SingleProcess AUTOTUNE benchmarking takes 2.0435 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2129 ms 100.0%
  triton_mm_3513 0.2181 ms 97.6%
  triton_mm_3512 0.2222 ms 95.8%
  triton_mm_3514 0.2362 ms 90.1%
  triton_mm_3509 0.2483 ms 85.7%
  triton_mm_3505 0.2530 ms 84.1%
  triton_mm_3507 0.2547 ms 83.6%
  triton_mm_3506 0.2839 ms 75.0%
  triton_mm_3508 0.2842 ms 74.9%
  triton_mm_3510 0.2886 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4750 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2138 ms 100.0%
  triton_mm_3699 0.2158 ms 99.1%
  triton_mm_3698 0.2205 ms 97.0%
  triton_mm_3700 0.2356 ms 90.7%
  triton_mm_3695 0.2475 ms 86.4%
  triton_mm_3691 0.2517 ms 84.9%
  triton_mm_3693 0.2529 ms 84.6%
  triton_mm_3694 0.2851 ms 75.0%
  triton_mm_3692 0.2881 ms 74.2%
  triton_mm_3696 0.2898 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4703 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2129 ms 100.0%
  triton_mm_3885 0.2157 ms 98.7%
  triton_mm_3884 0.2225 ms 95.7%
  triton_mm_3886 0.2339 ms 91.1%
  triton_mm_3881 0.2478 ms 85.9%
  triton_mm_3877 0.2517 ms 84.6%
  triton_mm_3879 0.2519 ms 84.5%
  triton_mm_3878 0.2809 ms 75.8%
  triton_mm_3880 0.2817 ms 75.6%
  triton_mm_3882 0.2884 ms 73.8%
SingleProcess AUTOTUNE benchmarking takes 2.4795 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2129 ms 100.0%
  triton_mm_4071 0.2160 ms 98.6%
  triton_mm_4070 0.2196 ms 96.9%
  triton_mm_4072 0.2346 ms 90.7%
  triton_mm_4067 0.2464 ms 86.4%
  triton_mm_4065 0.2537 ms 83.9%
  triton_mm_4063 0.2574 ms 82.7%
  triton_mm_4066 0.2816 ms 75.6%
  triton_mm_4064 0.2836 ms 75.1%
  triton_mm_4068 0.2882 ms 73.9%
SingleProcess AUTOTUNE benchmarking takes 2.4730 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x64)
  mm 0.0315 ms 100.0%
  triton_mm_4874 0.0444 ms 70.9%
  triton_mm_4878 0.0483 ms 65.1%
  triton_mm_4882 0.0486 ms 64.7%
  triton_mm_4872 0.0590 ms 53.3%
  triton_mm_4873 0.0634 ms 49.6%
  triton_mm_4881 0.0672 ms 46.8%
  triton_mm_4877 0.0726 ms 43.3%
  triton_mm_4871 0.0739 ms 42.6%
  triton_mm_4880 0.0774 ms 40.6%
SingleProcess AUTOTUNE benchmarking takes 7.3849 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 0.8252 ms 100.0%
  mm 0.8254 ms 100.0%
  triton_mm_4992 0.9918 ms 83.2%
  triton_mm_4988 1.0029 ms 82.3%
  triton_mm_4996 1.0606 ms 77.8%
  triton_mm_4993 1.1043 ms 74.7%
  triton_mm_4989 1.1111 ms 74.3%
  triton_mm_4990 1.1374 ms 72.6%
  triton_mm_4985 1.3487 ms 61.2%
  triton_mm_4986 1.4033 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1592 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8250 ms 100.0%
  mm 0.8258 ms 99.9%
  triton_mm_5085 0.9972 ms 82.7%
  triton_mm_5081 1.0041 ms 82.2%
  triton_mm_5089 1.0623 ms 77.7%
  triton_mm_5086 1.1022 ms 74.8%
  triton_mm_5082 1.1058 ms 74.6%
  triton_mm_5083 1.1391 ms 72.4%
  triton_mm_5078 1.3498 ms 61.1%
  triton_mm_5079 1.4148 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1516 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5274 0.8257 ms 100.0%
  mm 0.8313 ms 99.3%
  triton_mm_5271 0.9921 ms 83.2%
  triton_mm_5267 1.0033 ms 82.3%
  triton_mm_5275 1.0692 ms 77.2%
  triton_mm_5272 1.1047 ms 74.7%
  triton_mm_5268 1.1050 ms 74.7%
  triton_mm_5269 1.1403 ms 72.4%
  triton_mm_5264 1.3494 ms 61.2%
  triton_mm_5265 1.4173 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1483 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5553 0.8303 ms 100.0%
  mm 0.8313 ms 99.9%
  triton_mm_5550 0.9922 ms 83.7%
  triton_mm_5546 1.0054 ms 82.6%
  triton_mm_5554 1.0700 ms 77.6%
  triton_mm_5551 1.1047 ms 75.2%
  triton_mm_5547 1.1060 ms 75.1%
  triton_mm_5548 1.1406 ms 72.8%
  triton_mm_5543 1.3462 ms 61.7%
  triton_mm_5544 1.4171 ms 58.6%
SingleProcess AUTOTUNE benchmarking takes 2.1440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5646 0.8238 ms 100.0%
  mm 0.8255 ms 99.8%
  triton_mm_5643 0.9927 ms 83.0%
  triton_mm_5639 1.0057 ms 81.9%
  triton_mm_5647 1.0700 ms 77.0%
  triton_mm_5644 1.1048 ms 74.6%
  triton_mm_5640 1.1163 ms 73.8%
  triton_mm_5641 1.1485 ms 71.7%
  triton_mm_5636 1.3491 ms 61.1%
  triton_mm_5637 1.4133 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1395 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5739 0.8242 ms 100.0%
  mm 0.8337 ms 98.9%
  triton_mm_5736 0.9892 ms 83.3%
  triton_mm_5732 1.0042 ms 82.1%
  triton_mm_5740 1.0694 ms 77.1%
  triton_mm_5737 1.1055 ms 74.6%
  triton_mm_5733 1.1156 ms 73.9%
  triton_mm_5734 1.1535 ms 71.5%
  triton_mm_5729 1.3494 ms 61.1%
  triton_mm_5730 1.4033 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1461 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8225 ms 100.0%
  mm 0.8327 ms 98.8%
  triton_mm_6015 0.9902 ms 83.1%
  triton_mm_6011 1.0013 ms 82.1%
  triton_mm_6019 1.0695 ms 76.9%
  triton_mm_6016 1.1021 ms 74.6%
  triton_mm_6012 1.1125 ms 73.9%
  triton_mm_6013 1.1410 ms 72.1%
  triton_mm_6008 1.3489 ms 61.0%
  triton_mm_6009 1.4021 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1449 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0414 ms 100.0%
  mm 0.0416 ms 99.6%
  triton_mm_4899 0.0425 ms 97.4%
  triton_mm_4902 0.0428 ms 96.7%
  triton_mm_4901 0.0447 ms 92.6%
  triton_mm_4898 0.0452 ms 91.8%
  triton_mm_4890 0.0460 ms 90.0%
  triton_mm_4891 0.0467 ms 88.7%
  triton_mm_4897 0.0478 ms 86.7%
  triton_mm_4889 0.0517 ms 80.1%
SingleProcess AUTOTUNE benchmarking takes 1.5819 seconds and 0.0012 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0460 ms 100.0%
  triton_mm_4914 0.0464 ms 99.0%
  triton_mm_4913 0.0473 ms 97.1%
  triton_mm_4911 0.0481 ms 95.5%
  triton_mm_4921 0.0488 ms 94.2%
  triton_mm_4910 0.0511 ms 89.9%
  triton_mm_4912 0.0522 ms 88.0%
  triton_mm_4919 0.0524 ms 87.6%
  triton_mm_4917 0.0526 ms 87.4%
  triton_mm_4916 0.0527 ms 87.2%
SingleProcess AUTOTUNE benchmarking takes 2.3810 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6255 ms 100.0%
  triton_mm_4940 0.6360 ms 98.3%
  triton_mm_4937 0.7451 ms 84.0%
  triton_mm_4933 0.7559 ms 82.8%
  addmm 0.8025 ms 77.9%
  triton_mm_4938 0.8368 ms 74.7%
  triton_mm_4941 0.8386 ms 74.6%
  triton_mm_4934 0.8448 ms 74.0%
  triton_mm_4935 0.8786 ms 71.2%
  triton_mm_4930 1.0073 ms 62.1%
SingleProcess AUTOTUNE benchmarking takes 2.2480 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2181 ms 100.0%
  mm 0.2328 ms 93.7%
  triton_mm_4956 0.2489 ms 87.6%
  triton_mm_4952 0.2637 ms 82.7%
  triton_mm_4957 0.2771 ms 78.7%
  triton_mm_4960 0.2893 ms 75.4%
  triton_mm_4953 0.2933 ms 74.4%
  triton_mm_4954 0.3081 ms 70.8%
  triton_mm_4949 0.3387 ms 64.4%
  triton_mm_4950 0.3514 ms 62.1%
SingleProcess AUTOTUNE benchmarking takes 1.9950 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8300 ms 100.0%
  mm 0.8745 ms 94.9%
  triton_mm_5015 0.9952 ms 83.4%
  triton_mm_5011 1.0086 ms 82.3%
  triton_mm_5007 1.0397 ms 79.8%
  triton_mm_5012 1.0596 ms 78.3%
  triton_mm_5008 1.1197 ms 74.1%
  triton_mm_5009 1.1310 ms 73.4%
  triton_mm_5004 1.3486 ms 61.6%
  triton_mm_5005 1.3671 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1564 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5944 0.8277 ms 100.0%
  mm 0.8744 ms 94.7%
  triton_mm_5945 1.0007 ms 82.7%
  triton_mm_5941 1.0068 ms 82.2%
  triton_mm_5937 1.0383 ms 79.7%
  triton_mm_5942 1.0606 ms 78.0%
  triton_mm_5938 1.1175 ms 74.1%
  triton_mm_5939 1.1371 ms 72.8%
  triton_mm_5934 1.3477 ms 61.4%
  triton_mm_5935 1.3820 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.1533 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0224 ms 100.0%
  triton_mm_6452 0.0230 ms 97.5%
  mm 0.0249 ms 90.1%
  triton_mm_6457 0.0253 ms 88.6%
  triton_mm_6464 0.0253 ms 88.6%
  triton_mm_6451 0.0256 ms 87.5%
  triton_mm_6461 0.0276 ms 81.2%
  triton_mm_6463 0.0280 ms 80.0%
  triton_mm_6460 0.0287 ms 78.2%
  triton_mm_6459 0.0312 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 1.5851 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5523 ms 100.0%
  bias_addmm 1.5724 ms 98.7%
  triton_mm_6518 1.8970 ms 81.8%
  triton_mm_6514 1.9176 ms 81.0%
  addmm 1.9414 ms 80.0%
  triton_mm_6522 2.0278 ms 76.6%
  triton_mm_6519 2.0800 ms 74.6%
  triton_mm_6515 2.1047 ms 73.8%
  triton_mm_6516 2.1674 ms 71.6%
  triton_mm_6511 2.5495 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.4110 seconds and 0.0010 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:11<1:34:35, 131.98s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8064 ms 100.0%
  triton_mm_4995 0.8235 ms 97.9%
  triton_mm_4992 0.9837 ms 82.0%
  triton_mm_4988 1.0056 ms 80.2%
  triton_mm_4996 1.0727 ms 75.2%
  triton_mm_4989 1.0963 ms 73.6%
  triton_mm_4993 1.1020 ms 73.2%
  triton_mm_4990 1.1364 ms 71.0%
  triton_mm_4985 1.3338 ms 60.5%
  triton_mm_4986 1.3992 ms 57.6%
SingleProcess AUTOTUNE benchmarking takes 2.1462 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0413 ms 100.0%
  mm 0.0415 ms 99.5%
  triton_mm_4899 0.0418 ms 98.8%
  triton_mm_4902 0.0424 ms 97.4%
  triton_mm_4898 0.0444 ms 93.0%
  triton_mm_4901 0.0451 ms 91.5%
  triton_mm_4890 0.0455 ms 90.9%
  triton_mm_4891 0.0464 ms 89.0%
  triton_mm_4897 0.0471 ms 87.7%
  triton_mm_4889 0.0530 ms 78.0%
SingleProcess AUTOTUNE benchmarking takes 1.5813 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0450 ms 100.0%
  triton_mm_4914 0.0465 ms 96.6%
  triton_mm_4913 0.0473 ms 95.0%
  triton_mm_4921 0.0482 ms 93.2%
  triton_mm_4911 0.0488 ms 92.2%
  triton_mm_4910 0.0503 ms 89.4%
  triton_mm_4912 0.0515 ms 87.4%
  triton_mm_4919 0.0518 ms 86.8%
  triton_mm_4916 0.0519 ms 86.6%
  triton_mm_4917 0.0519 ms 86.6%
SingleProcess AUTOTUNE benchmarking takes 2.3790 seconds and 0.0012 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6240 ms 100.0%
  triton_mm_4940 0.6308 ms 98.9%
  triton_mm_4937 0.7453 ms 83.7%
  triton_mm_4933 0.7526 ms 82.9%
  addmm 0.8042 ms 77.6%
  triton_mm_4941 0.8323 ms 75.0%
  triton_mm_4938 0.8324 ms 75.0%
  triton_mm_4934 0.8436 ms 74.0%
  triton_mm_4935 0.8700 ms 71.7%
  triton_mm_4930 1.0059 ms 62.0%
SingleProcess AUTOTUNE benchmarking takes 2.2404 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2212 ms 100.0%
  mm 0.2314 ms 95.6%
  triton_mm_4956 0.2506 ms 88.3%
  triton_mm_4952 0.2629 ms 84.1%
  triton_mm_4957 0.2748 ms 80.5%
  triton_mm_4960 0.2888 ms 76.6%
  triton_mm_4953 0.2925 ms 75.6%
  triton_mm_4954 0.3064 ms 72.2%
  triton_mm_4949 0.3403 ms 65.0%
  triton_mm_4950 0.3517 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 1.9845 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0405 ms 100.0%
  triton_mm_4969 0.0422 ms 96.0%
  triton_mm_4973 0.0428 ms 94.8%
  triton_mm_4976 0.0433 ms 93.5%
  triton_mm_4972 0.0434 ms 93.3%
  triton_mm_4975 0.0452 ms 89.7%
  triton_mm_4964 0.0455 ms 89.1%
  triton_mm_4971 0.0460 ms 88.0%
  triton_mm_4965 0.0464 ms 87.4%
  triton_mm_4963 0.0529 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 1.5813 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8288 ms 100.0%
  mm 0.8686 ms 95.4%
  triton_mm_5015 0.9900 ms 83.7%
  triton_mm_5011 1.0055 ms 82.4%
  triton_mm_5007 1.0342 ms 80.1%
  triton_mm_5012 1.0635 ms 77.9%
  triton_mm_5008 1.1066 ms 74.9%
  triton_mm_5009 1.1261 ms 73.6%
  triton_mm_5004 1.3502 ms 61.4%
  triton_mm_5005 1.3658 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1490 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0225 ms 100.0%
  triton_mm_6452 0.0227 ms 99.3%
  triton_mm_6457 0.0241 ms 93.4%
  mm 0.0243 ms 92.6%
  triton_mm_6451 0.0255 ms 88.4%
  triton_mm_6464 0.0261 ms 86.2%
  triton_mm_6461 0.0264 ms 85.3%
  triton_mm_6463 0.0277 ms 81.2%
  triton_mm_6460 0.0285 ms 79.1%
  triton_mm_6459 0.0311 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 1.5712 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5310 ms 100.0%
  bias_addmm 1.5578 ms 98.3%
  triton_mm_6518 1.8685 ms 81.9%
  triton_mm_6514 1.9178 ms 79.8%
  addmm 1.9258 ms 79.5%
  triton_mm_6522 2.0016 ms 76.5%
  triton_mm_6519 2.0745 ms 73.8%
  triton_mm_6515 2.0903 ms 73.2%
  triton_mm_6516 2.1663 ms 70.7%
  triton_mm_6511 2.5197 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.3938 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 [02:11<1:34:35, 132.00s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8099 ms 100.0%
  triton_mm_4995 0.8231 ms 98.4%
  triton_mm_4988 1.0003 ms 81.0%
  triton_mm_4992 1.0016 ms 80.9%
  triton_mm_4996 1.0594 ms 76.4%
  triton_mm_4993 1.1033 ms 73.4%
  triton_mm_4989 1.1054 ms 73.3%
  triton_mm_4990 1.1407 ms 71.0%
  triton_mm_4985 1.3383 ms 60.5%
  triton_mm_4986 1.4035 ms 57.7%
SingleProcess AUTOTUNE benchmarking takes 2.1556 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0410 ms 100.0%
  triton_mm_4895 0.0413 ms 99.1%
  triton_mm_4899 0.0430 ms 95.4%
  triton_mm_4902 0.0438 ms 93.5%
  triton_mm_4898 0.0444 ms 92.2%
  triton_mm_4890 0.0453 ms 90.5%
  triton_mm_4901 0.0455 ms 90.0%
  triton_mm_4891 0.0462 ms 88.7%
  triton_mm_4897 0.0469 ms 87.3%
  triton_mm_4889 0.0531 ms 77.2%
SingleProcess AUTOTUNE benchmarking takes 1.5841 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0458 ms 100.0%
  triton_mm_4914 0.0465 ms 98.6%
  triton_mm_4913 0.0475 ms 96.6%
  triton_mm_4921 0.0478 ms 95.8%
  triton_mm_4911 0.0492 ms 93.2%
  triton_mm_4910 0.0514 ms 89.2%
  triton_mm_4912 0.0515 ms 89.0%
  triton_mm_4916 0.0529 ms 86.6%
  triton_mm_4917 0.0530 ms 86.5%
  triton_mm_4919 0.0530 ms 86.4%
SingleProcess AUTOTUNE benchmarking takes 2.3810 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6279 ms 100.0%
  triton_mm_4940 0.6333 ms 99.2%
  triton_mm_4937 0.7381 ms 85.1%
  triton_mm_4933 0.7597 ms 82.6%
  addmm 0.8054 ms 78.0%
  triton_mm_4941 0.8320 ms 75.5%
  triton_mm_4938 0.8344 ms 75.3%
  triton_mm_4934 0.8448 ms 74.3%
  triton_mm_4935 0.8805 ms 71.3%
  triton_mm_4930 1.0093 ms 62.2%
SingleProcess AUTOTUNE benchmarking takes 2.2445 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2208 ms 100.0%
  mm 0.2348 ms 94.0%
  triton_mm_4956 0.2534 ms 87.1%
  triton_mm_4952 0.2634 ms 83.8%
  triton_mm_4957 0.2783 ms 79.3%
  triton_mm_4960 0.2873 ms 76.9%
  triton_mm_4953 0.2914 ms 75.8%
  triton_mm_4954 0.3062 ms 72.1%
  triton_mm_4949 0.3420 ms 64.6%
  triton_mm_4950 0.3540 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 1.9911 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8289 ms 100.0%
  mm 0.8673 ms 95.6%
  triton_mm_5015 0.9874 ms 83.9%
  triton_mm_5011 1.0218 ms 81.1%
  triton_mm_5007 1.0450 ms 79.3%
  triton_mm_5012 1.0692 ms 77.5%
  triton_mm_5009 1.1257 ms 73.6%
  triton_mm_5008 1.1340 ms 73.1%
  triton_mm_5005 1.3641 ms 60.8%
  triton_mm_5004 1.3723 ms 60.4%
SingleProcess AUTOTUNE benchmarking takes 2.1572 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0223 ms 100.0%
  triton_mm_6452 0.0234 ms 95.3%
  triton_mm_6457 0.0244 ms 91.5%
  mm 0.0247 ms 90.4%
  triton_mm_6464 0.0253 ms 88.2%
  triton_mm_6451 0.0262 ms 85.0%
  triton_mm_6461 0.0266 ms 83.9%
  triton_mm_6463 0.0280 ms 79.6%
  triton_mm_6460 0.0295 ms 75.5%
  triton_mm_6459 0.0322 ms 69.4%
SingleProcess AUTOTUNE benchmarking takes 1.5777 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5279 ms 100.0%
  bias_addmm 1.5488 ms 98.7%
  triton_mm_6518 1.8692 ms 81.7%
  triton_mm_6514 1.9061 ms 80.2%
  addmm 1.9216 ms 79.5%
  triton_mm_6522 2.0206 ms 75.6%
  triton_mm_6519 2.0830 ms 73.4%
  triton_mm_6515 2.0875 ms 73.2%
  triton_mm_6516 2.1758 ms 70.2%
  triton_mm_6511 2.5505 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.4084 seconds and 0.0012 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:12<1:34:36, 132.00s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8219 ms 100.0%
  mm 0.8241 ms 99.7%
  triton_mm_4992 0.9888 ms 83.1%
  triton_mm_4988 1.0035 ms 81.9%
  triton_mm_4996 1.0744 ms 76.5%
  triton_mm_4989 1.1027 ms 74.5%
  triton_mm_4993 1.1056 ms 74.3%
  triton_mm_4990 1.1535 ms 71.2%
  triton_mm_4985 1.3469 ms 61.0%
  triton_mm_4986 1.4159 ms 58.0%
SingleProcess AUTOTUNE benchmarking takes 2.1481 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5088 0.8231 ms 100.0%
  mm 0.8327 ms 98.8%
  triton_mm_5085 1.0014 ms 82.2%
  triton_mm_5081 1.0270 ms 80.1%
  triton_mm_5089 1.0736 ms 76.7%
  triton_mm_5086 1.1038 ms 74.6%
  triton_mm_5082 1.1244 ms 73.2%
  triton_mm_5083 1.1529 ms 71.4%
  triton_mm_5078 1.3456 ms 61.2%
  triton_mm_5079 1.3988 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1456 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8325 ms 100.0%
  triton_mm_5832 0.8328 ms 100.0%
  triton_mm_5829 1.0082 ms 82.6%
  triton_mm_5825 1.0160 ms 81.9%
  triton_mm_5833 1.0678 ms 78.0%
  triton_mm_5830 1.1036 ms 75.4%
  triton_mm_5826 1.1147 ms 74.7%
  triton_mm_5827 1.1487 ms 72.5%
  triton_mm_5822 1.3485 ms 61.7%
  triton_mm_5823 1.4168 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1508 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8245 ms 100.0%
  mm 0.8316 ms 99.1%
  triton_mm_6015 0.9965 ms 82.7%
  triton_mm_6011 1.0052 ms 82.0%
  triton_mm_6019 1.0690 ms 77.1%
  triton_mm_6016 1.1032 ms 74.7%
  triton_mm_6012 1.1166 ms 73.8%
  triton_mm_6013 1.1508 ms 71.6%
  triton_mm_6008 1.3481 ms 61.2%
  triton_mm_6009 1.4133 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1647 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6297 0.8276 ms 100.0%
  mm 0.8312 ms 99.6%
  triton_mm_6294 0.9885 ms 83.7%
  triton_mm_6290 1.0232 ms 80.9%
  triton_mm_6298 1.0710 ms 77.3%
  triton_mm_6295 1.1137 ms 74.3%
  triton_mm_6291 1.1140 ms 74.3%
  triton_mm_6292 1.1530 ms 71.8%
  triton_mm_6287 1.3468 ms 61.5%
  triton_mm_6288 1.4135 ms 58.6%
SingleProcess AUTOTUNE benchmarking takes 2.1447 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4895 0.0415 ms 100.0%
  mm 0.0420 ms 98.7%
  triton_mm_4899 0.0422 ms 98.4%
  triton_mm_4902 0.0426 ms 97.5%
  triton_mm_4898 0.0437 ms 94.9%
  triton_mm_4901 0.0443 ms 93.7%
  triton_mm_4890 0.0460 ms 90.3%
  triton_mm_4891 0.0463 ms 89.7%
  triton_mm_4897 0.0473 ms 87.8%
  triton_mm_4889 0.0517 ms 80.3%
SingleProcess AUTOTUNE benchmarking takes 1.5804 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0450 ms 100.0%
  triton_mm_4914 0.0465 ms 96.7%
  triton_mm_4913 0.0473 ms 95.0%
  triton_mm_4911 0.0479 ms 93.9%
  triton_mm_4921 0.0489 ms 92.0%
  triton_mm_4910 0.0502 ms 89.6%
  triton_mm_4912 0.0512 ms 87.9%
  triton_mm_4916 0.0517 ms 86.9%
  triton_mm_4919 0.0517 ms 86.9%
  triton_mm_4917 0.0518 ms 86.7%
SingleProcess AUTOTUNE benchmarking takes 2.3787 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6014 ms 100.0%
  triton_mm_4940 0.6336 ms 94.9%
  triton_mm_4937 0.7433 ms 80.9%
  triton_mm_4933 0.7627 ms 78.9%
  addmm 0.8036 ms 74.8%
  triton_mm_4941 0.8379 ms 71.8%
  triton_mm_4938 0.8474 ms 71.0%
  triton_mm_4934 0.8559 ms 70.3%
  triton_mm_4935 0.8733 ms 68.9%
  triton_mm_4930 1.0164 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.2436 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2220 ms 100.0%
  mm 0.2336 ms 95.0%
  triton_mm_4956 0.2516 ms 88.3%
  triton_mm_4952 0.2620 ms 84.7%
  triton_mm_4957 0.2758 ms 80.5%
  triton_mm_4960 0.2884 ms 77.0%
  triton_mm_4953 0.2915 ms 76.2%
  triton_mm_4954 0.3076 ms 72.2%
  triton_mm_4949 0.3406 ms 65.2%
  triton_mm_4950 0.3532 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 1.9941 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0419 ms 100.0%
  triton_mm_4969 0.0424 ms 98.8%
  triton_mm_4973 0.0432 ms 97.1%
  triton_mm_4976 0.0436 ms 96.1%
  triton_mm_4972 0.0449 ms 93.3%
  triton_mm_4975 0.0452 ms 92.8%
  triton_mm_4964 0.0459 ms 91.3%
  triton_mm_4965 0.0462 ms 90.6%
  triton_mm_4971 0.0463 ms 90.6%
  triton_mm_4963 0.0518 ms 80.9%
SingleProcess AUTOTUNE benchmarking takes 1.5982 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8287 ms 100.0%
  mm 0.8754 ms 94.7%
  triton_mm_5015 0.9969 ms 83.1%
  triton_mm_5011 1.0103 ms 82.0%
  triton_mm_5007 1.0396 ms 79.7%
  triton_mm_5012 1.0637 ms 77.9%
  triton_mm_5009 1.1302 ms 73.3%
  triton_mm_5008 1.1312 ms 73.3%
  triton_mm_5004 1.3538 ms 61.2%
  triton_mm_5005 1.3663 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1534 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6453 0.0222 ms 100.0%
  triton_mm_6452 0.0228 ms 97.1%
  mm 0.0251 ms 88.5%
  triton_mm_6451 0.0253 ms 87.5%
  triton_mm_6457 0.0254 ms 87.4%
  triton_mm_6464 0.0255 ms 87.0%
  triton_mm_6463 0.0279 ms 79.5%
  triton_mm_6461 0.0280 ms 79.3%
  triton_mm_6460 0.0292 ms 75.8%
  triton_mm_6459 0.0319 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 1.5903 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  bias_addmm 1.5484 ms 100.0%
  triton_mm_6521 1.5488 ms 100.0%
  triton_mm_6518 1.8645 ms 83.0%
  addmm 1.9277 ms 80.3%
  triton_mm_6514 1.9591 ms 79.0%
  triton_mm_6522 2.0221 ms 76.6%
  triton_mm_6519 2.0950 ms 73.9%
  triton_mm_6515 2.1139 ms 73.2%
  triton_mm_6516 2.1700 ms 71.4%
  triton_mm_6511 2.5466 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.4064 seconds and 0.0011 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [02:12<1:34:40, 132.10s/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 [02:14<39:08, 55.92s/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):
/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 [02:14<39:09, 55.93s/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 [02:14<39:09, 55.93s/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 [02:14<39:10, 55.97s/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 [02:15<21:04, 30.85s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [02:15<21:05, 30.86s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [02:15<21:05, 30.86s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [02:15<21:06, 30.88s/it]
Validation Progress:   9%|9         | 4/44 [02:16<12:42, 19.07s/it]
Validation Progress:   9%|9         | 4/44 [02:16<12:43, 19.08s/it]
Validation Progress:   9%|9         | 4/44 [02:16<12:43, 19.08s/it]
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 94%|#########3| 147/157 [00:10<00:00, 16.16it/s]
 95%|#########4| 149/157 [00:10<00:00, 16.26it/s]
 96%|#########6| 151/157 [00:10<00:00, 16.31it/s]
 97%|#########7| 153/157 [00:10<00:00, 16.29it/s]
 99%|#########8| 155/157 [00:10<00:00, 16.32it/s]
100%|##########| 157/157 [00:11<00:00,  6.18it/s]
100%|##########| 157/157 [00:11<00:00, 13.56it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 18.10it/s]
  1%|          | 4/781 [00:00<00:43, 17.95it/s]
  1%|          | 6/781 [00:00<00:43, 17.81it/s]
  1%|1         | 8/781 [00:00<00:44, 17.56it/s]
  1%|1         | 10/781 [00:00<00:44, 17.45it/s]
  2%|1         | 12/781 [00:00<00:43, 17.51it/s]
  2%|1         | 14/781 [00:00<00:43, 17.50it/s]
  2%|2         | 16/781 [00:00<00:43, 17.69it/s]
  2%|2         | 18/781 [00:01<00:43, 17.60it/s]
  3%|2         | 20/781 [00:01<00:43, 17.49it/s]
  3%|2         | 22/781 [00:01<00:43, 17.49it/s]
  3%|3         | 24/781 [00:01<00:43, 17.51it/s]
  3%|3         | 26/781 [00:01<00:42, 17.62it/s]
  4%|3         | 28/781 [00:01<00:42, 17.70it/s]
  4%|3         | 30/781 [00:01<00:42, 17.73it/s]
  4%|4         | 32/781 [00:01<00:42, 17.59it/s]
  4%|4         | 34/781 [00:01<00:42, 17.65it/s]
  5%|4         | 36/781 [00:02<00:42, 17.53it/s]
  5%|4         | 38/781 [00:02<00:42, 17.53it/s]
  5%|5         | 40/781 [00:02<00:42, 17.46it/s]
  5%|5         | 42/781 [00:02<00:42, 17.52it/s]
  6%|5         | 44/781 [00:02<00:41, 17.63it/s]
  6%|5         | 46/781 [00:02<00:41, 17.75it/s]
  6%|6         | 48/781 [00:02<00:41, 17.70it/s]
  6%|6         | 50/781 [00:02<00:41, 17.72it/s]
  7%|6         | 52/781 [00:02<00:40, 17.80it/s]
  7%|6         | 54/781 [00:03<00:40, 17.73it/s]
  7%|7         | 56/781 [00:03<00:40, 17.74it/s]
  7%|7         | 58/781 [00:03<00:40, 17.67it/s]
  8%|7         | 60/781 [00:03<00:40, 17.62it/s]
  8%|7         | 62/781 [00:03<00:40, 17.56it/s]
  8%|8         | 64/781 [00:03<00:40, 17.66it/s]
  8%|8         | 66/781 [00:03<00:40, 17.81it/s]
  9%|8         | 68/781 [00:03<00:39, 17.84it/s]
  9%|8         | 70/781 [00:03<00:39, 17.87it/s]
  9%|9         | 72/781 [00:04<00:39, 17.77it/s]
  9%|9         | 74/781 [00:04<00:39, 17.98it/s]
 10%|9         | 76/781 [00:04<00:39, 17.86it/s]
 10%|9         | 78/781 [00:04<00:39, 17.92it/s]
 10%|#         | 80/781 [00:04<00:39, 17.95it/s]
 10%|#         | 82/781 [00:04<00:38, 18.11it/s]
 11%|#         | 84/781 [00:04<00:38, 18.07it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.01it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.97it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.85it/s]
 12%|#1        | 92/781 [00:05<00:38, 18.02it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.97it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.83it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.95it/s]
 13%|#2        | 100/781 [00:05<00:37, 17.93it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.91it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.88it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.76it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.92it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.94it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.79it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.97it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.93it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.85it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.89it/s]
 16%|#5        | 122/781 [00:06<00:36, 17.90it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.93it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.96it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.02it/s]
 17%|#6        | 130/781 [00:07<00:36, 18.07it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.11it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.12it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.14it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.16it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.26it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.10it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.11it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.11it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.13it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.11it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.13it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.24it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.21it/s]
 20%|##        | 158/781 [00:08<00:34, 18.06it/s]
 20%|##        | 160/781 [00:08<00:34, 18.11it/s]
 21%|##        | 162/781 [00:09<00:34, 18.11it/s]
 21%|##        | 164/781 [00:09<00:34, 18.09it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.12it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.15it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.19it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.22it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.26it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.17it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.09it/s]
 23%|##3       | 180/781 [00:10<00:33, 17.82it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.78it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.85it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.94it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.97it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.74it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.80it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.79it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.91it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.78it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.80it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.63it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.72it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.71it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.77it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.95it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.92it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.90it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.78it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.75it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.85it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.75it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.67it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.81it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.89it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.88it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.91it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.85it/s]
 30%|###       | 236/781 [00:13<00:30, 17.65it/s]
 30%|###       | 238/781 [00:13<00:30, 17.78it/s]
 31%|###       | 240/781 [00:13<00:30, 17.77it/s]
 31%|###       | 242/781 [00:13<00:30, 17.69it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.77it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.60it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.52it/s]
 32%|###2      | 250/781 [00:14<00:30, 17.56it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.66it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.65it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.90it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.86it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.96it/s]
 34%|###3      | 262/781 [00:14<00:38, 13.34it/s]
 34%|###3      | 264/781 [00:14<00:36, 14.35it/s]
 34%|###4      | 266/781 [00:15<00:33, 15.18it/s]
 34%|###4      | 268/781 [00:15<00:32, 16.01it/s]
 35%|###4      | 270/781 [00:15<00:31, 16.47it/s]
 35%|###4      | 272/781 [00:15<00:30, 16.92it/s]
 35%|###5      | 274/781 [00:15<00:29, 17.23it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.46it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.63it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.74it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.82it/s]
 36%|###6      | 284/781 [00:16<00:27, 18.01it/s]
 37%|###6      | 286/781 [00:16<00:27, 17.89it/s]
 37%|###6      | 288/781 [00:16<00:27, 18.05it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.04it/s]
 37%|###7      | 292/781 [00:16<00:27, 18.01it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.89it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.93it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.85it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.89it/s]
 39%|###8      | 302/781 [00:17<00:26, 17.94it/s]
 39%|###8      | 304/781 [00:17<00:26, 18.00it/s]
 39%|###9      | 306/781 [00:17<00:26, 18.01it/s]
 39%|###9      | 308/781 [00:17<00:26, 18.05it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.99it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.87it/s]
 40%|####      | 314/781 [00:17<00:25, 18.03it/s]
 40%|####      | 316/781 [00:17<00:25, 17.90it/s]
 41%|####      | 318/781 [00:17<00:25, 18.01it/s]
 41%|####      | 320/781 [00:18<00:25, 18.01it/s]
 41%|####1     | 322/781 [00:18<00:25, 17.87it/s]
 41%|####1     | 324/781 [00:18<00:25, 18.02it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.89it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.93it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.09it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.89it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.90it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.95it/s]
 43%|####3     | 338/781 [00:19<00:24, 18.15it/s]
 44%|####3     | 340/781 [00:19<00:24, 17.98it/s]
 44%|####3     | 342/781 [00:19<00:24, 18.01it/s]
 44%|####4     | 344/781 [00:19<00:24, 18.04it/s]
 44%|####4     | 346/781 [00:19<00:24, 18.08it/s]
 45%|####4     | 348/781 [00:19<00:24, 18.01it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.05it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.06it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.04it/s]
 46%|####5     | 356/781 [00:20<00:23, 18.19it/s]
 46%|####5     | 358/781 [00:20<00:23, 18.04it/s]
 46%|####6     | 360/781 [00:20<00:23, 18.19it/s]
 46%|####6     | 362/781 [00:20<00:23, 18.18it/s]
 47%|####6     | 364/781 [00:20<00:23, 18.02it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.92it/s]
 47%|####7     | 368/781 [00:20<00:22, 17.97it/s]
 47%|####7     | 370/781 [00:20<00:22, 17.87it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.91it/s]
 48%|####7     | 374/781 [00:21<00:22, 17.72it/s]
 48%|####8     | 376/781 [00:21<00:22, 17.62it/s]
 48%|####8     | 378/781 [00:21<00:23, 17.48it/s]
 49%|####8     | 380/781 [00:21<00:22, 17.51it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.40it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.50it/s]
 49%|####9     | 386/781 [00:21<00:22, 17.53it/s]
 50%|####9     | 388/781 [00:21<00:22, 17.27it/s]
 50%|####9     | 390/781 [00:21<00:22, 17.38it/s]
 50%|#####     | 392/781 [00:22<00:22, 17.31it/s]
 50%|#####     | 394/781 [00:22<00:22, 17.37it/s]
 51%|#####     | 396/781 [00:22<00:21, 17.55it/s]
 51%|#####     | 398/781 [00:22<00:21, 17.46it/s]
 51%|#####1    | 400/781 [00:22<00:21, 17.47it/s]
 51%|#####1    | 402/781 [00:22<00:21, 17.61it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.60it/s]
 52%|#####1    | 406/781 [00:22<00:21, 17.74it/s]
 52%|#####2    | 408/781 [00:22<00:21, 17.59it/s]
 52%|#####2    | 410/781 [00:23<00:20, 17.88it/s]
 53%|#####2    | 412/781 [00:23<00:20, 17.96it/s]
 53%|#####3    | 414/781 [00:23<00:20, 17.90it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.95it/s]
 54%|#####3    | 418/781 [00:23<00:20, 18.01it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.97it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.86it/s]
 54%|#####4    | 424/781 [00:23<00:19, 17.94it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.01it/s]
 55%|#####4    | 428/781 [00:24<00:19, 18.14it/s]
 55%|#####5    | 430/781 [00:24<00:19, 18.15it/s]
 55%|#####5    | 432/781 [00:24<00:19, 18.01it/s]
 56%|#####5    | 434/781 [00:24<00:19, 17.91it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.96it/s]
 56%|#####6    | 438/781 [00:24<00:19, 18.04it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.24it/s]
 57%|#####6    | 442/781 [00:24<00:18, 18.21it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.07it/s]
 57%|#####7    | 446/781 [00:25<00:18, 18.08it/s]
 57%|#####7    | 448/781 [00:25<00:18, 18.26it/s]
 58%|#####7    | 450/781 [00:25<00:18, 18.07it/s]
 58%|#####7    | 452/781 [00:25<00:18, 18.23it/s]
 58%|#####8    | 454/781 [00:25<00:18, 18.08it/s]
 58%|#####8    | 456/781 [00:25<00:17, 18.11it/s]
 59%|#####8    | 458/781 [00:25<00:17, 17.98it/s]
 59%|#####8    | 460/781 [00:25<00:17, 17.88it/s]
 59%|#####9    | 462/781 [00:25<00:17, 17.81it/s]
 59%|#####9    | 464/781 [00:26<00:17, 17.67it/s]
 60%|#####9    | 466/781 [00:26<00:17, 17.58it/s]
 60%|#####9    | 468/781 [00:26<00:17, 17.51it/s]
 60%|######    | 470/781 [00:26<00:17, 17.43it/s]
 60%|######    | 472/781 [00:26<00:17, 17.49it/s]
 61%|######    | 474/781 [00:26<00:17, 17.59it/s]
 61%|######    | 476/781 [00:26<00:17, 17.65it/s]
 61%|######1   | 478/781 [00:26<00:17, 17.59it/s]
 61%|######1   | 480/781 [00:27<00:17, 17.51it/s]
 62%|######1   | 482/781 [00:27<00:17, 17.45it/s]
 62%|######1   | 484/781 [00:27<00:17, 17.43it/s]
 62%|######2   | 486/781 [00:27<00:16, 17.43it/s]
 62%|######2   | 488/781 [00:27<00:16, 17.46it/s]
 63%|######2   | 490/781 [00:27<00:16, 17.54it/s]
 63%|######2   | 492/781 [00:27<00:16, 17.65it/s]
 63%|######3   | 494/781 [00:27<00:16, 17.67it/s]
 64%|######3   | 496/781 [00:27<00:16, 17.70it/s]
 64%|######3   | 498/781 [00:28<00:15, 17.71it/s]
 64%|######4   | 500/781 [00:28<00:15, 17.72it/s]
 64%|######4   | 502/781 [00:28<00:15, 17.69it/s]
 65%|######4   | 504/781 [00:28<00:15, 17.72it/s]
 65%|######4   | 506/781 [00:28<00:15, 17.75it/s]
 65%|######5   | 508/781 [00:28<00:15, 17.76it/s]
 65%|######5   | 510/781 [00:28<00:15, 17.78it/s]
 66%|######5   | 512/781 [00:28<00:15, 17.79it/s]
 66%|######5   | 514/781 [00:28<00:14, 17.80it/s]
 66%|######6   | 516/781 [00:29<00:14, 17.77it/s]
 66%|######6   | 518/781 [00:29<00:14, 17.78it/s]
 67%|######6   | 520/781 [00:29<00:25, 10.30it/s]
 67%|######6   | 522/781 [00:29<00:21, 11.79it/s]
 67%|######7   | 524/781 [00:29<00:19, 13.12it/s]
 67%|######7   | 526/781 [00:29<00:17, 14.24it/s]
 68%|######7   | 528/781 [00:29<00:16, 15.15it/s]
 68%|######7   | 530/781 [00:30<00:15, 15.87it/s]
 68%|######8   | 532/781 [00:30<00:15, 16.42it/s]
 68%|######8   | 534/781 [00:30<00:14, 16.82it/s]
 69%|######8   | 536/781 [00:30<00:14, 17.12it/s]
 69%|######8   | 538/781 [00:30<00:14, 17.08it/s]
 69%|######9   | 540/781 [00:30<00:13, 17.26it/s]
 69%|######9   | 542/781 [00:30<00:13, 17.23it/s]
 70%|######9   | 544/781 [00:30<00:13, 17.38it/s]
 70%|######9   | 546/781 [00:31<00:13, 17.49it/s]
 70%|#######   | 548/781 [00:31<00:13, 17.52it/s]
 70%|#######   | 550/781 [00:31<00:13, 17.61it/s]
 71%|#######   | 552/781 [00:31<00:13, 17.55it/s]
 71%|#######   | 554/781 [00:31<00:12, 17.59it/s]
 71%|#######1  | 556/781 [00:31<00:12, 17.57it/s]
 71%|#######1  | 558/781 [00:31<00:12, 17.37it/s]
 72%|#######1  | 560/781 [00:31<00:12, 17.32it/s]
 72%|#######1  | 562/781 [00:31<00:12, 17.36it/s]
 72%|#######2  | 564/781 [00:32<00:12, 17.28it/s]
 72%|#######2  | 566/781 [00:32<00:12, 17.39it/s]
 73%|#######2  | 568/781 [00:32<00:12, 17.41it/s]
 73%|#######2  | 570/781 [00:32<00:12, 17.51it/s]
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100%|##########| 781/781 [00:44<00:00, 17.63it/s]




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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:54<00:00,  2.48s/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,  2.48s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:54<00:00,  2.48s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:54<00:00,  2.49s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/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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 10%|9         | 76/781 [00:04<00:44, 15.94it/s]
 10%|9         | 78/781 [00:04<00:43, 16.14it/s]
 10%|#         | 80/781 [00:04<00:42, 16.31it/s]
 10%|#         | 82/781 [00:05<00:42, 16.42it/s]
 11%|#         | 84/781 [00:05<00:42, 16.36it/s]
 11%|#1        | 86/781 [00:05<00:41, 16.60it/s]
 11%|#1        | 88/781 [00:05<00:42, 16.33it/s]
 12%|#1        | 90/781 [00:05<00:42, 16.18it/s]
 12%|#1        | 92/781 [00:05<00:42, 16.32it/s]
 12%|#2        | 94/781 [00:05<00:42, 16.22it/s]
 12%|#2        | 96/781 [00:05<00:42, 16.06it/s]
 13%|#2        | 98/781 [00:06<00:42, 15.97it/s]
 13%|#2        | 100/781 [00:06<00:42, 16.13it/s]
 13%|#3        | 102/781 [00:06<00:42, 16.05it/s]
 13%|#3        | 104/781 [00:06<00:41, 16.23it/s]
 14%|#3        | 106/781 [00:06<00:41, 16.42it/s]
 14%|#3        | 108/781 [00:06<00:40, 16.44it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.24it/s]
 14%|#4        | 112/781 [00:06<00:41, 16.13it/s]
 15%|#4        | 114/781 [00:07<00:41, 16.13it/s]
 15%|#4        | 116/781 [00:07<00:41, 16.15it/s]
 15%|#5        | 118/781 [00:07<00:40, 16.42it/s]
 15%|#5        | 120/781 [00:07<00:40, 16.47it/s]
 16%|#5        | 122/781 [00:07<00:40, 16.20it/s]
 16%|#5        | 124/781 [00:07<00:40, 16.40it/s]
 16%|#6        | 126/781 [00:07<00:40, 16.22it/s]
 16%|#6        | 128/781 [00:07<00:40, 16.17it/s]
 17%|#6        | 130/781 [00:08<00:40, 16.19it/s]
 17%|#6        | 132/781 [00:08<00:40, 16.01it/s]
 17%|#7        | 134/781 [00:08<00:40, 16.02it/s]
 17%|#7        | 136/781 [00:08<00:40, 16.06it/s]
 18%|#7        | 138/781 [00:08<00:39, 16.15it/s]
 18%|#7        | 140/781 [00:08<00:39, 16.23it/s]
 18%|#8        | 142/781 [00:08<00:39, 16.06it/s]
 18%|#8        | 144/781 [00:08<00:39, 16.04it/s]
 19%|#8        | 146/781 [00:09<00:39, 16.02it/s]
 19%|#8        | 148/781 [00:09<00:39, 16.05it/s]
 19%|#9        | 150/781 [00:09<00:38, 16.31it/s]
 19%|#9        | 152/781 [00:09<00:38, 16.25it/s]
 20%|#9        | 154/781 [00:09<00:37, 16.58it/s]
 20%|#9        | 156/781 [00:09<00:37, 16.82it/s]
 20%|##        | 158/781 [00:09<00:36, 16.93it/s]
 20%|##        | 160/781 [00:09<00:36, 17.15it/s]
 21%|##        | 162/781 [00:09<00:35, 17.27it/s]
 21%|##        | 164/781 [00:10<00:35, 17.21it/s]
 21%|##1       | 166/781 [00:10<00:35, 17.29it/s]
 22%|##1       | 168/781 [00:10<00:35, 17.37it/s]
 22%|##1       | 170/781 [00:10<00:34, 17.46it/s]
 22%|##2       | 172/781 [00:10<00:34, 17.54it/s]
 22%|##2       | 174/781 [00:10<00:34, 17.55it/s]
 23%|##2       | 176/781 [00:10<00:34, 17.55it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.51it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.54it/s]
 23%|##3       | 182/781 [00:11<00:34, 17.57it/s]
 24%|##3       | 184/781 [00:11<00:33, 17.61it/s]
 24%|##3       | 186/781 [00:11<00:33, 17.60it/s]
 24%|##4       | 188/781 [00:11<00:33, 17.55it/s]
 24%|##4       | 190/781 [00:11<00:33, 17.53it/s]
 25%|##4       | 192/781 [00:11<00:33, 17.51it/s]
 25%|##4       | 194/781 [00:11<00:33, 17.52it/s]
 25%|##5       | 196/781 [00:11<00:33, 17.51it/s]
 25%|##5       | 198/781 [00:12<00:33, 17.49it/s]
 26%|##5       | 200/781 [00:12<00:33, 17.37it/s]
 26%|##5       | 202/781 [00:12<00:33, 17.31it/s]
 26%|##6       | 204/781 [00:12<00:33, 17.28it/s]
 26%|##6       | 206/781 [00:12<00:33, 17.27it/s]
 27%|##6       | 208/781 [00:12<00:33, 17.29it/s]
 27%|##6       | 210/781 [00:12<00:33, 17.17it/s]
 27%|##7       | 212/781 [00:12<00:33, 17.13it/s]
 27%|##7       | 214/781 [00:12<00:33, 16.89it/s]
 28%|##7       | 216/781 [00:13<00:33, 16.97it/s]
 28%|##7       | 218/781 [00:13<00:33, 16.78it/s]
 28%|##8       | 220/781 [00:13<00:34, 16.50it/s]
 28%|##8       | 222/781 [00:13<00:33, 16.73it/s]
 29%|##8       | 224/781 [00:13<00:34, 16.38it/s]
 29%|##8       | 226/781 [00:13<00:33, 16.38it/s]
 29%|##9       | 228/781 [00:13<00:33, 16.48it/s]
 29%|##9       | 230/781 [00:13<00:33, 16.36it/s]
 30%|##9       | 232/781 [00:14<00:33, 16.36it/s]
 30%|##9       | 234/781 [00:14<00:33, 16.32it/s]
 30%|###       | 236/781 [00:14<00:32, 16.52it/s]
 30%|###       | 238/781 [00:14<00:32, 16.46it/s]
 31%|###       | 240/781 [00:14<00:32, 16.42it/s]
 31%|###       | 242/781 [00:14<00:33, 16.24it/s]
 31%|###1      | 244/781 [00:14<00:33, 16.06it/s]
 31%|###1      | 246/781 [00:14<00:33, 16.12it/s]
 32%|###1      | 248/781 [00:15<00:33, 16.01it/s]
 32%|###2      | 250/781 [00:15<00:33, 15.90it/s]
 32%|###2      | 252/781 [00:15<00:32, 16.09it/s]
 33%|###2      | 254/781 [00:15<00:32, 16.21it/s]
 33%|###2      | 256/781 [00:15<00:32, 16.09it/s]
 33%|###3      | 258/781 [00:15<00:32, 16.01it/s]
 33%|###3      | 260/781 [00:15<00:32, 16.14it/s]
 34%|###3      | 262/781 [00:15<00:31, 16.46it/s]
 34%|###3      | 264/781 [00:16<00:31, 16.60it/s]
 34%|###4      | 266/781 [00:16<00:31, 16.55it/s]
 34%|###4      | 268/781 [00:16<00:31, 16.52it/s]
 35%|###4      | 270/781 [00:16<00:31, 16.46it/s]
 35%|###4      | 272/781 [00:16<00:31, 16.20it/s]
 35%|###5      | 274/781 [00:16<00:31, 16.25it/s]
 35%|###5      | 276/781 [00:16<00:30, 16.49it/s]
 36%|###5      | 278/781 [00:16<00:30, 16.41it/s]
 36%|###5      | 280/781 [00:16<00:30, 16.22it/s]
 36%|###6      | 282/781 [00:17<00:31, 16.04it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.95it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.74it/s]
 37%|###6      | 288/781 [00:17<00:31, 15.67it/s]
 37%|###7      | 290/781 [00:17<00:31, 15.63it/s]
 37%|###7      | 292/781 [00:17<00:31, 15.59it/s]
 38%|###7      | 294/781 [00:17<00:31, 15.60it/s]
 38%|###7      | 296/781 [00:18<00:31, 15.53it/s]
 38%|###8      | 298/781 [00:18<00:30, 15.60it/s]
 38%|###8      | 300/781 [00:18<00:30, 15.90it/s]
 39%|###8      | 302/781 [00:18<00:30, 15.73it/s]
 39%|###8      | 304/781 [00:18<00:30, 15.71it/s]
 39%|###9      | 306/781 [00:18<00:30, 15.70it/s]
 39%|###9      | 308/781 [00:18<00:29, 15.80it/s]
 40%|###9      | 310/781 [00:18<00:29, 15.76it/s]
 40%|###9      | 312/781 [00:19<00:30, 15.61it/s]
 40%|####      | 314/781 [00:19<00:29, 15.59it/s]
 40%|####      | 316/781 [00:19<00:30, 15.46it/s]
 41%|####      | 318/781 [00:19<00:29, 15.53it/s]
 41%|####      | 320/781 [00:19<00:29, 15.60it/s]
 41%|####1     | 322/781 [00:19<00:29, 15.56it/s]
 41%|####1     | 324/781 [00:19<00:29, 15.63it/s]
 42%|####1     | 326/781 [00:19<00:29, 15.60it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.63it/s]
 42%|####2     | 330/781 [00:20<00:28, 15.57it/s]
 43%|####2     | 332/781 [00:20<00:28, 15.58it/s]
 43%|####2     | 334/781 [00:20<00:28, 15.59it/s]
 43%|####3     | 336/781 [00:20<00:28, 15.61it/s]
 43%|####3     | 338/781 [00:20<00:28, 15.63it/s]
 44%|####3     | 340/781 [00:20<00:28, 15.67it/s]
 44%|####3     | 342/781 [00:20<00:27, 15.80it/s]
 44%|####4     | 344/781 [00:21<00:27, 15.90it/s]
 44%|####4     | 346/781 [00:21<00:27, 15.73it/s]
 45%|####4     | 348/781 [00:21<00:27, 15.80it/s]
 45%|####4     | 350/781 [00:21<00:27, 15.84it/s]
 45%|####5     | 352/781 [00:21<00:26, 15.89it/s]
 45%|####5     | 354/781 [00:21<00:26, 15.96it/s]
 46%|####5     | 356/781 [00:21<00:26, 16.00it/s]
 46%|####5     | 358/781 [00:21<00:26, 16.04it/s]
 46%|####6     | 360/781 [00:22<00:26, 16.06it/s]
 46%|####6     | 362/781 [00:22<00:26, 16.01it/s]
 47%|####6     | 364/781 [00:22<00:26, 16.00it/s]
 47%|####6     | 366/781 [00:22<00:25, 16.03it/s]
 47%|####7     | 368/781 [00:22<00:25, 16.06it/s]
 47%|####7     | 370/781 [00:22<00:26, 15.71it/s]
 48%|####7     | 372/781 [00:22<00:26, 15.54it/s]
 48%|####7     | 374/781 [00:22<00:26, 15.41it/s]
 48%|####8     | 376/781 [00:23<00:26, 15.31it/s]
 48%|####8     | 378/781 [00:23<00:26, 15.25it/s]
 49%|####8     | 380/781 [00:23<00:26, 15.21it/s]
 49%|####8     | 382/781 [00:23<00:26, 15.20it/s]
 49%|####9     | 384/781 [00:23<00:26, 15.18it/s]
 49%|####9     | 386/781 [00:23<00:26, 15.14it/s]
 50%|####9     | 388/781 [00:23<00:25, 15.15it/s]
 50%|####9     | 390/781 [00:24<00:25, 15.15it/s]
 50%|#####     | 392/781 [00:24<00:25, 15.16it/s]
 50%|#####     | 394/781 [00:24<00:25, 15.14it/s]
 51%|#####     | 396/781 [00:24<00:25, 15.14it/s]
 51%|#####     | 398/781 [00:24<00:25, 15.23it/s]
 51%|#####1    | 400/781 [00:24<00:30, 12.35it/s]
 51%|#####1    | 402/781 [00:24<00:28, 13.09it/s]
 52%|#####1    | 404/781 [00:25<00:27, 13.69it/s]
 52%|#####1    | 406/781 [00:25<00:26, 14.12it/s]
 52%|#####2    | 408/781 [00:25<00:25, 14.45it/s]
 52%|#####2    | 410/781 [00:25<00:25, 14.68it/s]
 53%|#####2    | 412/781 [00:25<00:24, 14.84it/s]
 53%|#####3    | 414/781 [00:25<00:24, 14.96it/s]
 53%|#####3    | 416/781 [00:25<00:24, 15.03it/s]
 54%|#####3    | 418/781 [00:25<00:24, 15.07it/s]
 54%|#####3    | 420/781 [00:26<00:23, 15.11it/s]
 54%|#####4    | 422/781 [00:26<00:23, 15.15it/s]
 54%|#####4    | 424/781 [00:26<00:23, 15.16it/s]
 55%|#####4    | 426/781 [00:26<00:23, 15.19it/s]
 55%|#####4    | 428/781 [00:26<00:23, 15.24it/s]
 55%|#####5    | 430/781 [00:26<00:23, 15.25it/s]
 55%|#####5    | 432/781 [00:26<00:23, 15.06it/s]
 56%|#####5    | 434/781 [00:27<00:23, 15.04it/s]
 56%|#####5    | 436/781 [00:27<00:22, 15.20it/s]
 56%|#####6    | 438/781 [00:27<00:22, 15.18it/s]
 56%|#####6    | 440/781 [00:27<00:22, 15.24it/s]
 57%|#####6    | 442/781 [00:27<00:22, 15.37it/s]
 57%|#####6    | 444/781 [00:27<00:21, 15.35it/s]
 57%|#####7    | 446/781 [00:27<00:21, 15.30it/s]
 57%|#####7    | 448/781 [00:27<00:21, 15.79it/s]
 58%|#####7    | 450/781 [00:28<00:20, 15.90it/s]
 58%|#####7    | 452/781 [00:28<00:20, 15.73it/s]
 58%|#####8    | 454/781 [00:28<00:20, 15.72it/s]
 58%|#####8    | 456/781 [00:28<00:20, 15.85it/s]
 59%|#####8    | 458/781 [00:28<00:20, 16.11it/s]
 59%|#####8    | 460/781 [00:28<00:19, 16.12it/s]
 59%|#####9    | 462/781 [00:28<00:20, 15.85it/s]
 59%|#####9    | 464/781 [00:28<00:20, 15.84it/s]
 60%|#####9    | 466/781 [00:29<00:19, 16.08it/s]
 60%|#####9    | 468/781 [00:29<00:19, 16.32it/s]
 60%|######    | 470/781 [00:29<00:18, 16.67it/s]
 60%|######    | 472/781 [00:29<00:18, 16.35it/s]
 61%|######    | 474/781 [00:29<00:19, 16.13it/s]
 61%|######    | 476/781 [00:29<00:19, 15.90it/s]
 61%|######1   | 478/781 [00:29<00:18, 15.95it/s]
 61%|######1   | 480/781 [00:29<00:18, 16.22it/s]
 62%|######1   | 482/781 [00:30<00:18, 16.16it/s]
 62%|######1   | 484/781 [00:30<00:18, 15.94it/s]
 62%|######2   | 486/781 [00:30<00:18, 15.83it/s]
 62%|######2   | 488/781 [00:30<00:18, 15.69it/s]
 63%|######2   | 490/781 [00:30<00:18, 15.73it/s]
 63%|######2   | 492/781 [00:30<00:18, 15.63it/s]
 63%|######3   | 494/781 [00:30<00:18, 15.78it/s]
 64%|######3   | 496/781 [00:30<00:18, 15.66it/s]
 64%|######3   | 498/781 [00:31<00:18, 15.62it/s]
 64%|######4   | 500/781 [00:31<00:17, 15.87it/s]
 64%|######4   | 502/781 [00:31<00:17, 15.72it/s]
 65%|######4   | 504/781 [00:31<00:17, 15.84it/s]
 65%|######4   | 506/781 [00:31<00:17, 15.75it/s]
 65%|######5   | 508/781 [00:31<00:17, 15.62it/s]
 65%|######5   | 510/781 [00:31<00:17, 15.80it/s]
 66%|######5   | 512/781 [00:31<00:16, 15.94it/s]
 66%|######5   | 514/781 [00:32<00:16, 16.03it/s]
 66%|######6   | 516/781 [00:32<00:16, 15.83it/s]
 66%|######6   | 518/781 [00:32<00:16, 15.75it/s]
 67%|######6   | 520/781 [00:32<00:16, 15.71it/s]
 67%|######6   | 522/781 [00:32<00:16, 15.62it/s]
 67%|######7   | 524/781 [00:32<00:16, 16.00it/s]
 67%|######7   | 526/781 [00:32<00:15, 16.29it/s]
 68%|######7   | 528/781 [00:32<00:15, 15.94it/s]
 68%|######7   | 530/781 [00:33<00:15, 15.82it/s]
 68%|######8   | 532/781 [00:33<00:15, 15.93it/s]
 68%|######8   | 534/781 [00:33<00:15, 15.81it/s]
 69%|######8   | 536/781 [00:33<00:15, 15.73it/s]
 69%|######8   | 538/781 [00:33<00:15, 15.90it/s]
 69%|######9   | 540/781 [00:33<00:15, 16.01it/s]
 69%|######9   | 542/781 [00:33<00:15, 15.79it/s]
 70%|######9   | 544/781 [00:33<00:14, 15.93it/s]
 70%|######9   | 546/781 [00:34<00:14, 16.03it/s]
 70%|#######   | 548/781 [00:34<00:14, 15.74it/s]
 70%|#######   | 550/781 [00:34<00:14, 15.88it/s]
 71%|#######   | 552/781 [00:34<00:14, 15.78it/s]
 71%|#######   | 554/781 [00:34<00:14, 15.71it/s]
 71%|#######1  | 556/781 [00:34<00:14, 15.68it/s]
 71%|#######1  | 558/781 [00:34<00:14, 15.64it/s]
 72%|#######1  | 560/781 [00:34<00:14, 15.64it/s]
 72%|#######1  | 562/781 [00:35<00:14, 15.61it/s]
 72%|#######2  | 564/781 [00:35<00:13, 15.82it/s]
 72%|#######2  | 566/781 [00:35<00:13, 16.22it/s]
 73%|#######2  | 568/781 [00:35<00:13, 16.22it/s]
 73%|#######2  | 570/781 [00:35<00:13, 16.01it/s]
 73%|#######3  | 572/781 [00:35<00:13, 15.89it/s]
 73%|#######3  | 574/781 [00:35<00:12, 16.02it/s]
 74%|#######3  | 576/781 [00:35<00:12, 16.02it/s]
 74%|#######4  | 578/781 [00:36<00:12, 16.04it/s]
 74%|#######4  | 580/781 [00:36<00:12, 15.90it/s]
 75%|#######4  | 582/781 [00:36<00:12, 16.04it/s]
 75%|#######4  | 584/781 [00:36<00:12, 15.87it/s]
 75%|#######5  | 586/781 [00:36<00:12, 16.05it/s]
 75%|#######5  | 588/781 [00:36<00:12, 15.88it/s]
 76%|#######5  | 590/781 [00:36<00:11, 15.92it/s]
 76%|#######5  | 592/781 [00:36<00:11, 15.83it/s]
 76%|#######6  | 594/781 [00:37<00:11, 15.96it/s]
 76%|#######6  | 596/781 [00:37<00:11, 15.91it/s]
 77%|#######6  | 598/781 [00:37<00:11, 16.24it/s]
 77%|#######6  | 600/781 [00:37<00:11, 16.11it/s]
 77%|#######7  | 602/781 [00:37<00:11, 16.05it/s]
 77%|#######7  | 604/781 [00:37<00:11, 15.87it/s]
 78%|#######7  | 606/781 [00:37<00:10, 15.99it/s]
 78%|#######7  | 608/781 [00:37<00:10, 16.07it/s]
 78%|#######8  | 610/781 [00:38<00:10, 16.35it/s]
 78%|#######8  | 612/781 [00:38<00:10, 16.39it/s]
 79%|#######8  | 614/781 [00:38<00:10, 16.34it/s]
 79%|#######8  | 616/781 [00:38<00:10, 16.12it/s]
 79%|#######9  | 618/781 [00:38<00:10, 16.01it/s]
 79%|#######9  | 620/781 [00:38<00:10, 16.05it/s]
 80%|#######9  | 622/781 [00:38<00:09, 16.01it/s]
 80%|#######9  | 624/781 [00:38<00:09, 15.98it/s]
 80%|########  | 626/781 [00:39<00:09, 15.89it/s]
 80%|########  | 628/781 [00:39<00:09, 15.75it/s]
 81%|########  | 630/781 [00:39<00:09, 15.70it/s]
 81%|########  | 632/781 [00:39<00:09, 15.81it/s]
 81%|########1 | 634/781 [00:39<00:09, 15.87it/s]
 81%|########1 | 636/781 [00:39<00:09, 15.72it/s]
 82%|########1 | 638/781 [00:39<00:09, 15.72it/s]
 82%|########1 | 640/781 [00:40<00:08, 15.71it/s]
 82%|########2 | 642/781 [00:40<00:08, 15.72it/s]
 82%|########2 | 644/781 [00:40<00:08, 15.68it/s]
 83%|########2 | 646/781 [00:40<00:08, 15.68it/s]
 83%|########2 | 648/781 [00:40<00:08, 15.69it/s]
 83%|########3 | 650/781 [00:40<00:08, 15.71it/s]
 83%|########3 | 652/781 [00:40<00:08, 15.75it/s]
 84%|########3 | 654/781 [00:40<00:08, 15.72it/s]
 84%|########3 | 656/781 [00:41<00:07, 15.72it/s]
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 10%|#         | 16/157 [00:01<00:08, 15.89it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.80it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.82it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.69it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.73it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.66it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.74it/s]
 19%|#9        | 30/157 [00:01<00:07, 15.88it/s]
 20%|##        | 32/157 [00:02<00:07, 15.88it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.02it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.96it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.70it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.44it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.45it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.54it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.79it/s]
 31%|###       | 48/157 [00:03<00:06, 15.81it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.05it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.02it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.18it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.19it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.21it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.21it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.12it/s]
 41%|####      | 64/157 [00:04<00:05, 16.18it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.24it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.24it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.24it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.34it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.32it/s]
 48%|####8     | 76/157 [00:04<00:05, 16.19it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.08it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.92it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.92it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.00it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.06it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.23it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.13it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.16it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.13it/s]
 61%|######1   | 96/157 [00:06<00:03, 16.08it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.02it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.00it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.09it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.04it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.14it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.11it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.02it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.08it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.16it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.21it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.22it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.24it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.27it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.28it/s]
 80%|########  | 126/157 [00:07<00:01, 16.28it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.27it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.19it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.20it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.24it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.26it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.16it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.07it/s]
 90%|######### | 142/157 [00:08<00:00, 16.07it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.05it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.13it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.19it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.22it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.12it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.13it/s]
100%|##########| 157/157 [00:09<00:00, 16.08it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 18.11it/s]
  1%|          | 4/781 [00:00<00:42, 18.33it/s]
  1%|          | 6/781 [00:00<00:43, 17.72it/s]
  1%|1         | 8/781 [00:00<00:43, 17.87it/s]
  1%|1         | 10/781 [00:00<00:42, 18.01it/s]
  2%|1         | 12/781 [00:00<00:42, 18.02it/s]
  2%|1         | 14/781 [00:00<00:43, 17.80it/s]
  2%|2         | 16/781 [00:00<00:43, 17.69it/s]
  2%|2         | 18/781 [00:01<00:43, 17.70it/s]
  3%|2         | 20/781 [00:01<00:42, 17.85it/s]
  3%|2         | 22/781 [00:01<00:42, 17.76it/s]
  3%|3         | 24/781 [00:01<00:42, 17.74it/s]
  3%|3         | 26/781 [00:01<00:41, 18.02it/s]
  4%|3         | 28/781 [00:01<00:42, 17.78it/s]
  4%|3         | 30/781 [00:01<00:41, 17.95it/s]
  4%|4         | 32/781 [00:01<00:42, 17.76it/s]
  4%|4         | 34/781 [00:01<00:41, 17.92it/s]
  5%|4         | 36/781 [00:02<00:40, 18.19it/s]
  5%|4         | 38/781 [00:02<00:41, 17.89it/s]
  5%|5         | 40/781 [00:02<00:41, 17.87it/s]
  5%|5         | 42/781 [00:02<00:41, 17.97it/s]
  6%|5         | 44/781 [00:02<00:42, 17.54it/s]
  6%|5         | 46/781 [00:02<00:41, 17.85it/s]
  6%|6         | 48/781 [00:02<00:40, 17.95it/s]
  6%|6         | 50/781 [00:02<00:40, 17.84it/s]
  7%|6         | 52/781 [00:02<00:40, 17.80it/s]
  7%|6         | 54/781 [00:03<00:40, 17.94it/s]
  7%|7         | 56/781 [00:03<00:40, 18.01it/s]
  7%|7         | 58/781 [00:03<00:39, 18.20it/s]
  8%|7         | 60/781 [00:03<00:39, 18.17it/s]
  8%|7         | 62/781 [00:03<00:39, 18.13it/s]
  8%|8         | 64/781 [00:03<00:39, 18.03it/s]
  8%|8         | 66/781 [00:03<00:39, 18.20it/s]
  9%|8         | 68/781 [00:03<00:39, 18.08it/s]
  9%|8         | 70/781 [00:03<00:39, 18.15it/s]
  9%|9         | 72/781 [00:04<00:38, 18.36it/s]
  9%|9         | 74/781 [00:04<00:38, 18.31it/s]
 10%|9         | 76/781 [00:04<00:38, 18.16it/s]
 10%|9         | 78/781 [00:04<00:38, 18.14it/s]
 10%|#         | 80/781 [00:04<00:38, 18.19it/s]
 10%|#         | 82/781 [00:04<00:38, 18.20it/s]
 11%|#         | 84/781 [00:04<00:38, 18.34it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.15it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.19it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.29it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.26it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.25it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.27it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.13it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.28it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.24it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.09it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.15it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.31it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.17it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.30it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.28it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.14it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.26it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.21it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.04it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.10it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.99it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.17it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.20it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.09it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.15it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.20it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.22it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.25it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.32it/s]
 18%|#8        | 144/781 [00:07<00:35, 18.16it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.18it/s]
 19%|#8        | 148/781 [00:08<00:35, 18.06it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.85it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.95it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.90it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.80it/s]
 20%|##        | 158/781 [00:08<00:34, 17.91it/s]
 20%|##        | 160/781 [00:08<00:34, 18.14it/s]
 21%|##        | 162/781 [00:08<00:34, 18.05it/s]
 21%|##        | 164/781 [00:09<00:34, 18.11it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.26it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.12it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.27it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.11it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.93it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.10it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.74it/s]
 23%|##3       | 180/781 [00:09<00:33, 17.86it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.91it/s]
 24%|##3       | 184/781 [00:10<00:33, 18.04it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.86it/s]
 24%|##4       | 188/781 [00:10<00:32, 17.99it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.81it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.70it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.77it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.74it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.79it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.70it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.94it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.75it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.85it/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, 17.87it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.94it/s]
 28%|##7       | 216/781 [00:11<00:31, 17.86it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.97it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.16it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.83it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.92it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.84it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.91it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.13it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.87it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.92it/s]
 30%|###       | 236/781 [00:13<00:30, 17.95it/s]
 30%|###       | 238/781 [00:13<00:30, 18.00it/s]
 31%|###       | 240/781 [00:13<00:29, 18.17it/s]
 31%|###       | 242/781 [00:13<00:30, 17.90it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.08it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.91it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.88it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.84it/s]
 32%|###2      | 252/781 [00:13<00:29, 17.93it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.98it/s]
 33%|###2      | 256/781 [00:14<00:29, 18.03it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.07it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.10it/s]
 34%|###3      | 262/781 [00:14<00:28, 17.97it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.01it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.15it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.00it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.03it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.19it/s]
 35%|###5      | 274/781 [00:15<00:28, 18.06it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.08it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.21it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.20it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.05it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.11it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.06it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.95it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.13it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.12it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.13it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.05it/s]
 38%|###8      | 298/781 [00:16<00:26, 17.96it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.98it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.03it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.81it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.82it/s]
 39%|###9      | 308/781 [00:17<00:26, 18.04it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.95it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.15it/s]
 40%|####      | 314/781 [00:17<00:25, 18.03it/s]
 40%|####      | 316/781 [00:17<00:26, 17.82it/s]
 41%|####      | 318/781 [00:17<00:25, 17.88it/s]
 41%|####      | 320/781 [00:17<00:26, 17.68it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.79it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.75it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.59it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.88it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.95it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.03it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.07it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.13it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.16it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.04it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.24it/s]
 44%|####4     | 344/781 [00:19<00:23, 18.23it/s]
 44%|####4     | 346/781 [00:19<00:24, 18.08it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.25it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.25it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.23it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.14it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.06it/s]
 46%|####5     | 358/781 [00:19<00:23, 17.69it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.70it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.88it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.66it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.79it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.89it/s]
 47%|####7     | 370/781 [00:20<00:22, 17.96it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.86it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.93it/s]
 48%|####8     | 376/781 [00:20<00:22, 17.75it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.83it/s]
 49%|####8     | 380/781 [00:21<00:22, 17.93it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.98it/s]
 49%|####9     | 384/781 [00:21<00:22, 18.01it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.07it/s]
 50%|####9     | 388/781 [00:21<00:22, 17.69it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.83it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.95it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.77it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.90it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.08it/s]
 51%|#####1    | 400/781 [00:22<00:21, 17.80it/s]
 51%|#####1    | 402/781 [00:22<00:21, 18.04it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.07it/s]
 52%|#####1    | 406/781 [00:22<00:20, 17.94it/s]
 52%|#####2    | 408/781 [00:22<00:20, 17.99it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.02it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.98it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.05it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.93it/s]
 54%|#####3    | 418/781 [00:23<00:20, 18.09it/s]
 54%|#####3    | 420/781 [00:23<00:19, 18.09it/s]
 54%|#####4    | 422/781 [00:23<00:19, 18.12it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.09it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.11it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.98it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.17it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.14it/s]
 56%|#####5    | 434/781 [00:24<00:19, 18.00it/s]
 56%|#####5    | 436/781 [00:24<00:18, 18.18it/s]
 56%|#####6    | 438/781 [00:24<00:18, 18.15it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.10it/s]
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100%|##########| 781/781 [00:43<00:00, 17.96it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:04<00:00,  4.27s/it]
100%|##########| 1/1 [00:04<00:00,  4.27s/it]

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  9%|8         | 14/157 [00:00<00:09, 15.68it/s]
 10%|#         | 16/157 [00:01<00:08, 15.69it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.92it/s]
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 41%|####      | 64/157 [00:03<00:05, 16.45it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.41it/s]
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100%|##########| 157/157 [00:09<00:00, 16.20it/s]

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  1%|1         | 8/781 [00:00<00:45, 17.15it/s]
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  3%|2         | 22/781 [00:01<00:42, 18.00it/s]
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  7%|7         | 56/781 [00:03<00:40, 17.82it/s]
  7%|7         | 58/781 [00:03<00:40, 18.02it/s]
  8%|7         | 60/781 [00:03<00:40, 17.92it/s]
  8%|7         | 62/781 [00:03<00:39, 18.08it/s]
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  9%|8         | 68/781 [00:03<00:39, 17.99it/s]
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 21%|##        | 162/781 [00:09<00:34, 18.20it/s]
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 21%|##1       | 166/781 [00:09<00:33, 18.21it/s]
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 22%|##1       | 170/781 [00:09<00:33, 18.22it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.25it/s]
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 23%|##3       | 180/781 [00:10<00:32, 18.33it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.19it/s]
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 28%|##7       | 218/781 [00:12<00:30, 18.42it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.14it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.03it/s]
 29%|##8       | 224/781 [00:12<00:30, 17.97it/s]
 29%|##8       | 226/781 [00:12<00:30, 17.95it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.96it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.01it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.09it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.18it/s]
 30%|###       | 236/781 [00:13<00:29, 18.26it/s]
 30%|###       | 238/781 [00:13<00:29, 18.23it/s]
 31%|###       | 240/781 [00:13<00:29, 18.16it/s]
 31%|###       | 242/781 [00:13<00:29, 18.23it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.16it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.19it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.00it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.13it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.04it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.01it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.96it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.06it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.14it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.19it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.25it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.29it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.16it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.12it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.91it/s]
 35%|###5      | 274/781 [00:15<00:28, 18.01it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.76it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.78it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.67it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.84it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.96it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.90it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.88it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.89it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.74it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.64it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.64it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.88it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.85it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.81it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.70it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.85it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.58it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.77it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.46it/s]
 40%|####      | 314/781 [00:17<00:26, 17.63it/s]
 40%|####      | 316/781 [00:17<00:26, 17.74it/s]
 41%|####      | 318/781 [00:17<00:26, 17.78it/s]
 41%|####      | 320/781 [00:17<00:26, 17.61it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.73it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.68it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.70it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.82it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.06it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.91it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.11it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.95it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.83it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.89it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.81it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.91it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.94it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.13it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.14it/s]
 45%|####5     | 352/781 [00:19<00:23, 17.95it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.14it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.12it/s]
 46%|####5     | 358/781 [00:19<00:23, 17.97it/s]
 46%|####6     | 360/781 [00:20<00:23, 17.86it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.93it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.98it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.18it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.33it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.24it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.06it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.06it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.06it/s]
 48%|####8     | 378/781 [00:21<00:22, 18.05it/s]
 49%|####8     | 380/781 [00:21<00:21, 18.24it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.12it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.11it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.08it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.27it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.40it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.12it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.95it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.12it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.22it/s]
 51%|#####1    | 400/781 [00:22<00:20, 18.35it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.46it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.36it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.48it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.60it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.12it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.11it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.30it/s]
 53%|#####3    | 416/781 [00:23<00:20, 18.25it/s]
 54%|#####3    | 418/781 [00:23<00:20, 18.01it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.91it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.91it/s]
 54%|#####4    | 424/781 [00:23<00:19, 17.99it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.90it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.96it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.20it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.16it/s]
 56%|#####5    | 434/781 [00:24<00:18, 18.35it/s]
 56%|#####5    | 436/781 [00:24<00:18, 18.31it/s]
 56%|#####6    | 438/781 [00:24<00:18, 18.45it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.18it/s]
 57%|#####6    | 442/781 [00:24<00:18, 18.14it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.08it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.11it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.85it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.04it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.79it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.82it/s]
 58%|#####8    | 456/781 [00:25<00:18, 17.59it/s]
 59%|#####8    | 458/781 [00:25<00:18, 17.59it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.42it/s]
 59%|#####9    | 462/781 [00:25<00:17, 17.76it/s]
 59%|#####9    | 464/781 [00:25<00:17, 17.85it/s]
 60%|#####9    | 466/781 [00:25<00:17, 17.81it/s]
 60%|#####9    | 468/781 [00:25<00:17, 18.04it/s]
 60%|######    | 470/781 [00:26<00:17, 17.98it/s]
 60%|######    | 472/781 [00:26<00:17, 17.82it/s]
 61%|######    | 474/781 [00:26<00:17, 17.75it/s]
 61%|######    | 476/781 [00:26<00:17, 17.85it/s]
 61%|######1   | 478/781 [00:26<00:16, 17.98it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.19it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.38it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.36it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.56it/s]
 62%|######2   | 488/781 [00:27<00:15, 18.70it/s]
 63%|######2   | 490/781 [00:27<00:15, 18.70it/s]
 63%|######2   | 492/781 [00:27<00:15, 18.71it/s]
 63%|######3   | 494/781 [00:27<00:15, 18.66it/s]
 64%|######3   | 496/781 [00:27<00:15, 18.62it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.76it/s]
 64%|######4   | 500/781 [00:27<00:14, 18.74it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.85it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.93it/s]
 65%|######4   | 506/781 [00:28<00:14, 18.83it/s]
 65%|######5   | 508/781 [00:28<00:14, 18.75it/s]
 65%|######5   | 510/781 [00:28<00:14, 18.72it/s]
 66%|######5   | 512/781 [00:28<00:14, 18.80it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.92it/s]
 66%|######6   | 516/781 [00:28<00:13, 19.04it/s]
 66%|######6   | 518/781 [00:28<00:13, 19.03it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.93it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.87it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.94it/s]
 67%|######7   | 526/781 [00:29<00:13, 18.98it/s]
 68%|######7   | 528/781 [00:29<00:13, 19.01it/s]
 68%|######7   | 530/781 [00:29<00:13, 19.08it/s]
 68%|######8   | 532/781 [00:29<00:13, 19.12it/s]
 68%|######8   | 534/781 [00:29<00:12, 19.16it/s]
 69%|######8   | 536/781 [00:29<00:12, 19.20it/s]
 69%|######8   | 538/781 [00:29<00:12, 19.22it/s]
 69%|######9   | 540/781 [00:29<00:12, 19.20it/s]
 69%|######9   | 542/781 [00:29<00:12, 19.11it/s]
 70%|######9   | 544/781 [00:30<00:12, 19.03it/s]
 70%|######9   | 546/781 [00:30<00:12, 18.91it/s]
 70%|#######   | 548/781 [00:30<00:12, 18.98it/s]
 70%|#######   | 550/781 [00:30<00:12, 19.08it/s]
 71%|#######   | 552/781 [00:30<00:11, 19.11it/s]
 71%|#######   | 554/781 [00:30<00:11, 19.15it/s]
 71%|#######1  | 556/781 [00:30<00:11, 19.19it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.87it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.83it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.89it/s]
 72%|#######2  | 564/781 [00:31<00:11, 18.96it/s]
 72%|#######2  | 566/781 [00:31<00:11, 18.99it/s]
 73%|#######2  | 568/781 [00:31<00:11, 19.01it/s]
 73%|#######2  | 570/781 [00:31<00:11, 19.09it/s]
 73%|#######3  | 572/781 [00:31<00:10, 19.11it/s]
 73%|#######3  | 574/781 [00:31<00:10, 19.11it/s]
 74%|#######3  | 576/781 [00:31<00:10, 19.15it/s]
 74%|#######4  | 578/781 [00:31<00:10, 19.16it/s]
 74%|#######4  | 580/781 [00:31<00:10, 19.16it/s]
 75%|#######4  | 582/781 [00:32<00:10, 19.17it/s]
 75%|#######4  | 584/781 [00:32<00:10, 19.21it/s]
 75%|#######5  | 586/781 [00:32<00:10, 19.16it/s]
 75%|#######5  | 588/781 [00:32<00:10, 19.05it/s]
 76%|#######5  | 590/781 [00:32<00:10, 19.03it/s]
 76%|#######5  | 592/781 [00:32<00:09, 18.91it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.87it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.86it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.93it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.99it/s]
 77%|#######7  | 602/781 [00:33<00:09, 19.02it/s]
 77%|#######7  | 604/781 [00:33<00:09, 19.07it/s]
 78%|#######7  | 606/781 [00:33<00:09, 19.09it/s]
 78%|#######7  | 608/781 [00:33<00:09, 19.08it/s]
 78%|#######8  | 610/781 [00:33<00:08, 19.10it/s]
 78%|#######8  | 612/781 [00:33<00:08, 19.10it/s]
 79%|#######8  | 614/781 [00:33<00:08, 19.12it/s]
 79%|#######8  | 616/781 [00:33<00:08, 19.13it/s]
 79%|#######9  | 618/781 [00:33<00:08, 19.12it/s]
 79%|#######9  | 620/781 [00:34<00:08, 19.14it/s]
 80%|#######9  | 622/781 [00:34<00:08, 19.12it/s]
 80%|#######9  | 624/781 [00:34<00:08, 19.13it/s]
 80%|########  | 626/781 [00:34<00:08, 19.15it/s]
 80%|########  | 628/781 [00:34<00:07, 19.18it/s]
 81%|########  | 630/781 [00:34<00:07, 19.19it/s]
 81%|########  | 632/781 [00:34<00:07, 19.21it/s]
 81%|########1 | 634/781 [00:34<00:07, 19.25it/s]
 81%|########1 | 636/781 [00:34<00:07, 19.12it/s]
 82%|########1 | 638/781 [00:34<00:07, 19.07it/s]
 82%|########1 | 640/781 [00:35<00:07, 19.09it/s]
 82%|########2 | 642/781 [00:35<00:07, 18.97it/s]
 82%|########2 | 644/781 [00:35<00:07, 18.94it/s]
 83%|########2 | 646/781 [00:35<00:07, 18.79it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.84it/s]
 83%|########3 | 650/781 [00:35<00:06, 18.91it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.87it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.54it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.71it/s]
 84%|########4 | 658/781 [00:36<00:06, 18.87it/s]
 85%|########4 | 660/781 [00:36<00:06, 18.90it/s]
 85%|########4 | 662/781 [00:36<00:06, 18.97it/s]
 85%|########5 | 664/781 [00:36<00:06, 19.04it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.98it/s]
 86%|########5 | 668/781 [00:36<00:05, 19.00it/s]
 86%|########5 | 670/781 [00:36<00:05, 19.07it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.91it/s]
 86%|########6 | 674/781 [00:36<00:05, 19.00it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.98it/s]
 87%|########6 | 678/781 [00:37<00:05, 18.88it/s]
 87%|########7 | 680/781 [00:37<00:05, 18.88it/s]
 87%|########7 | 682/781 [00:37<00:05, 18.89it/s]
 88%|########7 | 684/781 [00:37<00:05, 18.52it/s]
 88%|########7 | 686/781 [00:37<00:05, 18.20it/s]
 88%|########8 | 688/781 [00:37<00:05, 18.03it/s]
 88%|########8 | 690/781 [00:37<00:05, 18.04it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.08it/s]
 89%|########8 | 694/781 [00:37<00:04, 17.85it/s]
 89%|########9 | 696/781 [00:38<00:04, 18.10it/s]
 89%|########9 | 698/781 [00:38<00:04, 18.28it/s]
 90%|########9 | 700/781 [00:38<00:04, 18.41it/s]
 90%|########9 | 702/781 [00:38<00:04, 18.53it/s]
 90%|######### | 704/781 [00:38<00:04, 18.66it/s]
 90%|######### | 706/781 [00:38<00:04, 18.73it/s]
 91%|######### | 708/781 [00:38<00:03, 18.54it/s]
 91%|######### | 710/781 [00:38<00:03, 18.65it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.74it/s]
 91%|#########1| 714/781 [00:39<00:03, 18.81it/s]
 92%|#########1| 716/781 [00:39<00:03, 18.86it/s]
 92%|#########1| 718/781 [00:39<00:03, 18.66it/s]
 92%|#########2| 720/781 [00:39<00:03, 18.51it/s]
 92%|#########2| 722/781 [00:39<00:03, 18.65it/s]
 93%|#########2| 724/781 [00:39<00:03, 18.75it/s]
 93%|#########2| 726/781 [00:39<00:02, 18.81it/s]
 93%|#########3| 728/781 [00:39<00:02, 18.90it/s]
 93%|#########3| 730/781 [00:39<00:02, 18.94it/s]
 94%|#########3| 732/781 [00:39<00:02, 18.98it/s]
 94%|#########3| 734/781 [00:40<00:02, 19.00it/s]
 94%|#########4| 736/781 [00:40<00:02, 18.72it/s]
 94%|#########4| 738/781 [00:40<00:02, 18.33it/s]
 95%|#########4| 740/781 [00:40<00:02, 18.28it/s]
 95%|#########5| 742/781 [00:40<00:02, 18.40it/s]
 95%|#########5| 744/781 [00:40<00:01, 18.51it/s]
 96%|#########5| 746/781 [00:40<00:01, 18.59it/s]
 96%|#########5| 748/781 [00:40<00:01, 18.68it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.20it/s]
 96%|#########6| 752/781 [00:41<00:01, 18.04it/s]
 97%|#########6| 754/781 [00:41<00:01, 17.90it/s]
 97%|#########6| 756/781 [00:41<00:01, 17.65it/s]
 97%|#########7| 758/781 [00:41<00:01, 17.63it/s]
 97%|#########7| 760/781 [00:41<00:01, 17.61it/s]
 98%|#########7| 762/781 [00:41<00:01, 17.66it/s]
 98%|#########7| 764/781 [00:41<00:00, 17.91it/s]
 98%|#########8| 766/781 [00:41<00:00, 18.13it/s]
 98%|#########8| 768/781 [00:41<00:00, 17.81it/s]
 99%|#########8| 770/781 [00:42<00:00, 17.65it/s]
 99%|#########8| 772/781 [00:42<00:00, 17.51it/s]
 99%|#########9| 774/781 [00:42<00:00, 17.54it/s]
 99%|#########9| 776/781 [00:42<00:00, 17.69it/s]
100%|#########9| 778/781 [00:42<00:00, 17.68it/s]
100%|#########9| 780/781 [00:42<00:00, 17.71it/s]
100%|##########| 781/781 [00:42<00:00, 18.28it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.00it/s]
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100%|##########| 157/157 [00:09<00:00, 16.92it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.46it/s]
  1%|          | 4/781 [00:00<00:39, 19.74it/s]
  1%|          | 6/781 [00:00<00:40, 19.36it/s]
  1%|1         | 8/781 [00:00<00:40, 19.05it/s]
  1%|1         | 10/781 [00:00<00:40, 19.25it/s]
  2%|1         | 13/781 [00:00<00:39, 19.64it/s]
  2%|2         | 16/781 [00:00<00:39, 19.53it/s]
  2%|2         | 18/781 [00:00<00:39, 19.26it/s]
  3%|2         | 20/781 [00:01<00:39, 19.27it/s]
  3%|2         | 22/781 [00:01<00:39, 19.15it/s]
  3%|3         | 24/781 [00:01<00:39, 19.27it/s]
  3%|3         | 26/781 [00:01<00:40, 18.51it/s]
  4%|3         | 28/781 [00:01<00:40, 18.73it/s]
  4%|3         | 30/781 [00:01<00:40, 18.63it/s]
  4%|4         | 32/781 [00:01<00:39, 18.92it/s]
  4%|4         | 35/781 [00:01<00:39, 19.09it/s]
  5%|4         | 37/781 [00:01<00:39, 19.05it/s]
  5%|4         | 39/781 [00:02<00:39, 18.83it/s]
  5%|5         | 41/781 [00:02<00:38, 19.14it/s]
  6%|5         | 43/781 [00:02<00:38, 19.34it/s]
  6%|5         | 46/781 [00:02<00:37, 19.62it/s]
  6%|6         | 48/781 [00:02<00:37, 19.45it/s]
  6%|6         | 50/781 [00:02<00:38, 18.99it/s]
  7%|6         | 52/781 [00:02<00:37, 19.27it/s]
  7%|7         | 55/781 [00:02<00:37, 19.16it/s]
  7%|7         | 57/781 [00:02<00:37, 19.23it/s]
  8%|7         | 60/781 [00:03<00:37, 19.37it/s]
  8%|7         | 62/781 [00:03<00:36, 19.47it/s]
  8%|8         | 65/781 [00:03<00:36, 19.68it/s]
  9%|8         | 67/781 [00:03<00:36, 19.68it/s]
  9%|8         | 70/781 [00:03<00:35, 19.86it/s]
  9%|9         | 72/781 [00:03<00:36, 19.62it/s]
  9%|9         | 74/781 [00:03<00:36, 19.30it/s]
 10%|9         | 76/781 [00:03<00:36, 19.33it/s]
 10%|#         | 79/781 [00:04<00:35, 19.58it/s]
 10%|#         | 82/781 [00:04<00:35, 19.51it/s]
 11%|#         | 84/781 [00:04<00:36, 19.12it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.11it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.23it/s]
 12%|#1        | 91/781 [00:04<00:35, 19.55it/s]
 12%|#1        | 93/781 [00:04<00:45, 15.06it/s]
 12%|#2        | 96/781 [00:05<00:41, 16.54it/s]
 13%|#2        | 99/781 [00:05<00:38, 17.59it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.38it/s]
 13%|#3        | 105/781 [00:05<00:35, 18.95it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.31it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.61it/s]
 14%|#4        | 113/781 [00:05<00:34, 19.63it/s]
 15%|#4        | 116/781 [00:06<00:33, 19.78it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.86it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.90it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.88it/s]
 16%|#6        | 126/781 [00:06<00:32, 19.89it/s]
 16%|#6        | 128/781 [00:06<00:32, 19.89it/s]
 17%|#6        | 131/781 [00:06<00:32, 19.93it/s]
 17%|#7        | 134/781 [00:06<00:32, 19.97it/s]
 18%|#7        | 137/781 [00:07<00:32, 20.00it/s]
 18%|#7        | 140/781 [00:07<00:32, 20.01it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.03it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.02it/s]
 19%|#9        | 149/781 [00:07<00:31, 20.00it/s]
 19%|#9        | 152/781 [00:07<00:31, 20.02it/s]
 20%|#9        | 155/781 [00:08<00:31, 20.08it/s]
 20%|##        | 158/781 [00:08<00:31, 20.00it/s]
 21%|##        | 161/781 [00:08<00:31, 19.90it/s]
 21%|##        | 163/781 [00:08<00:31, 19.88it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.76it/s]
 22%|##1       | 168/781 [00:08<00:30, 19.87it/s]
 22%|##1       | 171/781 [00:08<00:30, 19.97it/s]
 22%|##2       | 173/781 [00:08<00:30, 19.97it/s]
 22%|##2       | 175/781 [00:09<00:30, 19.78it/s]
 23%|##2       | 177/781 [00:09<00:31, 19.46it/s]
 23%|##2       | 179/781 [00:09<00:30, 19.55it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.82it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.73it/s]
 24%|##3       | 187/781 [00:09<00:30, 19.73it/s]
 24%|##4       | 189/781 [00:09<00:30, 19.58it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.63it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.35it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.70it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.41it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.73it/s]
 26%|##6       | 204/781 [00:10<00:28, 19.90it/s]
 27%|##6       | 207/781 [00:10<00:28, 19.81it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.16it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.06it/s]
 27%|##7       | 213/781 [00:10<00:29, 19.24it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.39it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.65it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.28it/s]
 28%|##8       | 222/781 [00:11<00:31, 17.99it/s]
 29%|##8       | 224/781 [00:11<00:31, 17.81it/s]
 29%|##8       | 226/781 [00:11<00:31, 17.58it/s]
 29%|##9       | 228/781 [00:11<00:31, 17.73it/s]
 29%|##9       | 230/781 [00:11<00:30, 17.93it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.67it/s]
 30%|##9       | 234/781 [00:12<00:31, 17.55it/s]
 30%|###       | 236/781 [00:12<00:30, 17.66it/s]
 30%|###       | 238/781 [00:12<00:29, 18.16it/s]
 31%|###       | 240/781 [00:12<00:30, 18.01it/s]
 31%|###       | 242/781 [00:12<00:30, 17.88it/s]
 31%|###1      | 244/781 [00:12<00:30, 17.79it/s]
 31%|###1      | 246/781 [00:12<00:29, 18.01it/s]
 32%|###1      | 248/781 [00:12<00:29, 18.00it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.17it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.13it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.41it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.94it/s]
 33%|###3      | 261/781 [00:13<00:28, 18.45it/s]
 34%|###3      | 263/781 [00:13<00:27, 18.71it/s]
 34%|###3      | 265/781 [00:13<00:28, 18.35it/s]
 34%|###4      | 267/781 [00:13<00:28, 18.01it/s]
 34%|###4      | 269/781 [00:14<00:28, 18.08it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.83it/s]
 35%|###4      | 273/781 [00:14<00:28, 17.91it/s]
 35%|###5      | 275/781 [00:14<00:27, 18.36it/s]
 35%|###5      | 277/781 [00:14<00:27, 18.49it/s]
 36%|###5      | 279/781 [00:14<00:27, 18.11it/s]
 36%|###5      | 281/781 [00:14<00:27, 17.87it/s]
 36%|###6      | 283/781 [00:14<00:28, 17.69it/s]
 36%|###6      | 285/781 [00:14<00:28, 17.56it/s]
 37%|###6      | 287/781 [00:15<00:27, 17.84it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.66it/s]
 37%|###7      | 291/781 [00:15<00:27, 17.91it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.99it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.13it/s]
 38%|###8      | 297/781 [00:15<00:26, 18.27it/s]
 38%|###8      | 299/781 [00:15<00:26, 18.07it/s]
 39%|###8      | 301/781 [00:15<00:26, 17.82it/s]
 39%|###8      | 303/781 [00:15<00:27, 17.64it/s]
 39%|###9      | 305/781 [00:16<00:26, 17.78it/s]
 39%|###9      | 307/781 [00:16<00:26, 18.15it/s]
 40%|###9      | 309/781 [00:16<00:26, 18.13it/s]
 40%|###9      | 311/781 [00:16<00:26, 17.97it/s]
 40%|####      | 313/781 [00:16<00:26, 17.73it/s]
 40%|####      | 315/781 [00:16<00:26, 17.54it/s]
 41%|####      | 317/781 [00:16<00:26, 17.83it/s]
 41%|####      | 319/781 [00:16<00:25, 18.27it/s]
 41%|####1     | 321/781 [00:16<00:24, 18.45it/s]
 41%|####1     | 323/781 [00:17<00:25, 18.11it/s]
 42%|####1     | 325/781 [00:17<00:25, 17.83it/s]
 42%|####1     | 327/781 [00:17<00:25, 17.66it/s]
 42%|####2     | 329/781 [00:17<00:25, 17.89it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.07it/s]
 43%|####2     | 333/781 [00:17<00:25, 17.83it/s]
 43%|####2     | 335/781 [00:17<00:25, 17.65it/s]
 43%|####3     | 337/781 [00:17<00:24, 17.90it/s]
 43%|####3     | 339/781 [00:17<00:24, 17.71it/s]
 44%|####3     | 341/781 [00:18<00:25, 17.56it/s]
 44%|####3     | 343/781 [00:18<00:25, 17.43it/s]
 44%|####4     | 345/781 [00:18<00:24, 17.60it/s]
 44%|####4     | 347/781 [00:18<00:24, 17.83it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.13it/s]
 45%|####4     | 351/781 [00:18<00:24, 17.91it/s]
 45%|####5     | 353/781 [00:18<00:24, 17.74it/s]
 45%|####5     | 355/781 [00:18<00:24, 17.62it/s]
 46%|####5     | 357/781 [00:19<00:24, 17.56it/s]
 46%|####5     | 359/781 [00:19<00:24, 17.46it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.78it/s]
 46%|####6     | 363/781 [00:19<00:23, 17.66it/s]
 47%|####6     | 365/781 [00:19<00:23, 17.54it/s]
 47%|####6     | 367/781 [00:19<00:23, 17.84it/s]
 47%|####7     | 369/781 [00:19<00:22, 18.26it/s]
 48%|####7     | 371/781 [00:19<00:22, 18.10it/s]
 48%|####7     | 373/781 [00:19<00:22, 17.94it/s]
 48%|####8     | 375/781 [00:20<00:22, 18.04it/s]
 48%|####8     | 377/781 [00:20<00:22, 18.33it/s]
 49%|####8     | 379/781 [00:20<00:21, 18.71it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.85it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.66it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.78it/s]
 50%|####9     | 387/781 [00:20<00:20, 18.77it/s]
 50%|####9     | 389/781 [00:20<00:21, 18.33it/s]
 50%|#####     | 391/781 [00:20<00:21, 18.27it/s]
 50%|#####     | 393/781 [00:20<00:21, 18.10it/s]
 51%|#####     | 395/781 [00:21<00:21, 17.86it/s]
 51%|#####     | 397/781 [00:21<00:21, 17.72it/s]
 51%|#####1    | 399/781 [00:21<00:21, 17.96it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.21it/s]
 52%|#####1    | 403/781 [00:21<00:21, 17.95it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.38it/s]
 52%|#####2    | 407/781 [00:21<00:20, 18.48it/s]
 52%|#####2    | 409/781 [00:21<00:20, 18.38it/s]
 53%|#####2    | 411/781 [00:21<00:20, 18.35it/s]
 53%|#####2    | 413/781 [00:22<00:20, 18.14it/s]
 53%|#####3    | 415/781 [00:22<00:20, 18.11it/s]
 53%|#####3    | 417/781 [00:22<00:19, 18.54it/s]
 54%|#####3    | 419/781 [00:22<00:19, 18.28it/s]
 54%|#####3    | 421/781 [00:22<00:20, 17.96it/s]
 54%|#####4    | 423/781 [00:22<00:20, 17.87it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.69it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.27it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.15it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.99it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.98it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.94it/s]
 56%|#####6    | 438/781 [00:23<00:19, 17.87it/s]
 56%|#####6    | 440/781 [00:23<00:19, 17.95it/s]
 57%|#####6    | 442/781 [00:23<00:18, 17.96it/s]
 57%|#####6    | 444/781 [00:23<00:18, 17.84it/s]
 57%|#####7    | 446/781 [00:23<00:19, 17.46it/s]
 57%|#####7    | 448/781 [00:24<00:19, 17.36it/s]
 58%|#####7    | 450/781 [00:24<00:19, 17.42it/s]
 58%|#####7    | 452/781 [00:24<00:18, 17.55it/s]
 58%|#####8    | 454/781 [00:24<00:18, 18.04it/s]
 58%|#####8    | 456/781 [00:24<00:18, 17.99it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.12it/s]
 59%|#####9    | 461/781 [00:24<00:16, 18.84it/s]
 59%|#####9    | 463/781 [00:24<00:16, 18.73it/s]
 60%|#####9    | 465/781 [00:24<00:17, 18.44it/s]
 60%|#####9    | 467/781 [00:25<00:17, 18.47it/s]
 60%|######    | 469/781 [00:25<00:17, 18.10it/s]
 60%|######    | 471/781 [00:25<00:17, 18.10it/s]
 61%|######    | 474/781 [00:25<00:16, 18.82it/s]
 61%|######    | 476/781 [00:25<00:15, 19.12it/s]
 61%|######1   | 478/781 [00:25<00:15, 18.94it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.10it/s]
 62%|######1   | 483/781 [00:25<00:16, 18.58it/s]
 62%|######2   | 485/781 [00:26<00:16, 18.20it/s]
 62%|######2   | 487/781 [00:26<00:16, 17.89it/s]
 63%|######2   | 489/781 [00:26<00:16, 17.94it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.43it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.46it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.73it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.67it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.36it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.69it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.64it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.62it/s]
 65%|######5   | 509/781 [00:27<00:14, 19.16it/s]
 65%|######5   | 511/781 [00:27<00:14, 19.00it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.13it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.97it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.14it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.45it/s]
 67%|######6   | 523/781 [00:28<00:13, 18.93it/s]
 67%|######7   | 525/781 [00:28<00:13, 18.80it/s]
 67%|######7   | 527/781 [00:28<00:13, 18.98it/s]
 68%|######7   | 529/781 [00:28<00:13, 18.55it/s]
 68%|######7   | 531/781 [00:28<00:13, 18.56it/s]
 68%|######8   | 533/781 [00:28<00:13, 18.14it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.15it/s]
 69%|######8   | 537/781 [00:28<00:13, 18.38it/s]
 69%|######9   | 539/781 [00:28<00:12, 18.68it/s]
 69%|######9   | 541/781 [00:29<00:12, 19.05it/s]
 70%|######9   | 543/781 [00:29<00:12, 18.55it/s]
 70%|######9   | 545/781 [00:29<00:13, 18.08it/s]
 70%|#######   | 547/781 [00:29<00:12, 18.19it/s]
 70%|#######   | 549/781 [00:29<00:12, 18.57it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.28it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.62it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.31it/s]
 71%|#######1  | 557/781 [00:29<00:12, 17.97it/s]
 72%|#######1  | 559/781 [00:30<00:12, 18.00it/s]
 72%|#######1  | 561/781 [00:30<00:12, 17.82it/s]
 72%|#######2  | 563/781 [00:30<00:12, 17.51it/s]
 72%|#######2  | 565/781 [00:30<00:12, 17.70it/s]
 73%|#######2  | 567/781 [00:30<00:12, 17.65it/s]
 73%|#######2  | 569/781 [00:30<00:11, 18.17it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.38it/s]
 73%|#######3  | 573/781 [00:30<00:11, 18.45it/s]
 74%|#######3  | 575/781 [00:30<00:10, 18.74it/s]
 74%|#######3  | 577/781 [00:31<00:11, 18.30it/s]
 74%|#######4  | 579/781 [00:31<00:10, 18.51it/s]
 74%|#######4  | 581/781 [00:31<00:10, 18.35it/s]
 75%|#######4  | 583/781 [00:31<00:10, 18.14it/s]
 75%|#######4  | 585/781 [00:31<00:10, 18.32it/s]
 75%|#######5  | 587/781 [00:31<00:10, 17.89it/s]
 75%|#######5  | 589/781 [00:31<00:10, 17.56it/s]
 76%|#######5  | 591/781 [00:31<00:10, 17.59it/s]
 76%|#######5  | 593/781 [00:31<00:10, 18.19it/s]
 76%|#######6  | 595/781 [00:32<00:10, 18.34it/s]
 76%|#######6  | 597/781 [00:32<00:10, 18.22it/s]
 77%|#######6  | 599/781 [00:32<00:09, 18.55it/s]
 77%|#######6  | 601/781 [00:32<00:09, 18.93it/s]
 77%|#######7  | 603/781 [00:32<00:09, 19.07it/s]
 77%|#######7  | 605/781 [00:32<00:09, 18.86it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.93it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.69it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.04it/s]
 79%|#######8  | 614/781 [00:33<00:08, 19.20it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.98it/s]
 79%|#######9  | 618/781 [00:33<00:08, 19.22it/s]
 79%|#######9  | 620/781 [00:33<00:08, 19.26it/s]
 80%|#######9  | 622/781 [00:33<00:08, 19.42it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.82it/s]
 80%|########  | 626/781 [00:33<00:08, 18.86it/s]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.22s/it]
100%|##########| 1/1 [00:05<00:00,  5.22s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.85it/s]
  3%|2         | 4/157 [00:00<00:09, 16.54it/s]
  4%|3         | 6/157 [00:00<00:09, 16.36it/s]
  5%|5         | 8/157 [00:00<00:08, 16.92it/s]
  6%|6         | 10/157 [00:00<00:08, 17.25it/s]
  8%|7         | 12/157 [00:00<00:08, 17.04it/s]
  9%|8         | 14/157 [00:00<00:08, 17.15it/s]
 10%|#         | 16/157 [00:00<00:08, 17.09it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.85it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.14it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.36it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.39it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.77it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.29it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.19it/s]
 20%|##        | 32/157 [00:01<00:07, 16.63it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.41it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.45it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.18it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.56it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.65it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.65it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.51it/s]
 31%|###       | 48/157 [00:02<00:06, 16.35it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.16it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.21it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.40it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.68it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.78it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.39it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.12it/s]
 41%|####      | 64/157 [00:03<00:05, 15.95it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.03it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.30it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.62it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.40it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.16it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.20it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.32it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.20it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.57it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.39it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.36it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.23it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.34it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.34it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.44it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.43it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.35it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.70it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.26it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.96it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.31it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.49it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.53it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.54it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.70it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.42it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.36it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.44it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.35it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.10it/s]
 80%|########  | 126/157 [00:07<00:01, 16.21it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.16it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.04it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.15it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.36it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.42it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.21it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.47it/s]
 90%|######### | 142/157 [00:08<00:00, 16.70it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.54it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.51it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.48it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.67it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.92it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.01it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.09it/s]
100%|##########| 157/157 [00:09<00:00, 16.56it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.30it/s]
  1%|          | 4/781 [00:00<00:40, 19.30it/s]
  1%|          | 6/781 [00:00<00:39, 19.40it/s]
  1%|1         | 8/781 [00:00<00:39, 19.46it/s]
  1%|1         | 10/781 [00:00<00:39, 19.50it/s]
  2%|1         | 12/781 [00:00<00:39, 19.48it/s]
  2%|1         | 14/781 [00:00<00:39, 19.49it/s]
  2%|2         | 16/781 [00:00<00:39, 19.51it/s]
  2%|2         | 18/781 [00:00<00:39, 19.54it/s]
  3%|2         | 20/781 [00:01<00:38, 19.55it/s]
  3%|2         | 22/781 [00:01<00:38, 19.54it/s]
  3%|3         | 24/781 [00:01<00:38, 19.61it/s]
  3%|3         | 27/781 [00:01<00:38, 19.83it/s]
  4%|3         | 30/781 [00:01<00:37, 19.96it/s]
  4%|4         | 33/781 [00:01<00:37, 20.05it/s]
  5%|4         | 36/781 [00:01<00:37, 20.07it/s]
  5%|4         | 39/781 [00:01<00:36, 20.09it/s]
  5%|5         | 42/781 [00:02<00:36, 20.12it/s]
  6%|5         | 45/781 [00:02<00:36, 20.12it/s]
  6%|6         | 48/781 [00:02<00:36, 20.14it/s]
  7%|6         | 51/781 [00:02<00:36, 20.15it/s]
  7%|6         | 54/781 [00:02<00:36, 20.16it/s]
  7%|7         | 57/781 [00:02<00:35, 20.16it/s]
  8%|7         | 60/781 [00:03<00:35, 20.20it/s]
  8%|8         | 63/781 [00:03<00:35, 20.20it/s]
  8%|8         | 66/781 [00:03<00:35, 20.20it/s]
  9%|8         | 69/781 [00:03<00:35, 20.21it/s]
  9%|9         | 72/781 [00:03<00:35, 20.18it/s]
 10%|9         | 75/781 [00:03<00:34, 20.18it/s]
 10%|9         | 78/781 [00:03<00:34, 20.17it/s]
 10%|#         | 81/781 [00:04<00:34, 20.18it/s]
 11%|#         | 84/781 [00:04<00:34, 20.23it/s]
 11%|#1        | 87/781 [00:04<00:34, 20.26it/s]
 12%|#1        | 90/781 [00:04<00:34, 20.27it/s]
 12%|#1        | 93/781 [00:04<00:33, 20.28it/s]
 12%|#2        | 96/781 [00:04<00:33, 20.25it/s]
 13%|#2        | 99/781 [00:04<00:33, 20.26it/s]
 13%|#3        | 102/781 [00:05<00:33, 20.28it/s]
 13%|#3        | 105/781 [00:05<00:33, 20.26it/s]
 14%|#3        | 108/781 [00:05<00:33, 20.26it/s]
 14%|#4        | 111/781 [00:05<00:33, 20.16it/s]
 15%|#4        | 114/781 [00:05<00:33, 20.16it/s]
 15%|#4        | 117/781 [00:05<00:32, 20.20it/s]
 15%|#5        | 120/781 [00:05<00:32, 20.17it/s]
 16%|#5        | 123/781 [00:06<00:32, 20.20it/s]
 16%|#6        | 126/781 [00:06<00:32, 20.21it/s]
 17%|#6        | 129/781 [00:06<00:33, 19.60it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.19it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.49it/s]
 17%|#7        | 136/781 [00:06<00:33, 19.51it/s]
 18%|#7        | 138/781 [00:06<00:32, 19.62it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.71it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.73it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.30it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.49it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.51it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.64it/s]
 19%|#9        | 152/781 [00:07<00:31, 19.68it/s]
 20%|#9        | 154/781 [00:07<00:32, 19.28it/s]
 20%|#9        | 156/781 [00:07<00:32, 18.95it/s]
 20%|##        | 158/781 [00:07<00:32, 19.08it/s]
 20%|##        | 160/781 [00:08<00:32, 19.22it/s]
 21%|##        | 162/781 [00:08<00:31, 19.44it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.48it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.71it/s]
 22%|##1       | 171/781 [00:08<00:30, 19.85it/s]
 22%|##2       | 173/781 [00:08<00:30, 19.75it/s]
 23%|##2       | 176/781 [00:08<00:30, 19.81it/s]
 23%|##2       | 178/781 [00:08<00:30, 19.78it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.87it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.86it/s]
 24%|##3       | 187/781 [00:09<00:29, 19.96it/s]
 24%|##4       | 190/781 [00:09<00:29, 19.94it/s]
 25%|##4       | 193/781 [00:09<00:29, 20.01it/s]
 25%|##5       | 196/781 [00:09<00:29, 20.08it/s]
 25%|##5       | 199/781 [00:09<00:28, 20.12it/s]
 26%|##5       | 202/781 [00:10<00:28, 20.12it/s]
 26%|##6       | 205/781 [00:10<00:28, 20.02it/s]
 27%|##6       | 208/781 [00:10<00:28, 19.91it/s]
 27%|##6       | 210/781 [00:10<00:28, 19.86it/s]
 27%|##7       | 212/781 [00:10<00:28, 19.83it/s]
 28%|##7       | 215/781 [00:10<00:28, 19.99it/s]
 28%|##7       | 218/781 [00:10<00:27, 20.12it/s]
 28%|##8       | 221/781 [00:11<00:27, 20.17it/s]
 29%|##8       | 224/781 [00:11<00:27, 20.23it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.28it/s]
 29%|##9       | 230/781 [00:11<00:27, 20.31it/s]
 30%|##9       | 233/781 [00:11<00:26, 20.32it/s]
 30%|###       | 236/781 [00:11<00:26, 20.35it/s]
 31%|###       | 239/781 [00:11<00:26, 20.36it/s]
 31%|###       | 242/781 [00:12<00:26, 20.36it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.32it/s]
 32%|###1      | 248/781 [00:12<00:26, 20.32it/s]
 32%|###2      | 251/781 [00:12<00:26, 20.30it/s]
 33%|###2      | 254/781 [00:12<00:25, 20.30it/s]
 33%|###2      | 257/781 [00:12<00:25, 20.20it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.06it/s]
 34%|###3      | 263/781 [00:13<00:25, 20.00it/s]
 34%|###4      | 266/781 [00:13<00:25, 20.06it/s]
 34%|###4      | 269/781 [00:13<00:25, 20.09it/s]
 35%|###4      | 272/781 [00:13<00:25, 20.09it/s]
 35%|###5      | 275/781 [00:13<00:25, 20.11it/s]
 36%|###5      | 278/781 [00:13<00:24, 20.16it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.19it/s]
 36%|###6      | 284/781 [00:14<00:24, 20.18it/s]
 37%|###6      | 287/781 [00:14<00:24, 20.23it/s]
 37%|###7      | 290/781 [00:14<00:24, 20.23it/s]
 38%|###7      | 293/781 [00:14<00:24, 20.23it/s]
 38%|###7      | 296/781 [00:14<00:23, 20.24it/s]
 38%|###8      | 299/781 [00:14<00:23, 20.27it/s]
 39%|###8      | 302/781 [00:15<00:23, 20.27it/s]
 39%|###9      | 305/781 [00:15<00:23, 20.29it/s]
 39%|###9      | 308/781 [00:15<00:23, 20.25it/s]
 40%|###9      | 311/781 [00:15<00:23, 20.22it/s]
 40%|####      | 314/781 [00:15<00:23, 20.24it/s]
 41%|####      | 317/781 [00:15<00:22, 20.27it/s]
 41%|####      | 320/781 [00:15<00:22, 20.27it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.27it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.12it/s]
 42%|####2     | 329/781 [00:16<00:22, 19.96it/s]
 42%|####2     | 331/781 [00:16<00:22, 19.77it/s]
 43%|####2     | 333/781 [00:16<00:22, 19.78it/s]
 43%|####3     | 336/781 [00:16<00:22, 19.92it/s]
 43%|####3     | 338/781 [00:16<00:22, 19.82it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.90it/s]
 44%|####3     | 343/781 [00:17<00:22, 19.33it/s]
 44%|####4     | 346/781 [00:17<00:22, 19.59it/s]
 45%|####4     | 349/781 [00:17<00:22, 19.63it/s]
 45%|####4     | 351/781 [00:17<00:22, 19.26it/s]
 45%|####5     | 354/781 [00:17<00:22, 19.17it/s]
 46%|####5     | 356/781 [00:17<00:22, 19.26it/s]
 46%|####5     | 358/781 [00:17<00:21, 19.39it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.16it/s]
 46%|####6     | 362/781 [00:18<00:22, 18.50it/s]
 47%|####6     | 364/781 [00:18<00:23, 17.96it/s]
 47%|####6     | 366/781 [00:18<00:23, 17.81it/s]
 47%|####7     | 368/781 [00:18<00:22, 18.29it/s]
 48%|####7     | 371/781 [00:18<00:21, 18.98it/s]
 48%|####7     | 373/781 [00:18<00:21, 18.98it/s]
 48%|####8     | 375/781 [00:18<00:21, 19.10it/s]
 48%|####8     | 377/781 [00:18<00:21, 19.20it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.25it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.59it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.65it/s]
 50%|####9     | 387/781 [00:19<00:19, 19.78it/s]
 50%|####9     | 389/781 [00:19<00:20, 19.48it/s]
 50%|#####     | 391/781 [00:19<00:20, 19.40it/s]
 50%|#####     | 394/781 [00:19<00:19, 19.67it/s]
 51%|#####     | 397/781 [00:19<00:19, 19.82it/s]
 51%|#####1    | 399/781 [00:20<00:19, 19.77it/s]
 51%|#####1    | 401/781 [00:20<00:19, 19.74it/s]
 52%|#####1    | 403/781 [00:20<00:19, 19.70it/s]
 52%|#####1    | 405/781 [00:20<00:19, 19.68it/s]
 52%|#####2    | 407/781 [00:20<00:18, 19.71it/s]
 52%|#####2    | 409/781 [00:20<00:18, 19.68it/s]
 53%|#####2    | 412/781 [00:20<00:18, 19.84it/s]
 53%|#####3    | 415/781 [00:20<00:18, 19.52it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.72it/s]
 54%|#####3    | 421/781 [00:21<00:18, 19.87it/s]
 54%|#####4    | 424/781 [00:21<00:17, 19.96it/s]
 55%|#####4    | 427/781 [00:21<00:17, 20.05it/s]
 55%|#####5    | 430/781 [00:21<00:17, 20.08it/s]
 55%|#####5    | 433/781 [00:21<00:17, 20.10it/s]
 56%|#####5    | 436/781 [00:21<00:17, 20.14it/s]
 56%|#####6    | 439/781 [00:22<00:16, 20.17it/s]
 57%|#####6    | 442/781 [00:22<00:16, 20.16it/s]
 57%|#####6    | 445/781 [00:22<00:16, 20.17it/s]
 57%|#####7    | 448/781 [00:22<00:16, 20.20it/s]
 58%|#####7    | 451/781 [00:22<00:16, 20.19it/s]
 58%|#####8    | 454/781 [00:22<00:16, 20.19it/s]
 59%|#####8    | 457/781 [00:22<00:16, 20.18it/s]
 59%|#####8    | 460/781 [00:23<00:15, 20.19it/s]
 59%|#####9    | 463/781 [00:23<00:15, 20.17it/s]
 60%|#####9    | 466/781 [00:23<00:15, 20.19it/s]
 60%|######    | 469/781 [00:23<00:15, 20.19it/s]
 60%|######    | 472/781 [00:23<00:15, 20.16it/s]
 61%|######    | 475/781 [00:23<00:15, 19.81it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.70it/s]
 61%|######1   | 480/781 [00:24<00:15, 19.32it/s]
 62%|######1   | 483/781 [00:24<00:15, 19.56it/s]
 62%|######2   | 485/781 [00:24<00:15, 19.43it/s]
 62%|######2   | 487/781 [00:24<00:15, 19.42it/s]
 63%|######2   | 489/781 [00:24<00:15, 19.06it/s]
 63%|######2   | 491/781 [00:24<00:15, 19.13it/s]
 63%|######3   | 493/781 [00:24<00:14, 19.23it/s]
 63%|######3   | 495/781 [00:24<00:14, 19.30it/s]
 64%|######3   | 497/781 [00:25<00:14, 18.98it/s]
 64%|######3   | 499/781 [00:25<00:14, 19.13it/s]
 64%|######4   | 501/781 [00:25<00:14, 19.21it/s]
 64%|######4   | 503/781 [00:25<00:14, 19.14it/s]
 65%|######4   | 505/781 [00:25<00:14, 19.27it/s]
 65%|######5   | 508/781 [00:25<00:13, 19.57it/s]
 65%|######5   | 510/781 [00:25<00:13, 19.68it/s]
 66%|######5   | 513/781 [00:25<00:13, 19.85it/s]
 66%|######5   | 515/781 [00:25<00:13, 19.84it/s]
 66%|######6   | 517/781 [00:26<00:13, 19.77it/s]
 66%|######6   | 519/781 [00:26<00:13, 19.71it/s]
 67%|######6   | 521/781 [00:26<00:13, 19.66it/s]
 67%|######7   | 524/781 [00:26<00:13, 19.43it/s]
 67%|######7   | 526/781 [00:26<00:13, 19.39it/s]
 68%|######7   | 528/781 [00:26<00:13, 18.74it/s]
 68%|######7   | 530/781 [00:26<00:13, 18.94it/s]
 68%|######8   | 532/781 [00:26<00:13, 19.13it/s]
 68%|######8   | 534/781 [00:26<00:12, 19.15it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.25it/s]
 69%|######8   | 538/781 [00:27<00:12, 19.36it/s]
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Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.71s/it]
100%|##########| 1/1 [00:05<00:00,  5.71s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.54it/s]
  3%|2         | 4/157 [00:00<00:11, 13.70it/s]
  4%|3         | 6/157 [00:00<00:10, 14.12it/s]
  5%|5         | 8/157 [00:00<00:10, 14.73it/s]
  6%|6         | 10/157 [00:00<00:09, 15.17it/s]
  8%|7         | 12/157 [00:00<00:09, 15.37it/s]
  9%|8         | 14/157 [00:00<00:09, 15.71it/s]
 10%|#         | 16/157 [00:01<00:08, 15.71it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.85it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.91it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.02it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.09it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.11it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.23it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.22it/s]
 20%|##        | 32/157 [00:02<00:07, 16.31it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.09it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.17it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.08it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.95it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.81it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.95it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.06it/s]
 31%|###       | 48/157 [00:03<00:06, 16.22it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.18it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.26it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.35it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.20it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.19it/s]
 38%|###8      | 60/157 [00:03<00:06, 16.16it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.29it/s]
 41%|####      | 64/157 [00:04<00:05, 16.39it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.36it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.43it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.49it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.33it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.35it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.42it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.50it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.51it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.40it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.48it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.34it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.28it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.31it/s]
 59%|#####8    | 92/157 [00:05<00:05, 11.03it/s]
 60%|#####9    | 94/157 [00:06<00:05, 12.18it/s]
 61%|######1   | 96/157 [00:06<00:04, 13.12it/s]
 62%|######2   | 98/157 [00:06<00:04, 13.95it/s]
 64%|######3   | 100/157 [00:06<00:03, 14.57it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.05it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.44it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.64it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.81it/s]
 70%|#######   | 110/157 [00:07<00:02, 16.00it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.95it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.09it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.24it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.36it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.44it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.49it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.45it/s]
 80%|########  | 126/157 [00:08<00:01, 16.49it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.38it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.38it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.26it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.39it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.34it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.26it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.25it/s]
 90%|######### | 142/157 [00:08<00:00, 16.29it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.27it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.38it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.46it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.35it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.18it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.97it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.06it/s]
100%|##########| 157/157 [00:09<00:00, 15.89it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<01:01, 12.63it/s]
  1%|          | 4/781 [00:00<01:02, 12.50it/s]
  1%|          | 6/781 [00:00<01:00, 12.84it/s]
  1%|1         | 8/781 [00:00<00:58, 13.12it/s]
  1%|1         | 10/781 [00:00<00:54, 14.18it/s]
  2%|1         | 12/781 [00:00<00:50, 15.21it/s]
  2%|1         | 14/781 [00:00<00:48, 15.71it/s]
  2%|2         | 16/781 [00:01<00:47, 16.07it/s]
  2%|2         | 18/781 [00:01<00:46, 16.38it/s]
  3%|2         | 20/781 [00:01<00:46, 16.48it/s]
  3%|2         | 22/781 [00:01<00:45, 16.71it/s]
  3%|3         | 24/781 [00:01<00:45, 16.76it/s]
  3%|3         | 26/781 [00:01<00:44, 16.90it/s]
  4%|3         | 28/781 [00:01<00:44, 17.01it/s]
  4%|3         | 30/781 [00:01<00:44, 17.05it/s]
  4%|4         | 32/781 [00:02<00:43, 17.12it/s]
  4%|4         | 34/781 [00:02<00:43, 17.17it/s]
  5%|4         | 36/781 [00:02<00:42, 17.60it/s]
  5%|4         | 38/781 [00:02<00:42, 17.53it/s]
  5%|5         | 40/781 [00:02<00:43, 17.21it/s]
  5%|5         | 42/781 [00:02<00:41, 17.83it/s]
  6%|5         | 44/781 [00:02<00:40, 18.42it/s]
  6%|5         | 46/781 [00:02<00:40, 17.98it/s]
  6%|6         | 48/781 [00:02<00:40, 18.15it/s]
  6%|6         | 50/781 [00:03<00:40, 18.24it/s]
  7%|6         | 52/781 [00:03<00:39, 18.48it/s]
  7%|6         | 54/781 [00:03<00:39, 18.19it/s]
  7%|7         | 56/781 [00:03<00:40, 17.86it/s]
  7%|7         | 58/781 [00:03<00:40, 17.65it/s]
  8%|7         | 60/781 [00:03<00:40, 17.77it/s]
  8%|7         | 62/781 [00:03<00:40, 17.74it/s]
  8%|8         | 64/781 [00:03<00:40, 17.81it/s]
  8%|8         | 66/781 [00:03<00:38, 18.40it/s]
  9%|8         | 68/781 [00:04<00:37, 18.85it/s]
  9%|8         | 70/781 [00:04<00:38, 18.41it/s]
  9%|9         | 72/781 [00:04<00:37, 18.73it/s]
  9%|9         | 74/781 [00:04<00:38, 18.33it/s]
 10%|9         | 76/781 [00:04<00:38, 18.40it/s]
 10%|9         | 78/781 [00:04<00:38, 18.28it/s]
 10%|#         | 80/781 [00:04<00:38, 18.05it/s]
 10%|#         | 82/781 [00:04<00:37, 18.47it/s]
 11%|#         | 84/781 [00:04<00:38, 18.20it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.28it/s]
 11%|#1        | 88/781 [00:05<00:38, 17.94it/s]
 12%|#1        | 90/781 [00:05<00:38, 18.08it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.84it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.89it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.79it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.61it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.12it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.96it/s]
 13%|#3        | 104/781 [00:06<00:37, 18.07it/s]
 14%|#3        | 106/781 [00:06<00:37, 17.89it/s]
 14%|#3        | 108/781 [00:06<00:38, 17.56it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.67it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.75it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.85it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.59it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.81it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.63it/s]
 16%|#5        | 122/781 [00:07<00:37, 17.50it/s]
 16%|#5        | 124/781 [00:07<00:37, 17.38it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.94it/s]
 17%|#6        | 129/781 [00:07<00:35, 18.45it/s]
 17%|#6        | 131/781 [00:07<00:35, 18.11it/s]
 17%|#7        | 133/781 [00:07<00:35, 18.49it/s]
 17%|#7        | 135/781 [00:07<00:35, 18.22it/s]
 18%|#7        | 137/781 [00:07<00:35, 17.89it/s]
 18%|#7        | 139/781 [00:07<00:35, 18.33it/s]
 18%|#8        | 141/781 [00:08<00:34, 18.51it/s]
 18%|#8        | 143/781 [00:08<00:34, 18.39it/s]
 19%|#8        | 145/781 [00:08<00:33, 18.83it/s]
 19%|#8        | 147/781 [00:08<00:34, 18.46it/s]
 19%|#9        | 149/781 [00:08<00:33, 18.75it/s]
 19%|#9        | 151/781 [00:08<00:33, 18.80it/s]
 20%|#9        | 153/781 [00:08<00:33, 18.56it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.13it/s]
 20%|##        | 158/781 [00:08<00:32, 19.09it/s]
 20%|##        | 160/781 [00:09<00:32, 18.89it/s]
 21%|##        | 162/781 [00:09<00:33, 18.66it/s]
 21%|##        | 164/781 [00:09<00:32, 18.75it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.27it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.97it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.14it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.83it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.85it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.84it/s]
 23%|##2       | 178/781 [00:10<00:33, 17.93it/s]
 23%|##3       | 180/781 [00:10<00:32, 18.39it/s]
 23%|##3       | 182/781 [00:10<00:31, 18.80it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.70it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.24it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.89it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.17it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.97it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.98it/s]
 25%|##5       | 196/781 [00:11<00:32, 18.28it/s]
 25%|##5       | 198/781 [00:11<00:31, 18.66it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.65it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.32it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.31it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.23it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.59it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.25it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.94it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.01it/s]
 28%|##7       | 216/781 [00:12<00:30, 18.54it/s]
 28%|##7       | 218/781 [00:12<00:29, 18.87it/s]
 28%|##8       | 221/781 [00:12<00:28, 19.32it/s]
 29%|##8       | 223/781 [00:12<00:28, 19.35it/s]
 29%|##8       | 225/781 [00:12<00:28, 19.23it/s]
 29%|##9       | 227/781 [00:12<00:29, 18.77it/s]
 29%|##9       | 229/781 [00:12<00:29, 18.94it/s]
 30%|##9       | 231/781 [00:12<00:28, 19.20it/s]
 30%|##9       | 233/781 [00:13<00:28, 19.12it/s]
 30%|###       | 235/781 [00:13<00:28, 19.19it/s]
 30%|###       | 238/781 [00:13<00:27, 19.51it/s]
 31%|###       | 241/781 [00:13<00:27, 19.46it/s]
 31%|###1      | 243/781 [00:13<00:27, 19.47it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.42it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.46it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.59it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.28it/s]
 33%|###2      | 255/781 [00:14<00:26, 19.57it/s]
 33%|###3      | 258/781 [00:14<00:26, 19.72it/s]
 33%|###3      | 260/781 [00:14<00:27, 19.11it/s]
 34%|###3      | 262/781 [00:14<00:27, 19.20it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.39it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.52it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.65it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.44it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.70it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.61it/s]
 35%|###5      | 276/781 [00:15<00:26, 18.86it/s]
 36%|###5      | 278/781 [00:15<00:26, 19.15it/s]
 36%|###5      | 281/781 [00:15<00:25, 19.48it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.31it/s]
 36%|###6      | 285/781 [00:15<00:26, 18.63it/s]
 37%|###6      | 287/781 [00:15<00:26, 18.86it/s]
 37%|###7      | 289/781 [00:15<00:26, 18.44it/s]
 37%|###7      | 291/781 [00:16<00:26, 18.31it/s]
 38%|###7      | 293/781 [00:16<00:26, 18.76it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.23it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.70it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.65it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.90it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.20it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.65it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.91it/s]
 40%|###9      | 310/781 [00:17<00:24, 19.21it/s]
 40%|###9      | 312/781 [00:17<00:24, 19.12it/s]
 40%|####      | 314/781 [00:17<00:24, 19.19it/s]
 40%|####      | 316/781 [00:17<00:23, 19.41it/s]
 41%|####      | 319/781 [00:17<00:23, 19.69it/s]
 41%|####1     | 321/781 [00:17<00:23, 19.46it/s]
 41%|####1     | 323/781 [00:17<00:23, 19.49it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.61it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.75it/s]
 42%|####2     | 330/781 [00:18<00:22, 19.66it/s]
 43%|####2     | 333/781 [00:18<00:22, 19.82it/s]
 43%|####3     | 336/781 [00:18<00:22, 19.92it/s]
 43%|####3     | 339/781 [00:18<00:22, 19.97it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.01it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.77it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.07it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.61it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.56it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.41it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.81it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.04it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.87it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.92it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.91it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.07it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.01it/s]
 47%|####7     | 369/781 [00:20<00:21, 19.14it/s]
 48%|####7     | 371/781 [00:20<00:21, 19.09it/s]
 48%|####7     | 373/781 [00:20<00:21, 19.20it/s]
 48%|####8     | 375/781 [00:20<00:20, 19.41it/s]
 48%|####8     | 377/781 [00:20<00:20, 19.48it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.69it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.23it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.95it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.07it/s]
 50%|####9     | 388/781 [00:21<00:20, 19.23it/s]
 50%|####9     | 390/781 [00:21<00:20, 19.39it/s]
 50%|#####     | 393/781 [00:21<00:19, 19.54it/s]
 51%|#####     | 395/781 [00:21<00:19, 19.64it/s]
 51%|#####     | 397/781 [00:21<00:19, 19.70it/s]
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100%|##########| 781/781 [00:42<00:00, 18.58it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:06<00:00,  6.26s/it]
100%|##########| 1/1 [00:06<00:00,  6.26s/it]

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 10%|#         | 16/157 [00:00<00:08, 16.78it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.09it/s]
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100%|##########| 157/157 [00:09<00:00, 16.97it/s]

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  9%|9         | 73/781 [00:03<00:34, 20.39it/s]
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 10%|#         | 79/781 [00:03<00:34, 20.24it/s]
 10%|#         | 82/781 [00:04<00:34, 20.16it/s]
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 21%|##1       | 166/781 [00:08<00:30, 20.39it/s]
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 30%|###       | 236/781 [00:11<00:27, 19.96it/s]
 31%|###       | 239/781 [00:11<00:26, 20.10it/s]
 31%|###       | 242/781 [00:12<00:26, 20.03it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.17it/s]
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 33%|###2      | 256/781 [00:12<00:26, 19.89it/s]
 33%|###3      | 259/781 [00:12<00:26, 19.88it/s]
 34%|###3      | 262/781 [00:13<00:25, 19.96it/s]
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100%|#########9| 780/781 [00:38<00:00, 20.47it/s]
100%|##########| 781/781 [00:38<00:00, 20.22it/s]




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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.16s/it]
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Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.16s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.16s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.16s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.16s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.13s/it]
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Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.01s/it]
100%|##########| 1/1 [00:07<00:00,  7.01s/it]

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 10%|#         | 16/157 [00:00<00:08, 17.30it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.45it/s]
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100%|##########| 157/157 [00:09<00:00, 17.35it/s]

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 36%|###6      | 284/781 [00:14<00:24, 20.03it/s]
 37%|###6      | 287/781 [00:14<00:24, 19.83it/s]
 37%|###7      | 289/781 [00:14<00:24, 19.69it/s]
 37%|###7      | 291/781 [00:14<00:24, 19.70it/s]
 38%|###7      | 293/781 [00:14<00:24, 19.72it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.74it/s]
 38%|###8      | 297/781 [00:15<00:24, 19.59it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.68it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.63it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.83it/s]
 39%|###9      | 307/781 [00:15<00:23, 19.87it/s]
 40%|###9      | 309/781 [00:15<00:23, 19.79it/s]
 40%|###9      | 311/781 [00:15<00:23, 19.72it/s]
 40%|####      | 313/781 [00:15<00:23, 19.56it/s]
 40%|####      | 315/781 [00:16<00:24, 18.97it/s]
 41%|####      | 317/781 [00:16<00:24, 18.82it/s]
 41%|####      | 319/781 [00:16<00:24, 18.88it/s]
 41%|####1     | 321/781 [00:16<00:24, 18.49it/s]
 41%|####1     | 323/781 [00:16<00:25, 18.11it/s]
 42%|####1     | 325/781 [00:16<00:25, 18.01it/s]
 42%|####1     | 327/781 [00:16<00:24, 18.27it/s]
 42%|####2     | 329/781 [00:16<00:25, 17.95it/s]
 42%|####2     | 331/781 [00:16<00:25, 17.96it/s]
 43%|####2     | 333/781 [00:17<00:25, 17.85it/s]
 43%|####2     | 335/781 [00:17<00:25, 17.63it/s]
 43%|####3     | 337/781 [00:17<00:25, 17.74it/s]
 43%|####3     | 339/781 [00:17<00:24, 18.07it/s]
 44%|####3     | 341/781 [00:17<00:24, 18.15it/s]
 44%|####3     | 343/781 [00:17<00:24, 17.71it/s]
 44%|####4     | 345/781 [00:17<00:24, 17.83it/s]
 44%|####4     | 347/781 [00:17<00:24, 17.56it/s]
 45%|####4     | 349/781 [00:17<00:24, 17.53it/s]
 45%|####4     | 351/781 [00:18<00:24, 17.67it/s]
 45%|####5     | 353/781 [00:18<00:24, 17.68it/s]
 45%|####5     | 355/781 [00:18<00:23, 17.82it/s]
 46%|####5     | 357/781 [00:18<00:23, 17.89it/s]
 46%|####5     | 359/781 [00:18<00:23, 17.96it/s]
 46%|####6     | 361/781 [00:18<00:23, 17.68it/s]
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 47%|####6     | 365/781 [00:18<00:22, 18.22it/s]
 47%|####6     | 367/781 [00:18<00:22, 18.19it/s]
 47%|####7     | 369/781 [00:19<00:22, 18.45it/s]
 48%|####7     | 371/781 [00:19<00:21, 18.64it/s]
 48%|####7     | 373/781 [00:19<00:22, 18.50it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.18it/s]
 48%|####8     | 377/781 [00:19<00:22, 18.10it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.37it/s]
 49%|####8     | 381/781 [00:19<00:21, 18.57it/s]
 49%|####9     | 383/781 [00:19<00:21, 18.44it/s]
 49%|####9     | 385/781 [00:19<00:21, 18.25it/s]
 50%|####9     | 387/781 [00:20<00:21, 17.98it/s]
 50%|####9     | 389/781 [00:20<00:21, 18.04it/s]
 50%|#####     | 391/781 [00:20<00:21, 18.33it/s]
 50%|#####     | 393/781 [00:20<00:20, 18.57it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.45it/s]
 51%|#####     | 397/781 [00:20<00:21, 18.13it/s]
 51%|#####1    | 399/781 [00:20<00:21, 18.14it/s]
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 52%|#####1    | 403/781 [00:20<00:21, 17.91it/s]
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 52%|#####2    | 407/781 [00:21<00:20, 17.94it/s]
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 55%|#####4    | 427/781 [00:22<00:20, 17.62it/s]
 55%|#####4    | 429/781 [00:22<00:19, 17.72it/s]
 55%|#####5    | 431/781 [00:22<00:19, 17.80it/s]
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 56%|#####5    | 437/781 [00:22<00:19, 17.53it/s]
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 57%|#####6    | 443/781 [00:23<00:18, 17.91it/s]
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 57%|#####7    | 447/781 [00:23<00:18, 18.20it/s]
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 60%|#####9    | 465/781 [00:24<00:17, 18.07it/s]
 60%|#####9    | 467/781 [00:24<00:17, 18.07it/s]
 60%|######    | 469/781 [00:24<00:17, 18.08it/s]
 60%|######    | 471/781 [00:24<00:16, 18.32it/s]
 61%|######    | 473/781 [00:24<00:16, 18.40it/s]
 61%|######    | 475/781 [00:24<00:16, 18.27it/s]
 61%|######1   | 477/781 [00:25<00:16, 17.96it/s]
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 70%|######9   | 545/781 [00:28<00:12, 18.36it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.29it/s]
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 71%|#######   | 551/781 [00:29<00:12, 18.55it/s]
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 71%|#######1  | 555/781 [00:29<00:12, 18.80it/s]
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 80%|#######9  | 621/781 [00:32<00:08, 18.43it/s]
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 80%|########  | 625/781 [00:33<00:08, 18.61it/s]
 80%|########  | 627/781 [00:33<00:08, 18.61it/s]
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 81%|########1 | 633/781 [00:33<00:07, 18.50it/s]
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 84%|########3 | 655/781 [00:34<00:06, 18.31it/s]
 84%|########4 | 657/781 [00:34<00:06, 18.21it/s]
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 85%|########4 | 663/781 [00:35<00:06, 18.23it/s]
 85%|########5 | 665/781 [00:35<00:06, 18.44it/s]
 85%|########5 | 667/781 [00:35<00:06, 18.60it/s]
 86%|########5 | 669/781 [00:35<00:06, 18.27it/s]
 86%|########5 | 671/781 [00:35<00:06, 18.22it/s]
 86%|########6 | 673/781 [00:35<00:05, 18.45it/s]
 86%|########6 | 675/781 [00:35<00:05, 18.38it/s]
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 90%|########9 | 701/781 [00:37<00:04, 18.06it/s]
 90%|######### | 703/781 [00:37<00:04, 18.01it/s]
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 91%|######### | 707/781 [00:37<00:04, 17.95it/s]
 91%|######### | 709/781 [00:37<00:04, 17.83it/s]
 91%|#########1| 711/781 [00:37<00:03, 17.91it/s]
 91%|#########1| 713/781 [00:37<00:03, 17.73it/s]
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 92%|#########1| 717/781 [00:38<00:03, 17.99it/s]
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 93%|#########3| 727/781 [00:38<00:02, 18.44it/s]
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 96%|#########5| 749/781 [00:39<00:01, 18.40it/s]
 96%|#########6| 751/781 [00:40<00:01, 18.18it/s]
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 98%|#########8| 767/781 [00:40<00:00, 17.59it/s]
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 99%|#########9| 777/781 [00:41<00:00, 18.01it/s]
100%|#########9| 779/781 [00:41<00:00, 18.15it/s]
100%|##########| 781/781 [00:41<00:00, 18.25it/s]
100%|##########| 781/781 [00:41<00:00, 18.74it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.00it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:47,  1.10s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.01s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.08s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.08s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:36,  1.02s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:36,  1.02s/it]
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  9%|8         | 67/781 [00:03<00:38, 18.78it/s]
  9%|8         | 69/781 [00:03<00:37, 19.09it/s]
  9%|9         | 71/781 [00:03<00:37, 18.81it/s]
  9%|9         | 73/781 [00:03<00:36, 19.14it/s]
 10%|9         | 75/781 [00:03<00:36, 19.15it/s]
 10%|9         | 77/781 [00:04<00:37, 18.92it/s]
 10%|#         | 79/781 [00:04<00:36, 19.00it/s]
 10%|#         | 81/781 [00:04<00:37, 18.87it/s]
 11%|#         | 83/781 [00:04<00:36, 18.98it/s]
 11%|#         | 85/781 [00:04<00:37, 18.52it/s]
 11%|#1        | 87/781 [00:04<00:37, 18.63it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.15it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.80it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.97it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.09it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.14it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.34it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.38it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.32it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.61it/s]
 14%|#3        | 109/781 [00:05<00:34, 19.66it/s]
 14%|#4        | 111/781 [00:05<00:33, 19.74it/s]
 14%|#4        | 113/781 [00:05<00:33, 19.69it/s]
 15%|#4        | 115/781 [00:06<00:33, 19.78it/s]
 15%|#5        | 118/781 [00:06<00:33, 19.94it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.93it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.84it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.76it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.72it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.68it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.58it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.58it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.54it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.53it/s]
 18%|#7        | 138/781 [00:07<00:32, 19.56it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.59it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.66it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.76it/s]
 19%|#8        | 147/781 [00:07<00:31, 19.92it/s]
 19%|#9        | 150/781 [00:07<00:31, 20.03it/s]
 19%|#9        | 152/781 [00:07<00:31, 19.91it/s]
 20%|#9        | 154/781 [00:08<00:31, 19.81it/s]
 20%|#9        | 156/781 [00:08<00:31, 19.77it/s]
 20%|##        | 158/781 [00:08<00:31, 19.73it/s]
 20%|##        | 160/781 [00:08<00:31, 19.74it/s]
 21%|##        | 162/781 [00:08<00:31, 19.74it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.86it/s]
 22%|##1       | 168/781 [00:08<00:30, 19.83it/s]
 22%|##1       | 170/781 [00:08<00:30, 19.81it/s]
 22%|##2       | 173/781 [00:08<00:30, 19.95it/s]
 23%|##2       | 176/781 [00:09<00:30, 20.03it/s]
 23%|##2       | 179/781 [00:09<00:29, 20.08it/s]
 23%|##3       | 182/781 [00:09<00:29, 20.13it/s]
 24%|##3       | 185/781 [00:09<00:29, 19.98it/s]
 24%|##4       | 188/781 [00:09<00:29, 20.03it/s]
 24%|##4       | 191/781 [00:09<00:29, 20.08it/s]
 25%|##4       | 194/781 [00:10<00:29, 19.99it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.85it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.70it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.67it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.65it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.61it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.60it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.59it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.54it/s]
 27%|##7       | 212/781 [00:10<00:29, 19.50it/s]
 27%|##7       | 214/781 [00:11<00:28, 19.63it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.71it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.68it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.67it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.79it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.93it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.90it/s]
 29%|##9       | 228/781 [00:11<00:30, 18.30it/s]
 29%|##9       | 230/781 [00:11<00:29, 18.63it/s]
 30%|##9       | 233/781 [00:12<00:29, 18.87it/s]
 30%|###       | 235/781 [00:12<00:28, 19.05it/s]
 30%|###       | 237/781 [00:12<00:28, 18.89it/s]
 31%|###       | 240/781 [00:12<00:27, 19.36it/s]
 31%|###       | 242/781 [00:12<00:28, 19.11it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.94it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.18it/s]
 32%|###1      | 248/781 [00:12<00:28, 18.95it/s]
 32%|###2      | 250/781 [00:12<00:28, 18.41it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.48it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.61it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.44it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.95it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.00it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.09it/s]
 34%|###3      | 264/781 [00:13<00:28, 18.18it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.18it/s]
 34%|###4      | 268/781 [00:13<00:28, 17.98it/s]
 35%|###4      | 270/781 [00:14<00:29, 17.49it/s]
 35%|###4      | 272/781 [00:14<00:29, 17.32it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.51it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.58it/s]
 36%|###5      | 278/781 [00:14<00:28, 17.48it/s]
 36%|###5      | 280/781 [00:14<00:28, 17.29it/s]
 36%|###6      | 282/781 [00:14<00:28, 17.54it/s]
 36%|###6      | 284/781 [00:14<00:28, 17.57it/s]
 37%|###6      | 286/781 [00:14<00:28, 17.11it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.73it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.59it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.74it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.28it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.26it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.72it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.72it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.10it/s]
 39%|###8      | 304/781 [00:15<00:26, 17.72it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.72it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.19it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.54it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.51it/s]
 40%|####      | 314/781 [00:16<00:25, 18.29it/s]
 40%|####      | 316/781 [00:16<00:25, 18.60it/s]
 41%|####      | 318/781 [00:16<00:24, 18.58it/s]
 41%|####      | 320/781 [00:16<00:24, 18.45it/s]
 41%|####1     | 322/781 [00:16<00:25, 17.92it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.25it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.32it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.56it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.80it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.71it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.81it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.03it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.30it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.79it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.98it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.13it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.22it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.01it/s]
 45%|####4     | 351/781 [00:18<00:22, 18.87it/s]
 45%|####5     | 353/781 [00:18<00:22, 18.93it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.08it/s]
 46%|####5     | 357/781 [00:18<00:22, 18.91it/s]
 46%|####5     | 359/781 [00:18<00:22, 18.93it/s]
 46%|####6     | 361/781 [00:19<00:21, 19.09it/s]
 46%|####6     | 363/781 [00:19<00:21, 19.35it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.12it/s]
 47%|####6     | 367/781 [00:19<00:21, 19.09it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.26it/s]
 48%|####7     | 371/781 [00:19<00:21, 18.99it/s]
 48%|####7     | 373/781 [00:19<00:21, 18.97it/s]
 48%|####8     | 375/781 [00:19<00:21, 18.71it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.81it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.58it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.56it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.69it/s]
 49%|####9     | 385/781 [00:20<00:20, 18.93it/s]
 50%|####9     | 387/781 [00:20<00:20, 18.94it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.11it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.49it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.38it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.16it/s]
 51%|#####     | 398/781 [00:20<00:20, 18.85it/s]
 51%|#####1    | 401/781 [00:21<00:19, 19.34it/s]
 52%|#####1    | 403/781 [00:21<00:19, 19.51it/s]
 52%|#####1    | 405/781 [00:21<00:19, 19.23it/s]
 52%|#####2    | 407/781 [00:21<00:19, 18.76it/s]
 52%|#####2    | 409/781 [00:21<00:20, 18.30it/s]
 53%|#####2    | 411/781 [00:21<00:20, 18.40it/s]
 53%|#####2    | 413/781 [00:21<00:20, 18.04it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.46it/s]
 53%|#####3    | 417/781 [00:21<00:19, 18.54it/s]
 54%|#####3    | 419/781 [00:22<00:19, 18.41it/s]
 54%|#####3    | 421/781 [00:22<00:19, 18.16it/s]
 54%|#####4    | 423/781 [00:22<00:19, 18.24it/s]
 54%|#####4    | 425/781 [00:22<00:19, 18.33it/s]
 55%|#####4    | 427/781 [00:22<00:19, 18.28it/s]
 55%|#####4    | 429/781 [00:22<00:19, 18.34it/s]
 55%|#####5    | 431/781 [00:22<00:19, 18.02it/s]
 55%|#####5    | 433/781 [00:22<00:19, 17.97it/s]
 56%|#####5    | 435/781 [00:22<00:19, 17.66it/s]
 56%|#####5    | 437/781 [00:23<00:18, 18.18it/s]
 56%|#####6    | 439/781 [00:23<00:19, 17.90it/s]
 56%|#####6    | 441/781 [00:23<00:19, 17.65it/s]
 57%|#####6    | 443/781 [00:23<00:19, 17.39it/s]
 57%|#####6    | 445/781 [00:23<00:19, 17.28it/s]
 57%|#####7    | 447/781 [00:23<00:19, 17.21it/s]
 57%|#####7    | 449/781 [00:23<00:19, 17.04it/s]
 58%|#####7    | 451/781 [00:23<00:19, 17.05it/s]
 58%|#####8    | 453/781 [00:24<00:19, 17.03it/s]
 58%|#####8    | 455/781 [00:24<00:19, 17.05it/s]
 59%|#####8    | 457/781 [00:24<00:18, 17.06it/s]
 59%|#####8    | 459/781 [00:24<00:18, 17.25it/s]
 59%|#####9    | 461/781 [00:24<00:18, 17.55it/s]
 59%|#####9    | 463/781 [00:24<00:18, 17.38it/s]
 60%|#####9    | 465/781 [00:24<00:18, 17.19it/s]
 60%|#####9    | 467/781 [00:24<00:17, 17.52it/s]
 60%|######    | 469/781 [00:24<00:17, 17.67it/s]
 60%|######    | 471/781 [00:25<00:17, 17.85it/s]
 61%|######    | 473/781 [00:25<00:17, 17.61it/s]
 61%|######    | 475/781 [00:25<00:17, 17.59it/s]
 61%|######1   | 477/781 [00:25<00:16, 18.24it/s]
 61%|######1   | 479/781 [00:25<00:16, 18.69it/s]
 62%|######1   | 481/781 [00:25<00:16, 18.67it/s]
 62%|######1   | 483/781 [00:25<00:16, 18.15it/s]
 62%|######2   | 485/781 [00:25<00:15, 18.50it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.41it/s]
 63%|######2   | 489/781 [00:26<00:15, 18.61it/s]
 63%|######2   | 491/781 [00:26<00:15, 18.53it/s]
 63%|######3   | 493/781 [00:26<00:15, 18.80it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.29it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.15it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.94it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.38it/s]
 65%|######4   | 504/781 [00:26<00:15, 18.27it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.44it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.43it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.29it/s]
 66%|######5   | 513/781 [00:27<00:14, 18.95it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.09it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.82it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.44it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.43it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.71it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.65it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.31it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.68it/s]
 68%|######8   | 533/781 [00:28<00:12, 19.24it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.60it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.03it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.50it/s]
 69%|######9   | 542/781 [00:28<00:13, 18.13it/s]
 70%|######9   | 544/781 [00:28<00:13, 18.13it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.62it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.58it/s]
 71%|#######   | 551/781 [00:29<00:12, 19.13it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.45it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.20it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.00it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.36it/s]
 72%|#######2  | 564/781 [00:30<00:11, 19.33it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.70it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.83it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.09it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.18it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.85it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.57it/s]
 74%|#######4  | 578/781 [00:30<00:11, 18.39it/s]
 74%|#######4  | 580/781 [00:30<00:11, 17.98it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.41it/s]
 75%|#######4  | 585/781 [00:31<00:10, 19.02it/s]
 75%|#######5  | 588/781 [00:31<00:09, 19.38it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.88it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.06it/s]
 76%|#######6  | 595/781 [00:31<00:09, 19.46it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.68it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.37it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.14it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.82it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.05it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.19it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.53it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.64it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.61it/s]
 79%|#######8  | 616/781 [00:32<00:09, 18.23it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.57it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.57it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.66it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.30it/s]
 80%|########  | 626/781 [00:33<00:08, 18.04it/s]
 80%|########  | 628/781 [00:33<00:08, 18.35it/s]
 81%|########  | 630/781 [00:33<00:08, 18.48it/s]
 81%|########  | 632/781 [00:33<00:07, 18.75it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.61it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.53it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.95it/s]
 82%|########1 | 640/781 [00:34<00:07, 19.19it/s]
 82%|########2 | 643/781 [00:34<00:07, 19.53it/s]
 83%|########2 | 645/781 [00:34<00:07, 19.26it/s]
 83%|########2 | 647/781 [00:34<00:07, 18.60it/s]
 83%|########3 | 649/781 [00:34<00:06, 18.97it/s]
 83%|########3 | 651/781 [00:34<00:06, 18.93it/s]
 84%|########3 | 654/781 [00:34<00:06, 19.39it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.87it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.64it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.91it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.54it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.41it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.67it/s]
 86%|########5 | 668/781 [00:35<00:05, 19.01it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.88it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.76it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.48it/s]
 87%|########6 | 676/781 [00:35<00:05, 18.91it/s]
 87%|########6 | 679/781 [00:36<00:05, 19.35it/s]
 87%|########7 | 681/781 [00:36<00:05, 19.26it/s]
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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

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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-20241008_114559-jgm4slbx
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run avid-plasma-183
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/jgm4slbx







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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

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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-20241008_135617-shhcwlwi
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run flowing-thunder-184
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/shhcwlwi







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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')







=======================================================   RESTART [10-09 07:48:43]   =======================================================







=======================================================   RESTART [10-09 07:48:43]   =======================================================
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
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-20241008_165028-biwvggs6
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run different-pine-185
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/biwvggs6







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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')

model.safetensors:   0%|          | 0.00/346M [00:00<?, ?B/s]
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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-20241008_173254-tik7qk1u
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run woven-shadow-186
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/tik7qk1u







=======================================================   RESTART [10-09 10:58:19]   =======================================================







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/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
/home/user/VAR/utils/misc.py:354: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  ckpt = torch.load(all_ckpt[0], map_location='cpu')
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-20241008_200003-gilbyt0s
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run vital-bird-187
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/gilbyt0s
/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 0.0330 ms 100.0%
  triton_mm_13 0.0333 ms 99.1%
  triton_mm_16 0.0348 ms 94.8%
  triton_mm_8 0.0353 ms 93.4%
  triton_mm_6 0.0357 ms 92.4%
  triton_mm_5 0.0368 ms 89.6%
  triton_mm_7 0.0374 ms 88.3%
  triton_mm_12 0.0388 ms 85.1%
  triton_mm_11 0.0394 ms 83.8%
  triton_mm_10 0.0395 ms 83.5%
SingleProcess AUTOTUNE benchmarking takes 2.5594 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1604 0.0138 ms 100.0%
  triton_mm_1608 0.0152 ms 90.9%
  triton_mm_1612 0.0153 ms 90.6%
  triton_mm_1616 0.0173 ms 79.7%
  mm 0.0181 ms 76.5%
  triton_mm_1603 0.0182 ms 76.0%
  triton_mm_1601 0.0185 ms 74.9%
  triton_mm_1607 0.0188 ms 73.5%
  triton_mm_1602 0.0190 ms 72.8%
  triton_mm_1611 0.0204 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.1903 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5521 ms 100.0%
  triton_mm_1634 0.5630 ms 98.1%
  triton_mm_1633 0.5662 ms 97.5%
  triton_mm_1635 0.6313 ms 87.5%
  triton_mm_1628 0.6598 ms 83.7%
  addmm 0.6903 ms 80.0%
  triton_mm_1630 0.6946 ms 79.5%
  triton_mm_1626 0.7154 ms 77.2%
  triton_mm_1627 0.7879 ms 70.1%
  triton_mm_1631 0.7889 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.8301 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 0.0333 ms 100.0%
  triton_mm_9 0.0339 ms 98.3%
  triton_mm_8 0.0342 ms 97.2%
  triton_mm_16 0.0357 ms 93.3%
  triton_mm_5 0.0360 ms 92.4%
  triton_mm_6 0.0364 ms 91.3%
  triton_mm_7 0.0372 ms 89.3%
  triton_mm_10 0.0383 ms 86.8%
  triton_mm_11 0.0387 ms 86.0%
  triton_mm_14 0.0387 ms 86.0%
SingleProcess AUTOTUNE benchmarking takes 2.5644 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1634 0.5572 ms 100.0%
  triton_mm_1633 0.5648 ms 98.7%
  triton_mm_1635 0.6364 ms 87.6%
  bias_addmm 0.6478 ms 86.0%
  triton_mm_1628 0.6585 ms 84.6%
  triton_mm_1630 0.6957 ms 80.1%
  triton_mm_1626 0.7088 ms 78.6%
  addmm 0.7635 ms 73.0%
  triton_mm_1627 0.7881 ms 70.7%
  triton_mm_1631 0.7940 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.8976 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):
/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]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:11<51:12, 71.45s/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:   2%|2         | 1/44 [01:11<51:12, 71.46s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4995 0.8333 ms 100.0%
  mm 0.9401 ms 88.6%
  triton_mm_4992 1.0022 ms 83.2%
  triton_mm_4988 1.0148 ms 82.1%
  triton_mm_4996 1.0754 ms 77.5%
  triton_mm_4993 1.1134 ms 74.8%
  triton_mm_4989 1.1137 ms 74.8%
  triton_mm_4990 1.1462 ms 72.7%
  triton_mm_4985 1.3437 ms 62.0%
  triton_mm_4986 1.4122 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.2639 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6018 0.8416 ms 100.0%
  mm 0.8437 ms 99.7%
  triton_mm_6015 1.0029 ms 83.9%
  triton_mm_6011 1.0262 ms 82.0%
  triton_mm_6019 1.0767 ms 78.2%
  triton_mm_6016 1.1256 ms 74.8%
  triton_mm_6012 1.1399 ms 73.8%
  triton_mm_6013 1.1651 ms 72.2%
  triton_mm_6008 1.3575 ms 62.0%
  triton_mm_6017 1.4271 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1654 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0364 ms 100.0%
  triton_mm_4895 0.0370 ms 98.3%
  triton_mm_4902 0.0381 ms 95.3%
  triton_mm_4899 0.0382 ms 95.1%
  triton_mm_4901 0.0387 ms 93.9%
  triton_mm_4898 0.0389 ms 93.3%
  triton_mm_4890 0.0408 ms 89.0%
  triton_mm_4891 0.0420 ms 86.7%
  triton_mm_4897 0.0420 ms 86.7%
  triton_mm_4889 0.0487 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 1.7364 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10260x1088, 10260x64, 64x1088)
  triton_mm_4918 0.0422 ms 100.0%
  triton_mm_4914 0.0437 ms 96.5%
  triton_mm_4921 0.0455 ms 92.8%
  triton_mm_4913 0.0472 ms 89.4%
  triton_mm_4911 0.0479 ms 88.1%
  triton_mm_4910 0.0483 ms 87.5%
  triton_mm_4917 0.0508 ms 83.2%
  triton_mm_4919 0.0512 ms 82.4%
  triton_mm_4916 0.0516 ms 81.7%
  triton_mm_4912 0.0519 ms 81.3%
SingleProcess AUTOTUNE benchmarking takes 2.5803 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6474 ms 100.0%
  triton_mm_4940 0.6484 ms 99.9%
  triton_mm_4937 0.7533 ms 85.9%
  triton_mm_4933 0.7693 ms 84.2%
  addmm 0.8072 ms 80.2%
  triton_mm_4941 0.8396 ms 77.1%
  triton_mm_4938 0.8439 ms 76.7%
  triton_mm_4934 0.8522 ms 76.0%
  triton_mm_4935 0.8800 ms 73.6%
  triton_mm_4930 1.0141 ms 63.8%
SingleProcess AUTOTUNE benchmarking takes 2.3270 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4959 0.2261 ms 100.0%
  mm 0.2372 ms 95.3%
  triton_mm_4956 0.2579 ms 87.7%
  triton_mm_4952 0.2700 ms 83.7%
  triton_mm_4957 0.2811 ms 80.4%
  triton_mm_4960 0.2903 ms 77.9%
  triton_mm_4953 0.2987 ms 75.7%
  triton_mm_4954 0.3101 ms 72.9%
  triton_mm_4949 0.3440 ms 65.7%
  triton_mm_4950 0.3555 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.1081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8419 ms 100.0%
  mm 0.8819 ms 95.5%
  triton_mm_5015 1.0066 ms 83.6%
  triton_mm_5011 1.0283 ms 81.9%
  triton_mm_5007 1.0601 ms 79.4%
  triton_mm_5012 1.0799 ms 78.0%
  triton_mm_5008 1.1345 ms 74.2%
  triton_mm_5009 1.1454 ms 73.5%
  triton_mm_5004 1.3675 ms 61.6%
  triton_mm_5005 1.3820 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.2279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0206 ms 100.0%
  mm 0.0220 ms 93.7%
  triton_mm_6453 0.0222 ms 92.9%
  triton_mm_6457 0.0234 ms 88.0%
  triton_mm_6451 0.0241 ms 85.4%
  triton_mm_6464 0.0247 ms 83.4%
  triton_mm_6461 0.0260 ms 79.3%
  triton_mm_6463 0.0276 ms 74.5%
  triton_mm_6460 0.0292 ms 70.5%
  triton_mm_6459 0.0309 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 1.7055 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5662 ms 100.0%
  bias_addmm 1.5752 ms 99.4%
  triton_mm_6518 1.8794 ms 83.3%
  triton_mm_6514 1.9105 ms 82.0%
  addmm 1.9302 ms 81.1%
  triton_mm_6522 2.0092 ms 78.0%
  triton_mm_6519 2.0932 ms 74.8%
  triton_mm_6515 2.1206 ms 73.9%
  triton_mm_6516 2.1786 ms 71.9%
  triton_mm_6511 2.5647 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.4878 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:11<51:13, 71.47s/it]AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5014 0.8366 ms 100.0%
  mm 0.9650 ms 86.7%
  triton_mm_5015 0.9974 ms 83.9%
  triton_mm_5011 1.0123 ms 82.6%
  triton_mm_5007 1.0503 ms 79.6%
  triton_mm_5012 1.0743 ms 77.9%
  triton_mm_5008 1.1171 ms 74.9%
  triton_mm_5009 1.1265 ms 74.3%
  triton_mm_5004 1.3484 ms 62.0%
  triton_mm_5005 1.3665 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.2595 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6452 0.0205 ms 100.0%
  triton_mm_6453 0.0212 ms 96.4%
  mm 0.0217 ms 94.5%
  triton_mm_6457 0.0234 ms 87.7%
  triton_mm_6451 0.0243 ms 84.4%
  triton_mm_6464 0.0256 ms 80.1%
  triton_mm_6461 0.0259 ms 79.1%
  triton_mm_6463 0.0284 ms 72.2%
  triton_mm_6460 0.0287 ms 71.3%
  triton_mm_6459 0.0308 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 1.7157 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6521 1.5382 ms 100.0%
  bias_addmm 1.5628 ms 98.4%
  triton_mm_6518 1.8593 ms 82.7%
  triton_mm_6514 1.8904 ms 81.4%
  addmm 1.9209 ms 80.1%
  triton_mm_6522 1.9917 ms 77.2%
  triton_mm_6519 2.0749 ms 74.1%
  triton_mm_6515 2.1011 ms 73.2%
  triton_mm_6516 2.1613 ms 71.2%
  triton_mm_6511 2.5404 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.5098 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:11<51:16, 71.56s/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):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:13<21:38, 30.91s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:13<21:38, 30.91s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:13<21:38, 30.92s/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):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:14<21:40, 30.95s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:14<11:46, 17.23s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:14<11:46, 17.24s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:14<11:46, 17.24s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:15<11:47, 17.26s/it]
Validation Progress:   9%|9         | 4/44 [01:16<07:14, 10.85s/it]
Validation Progress:   9%|9         | 4/44 [01:16<07:14, 10.85s/it]
Validation Progress:   9%|9         | 4/44 [01:16<07:14, 10.86s/it]
Validation Progress:   9%|9         | 4/44 [01:16<07:14, 10.87s/it]
Validation Progress:  11%|#1        | 5/44 [01:17<04:47,  7.36s/it]
Validation Progress:  11%|#1        | 5/44 [01:17<04:47,  7.36s/it]
Validation Progress:  11%|#1        | 5/44 [01:17<04:47,  7.37s/it]
Validation Progress:  11%|#1        | 5/44 [01:17<04:47,  7.37s/it]
Validation Progress:  14%|#3        | 6/44 [01:18<03:16,  5.17s/it]
Validation Progress:  14%|#3        | 6/44 [01:18<03:16,  5.18s/it]
Validation Progress:  14%|#3        | 6/44 [01:18<03:16,  5.18s/it]
Validation Progress:  14%|#3        | 6/44 [01:18<03:16,  5.18s/it]
Validation Progress:  16%|#5        | 7/44 [01:19<02:22,  3.84s/it]
Validation Progress:  16%|#5        | 7/44 [01:19<02:22,  3.84s/it]
Validation Progress:  16%|#5        | 7/44 [01:19<02:22,  3.84s/it]
Validation Progress:  16%|#5        | 7/44 [01:19<02:22,  3.85s/it]
Validation Progress:  18%|#8        | 8/44 [01:20<01:45,  2.93s/it]
Validation Progress:  18%|#8        | 8/44 [01:20<01:45,  2.93s/it]
Validation Progress:  18%|#8        | 8/44 [01:20<01:45,  2.93s/it]
Validation Progress:  18%|#8        | 8/44 [01:20<01:45,  2.94s/it]
Validation Progress:  20%|##        | 9/44 [01:21<01:22,  2.36s/it]
Validation Progress:  20%|##        | 9/44 [01:21<01:22,  2.36s/it]
Validation Progress:  20%|##        | 9/44 [01:21<01:21,  2.33s/it]
Validation Progress:  20%|##        | 9/44 [01:21<01:22,  2.36s/it]
Validation Progress:  23%|##2       | 10/44 [01:22<01:06,  1.95s/it]
Validation Progress:  23%|##2       | 10/44 [01:22<01:06,  1.95s/it]
Validation Progress:  23%|##2       | 10/44 [01:22<01:06,  1.95s/it]
Validation Progress:  23%|##2       | 10/44 [01:22<01:05,  1.93s/it]
Validation Progress:  25%|##5       | 11/44 [01:23<00:55,  1.68s/it]
Validation Progress:  25%|##5       | 11/44 [01:23<00:54,  1.66s/it]
Validation Progress:  25%|##5       | 11/44 [01:23<00:55,  1.68s/it]
Validation Progress:  25%|##5       | 11/44 [01:23<00:55,  1.68s/it]
Validation Progress:  27%|##7       | 12/44 [01:24<00:47,  1.48s/it]
Validation Progress:  27%|##7       | 12/44 [01:24<00:47,  1.50s/it]
Validation Progress:  27%|##7       | 12/44 [01:24<00:47,  1.49s/it]
Validation Progress:  27%|##7       | 12/44 [01:24<00:47,  1.50s/it]
Validation Progress:  30%|##9       | 13/44 [01:25<00:41,  1.33s/it]
Validation Progress:  30%|##9       | 13/44 [01:25<00:41,  1.34s/it]
Validation Progress:  30%|##9       | 13/44 [01:25<00:41,  1.34s/it]
Validation Progress:  30%|##9       | 13/44 [01:25<00:41,  1.34s/it]
Validation Progress:  32%|###1      | 14/44 [01:26<00:37,  1.25s/it]
Validation Progress:  32%|###1      | 14/44 [01:26<00:37,  1.26s/it]
Validation Progress:  32%|###1      | 14/44 [01:26<00:37,  1.25s/it]
Validation Progress:  32%|###1      | 14/44 [01:26<00:37,  1.26s/it]
Validation Progress:  34%|###4      | 15/44 [01:27<00:37,  1.28s/it]
Validation Progress:  34%|###4      | 15/44 [01:27<00:37,  1.28s/it]
Validation Progress:  34%|###4      | 15/44 [01:27<00:37,  1.28s/it]
Validation Progress:  34%|###4      | 15/44 [01:27<00:37,  1.28s/it]
Validation Progress:  36%|###6      | 16/44 [01:28<00:34,  1.23s/it]
Validation Progress:  36%|###6      | 16/44 [01:28<00:34,  1.23s/it]
Validation Progress:  36%|###6      | 16/44 [01:28<00:34,  1.23s/it]
Validation Progress:  36%|###6      | 16/44 [01:28<00:34,  1.23s/it]
Validation Progress:  39%|###8      | 17/44 [01:29<00:31,  1.16s/it]
Validation Progress:  39%|###8      | 17/44 [01:29<00:31,  1.16s/it]
Validation Progress:  39%|###8      | 17/44 [01:29<00:31,  1.15s/it]
Validation Progress:  39%|###8      | 17/44 [01:29<00:31,  1.16s/it]
Validation Progress:  41%|####      | 18/44 [01:31<00:31,  1.19s/it]
Validation Progress:  41%|####      | 18/44 [01:31<00:31,  1.19s/it]
Validation Progress:  41%|####      | 18/44 [01:31<00:31,  1.19s/it]
Validation Progress:  41%|####      | 18/44 [01:31<00:31,  1.19s/it]
Validation Progress:  43%|####3     | 19/44 [01:32<00:28,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [01:32<00:28,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [01:32<00:28,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [01:32<00:28,  1.16s/it]
Validation Progress:  45%|####5     | 20/44 [01:33<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [01:33<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [01:33<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [01:33<00:27,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [01:34<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [01:34<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [01:34<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [01:34<00:25,  1.12s/it]
Validation Progress:  50%|#####     | 22/44 [01:35<00:24,  1.13s/it]
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Validation Progress:  50%|#####     | 22/44 [01:35<00:24,  1.13s/it]
Validation Progress:  50%|#####     | 22/44 [01:35<00:24,  1.14s/it]
Validation Progress:  52%|#####2    | 23/44 [01:36<00:24,  1.19s/it]
Validation Progress:  52%|#####2    | 23/44 [01:36<00:24,  1.19s/it]
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Validation Progress:  52%|#####2    | 23/44 [01:36<00:24,  1.19s/it]
Validation Progress:  55%|#####4    | 24/44 [01:38<00:22,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [01:38<00:22,  1.15s/it]
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Validation Progress:  55%|#####4    | 24/44 [01:38<00:22,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [01:39<00:21,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [01:39<00:21,  1.15s/it]
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Validation Progress:  57%|#####6    | 25/44 [01:39<00:21,  1.15s/it]
Validation Progress:  59%|#####9    | 26/44 [01:40<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [01:40<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [01:40<00:20,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [01:40<00:20,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [01:41<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [01:41<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [01:41<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [01:41<00:19,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [01:42<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [01:42<00:18,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [01:42<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [01:43<00:16,  1.10s/it]
Validation Progress:  66%|######5   | 29/44 [01:43<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [01:43<00:16,  1.10s/it]
Validation Progress:  66%|######5   | 29/44 [01:43<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [01:44<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [01:44<00:15,  1.13s/it]
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Validation Progress:  68%|######8   | 30/44 [01:44<00:15,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [01:45<00:14,  1.13s/it]
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Validation Progress:  73%|#######2  | 32/44 [01:46<00:13,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [01:48<00:12,  1.10s/it]
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Validation Progress:  77%|#######7  | 34/44 [01:49<00:11,  1.19s/it]
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Validation Progress:  77%|#######7  | 34/44 [01:49<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [01:50<00:10,  1.17s/it]
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Validation Progress:  82%|########1 | 36/44 [01:51<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [01:51<00:09,  1.18s/it]
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Validation Progress:  84%|########4 | 37/44 [01:53<00:08,  1.22s/it]
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Validation Progress:  86%|########6 | 38/44 [01:54<00:07,  1.22s/it]
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Validation Progress:  86%|########6 | 38/44 [01:54<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [01:54<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [01:55<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [01:55<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [01:55<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [01:55<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [01:56<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [01:56<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [01:56<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [01:56<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [01:57<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [01:57<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [01:57<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [01:57<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [01:58<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [01:59<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [01:59<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [01:59<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [02:00<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [02:00<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [02:00<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [02:00<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.07s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.83s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.07s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.83s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.08s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.83s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.08s/it]
Validation Progress: 100%|##########| 44/44 [02:04<00:00,  2.83s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.40s/it]
100%|##########| 1/1 [00:03<00:00,  3.40s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:01<03:07,  1.20s/it]
  2%|1         | 3/157 [00:01<00:54,  2.80it/s]
  3%|3         | 5/157 [00:01<00:30,  4.96it/s]
  4%|4         | 7/157 [00:01<00:20,  7.18it/s]
  6%|5         | 9/157 [00:01<00:15,  9.31it/s]
  7%|7         | 11/157 [00:01<00:13, 11.22it/s]
  8%|8         | 13/157 [00:01<00:11, 12.53it/s]
 10%|9         | 15/157 [00:01<00:10, 13.90it/s]
 11%|#         | 17/157 [00:02<00:09, 15.07it/s]
 12%|#2        | 19/157 [00:02<00:08, 15.98it/s]
 13%|#3        | 21/157 [00:02<00:08, 16.19it/s]
 15%|#4        | 23/157 [00:02<00:08, 16.68it/s]
 16%|#5        | 25/157 [00:02<00:07, 17.04it/s]
 17%|#7        | 27/157 [00:02<00:07, 17.33it/s]
 18%|#8        | 29/157 [00:02<00:07, 17.52it/s]
 20%|#9        | 31/157 [00:02<00:07, 17.67it/s]
 21%|##1       | 33/157 [00:02<00:06, 17.81it/s]
 22%|##2       | 35/157 [00:03<00:06, 17.85it/s]
 24%|##3       | 37/157 [00:03<00:07, 17.07it/s]
 25%|##4       | 39/157 [00:03<00:06, 17.30it/s]
 26%|##6       | 41/157 [00:03<00:06, 17.56it/s]
 27%|##7       | 43/157 [00:03<00:06, 17.68it/s]
 29%|##8       | 45/157 [00:03<00:06, 17.91it/s]
 30%|##9       | 47/157 [00:03<00:06, 17.98it/s]
 31%|###1      | 49/157 [00:03<00:05, 18.05it/s]
 32%|###2      | 51/157 [00:04<00:05, 18.07it/s]
 34%|###3      | 53/157 [00:04<00:05, 17.92it/s]
 35%|###5      | 55/157 [00:04<00:05, 17.91it/s]
 36%|###6      | 57/157 [00:04<00:05, 18.12it/s]
 38%|###7      | 59/157 [00:04<00:05, 18.29it/s]
 39%|###8      | 61/157 [00:04<00:05, 18.32it/s]
 40%|####      | 63/157 [00:04<00:05, 18.22it/s]
 41%|####1     | 65/157 [00:04<00:05, 18.12it/s]
 43%|####2     | 67/157 [00:04<00:04, 18.07it/s]
 44%|####3     | 69/157 [00:05<00:05, 15.65it/s]
 45%|####5     | 71/157 [00:05<00:05, 16.35it/s]
 46%|####6     | 73/157 [00:05<00:04, 16.90it/s]
 48%|####7     | 75/157 [00:05<00:04, 17.29it/s]
 49%|####9     | 77/157 [00:05<00:04, 17.64it/s]
 50%|#####     | 79/157 [00:05<00:04, 17.91it/s]
 52%|#####1    | 81/157 [00:05<00:04, 18.09it/s]
 53%|#####2    | 83/157 [00:05<00:04, 18.21it/s]
 54%|#####4    | 85/157 [00:05<00:03, 18.34it/s]
 55%|#####5    | 87/157 [00:06<00:03, 18.37it/s]
 57%|#####6    | 89/157 [00:06<00:03, 18.44it/s]
 58%|#####7    | 91/157 [00:06<00:03, 18.47it/s]
 59%|#####9    | 93/157 [00:06<00:03, 18.54it/s]
 61%|######    | 95/157 [00:06<00:03, 18.54it/s]
 62%|######1   | 97/157 [00:06<00:03, 18.56it/s]
 63%|######3   | 99/157 [00:06<00:03, 18.59it/s]
 64%|######4   | 101/157 [00:06<00:03, 18.57it/s]
 66%|######5   | 103/157 [00:06<00:02, 18.60it/s]
 67%|######6   | 105/157 [00:07<00:02, 18.59it/s]
 68%|######8   | 107/157 [00:07<00:02, 18.60it/s]
 69%|######9   | 109/157 [00:07<00:02, 18.58it/s]
 71%|#######   | 111/157 [00:07<00:02, 18.56it/s]
 72%|#######1  | 113/157 [00:07<00:02, 18.57it/s]
 73%|#######3  | 115/157 [00:07<00:02, 18.60it/s]
 75%|#######4  | 117/157 [00:07<00:02, 18.61it/s]
 76%|#######5  | 119/157 [00:07<00:02, 18.60it/s]
 77%|#######7  | 121/157 [00:07<00:01, 18.60it/s]
 78%|#######8  | 123/157 [00:07<00:01, 18.60it/s]
 80%|#######9  | 125/157 [00:08<00:01, 18.59it/s]
 81%|########  | 127/157 [00:08<00:01, 18.52it/s]
 82%|########2 | 129/157 [00:08<00:01, 18.40it/s]
 83%|########3 | 131/157 [00:08<00:01, 18.33it/s]
 85%|########4 | 133/157 [00:08<00:01, 15.50it/s]
 86%|########5 | 135/157 [00:08<00:01, 16.12it/s]
 87%|########7 | 137/157 [00:08<00:01, 16.65it/s]
 89%|########8 | 139/157 [00:08<00:01, 17.06it/s]
 90%|########9 | 141/157 [00:09<00:00, 17.36it/s]
 91%|#########1| 143/157 [00:09<00:00, 17.58it/s]
 92%|#########2| 145/157 [00:09<00:00, 17.73it/s]
 94%|#########3| 147/157 [00:09<00:00, 17.90it/s]
 95%|#########4| 149/157 [00:09<00:00, 18.09it/s]
 96%|#########6| 151/157 [00:09<00:00, 18.24it/s]
 97%|#########7| 153/157 [00:09<00:00, 18.32it/s]
 99%|#########8| 155/157 [00:09<00:00, 18.36it/s]
100%|##########| 157/157 [00:10<00:00,  6.31it/s]
100%|##########| 157/157 [00:10<00:00, 14.82it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.14it/s]
  1%|          | 4/781 [00:00<00:45, 17.16it/s]
  1%|          | 6/781 [00:00<00:45, 17.16it/s]
  1%|1         | 8/781 [00:00<00:45, 17.13it/s]
  1%|1         | 10/781 [00:00<00:44, 17.16it/s]
  2%|1         | 12/781 [00:00<00:44, 17.17it/s]
  2%|1         | 14/781 [00:00<00:44, 17.20it/s]
  2%|2         | 16/781 [00:00<00:44, 17.21it/s]
  2%|2         | 18/781 [00:01<00:44, 17.24it/s]
  3%|2         | 20/781 [00:01<00:44, 17.27it/s]
  3%|2         | 22/781 [00:01<00:43, 17.28it/s]
  3%|3         | 24/781 [00:01<00:43, 17.26it/s]
  3%|3         | 26/781 [00:01<00:43, 17.20it/s]
  4%|3         | 28/781 [00:01<00:43, 17.12it/s]
  4%|3         | 30/781 [00:01<00:44, 17.04it/s]
  4%|4         | 32/781 [00:01<00:43, 17.02it/s]
  4%|4         | 34/781 [00:01<00:43, 17.12it/s]
  5%|4         | 36/781 [00:02<00:43, 17.19it/s]
  5%|4         | 38/781 [00:02<00:43, 17.24it/s]
  5%|5         | 40/781 [00:02<00:42, 17.29it/s]
  5%|5         | 42/781 [00:02<00:42, 17.26it/s]
  6%|5         | 44/781 [00:02<00:42, 17.30it/s]
  6%|5         | 46/781 [00:02<00:42, 17.35it/s]
  6%|6         | 48/781 [00:02<00:42, 17.10it/s]
  6%|6         | 50/781 [00:02<00:43, 16.92it/s]
  7%|6         | 52/781 [00:03<00:42, 16.99it/s]
  7%|6         | 54/781 [00:03<00:43, 16.83it/s]
  7%|7         | 56/781 [00:03<00:42, 16.93it/s]
  7%|7         | 58/781 [00:03<00:43, 16.68it/s]
  8%|7         | 60/781 [00:03<00:43, 16.53it/s]
  8%|7         | 62/781 [00:03<00:42, 16.75it/s]
  8%|8         | 64/781 [00:03<00:43, 16.59it/s]
  8%|8         | 66/781 [00:03<00:42, 16.71it/s]
  9%|8         | 68/781 [00:03<00:43, 16.52it/s]
  9%|8         | 70/781 [00:04<00:43, 16.42it/s]
  9%|9         | 72/781 [00:04<00:42, 16.64it/s]
  9%|9         | 74/781 [00:04<00:42, 16.73it/s]
 10%|9         | 76/781 [00:04<00:41, 16.83it/s]
 10%|9         | 78/781 [00:04<00:42, 16.50it/s]
 10%|#         | 80/781 [00:04<00:42, 16.33it/s]
 10%|#         | 82/781 [00:04<00:42, 16.41it/s]
 11%|#         | 84/781 [00:04<00:42, 16.44it/s]
 11%|#1        | 86/781 [00:05<00:42, 16.45it/s]
 11%|#1        | 88/781 [00:05<00:41, 16.66it/s]
 12%|#1        | 90/781 [00:05<00:40, 16.86it/s]
 12%|#1        | 92/781 [00:05<00:41, 16.73it/s]
 12%|#2        | 94/781 [00:05<00:41, 16.67it/s]
 12%|#2        | 96/781 [00:05<00:41, 16.42it/s]
 13%|#2        | 98/781 [00:05<00:40, 16.67it/s]
 13%|#2        | 100/781 [00:05<00:41, 16.61it/s]
 13%|#3        | 102/781 [00:06<00:41, 16.36it/s]
 13%|#3        | 104/781 [00:06<00:41, 16.40it/s]
 14%|#3        | 106/781 [00:06<00:41, 16.42it/s]
 14%|#3        | 108/781 [00:06<00:40, 16.65it/s]
 14%|#4        | 110/781 [00:06<00:39, 16.84it/s]
 14%|#4        | 112/781 [00:06<00:39, 16.97it/s]
 15%|#4        | 114/781 [00:06<00:39, 16.86it/s]
 15%|#4        | 116/781 [00:06<00:39, 17.00it/s]
 15%|#5        | 118/781 [00:06<00:39, 16.86it/s]
 15%|#5        | 120/781 [00:07<00:39, 16.54it/s]
 16%|#5        | 122/781 [00:07<00:39, 16.75it/s]
 16%|#5        | 124/781 [00:07<00:39, 16.71it/s]
 16%|#6        | 126/781 [00:07<00:38, 16.86it/s]
 16%|#6        | 128/781 [00:07<00:39, 16.71it/s]
 17%|#6        | 130/781 [00:07<00:39, 16.64it/s]
 17%|#6        | 132/781 [00:07<00:39, 16.56it/s]
 17%|#7        | 134/781 [00:07<00:39, 16.54it/s]
 17%|#7        | 136/781 [00:08<00:38, 16.75it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.89it/s]
 18%|#7        | 140/781 [00:08<00:38, 16.78it/s]
 18%|#8        | 142/781 [00:08<00:38, 16.71it/s]
 18%|#8        | 144/781 [00:08<00:37, 16.89it/s]
 19%|#8        | 146/781 [00:08<00:37, 17.03it/s]
 19%|#8        | 148/781 [00:08<00:36, 17.13it/s]
 19%|#9        | 150/781 [00:08<00:36, 17.21it/s]
 19%|#9        | 152/781 [00:09<00:36, 17.26it/s]
 20%|#9        | 154/781 [00:09<00:36, 17.30it/s]
 20%|#9        | 156/781 [00:09<00:36, 17.05it/s]
 20%|##        | 158/781 [00:09<00:36, 17.15it/s]
 20%|##        | 160/781 [00:09<00:36, 17.22it/s]
 21%|##        | 162/781 [00:09<00:36, 17.01it/s]
 21%|##        | 164/781 [00:09<00:36, 17.11it/s]
 21%|##1       | 166/781 [00:09<00:35, 17.22it/s]
 22%|##1       | 168/781 [00:09<00:35, 17.26it/s]
 22%|##1       | 170/781 [00:10<00:35, 17.31it/s]
 22%|##2       | 172/781 [00:10<00:35, 17.10it/s]
 22%|##2       | 174/781 [00:10<00:35, 17.15it/s]
 23%|##2       | 176/781 [00:10<00:35, 17.23it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.27it/s]
 23%|##3       | 180/781 [00:10<00:35, 17.06it/s]
 23%|##3       | 182/781 [00:10<00:34, 17.17it/s]
 24%|##3       | 184/781 [00:10<00:35, 16.97it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.97it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.71it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.76it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.55it/s]
 25%|##4       | 194/781 [00:11<00:36, 16.24it/s]
 25%|##5       | 196/781 [00:11<00:36, 16.01it/s]
 25%|##5       | 198/781 [00:11<00:35, 16.26it/s]
 26%|##5       | 200/781 [00:11<00:34, 16.60it/s]
 26%|##5       | 202/781 [00:11<00:34, 16.81it/s]
 26%|##6       | 204/781 [00:12<00:34, 16.51it/s]
 26%|##6       | 206/781 [00:12<00:34, 16.76it/s]
 27%|##6       | 208/781 [00:12<00:33, 16.93it/s]
 27%|##6       | 210/781 [00:12<00:33, 16.81it/s]
 27%|##7       | 212/781 [00:12<00:33, 16.97it/s]
 27%|##7       | 214/781 [00:12<00:33, 17.10it/s]
 28%|##7       | 216/781 [00:12<00:33, 16.90it/s]
 28%|##7       | 218/781 [00:12<00:33, 16.84it/s]
 28%|##8       | 220/781 [00:13<00:32, 17.01it/s]
 28%|##8       | 222/781 [00:13<00:33, 16.74it/s]
 29%|##8       | 224/781 [00:13<00:33, 16.78it/s]
 29%|##8       | 226/781 [00:13<00:33, 16.68it/s]
 29%|##9       | 228/781 [00:13<00:33, 16.54it/s]
 29%|##9       | 230/781 [00:13<00:33, 16.57it/s]
 30%|##9       | 232/781 [00:13<00:33, 16.59it/s]
 30%|##9       | 234/781 [00:13<00:33, 16.45it/s]
 30%|###       | 236/781 [00:14<00:33, 16.43it/s]
 30%|###       | 238/781 [00:14<00:33, 16.18it/s]
 31%|###       | 240/781 [00:14<00:33, 16.26it/s]
 31%|###       | 242/781 [00:14<00:33, 16.03it/s]
 31%|###1      | 244/781 [00:14<00:33, 16.24it/s]
 31%|###1      | 246/781 [00:14<00:32, 16.47it/s]
 32%|###1      | 248/781 [00:14<00:32, 16.52it/s]
 32%|###2      | 250/781 [00:14<00:32, 16.24it/s]
 32%|###2      | 252/781 [00:14<00:32, 16.35it/s]
 33%|###2      | 254/781 [00:15<00:31, 16.64it/s]
 33%|###2      | 256/781 [00:15<00:31, 16.64it/s]
 33%|###3      | 258/781 [00:15<00:30, 16.87it/s]
 33%|###3      | 260/781 [00:15<00:30, 17.03it/s]
 34%|###3      | 262/781 [00:15<00:40, 12.68it/s]
 34%|###3      | 264/781 [00:15<00:38, 13.58it/s]
 34%|###4      | 266/781 [00:15<00:35, 14.31it/s]
 34%|###4      | 268/781 [00:16<00:34, 14.94it/s]
 35%|###4      | 270/781 [00:16<00:32, 15.60it/s]
 35%|###4      | 272/781 [00:16<00:32, 15.91it/s]
 35%|###5      | 274/781 [00:16<00:31, 16.11it/s]
 35%|###5      | 276/781 [00:16<00:31, 16.28it/s]
 36%|###5      | 278/781 [00:16<00:30, 16.38it/s]
 36%|###5      | 280/781 [00:16<00:30, 16.68it/s]
 36%|###6      | 282/781 [00:16<00:30, 16.61it/s]
 36%|###6      | 284/781 [00:17<00:29, 16.72it/s]
 37%|###6      | 286/781 [00:17<00:29, 16.68it/s]
 37%|###6      | 288/781 [00:17<00:30, 16.41it/s]
 37%|###7      | 290/781 [00:17<00:30, 16.17it/s]
 37%|###7      | 292/781 [00:17<00:29, 16.48it/s]
 38%|###7      | 294/781 [00:17<00:29, 16.50it/s]
 38%|###7      | 296/781 [00:17<00:29, 16.52it/s]
 38%|###8      | 298/781 [00:17<00:29, 16.57it/s]
 38%|###8      | 300/781 [00:17<00:28, 16.82it/s]
 39%|###8      | 302/781 [00:18<00:28, 17.01it/s]
 39%|###8      | 304/781 [00:18<00:28, 16.91it/s]
 39%|###9      | 306/781 [00:18<00:27, 17.10it/s]
 39%|###9      | 308/781 [00:18<00:27, 17.00it/s]
 40%|###9      | 310/781 [00:18<00:27, 16.89it/s]
 40%|###9      | 312/781 [00:18<00:27, 16.81it/s]
 40%|####      | 314/781 [00:18<00:27, 16.78it/s]
 40%|####      | 316/781 [00:18<00:27, 16.94it/s]
 41%|####      | 318/781 [00:19<00:27, 16.96it/s]
 41%|####      | 320/781 [00:19<00:27, 17.02it/s]
 41%|####1     | 322/781 [00:19<00:27, 16.54it/s]
 41%|####1     | 324/781 [00:19<00:27, 16.67it/s]
 42%|####1     | 326/781 [00:19<00:27, 16.81it/s]
 42%|####1     | 328/781 [00:19<00:26, 16.87it/s]
 42%|####2     | 330/781 [00:19<00:27, 16.66it/s]
 43%|####2     | 332/781 [00:19<00:27, 16.60it/s]
 43%|####2     | 334/781 [00:20<00:26, 16.72it/s]
 43%|####3     | 336/781 [00:20<00:26, 16.60it/s]
 43%|####3     | 338/781 [00:20<00:27, 16.29it/s]
 44%|####3     | 340/781 [00:20<00:26, 16.50it/s]
 44%|####3     | 342/781 [00:20<00:26, 16.42it/s]
 44%|####4     | 344/781 [00:20<00:26, 16.48it/s]
 44%|####4     | 346/781 [00:20<00:25, 16.77it/s]
 45%|####4     | 348/781 [00:20<00:26, 16.49it/s]
 45%|####4     | 350/781 [00:20<00:26, 16.30it/s]
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 50%|#####     | 392/781 [00:23<00:24, 15.99it/s]
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100%|#########9| 780/781 [00:46<00:00, 17.10it/s]
100%|##########| 781/781 [00:46<00:00, 16.66it/s]




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Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.20s/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 [00:51<00:00,  1.49s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:51<00:00,  1.49s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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  with torch.cuda.amp.autocast(enabled=False):

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 14%|#3        | 107/781 [00:05<00:37, 17.76it/s]
 14%|#3        | 109/781 [00:06<00:37, 17.76it/s]
 14%|#4        | 111/781 [00:06<00:37, 17.83it/s]
 14%|#4        | 113/781 [00:06<00:37, 17.87it/s]
 15%|#4        | 115/781 [00:06<00:37, 17.90it/s]
 15%|#4        | 117/781 [00:06<00:37, 17.82it/s]
 15%|#5        | 119/781 [00:06<00:37, 17.85it/s]
 15%|#5        | 121/781 [00:06<00:36, 17.85it/s]
 16%|#5        | 123/781 [00:06<00:37, 17.68it/s]
 16%|#6        | 125/781 [00:07<00:36, 17.97it/s]
 16%|#6        | 128/781 [00:07<00:34, 19.03it/s]
 17%|#6        | 130/781 [00:07<00:34, 19.07it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.14it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.84it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.48it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.68it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.70it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.78it/s]
 18%|#8        | 144/781 [00:08<00:33, 18.78it/s]
 19%|#8        | 147/781 [00:08<00:32, 19.31it/s]
 19%|#9        | 149/781 [00:08<00:33, 18.90it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.52it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.58it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.09it/s]
 20%|##        | 158/781 [00:08<00:32, 18.90it/s]
 21%|##        | 161/781 [00:08<00:32, 19.32it/s]
 21%|##        | 164/781 [00:09<00:31, 19.76it/s]
 21%|##1       | 167/781 [00:09<00:30, 19.94it/s]
 22%|##1       | 169/781 [00:09<00:31, 19.40it/s]
 22%|##2       | 172/781 [00:09<00:30, 19.85it/s]
 22%|##2       | 174/781 [00:09<00:30, 19.85it/s]
 23%|##2       | 177/781 [00:09<00:30, 19.85it/s]
 23%|##2       | 179/781 [00:09<00:37, 16.01it/s]
 23%|##3       | 181/781 [00:09<00:35, 16.75it/s]
 23%|##3       | 183/781 [00:10<00:35, 17.03it/s]
 24%|##3       | 185/781 [00:10<00:34, 17.46it/s]
 24%|##3       | 187/781 [00:10<00:33, 17.64it/s]
 24%|##4       | 189/781 [00:10<00:33, 17.69it/s]
 24%|##4       | 191/781 [00:10<00:32, 18.10it/s]
 25%|##4       | 193/781 [00:10<00:32, 18.31it/s]
 25%|##4       | 195/781 [00:10<00:31, 18.71it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.45it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.07it/s]
 26%|##5       | 202/781 [00:11<00:30, 18.82it/s]
 26%|##6       | 205/781 [00:11<00:29, 19.25it/s]
 27%|##6       | 207/781 [00:11<00:29, 19.37it/s]
 27%|##6       | 209/781 [00:11<00:30, 19.05it/s]
 27%|##7       | 211/781 [00:11<00:30, 18.61it/s]
 27%|##7       | 213/781 [00:11<00:30, 18.39it/s]
 28%|##7       | 215/781 [00:11<00:30, 18.29it/s]
 28%|##7       | 217/781 [00:11<00:30, 18.66it/s]
 28%|##8       | 219/781 [00:12<00:29, 18.77it/s]
 28%|##8       | 221/781 [00:12<00:30, 18.49it/s]
 29%|##8       | 223/781 [00:12<00:30, 18.25it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.73it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.80it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.90it/s]
 30%|##9       | 233/781 [00:12<00:28, 19.54it/s]
 30%|###       | 235/781 [00:12<00:28, 19.38it/s]
 30%|###       | 237/781 [00:12<00:28, 19.21it/s]
 31%|###       | 239/781 [00:13<00:27, 19.37it/s]
 31%|###       | 241/781 [00:13<00:28, 18.92it/s]
 31%|###1      | 243/781 [00:13<00:28, 18.63it/s]
 31%|###1      | 245/781 [00:13<00:28, 18.81it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.18it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.11it/s]
 32%|###2      | 253/781 [00:13<00:27, 19.49it/s]
 33%|###2      | 255/781 [00:13<00:27, 19.07it/s]
 33%|###2      | 257/781 [00:13<00:27, 19.13it/s]
 33%|###3      | 259/781 [00:14<00:27, 18.78it/s]
 33%|###3      | 261/781 [00:14<00:28, 18.53it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.27it/s]
 34%|###4      | 267/781 [00:14<00:25, 19.89it/s]
 35%|###4      | 270/781 [00:14<00:25, 20.04it/s]
 35%|###4      | 273/781 [00:14<00:25, 20.02it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.53it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.92it/s]
 36%|###5      | 281/781 [00:15<00:24, 20.30it/s]
 36%|###6      | 284/781 [00:15<00:24, 20.31it/s]
 37%|###6      | 287/781 [00:15<00:24, 20.45it/s]
 37%|###7      | 290/781 [00:15<00:24, 20.22it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.89it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.89it/s]
 38%|###8      | 299/781 [00:16<00:24, 19.88it/s]
 39%|###8      | 301/781 [00:16<00:24, 19.44it/s]
 39%|###8      | 303/781 [00:16<00:25, 19.03it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.53it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.62it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.69it/s]
 40%|####      | 313/781 [00:16<00:24, 19.21it/s]
 40%|####      | 315/781 [00:16<00:24, 19.17it/s]
 41%|####      | 317/781 [00:17<00:24, 18.98it/s]
 41%|####      | 320/781 [00:17<00:23, 19.51it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.48it/s]
 42%|####1     | 325/781 [00:17<00:22, 19.94it/s]
 42%|####1     | 327/781 [00:17<00:22, 19.78it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.64it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.10it/s]
 43%|####2     | 335/781 [00:17<00:22, 20.14it/s]
 43%|####3     | 338/781 [00:18<00:22, 19.60it/s]
 44%|####3     | 340/781 [00:18<00:22, 19.54it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.60it/s]
 44%|####4     | 345/781 [00:18<00:21, 19.96it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.60it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.39it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.30it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.76it/s]
 46%|####5     | 356/781 [00:19<00:21, 19.80it/s]
 46%|####5     | 358/781 [00:19<00:21, 19.56it/s]
 46%|####6     | 360/781 [00:19<00:21, 19.21it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.13it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.35it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.32it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.03it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.99it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.65it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.55it/s]
 48%|####8     | 377/781 [00:20<00:21, 19.23it/s]
 49%|####8     | 379/781 [00:20<00:20, 19.23it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.44it/s]
 49%|####9     | 383/781 [00:20<00:20, 19.07it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.83it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.36it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.94it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.22it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.10it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.14it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.14it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.94it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.84it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.98it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.60it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.65it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.29it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.02it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.70it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.58it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.63it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.81it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.84it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.04it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.00it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.23it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.99it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.80it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.67it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.60it/s]
 56%|#####6    | 438/781 [00:23<00:19, 17.78it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.18it/s]
 57%|#####6    | 442/781 [00:23<00:18, 17.94it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.13it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.28it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.26it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.09it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.30it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.30it/s]
 59%|#####8    | 457/781 [00:24<00:17, 18.73it/s]
 59%|#####8    | 459/781 [00:24<00:17, 18.35it/s]
 59%|#####9    | 461/781 [00:24<00:17, 18.06it/s]
 59%|#####9    | 463/781 [00:24<00:17, 17.86it/s]
 60%|#####9    | 465/781 [00:24<00:17, 17.72it/s]
 60%|#####9    | 467/781 [00:25<00:17, 17.63it/s]
 60%|######    | 469/781 [00:25<00:17, 17.90it/s]
 60%|######    | 471/781 [00:25<00:16, 18.38it/s]
 61%|######    | 473/781 [00:25<00:16, 18.22it/s]
 61%|######    | 475/781 [00:25<00:16, 18.58it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.18it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.77it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.45it/s]
 62%|######2   | 485/781 [00:26<00:15, 19.13it/s]
 62%|######2   | 487/781 [00:26<00:15, 19.15it/s]
 63%|######2   | 489/781 [00:26<00:15, 19.14it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.73it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.72it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.96it/s]
 64%|######4   | 500/781 [00:26<00:13, 20.23it/s]
 64%|######4   | 503/781 [00:26<00:13, 20.01it/s]
 65%|######4   | 506/781 [00:27<00:13, 20.25it/s]
 65%|######5   | 509/781 [00:27<00:13, 19.84it/s]
 65%|######5   | 511/781 [00:27<00:13, 19.62it/s]
 66%|######5   | 513/781 [00:27<00:14, 19.01it/s]
 66%|######5   | 515/781 [00:27<00:13, 19.18it/s]
 66%|######6   | 517/781 [00:27<00:13, 19.15it/s]
 66%|######6   | 519/781 [00:27<00:13, 19.30it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.62it/s]
 67%|######7   | 525/781 [00:28<00:12, 19.88it/s]
 68%|######7   | 528/781 [00:28<00:12, 19.76it/s]
 68%|######7   | 530/781 [00:28<00:12, 19.47it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.13it/s]
 69%|######8   | 535/781 [00:28<00:12, 19.52it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.76it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.61it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.68it/s]
 70%|######9   | 545/781 [00:29<00:11, 19.87it/s]
 70%|#######   | 547/781 [00:29<00:11, 19.58it/s]
 70%|#######   | 549/781 [00:29<00:11, 19.49it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.83it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.78it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.64it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.20it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.65it/s]
 72%|#######2  | 563/781 [00:29<00:11, 19.55it/s]
 72%|#######2  | 566/781 [00:30<00:10, 19.99it/s]
 73%|#######2  | 569/781 [00:30<00:10, 20.06it/s]
 73%|#######3  | 571/781 [00:30<00:10, 19.84it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.83it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.63it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.20it/s]
 74%|#######4  | 579/781 [00:30<00:10, 18.79it/s]
 74%|#######4  | 581/781 [00:30<00:10, 18.37it/s]
 75%|#######4  | 583/781 [00:31<00:10, 18.72it/s]
 75%|#######4  | 585/781 [00:31<00:10, 19.04it/s]
 75%|#######5  | 587/781 [00:31<00:10, 19.06it/s]
 75%|#######5  | 589/781 [00:31<00:10, 19.17it/s]
 76%|#######5  | 591/781 [00:31<00:10, 19.00it/s]
 76%|#######5  | 593/781 [00:31<00:10, 18.79it/s]
 76%|#######6  | 595/781 [00:31<00:10, 18.49it/s]
 76%|#######6  | 597/781 [00:31<00:10, 18.02it/s]
 77%|#######6  | 599/781 [00:31<00:10, 17.84it/s]
 77%|#######6  | 601/781 [00:32<00:10, 17.70it/s]
 77%|#######7  | 603/781 [00:32<00:10, 17.74it/s]
 77%|#######7  | 605/781 [00:32<00:09, 17.68it/s]
 78%|#######7  | 607/781 [00:32<00:09, 17.69it/s]
 78%|#######7  | 609/781 [00:32<00:09, 17.77it/s]
 78%|#######8  | 611/781 [00:32<00:09, 17.72it/s]
 78%|#######8  | 613/781 [00:32<00:09, 17.87it/s]
 79%|#######8  | 615/781 [00:32<00:09, 17.92it/s]
 79%|#######9  | 617/781 [00:32<00:09, 17.75it/s]
 79%|#######9  | 619/781 [00:33<00:09, 17.68it/s]
 80%|#######9  | 621/781 [00:33<00:09, 17.72it/s]
 80%|#######9  | 623/781 [00:33<00:08, 17.75it/s]
 80%|########  | 625/781 [00:33<00:08, 17.84it/s]
 80%|########  | 627/781 [00:33<00:08, 17.90it/s]
 81%|########  | 629/781 [00:33<00:08, 17.92it/s]
 81%|########  | 631/781 [00:33<00:08, 17.83it/s]
 81%|########1 | 633/781 [00:33<00:08, 17.78it/s]
 81%|########1 | 635/781 [00:33<00:08, 17.85it/s]
 82%|########1 | 637/781 [00:34<00:08, 17.89it/s]
 82%|########1 | 639/781 [00:34<00:07, 17.93it/s]
 82%|########2 | 641/781 [00:34<00:07, 17.97it/s]
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 83%|########2 | 647/781 [00:34<00:07, 17.73it/s]
 83%|########3 | 649/781 [00:34<00:07, 17.69it/s]
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 84%|########3 | 655/781 [00:35<00:07, 17.58it/s]
 84%|########4 | 657/781 [00:35<00:07, 17.59it/s]
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 85%|########4 | 661/781 [00:35<00:06, 17.80it/s]
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 85%|########5 | 665/781 [00:35<00:06, 17.89it/s]
 85%|########5 | 667/781 [00:35<00:06, 17.92it/s]
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 86%|########5 | 671/781 [00:35<00:06, 17.72it/s]
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 91%|######### | 707/781 [00:37<00:04, 17.90it/s]
 91%|######### | 709/781 [00:38<00:04, 17.82it/s]
 91%|#########1| 711/781 [00:38<00:03, 17.74it/s]
 91%|#########1| 713/781 [00:38<00:03, 17.67it/s]
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 92%|#########2| 719/781 [00:38<00:03, 17.60it/s]
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 93%|#########2| 723/781 [00:38<00:03, 17.77it/s]
 93%|#########2| 725/781 [00:38<00:03, 17.85it/s]
 93%|#########3| 727/781 [00:39<00:03, 17.92it/s]
 93%|#########3| 729/781 [00:39<00:02, 17.62it/s]
 94%|#########3| 731/781 [00:39<00:02, 17.77it/s]
 94%|#########3| 733/781 [00:39<00:02, 17.84it/s]
 94%|#########4| 735/781 [00:39<00:02, 17.91it/s]
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/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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 48%|####8     | 76/157 [00:04<00:04, 16.57it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.57it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.73it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.84it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.92it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.97it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.02it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.07it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.09it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.09it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.10it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.13it/s]
 64%|######3   | 100/157 [00:06<00:03, 17.16it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.16it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.17it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.09it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.99it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.93it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.90it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.89it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.88it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.85it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.84it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.86it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.83it/s]
 80%|########  | 126/157 [00:07<00:01, 16.80it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.81it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.83it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.83it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.81it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.85it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.83it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.82it/s]
 90%|######### | 142/157 [00:08<00:00, 16.88it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.97it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.04it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.09it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.17it/s]
 97%|#########6| 152/157 [00:09<00:00, 17.14it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.14it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.16it/s]
100%|##########| 157/157 [00:09<00:00, 16.77it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.16it/s]
  1%|          | 4/781 [00:00<00:45, 16.98it/s]
  1%|          | 6/781 [00:00<00:43, 17.88it/s]
  1%|1         | 8/781 [00:00<00:42, 18.23it/s]
  1%|1         | 10/781 [00:00<00:41, 18.40it/s]
  2%|1         | 12/781 [00:00<00:41, 18.49it/s]
  2%|1         | 14/781 [00:00<00:41, 18.58it/s]
  2%|2         | 16/781 [00:00<00:41, 18.63it/s]
  2%|2         | 18/781 [00:00<00:40, 18.68it/s]
  3%|2         | 20/781 [00:01<00:40, 18.72it/s]
  3%|2         | 22/781 [00:01<00:40, 18.79it/s]
  3%|3         | 24/781 [00:01<00:40, 18.81it/s]
  3%|3         | 26/781 [00:01<00:40, 18.83it/s]
  4%|3         | 28/781 [00:01<00:40, 18.82it/s]
  4%|3         | 30/781 [00:01<00:39, 18.89it/s]
  4%|4         | 32/781 [00:01<00:39, 18.86it/s]
  4%|4         | 34/781 [00:01<00:40, 18.61it/s]
  5%|4         | 36/781 [00:01<00:39, 18.78it/s]
  5%|4         | 38/781 [00:02<00:39, 18.91it/s]
  5%|5         | 40/781 [00:02<00:39, 18.94it/s]
  5%|5         | 42/781 [00:02<00:38, 18.95it/s]
  6%|5         | 44/781 [00:02<00:38, 18.99it/s]
  6%|5         | 46/781 [00:02<00:38, 19.03it/s]
  6%|6         | 48/781 [00:02<00:38, 19.08it/s]
  6%|6         | 50/781 [00:02<00:38, 19.14it/s]
  7%|6         | 52/781 [00:02<00:38, 19.16it/s]
  7%|6         | 54/781 [00:02<00:37, 19.16it/s]
  7%|7         | 56/781 [00:02<00:37, 19.17it/s]
  7%|7         | 58/781 [00:03<00:37, 19.19it/s]
  8%|7         | 60/781 [00:03<00:37, 19.22it/s]
  8%|7         | 62/781 [00:03<00:37, 19.21it/s]
  8%|8         | 64/781 [00:03<00:37, 19.23it/s]
  8%|8         | 66/781 [00:03<00:37, 19.00it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:38, 18.59it/s]
  9%|9         | 72/781 [00:03<00:37, 18.73it/s]
  9%|9         | 74/781 [00:03<00:37, 18.67it/s]
 10%|9         | 76/781 [00:04<00:37, 18.76it/s]
 10%|9         | 78/781 [00:04<00:37, 18.75it/s]
 10%|#         | 80/781 [00:04<00:37, 18.82it/s]
 10%|#         | 82/781 [00:04<00:37, 18.88it/s]
 11%|#         | 84/781 [00:04<00:37, 18.77it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.76it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.85it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.95it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.99it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.85it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.97it/s]
 13%|#2        | 98/781 [00:05<00:35, 18.99it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.05it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.14it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.22it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.28it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.29it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.33it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.31it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.19it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.09it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.00it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.97it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.94it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.92it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.06it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.14it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.22it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.27it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.32it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.34it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.30it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.26it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.20it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.02it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.94it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.96it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.09it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.17it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.18it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.18it/s]
 20%|##        | 158/781 [00:08<00:32, 19.22it/s]
 20%|##        | 160/781 [00:08<00:32, 19.29it/s]
 21%|##        | 162/781 [00:08<00:32, 19.30it/s]
 21%|##        | 164/781 [00:08<00:31, 19.30it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.32it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.36it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.41it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.40it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.35it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.39it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.40it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.40it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.41it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.44it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.47it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.44it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.43it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.41it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.39it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.23it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.97it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.98it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.88it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.83it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.80it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.96it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.05it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.16it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.22it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.29it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.31it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.24it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.10it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.97it/s]
 29%|##9       | 228/781 [00:11<00:29, 18.88it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.82it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.87it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.82it/s]
 30%|###       | 236/781 [00:12<00:28, 18.90it/s]
 30%|###       | 238/781 [00:12<00:28, 19.05it/s]
 31%|###       | 240/781 [00:12<00:28, 19.10it/s]
 31%|###       | 242/781 [00:12<00:28, 19.17it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.22it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.27it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.29it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.32it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.34it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.35it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.19it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.19it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.16it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.18it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.15it/s]
 34%|###4      | 266/781 [00:13<00:27, 19.02it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.90it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.99it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.56it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.64it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.80it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.57it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.57it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.59it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.54it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.68it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.75it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.77it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.85it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.95it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.09it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.06it/s]
 39%|###8      | 304/781 [00:15<00:25, 18.91it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.96it/s]
 39%|###9      | 308/781 [00:16<00:24, 18.97it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.98it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.94it/s]
 40%|####      | 314/781 [00:16<00:24, 18.80it/s]
 40%|####      | 316/781 [00:16<00:24, 18.79it/s]
 41%|####      | 318/781 [00:16<00:24, 19.02it/s]
 41%|####      | 320/781 [00:16<00:24, 19.00it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.87it/s]
 41%|####1     | 324/781 [00:17<00:24, 19.03it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.02it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.01it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.01it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.03it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.90it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.04it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.86it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.02it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.98it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.80it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.95it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.97it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.97it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.83it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.88it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.88it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.02it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.87it/s]
 46%|####6     | 362/781 [00:19<00:22, 19.01it/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, 19.06it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.93it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.94it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.09it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.08it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.91it/s]
 49%|####8     | 380/781 [00:19<00:21, 19.01it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.87it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.88it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.90it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.93it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.91it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.07it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.87it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.01it/s]
 51%|#####     | 398/781 [00:20<00:20, 18.85it/s]
 51%|#####1    | 400/781 [00:21<00:20, 19.00it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.95it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.95it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.93it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.94it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.93it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.80it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.93it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.96it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.83it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.85it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.86it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.91it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.90it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.04it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.00it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.98it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.85it/s]
 56%|#####5    | 436/781 [00:22<00:18, 18.86it/s]
 56%|#####6    | 438/781 [00:23<00:18, 19.03it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.87it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.03it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.93it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.87it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.06it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.80it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.84it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.84it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.65it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.51it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.38it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.60it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.52it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.47it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.62it/s]
 60%|######    | 470/781 [00:24<00:16, 18.61it/s]
 60%|######    | 472/781 [00:24<00:16, 18.51it/s]
 61%|######    | 474/781 [00:24<00:16, 18.42it/s]
 61%|######    | 476/781 [00:25<00:16, 18.31it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.44it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.14it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.21it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.28it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.33it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.48it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.73it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.65it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.46it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.71it/s]
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100%|##########| 781/781 [00:41<00:00, 18.92it/s]




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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.25s/it]
100%|##########| 1/1 [00:03<00:00,  3.25s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.93it/s]
  3%|2         | 4/157 [00:00<00:08, 17.04it/s]
  4%|3         | 6/157 [00:00<00:08, 17.40it/s]
  5%|5         | 8/157 [00:00<00:08, 17.70it/s]
  6%|6         | 10/157 [00:00<00:08, 17.84it/s]
  8%|7         | 12/157 [00:00<00:08, 17.92it/s]
  9%|8         | 14/157 [00:00<00:07, 18.12it/s]
 10%|#         | 16/157 [00:00<00:07, 18.24it/s]
 11%|#1        | 18/157 [00:01<00:07, 18.27it/s]
 13%|#2        | 20/157 [00:01<00:07, 18.25it/s]
 14%|#4        | 22/157 [00:01<00:07, 18.31it/s]
 15%|#5        | 24/157 [00:01<00:07, 18.35it/s]
 17%|#6        | 26/157 [00:01<00:07, 18.22it/s]
 18%|#7        | 28/157 [00:01<00:07, 18.27it/s]
 19%|#9        | 30/157 [00:01<00:06, 18.17it/s]
 20%|##        | 32/157 [00:01<00:06, 18.27it/s]
 22%|##1       | 34/157 [00:01<00:06, 18.20it/s]
 23%|##2       | 36/157 [00:01<00:06, 18.02it/s]
 24%|##4       | 38/157 [00:02<00:06, 18.14it/s]
 25%|##5       | 40/157 [00:02<00:06, 18.19it/s]
 27%|##6       | 42/157 [00:02<00:06, 18.25it/s]
 28%|##8       | 44/157 [00:02<00:06, 18.18it/s]
 29%|##9       | 46/157 [00:02<00:06, 18.15it/s]
 31%|###       | 48/157 [00:02<00:05, 18.23it/s]
 32%|###1      | 50/157 [00:02<00:05, 18.32it/s]
 33%|###3      | 52/157 [00:02<00:05, 18.41it/s]
 34%|###4      | 54/157 [00:02<00:05, 18.47it/s]
 36%|###5      | 56/157 [00:03<00:05, 18.51it/s]
 37%|###6      | 58/157 [00:03<00:05, 18.53it/s]
 38%|###8      | 60/157 [00:03<00:05, 18.54it/s]
 39%|###9      | 62/157 [00:03<00:05, 18.59it/s]
 41%|####      | 64/157 [00:03<00:05, 18.56it/s]
 42%|####2     | 66/157 [00:03<00:04, 18.55it/s]
 43%|####3     | 68/157 [00:03<00:04, 18.60it/s]
 45%|####4     | 70/157 [00:03<00:04, 18.62it/s]
 46%|####5     | 72/157 [00:03<00:04, 18.61it/s]
 47%|####7     | 74/157 [00:04<00:04, 18.64it/s]
 48%|####8     | 76/157 [00:04<00:04, 18.63it/s]
 50%|####9     | 78/157 [00:04<00:04, 18.58it/s]
 51%|#####     | 80/157 [00:04<00:04, 18.58it/s]
 52%|#####2    | 82/157 [00:04<00:04, 18.60it/s]
 54%|#####3    | 84/157 [00:04<00:03, 18.56it/s]
 55%|#####4    | 86/157 [00:04<00:03, 18.56it/s]
 56%|#####6    | 88/157 [00:04<00:03, 18.64it/s]
 57%|#####7    | 90/157 [00:04<00:03, 18.64it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.58it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.23it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.16it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.28it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.36it/s]
 65%|######4   | 102/157 [00:05<00:02, 18.40it/s]
 66%|######6   | 104/157 [00:05<00:02, 18.44it/s]
 68%|######7   | 106/157 [00:05<00:02, 18.50it/s]
 69%|######8   | 108/157 [00:05<00:02, 18.19it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.70it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.68it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.19it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.29it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.18it/s]
 76%|#######6  | 120/157 [00:06<00:02, 16.61it/s]
 78%|#######7  | 122/157 [00:06<00:02, 16.65it/s]
 79%|#######8  | 124/157 [00:06<00:01, 16.55it/s]
 80%|########  | 126/157 [00:06<00:01, 16.88it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.93it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.72it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.81it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.08it/s]
 87%|########6 | 136/157 [00:07<00:01, 16.94it/s]
 88%|########7 | 138/157 [00:07<00:01, 16.71it/s]
 89%|########9 | 140/157 [00:07<00:01, 16.62it/s]
 90%|######### | 142/157 [00:07<00:00, 16.69it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.73it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.79it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.85it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.71it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.75it/s]
 98%|#########8| 154/157 [00:08<00:00, 16.51it/s]
 99%|#########9| 156/157 [00:08<00:00, 16.25it/s]
100%|##########| 157/157 [00:08<00:00, 17.84it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.00it/s]
  1%|          | 4/781 [00:00<00:42, 18.49it/s]
  1%|          | 6/781 [00:00<00:42, 18.40it/s]
  1%|1         | 8/781 [00:00<00:42, 18.34it/s]
  1%|1         | 10/781 [00:00<00:41, 18.52it/s]
  2%|1         | 12/781 [00:00<00:41, 18.44it/s]
  2%|1         | 14/781 [00:00<00:40, 18.87it/s]
  2%|2         | 16/781 [00:00<00:41, 18.65it/s]
  2%|2         | 18/781 [00:00<00:41, 18.51it/s]
  3%|2         | 20/781 [00:01<00:41, 18.37it/s]
  3%|2         | 22/781 [00:01<00:41, 18.29it/s]
  3%|3         | 24/781 [00:01<00:41, 18.27it/s]
  3%|3         | 26/781 [00:01<00:41, 18.16it/s]
  4%|3         | 28/781 [00:01<00:41, 18.15it/s]
  4%|3         | 30/781 [00:01<00:41, 18.18it/s]
  4%|4         | 32/781 [00:01<00:40, 18.30it/s]
  4%|4         | 34/781 [00:01<00:40, 18.44it/s]
  5%|4         | 36/781 [00:01<00:41, 18.17it/s]
  5%|4         | 38/781 [00:02<00:41, 18.08it/s]
  5%|5         | 40/781 [00:02<00:41, 17.94it/s]
  5%|5         | 42/781 [00:02<00:41, 17.96it/s]
  6%|5         | 44/781 [00:02<00:40, 18.08it/s]
  6%|5         | 46/781 [00:02<00:40, 18.33it/s]
  6%|6         | 48/781 [00:02<00:40, 18.25it/s]
  6%|6         | 50/781 [00:02<00:40, 18.24it/s]
  7%|6         | 52/781 [00:02<00:39, 18.41it/s]
  7%|6         | 54/781 [00:02<00:39, 18.30it/s]
  7%|7         | 56/781 [00:03<00:39, 18.49it/s]
  7%|7         | 58/781 [00:03<00:39, 18.47it/s]
  8%|7         | 60/781 [00:03<00:39, 18.49it/s]
  8%|7         | 62/781 [00:03<00:39, 18.31it/s]
  8%|8         | 64/781 [00:03<00:39, 18.27it/s]
  8%|8         | 66/781 [00:03<00:38, 18.42it/s]
  9%|8         | 68/781 [00:03<00:38, 18.41it/s]
  9%|8         | 70/781 [00:03<00:38, 18.43it/s]
  9%|9         | 72/781 [00:03<00:38, 18.63it/s]
  9%|9         | 74/781 [00:04<00:38, 18.52it/s]
 10%|9         | 76/781 [00:04<00:37, 18.84it/s]
 10%|9         | 78/781 [00:04<00:37, 18.96it/s]
 10%|#         | 80/781 [00:04<00:37, 18.55it/s]
 10%|#         | 82/781 [00:04<00:37, 18.61it/s]
 11%|#         | 84/781 [00:04<00:36, 18.92it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.53it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.44it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.51it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.47it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.47it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.47it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.47it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.31it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.37it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.46it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.36it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.26it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.26it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.27it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.60it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.42it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.35it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.30it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.48it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.43it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.36it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.22it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.26it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.29it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.32it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.38it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.40it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.44it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.50it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.35it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.23it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.16it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.11it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.07it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.01it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.02it/s]
 20%|##        | 158/781 [00:08<00:34, 18.26it/s]
 20%|##        | 160/781 [00:08<00:33, 18.34it/s]
 21%|##        | 162/781 [00:08<00:33, 18.57it/s]
 21%|##        | 164/781 [00:08<00:33, 18.64it/s]
 21%|##1       | 166/781 [00:09<00:32, 18.94it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.68it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.15it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.37it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.30it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.27it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.27it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.20it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.17it/s]
 24%|##3       | 184/781 [00:10<00:33, 18.08it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.15it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.09it/s]
 24%|##4       | 190/781 [00:10<00:32, 17.99it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.44it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.36it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.49it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.59it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.54it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.51it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.48it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.45it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.16it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.35it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.39it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.48it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.38it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.50it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.51it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.80it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.63it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.12it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.21it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.49it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.79it/s]
 30%|###       | 236/781 [00:12<00:28, 18.99it/s]
 30%|###       | 238/781 [00:12<00:28, 18.93it/s]
 31%|###       | 240/781 [00:13<00:28, 18.76it/s]
 31%|###       | 242/781 [00:13<00:28, 18.77it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.91it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.04it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.98it/s]
 32%|###2      | 250/781 [00:13<00:27, 18.99it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.55it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.45it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.80it/s]
 33%|###3      | 258/781 [00:14<00:27, 18.81it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.68it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.88it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.03it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.30it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.43it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.59it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.40it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.52it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.62it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.69it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.47it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.29it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.13it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.06it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.27it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.85it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.06it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.95it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.87it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.39it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.62it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.83it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.14it/s]
 39%|###9      | 306/781 [00:16<00:25, 19.00it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.39it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.54it/s]
 40%|####      | 313/781 [00:16<00:23, 19.62it/s]
 40%|####      | 315/781 [00:16<00:23, 19.71it/s]
 41%|####      | 317/781 [00:17<00:24, 19.19it/s]
 41%|####      | 319/781 [00:17<00:24, 18.78it/s]
 41%|####1     | 321/781 [00:17<00:24, 19.09it/s]
 41%|####1     | 323/781 [00:17<00:24, 19.04it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.30it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.44it/s]
 42%|####2     | 329/781 [00:17<00:23, 18.98it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.26it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.46it/s]
 43%|####2     | 335/781 [00:18<00:23, 19.27it/s]
 43%|####3     | 337/781 [00:18<00:23, 18.88it/s]
 43%|####3     | 339/781 [00:18<00:23, 18.63it/s]
 44%|####3     | 341/781 [00:18<00:23, 18.97it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.20it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.41it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.56it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.36it/s]
 45%|####4     | 351/781 [00:18<00:22, 18.94it/s]
 45%|####5     | 353/781 [00:18<00:22, 19.18it/s]
 45%|####5     | 355/781 [00:19<00:21, 19.40it/s]
 46%|####5     | 357/781 [00:19<00:21, 19.40it/s]
 46%|####5     | 359/781 [00:19<00:21, 19.52it/s]
 46%|####6     | 361/781 [00:19<00:21, 19.34it/s]
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 47%|####6     | 365/781 [00:19<00:21, 19.34it/s]
 47%|####6     | 367/781 [00:19<00:21, 19.50it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.32it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.47it/s]
 48%|####7     | 373/781 [00:19<00:20, 19.62it/s]
 48%|####8     | 375/781 [00:20<00:21, 19.13it/s]
 48%|####8     | 377/781 [00:20<00:21, 19.02it/s]
 49%|####8     | 379/781 [00:20<00:20, 19.28it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.48it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.66it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.74it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.53it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.40it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.86it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.95it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.52it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.73it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.89it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.87it/s]
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 52%|#####2    | 408/781 [00:21<00:19, 18.71it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.88it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.97it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.25it/s]
 53%|#####3    | 416/781 [00:22<00:18, 19.25it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.45it/s]
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 55%|#####4    | 426/781 [00:22<00:18, 19.64it/s]
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 55%|#####5    | 430/781 [00:22<00:17, 19.53it/s]
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 56%|#####5    | 436/781 [00:23<00:18, 18.64it/s]
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 58%|#####7    | 452/781 [00:24<00:16, 19.36it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.22it/s]
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 59%|#####8    | 460/781 [00:24<00:16, 19.14it/s]
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 60%|#####9    | 466/781 [00:24<00:16, 19.50it/s]
 60%|#####9    | 468/781 [00:24<00:15, 19.62it/s]
 60%|######    | 470/781 [00:25<00:15, 19.70it/s]
 60%|######    | 472/781 [00:25<00:15, 19.78it/s]
 61%|######    | 475/781 [00:25<00:15, 19.85it/s]
 61%|######1   | 477/781 [00:25<00:15, 19.59it/s]
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 69%|######9   | 540/781 [00:28<00:12, 19.17it/s]
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 70%|######9   | 544/781 [00:28<00:12, 19.20it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.23it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.17it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.12it/s]
 71%|#######   | 552/781 [00:29<00:11, 19.17it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.21it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.19it/s]
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 72%|#######1  | 560/781 [00:29<00:11, 19.45it/s]
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 78%|#######8  | 611/781 [00:32<00:08, 19.04it/s]
 78%|#######8  | 613/781 [00:32<00:08, 19.12it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.03it/s]
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 80%|#######9  | 621/781 [00:32<00:08, 18.97it/s]
 80%|#######9  | 623/781 [00:33<00:08, 19.02it/s]
 80%|########  | 625/781 [00:33<00:08, 18.89it/s]
 80%|########  | 627/781 [00:33<00:08, 19.11it/s]
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 81%|########  | 631/781 [00:33<00:08, 18.58it/s]
 81%|########1 | 633/781 [00:33<00:07, 18.61it/s]
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 83%|########2 | 647/781 [00:34<00:07, 18.92it/s]
 83%|########3 | 649/781 [00:34<00:07, 18.69it/s]
 83%|########3 | 651/781 [00:34<00:06, 18.73it/s]
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 84%|########3 | 655/781 [00:34<00:06, 18.36it/s]
 84%|########4 | 657/781 [00:34<00:06, 18.50it/s]
 84%|########4 | 659/781 [00:34<00:06, 18.35it/s]
 85%|########4 | 661/781 [00:35<00:06, 18.26it/s]
 85%|########4 | 663/781 [00:35<00:06, 18.43it/s]
 85%|########5 | 665/781 [00:35<00:06, 18.52it/s]
 85%|########5 | 667/781 [00:35<00:06, 18.33it/s]
 86%|########5 | 669/781 [00:35<00:06, 18.25it/s]
 86%|########5 | 671/781 [00:35<00:05, 18.41it/s]
 86%|########6 | 673/781 [00:35<00:05, 18.48it/s]
 86%|########6 | 675/781 [00:35<00:05, 18.30it/s]
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 90%|########9 | 701/781 [00:37<00:04, 19.17it/s]
 90%|######### | 703/781 [00:37<00:04, 18.73it/s]
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 91%|######### | 707/781 [00:37<00:03, 18.70it/s]
 91%|######### | 709/781 [00:37<00:03, 18.49it/s]
 91%|#########1| 711/781 [00:37<00:03, 18.30it/s]
 91%|#########1| 713/781 [00:37<00:03, 18.24it/s]
 92%|#########1| 715/781 [00:37<00:03, 18.25it/s]
 92%|#########1| 717/781 [00:38<00:03, 18.17it/s]
 92%|#########2| 719/781 [00:38<00:03, 18.13it/s]
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 93%|#########3| 727/781 [00:38<00:02, 18.33it/s]
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 96%|#########5| 749/781 [00:39<00:01, 18.59it/s]
 96%|#########6| 751/781 [00:39<00:01, 18.49it/s]
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 98%|#########7| 763/781 [00:40<00:00, 18.60it/s]
 98%|#########7| 765/781 [00:40<00:00, 18.33it/s]
 98%|#########8| 767/781 [00:40<00:00, 18.36it/s]
 98%|#########8| 769/781 [00:40<00:00, 18.15it/s]
 99%|#########8| 771/781 [00:41<00:00, 18.18it/s]
 99%|#########8| 773/781 [00:41<00:00, 18.09it/s]
 99%|#########9| 775/781 [00:41<00:00, 18.16it/s]
 99%|#########9| 777/781 [00:41<00:00, 18.61it/s]
100%|#########9| 779/781 [00:41<00:00, 18.64it/s]
100%|##########| 781/781 [00:41<00:00, 18.47it/s]
100%|##########| 781/781 [00:41<00:00, 18.80it/s]



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

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Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.07s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.11s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.06s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.06s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.06s/it]
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  7%|7         | 58/781 [00:03<00:37, 19.42it/s]
  8%|7         | 60/781 [00:03<00:37, 19.43it/s]
  8%|7         | 62/781 [00:03<00:37, 19.42it/s]
  8%|8         | 64/781 [00:03<00:36, 19.42it/s]
  8%|8         | 66/781 [00:03<00:36, 19.42it/s]
  9%|8         | 68/781 [00:03<00:36, 19.33it/s]
  9%|8         | 70/781 [00:03<00:36, 19.25it/s]
  9%|9         | 72/781 [00:03<00:36, 19.20it/s]
  9%|9         | 74/781 [00:03<00:36, 19.20it/s]
 10%|9         | 76/781 [00:03<00:36, 19.16it/s]
 10%|9         | 78/781 [00:04<00:36, 19.20it/s]
 10%|#         | 80/781 [00:04<00:36, 19.27it/s]
 10%|#         | 82/781 [00:04<00:36, 19.32it/s]
 11%|#         | 84/781 [00:04<00:36, 19.19it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.10it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.03it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.04it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.12it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.18it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.25it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.31it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.34it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.10it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.14it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.21it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.27it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.30it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.30it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.27it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.28it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.28it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.26it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.27it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.26it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.25it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.96it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.78it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.84it/s]
 17%|#7        | 134/781 [00:06<00:34, 18.97it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.83it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.78it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.77it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.79it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.93it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.91it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.71it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.60it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.52it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.66it/s]
 20%|##        | 158/781 [00:08<00:33, 18.39it/s]
 20%|##        | 160/781 [00:08<00:33, 18.70it/s]
 21%|##        | 162/781 [00:08<00:32, 18.80it/s]
 21%|##        | 164/781 [00:08<00:32, 18.80it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.88it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.93it/s]
 22%|##1       | 170/781 [00:08<00:32, 19.02it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.10it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.14it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.15it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.17it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.22it/s]
 23%|##3       | 182/781 [00:09<00:37, 15.91it/s]
 24%|##3       | 184/781 [00:09<00:35, 16.75it/s]
 24%|##3       | 186/781 [00:09<00:34, 17.45it/s]
 24%|##4       | 188/781 [00:09<00:33, 17.97it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.34it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.60it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.82it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.90it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.98it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.18it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.23it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.30it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.35it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.36it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.35it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.37it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.36it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.40it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.40it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.41it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.43it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.45it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.46it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.45it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.43it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.44it/s]
 30%|###       | 236/781 [00:12<00:28, 19.37it/s]
 30%|###       | 238/781 [00:12<00:28, 19.38it/s]
 31%|###       | 240/781 [00:12<00:27, 19.42it/s]
 31%|###       | 242/781 [00:12<00:27, 19.51it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.48it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.47it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.47it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.48it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.47it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.48it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.50it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.55it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.46it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.30it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.17it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.16it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.06it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.16it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.25it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.33it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.35it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.36it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.40it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.29it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.35it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.39it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.34it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.27it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.33it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.26it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.31it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.35it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.38it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.42it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.44it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.42it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.40it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.41it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.36it/s]
 40%|####      | 314/781 [00:16<00:24, 19.19it/s]
 40%|####      | 316/781 [00:16<00:24, 19.08it/s]
 41%|####      | 318/781 [00:16<00:24, 19.01it/s]
 41%|####      | 320/781 [00:16<00:24, 18.96it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.91it/s]
 41%|####1     | 324/781 [00:16<00:24, 19.01it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.89it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.81it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.87it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.00it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.91it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.89it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.72it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.73it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.76it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.94it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.02it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.01it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.12it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.20it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.94it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.03it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.09it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.20it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.20it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.25it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.30it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.36it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.07it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.14it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.13it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.21it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.20it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.25it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.28it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.34it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.28it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.27it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.23it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.25it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.17it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.22it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.28it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.30it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.23it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.25it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.30it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.34it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.29it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.28it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.29it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.35it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.31it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.31it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.32it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.36it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.31it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.31it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.34it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.39it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.29it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.33it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.37it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.36it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.26it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.16it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.22it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.26it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.16it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.19it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.04it/s]
 58%|#####8    | 456/781 [00:23<00:17, 18.97it/s]
 59%|#####8    | 458/781 [00:23<00:17, 18.98it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.09it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.13it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.18it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.21it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.23it/s]
 60%|######    | 470/781 [00:24<00:16, 19.27it/s]
 60%|######    | 472/781 [00:24<00:16, 19.31it/s]
 61%|######    | 474/781 [00:24<00:15, 19.29it/s]
 61%|######    | 476/781 [00:24<00:15, 19.28it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.29it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.22it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.12it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.02it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.03it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.11it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.20it/s]
 63%|######2   | 492/781 [00:25<00:15, 19.26it/s]
 63%|######3   | 494/781 [00:25<00:14, 19.31it/s]
 64%|######3   | 496/781 [00:25<00:14, 19.34it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.34it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.36it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.37it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.38it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.40it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.42it/s]
 65%|######5   | 510/781 [00:26<00:13, 19.42it/s]
 66%|######5   | 512/781 [00:26<00:13, 19.26it/s]
 66%|######5   | 514/781 [00:26<00:13, 19.28it/s]
 66%|######6   | 516/781 [00:26<00:13, 19.09it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.96it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.05it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.13it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.10it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.15it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.18it/s]
 68%|######7   | 530/781 [00:27<00:13, 19.14it/s]
 68%|######8   | 532/781 [00:27<00:13, 19.15it/s]
 68%|######8   | 534/781 [00:27<00:13, 18.97it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.03it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.06it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.92it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.02it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.96it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.82it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.83it/s]
 70%|#######   | 550/781 [00:28<00:12, 18.83it/s]
 71%|#######   | 552/781 [00:28<00:12, 18.83it/s]
 71%|#######   | 554/781 [00:28<00:12, 18.68it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.80it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.96it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.12it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.23it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.27it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.34it/s]
 73%|#######2  | 568/781 [00:29<00:11, 19.36it/s]
 73%|#######2  | 570/781 [00:29<00:10, 19.44it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.44it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.40it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.40it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.34it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.19it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.14it/s]
 75%|#######4  | 584/781 [00:30<00:10, 19.06it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.10it/s]
 75%|#######5  | 588/781 [00:30<00:10, 19.20it/s]
 76%|#######5  | 590/781 [00:30<00:09, 19.26it/s]
 76%|#######5  | 592/781 [00:30<00:09, 19.31it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.35it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.34it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.37it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.37it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.35it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.36it/s]
 78%|#######7  | 606/781 [00:31<00:09, 19.36it/s]
 78%|#######7  | 608/781 [00:31<00:08, 19.39it/s]
 78%|#######8  | 610/781 [00:31<00:08, 19.43it/s]
 78%|#######8  | 612/781 [00:31<00:08, 19.41it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.40it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.38it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.40it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.36it/s]
 80%|#######9  | 622/781 [00:32<00:08, 19.37it/s]
 80%|#######9  | 624/781 [00:32<00:08, 19.36it/s]
 80%|########  | 626/781 [00:32<00:08, 19.37it/s]
 80%|########  | 628/781 [00:32<00:07, 19.39it/s]
 81%|########  | 630/781 [00:32<00:07, 19.41it/s]
 81%|########  | 632/781 [00:32<00:07, 19.41it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.41it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.36it/s]
 82%|########1 | 638/781 [00:33<00:07, 19.32it/s]
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100%|##########| 1/1 [00:04<00:00,  4.58s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.07it/s]
  3%|2         | 4/157 [00:00<00:10, 14.68it/s]
  4%|3         | 6/157 [00:00<00:09, 15.47it/s]
  5%|5         | 8/157 [00:00<00:09, 15.90it/s]
  6%|6         | 10/157 [00:00<00:09, 16.18it/s]
  8%|7         | 12/157 [00:00<00:08, 16.43it/s]
  9%|8         | 14/157 [00:00<00:08, 16.63it/s]
 10%|#         | 16/157 [00:00<00:08, 16.73it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.84it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.94it/s]
 14%|#4        | 22/157 [00:01<00:07, 16.99it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.02it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.03it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.03it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.05it/s]
 20%|##        | 32/157 [00:01<00:07, 16.93it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.97it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.77it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.71it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.60it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.62it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.59it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.59it/s]
 31%|###       | 48/157 [00:02<00:06, 16.75it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.77it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.86it/s]
 34%|###4      | 54/157 [00:03<00:06, 17.03it/s]
 36%|###5      | 56/157 [00:03<00:05, 16.84it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.63it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.58it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.72it/s]
 41%|####      | 64/157 [00:03<00:05, 16.94it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.84it/s]
 43%|####3     | 68/157 [00:04<00:05, 17.03it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.10it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.13it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.13it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.16it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.18it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.20it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.18it/s]
 54%|#####3    | 84/157 [00:05<00:04, 17.20it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.21it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.21it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.23it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.12it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.23it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.22it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.26it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.12it/s]
 65%|######4   | 102/157 [00:06<00:03, 17.24it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.23it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.09it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.22it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.13it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.97it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.90it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.88it/s]
 75%|#######5  | 118/157 [00:06<00:02, 16.84it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.67it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.79it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.75it/s]
 80%|########  | 126/157 [00:07<00:01, 16.87it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.87it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.08it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.14it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.17it/s]
 87%|########6 | 136/157 [00:08<00:01, 17.04it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.93it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.99it/s]
 90%|######### | 142/157 [00:08<00:00, 16.93it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.85it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.76it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.85it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.83it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.80it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.83it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.82it/s]
100%|##########| 157/157 [00:09<00:00, 16.93it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:51, 15.27it/s]
  1%|          | 4/781 [00:00<00:46, 16.89it/s]
  1%|          | 6/781 [00:00<00:43, 17.70it/s]
  1%|1         | 8/781 [00:00<00:42, 18.15it/s]
  1%|1         | 10/781 [00:00<00:41, 18.44it/s]
  2%|1         | 12/781 [00:00<00:41, 18.59it/s]
  2%|1         | 14/781 [00:00<00:41, 18.68it/s]
  2%|2         | 16/781 [00:00<00:40, 18.77it/s]
  2%|2         | 18/781 [00:00<00:40, 18.82it/s]
  3%|2         | 20/781 [00:01<00:40, 18.84it/s]
  3%|2         | 22/781 [00:01<00:40, 18.90it/s]
  3%|3         | 24/781 [00:01<00:40, 18.91it/s]
  3%|3         | 26/781 [00:01<00:39, 18.94it/s]
  4%|3         | 28/781 [00:01<00:39, 18.96it/s]
  4%|3         | 30/781 [00:01<00:39, 18.93it/s]
  4%|4         | 32/781 [00:01<00:39, 18.93it/s]
  4%|4         | 34/781 [00:01<00:39, 18.96it/s]
  5%|4         | 36/781 [00:01<00:39, 18.98it/s]
  5%|4         | 38/781 [00:02<00:39, 18.90it/s]
  5%|5         | 40/781 [00:02<00:39, 18.72it/s]
  5%|5         | 42/781 [00:02<00:39, 18.68it/s]
  6%|5         | 44/781 [00:02<00:39, 18.49it/s]
  6%|5         | 46/781 [00:02<00:39, 18.63it/s]
  6%|6         | 48/781 [00:02<00:39, 18.54it/s]
  6%|6         | 50/781 [00:02<00:39, 18.66it/s]
  7%|6         | 52/781 [00:02<00:38, 18.75it/s]
  7%|6         | 54/781 [00:02<00:38, 18.82it/s]
  7%|7         | 56/781 [00:03<00:38, 18.84it/s]
  7%|7         | 58/781 [00:03<00:38, 18.80it/s]
  8%|7         | 60/781 [00:03<00:38, 18.78it/s]
  8%|7         | 62/781 [00:03<00:38, 18.65it/s]
  8%|8         | 64/781 [00:03<00:38, 18.62it/s]
  8%|8         | 66/781 [00:03<00:38, 18.53it/s]
  9%|8         | 68/781 [00:03<00:38, 18.51it/s]
  9%|8         | 70/781 [00:03<00:38, 18.44it/s]
  9%|9         | 72/781 [00:03<00:38, 18.41it/s]
  9%|9         | 74/781 [00:03<00:38, 18.40it/s]
 10%|9         | 76/781 [00:04<00:38, 18.34it/s]
 10%|9         | 78/781 [00:04<00:38, 18.31it/s]
 10%|#         | 80/781 [00:04<00:37, 18.55it/s]
 10%|#         | 82/781 [00:04<00:37, 18.50it/s]
 11%|#         | 84/781 [00:04<00:37, 18.68it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.65it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.90it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.88it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.93it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.12it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.10it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.12it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.97it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.11it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.97it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.10it/s]
 14%|#4        | 110/781 [00:05<00:35, 19.11it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.96it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.11it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.95it/s]
 15%|#5        | 118/781 [00:06<00:34, 18.96it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.16it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.17it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.18it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.12it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.15it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.15it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.16it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.99it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.00it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.98it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.01it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.15it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.98it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.18it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.16it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.10it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.12it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.93it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.12it/s]
 20%|##        | 158/781 [00:08<00:32, 19.10it/s]
 20%|##        | 160/781 [00:08<00:32, 18.97it/s]
 21%|##        | 162/781 [00:08<00:32, 19.12it/s]
 21%|##        | 164/781 [00:08<00:32, 18.95it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.13it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.97it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.84it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.77it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.76it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.92it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.98it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.06it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.90it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.97it/s]
 24%|##4       | 188/781 [00:09<00:31, 19.12it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.15it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.95it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.99it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.16it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.19it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.01it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.02it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.02it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.21it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.20it/s]
 27%|##6       | 210/781 [00:11<00:30, 19.00it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.16it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.17it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.18it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.02it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.21it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.97it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.82it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.69it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.68it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.47it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.43it/s]
 30%|###       | 236/781 [00:12<00:29, 18.27it/s]
 30%|###       | 238/781 [00:12<00:29, 18.26it/s]
 31%|###       | 240/781 [00:12<00:29, 18.29it/s]
 31%|###       | 242/781 [00:12<00:29, 18.50it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.57it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.77it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.80it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.95it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.03it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.63it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.59it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.59it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.84it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.92it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.16it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.21it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.30it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.17it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.97it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.76it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.82it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.83it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.62it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.69it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.80it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.62it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.50it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.59it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.31it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.29it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.45it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.39it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.37it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.32it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.53it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.59it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.82it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.81it/s]
 40%|####      | 314/781 [00:16<00:25, 18.52it/s]
 40%|####      | 316/781 [00:16<00:24, 18.61it/s]
 41%|####      | 318/781 [00:16<00:25, 18.48it/s]
 41%|####      | 320/781 [00:17<00:25, 18.39it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.53it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.58it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.58it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.60it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.64it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.52it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.57it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.65it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.67it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.87it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.83it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.98it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.11it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.20it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.05it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.20it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.08it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.20it/s]
 46%|####5     | 358/781 [00:19<00:21, 19.33it/s]
 46%|####6     | 360/781 [00:19<00:21, 19.19it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.21it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.06it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.17it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.27it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.95it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.59it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.64it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.50it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.49it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.50it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.61it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.87it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.08it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.16it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.18it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.07it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.14it/s]
 51%|#####     | 396/781 [00:21<00:19, 19.26it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.34it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.40it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.19it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.31it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.10it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.24it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.04it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.15it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.01it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.16it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.26it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.31it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.39it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.22it/s]
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100%|##########| 781/781 [00:41<00:00, 18.87it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.14s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.15s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.14s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.20s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

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100%|##########| 1/1 [00:05<00:00,  5.03s/it]
100%|##########| 1/1 [00:05<00:00,  5.03s/it]

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100%|##########| 157/157 [00:08<00:00, 17.52it/s]

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 30%|##9       | 234/781 [00:12<00:26, 20.39it/s]
 30%|###       | 237/781 [00:12<00:26, 20.63it/s]
 31%|###       | 240/781 [00:12<00:26, 20.52it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.85it/s]
 31%|###1      | 246/781 [00:12<00:26, 20.08it/s]
 32%|###1      | 249/781 [00:12<00:26, 20.30it/s]
 32%|###2      | 252/781 [00:12<00:25, 20.38it/s]
 33%|###2      | 255/781 [00:13<00:25, 20.41it/s]
 33%|###3      | 258/781 [00:13<00:25, 20.60it/s]
 33%|###3      | 261/781 [00:13<00:25, 20.17it/s]
 34%|###3      | 264/781 [00:13<00:25, 20.33it/s]
 34%|###4      | 267/781 [00:13<00:25, 20.55it/s]
 35%|###4      | 270/781 [00:13<00:24, 20.73it/s]
 35%|###4      | 273/781 [00:13<00:24, 20.87it/s]
 35%|###5      | 276/781 [00:14<00:24, 20.97it/s]
 36%|###5      | 279/781 [00:14<00:23, 21.03it/s]
 36%|###6      | 282/781 [00:14<00:24, 20.08it/s]
 36%|###6      | 285/781 [00:14<00:24, 20.02it/s]
 37%|###6      | 288/781 [00:14<00:24, 19.97it/s]
 37%|###7      | 291/781 [00:14<00:24, 20.16it/s]
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 38%|###7      | 296/781 [00:15<00:24, 19.61it/s]
 38%|###8      | 299/781 [00:15<00:24, 20.07it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.51it/s]
 39%|###9      | 305/781 [00:15<00:23, 19.97it/s]
 39%|###9      | 308/781 [00:15<00:23, 20.05it/s]
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 40%|####      | 314/781 [00:16<00:23, 19.99it/s]
 41%|####      | 317/781 [00:16<00:22, 20.33it/s]
 41%|####      | 320/781 [00:16<00:22, 20.31it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.74it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.14it/s]
 42%|####2     | 329/781 [00:16<00:22, 20.45it/s]
 43%|####2     | 332/781 [00:16<00:21, 20.67it/s]
 43%|####2     | 335/781 [00:17<00:21, 20.80it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.51it/s]
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 44%|####4     | 344/781 [00:17<00:20, 20.87it/s]
 44%|####4     | 347/781 [00:17<00:21, 20.35it/s]
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 46%|####5     | 359/781 [00:18<00:20, 20.93it/s]
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 48%|####7     | 371/781 [00:18<00:20, 20.44it/s]
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 48%|####8     | 377/781 [00:19<00:19, 20.58it/s]
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 50%|####9     | 389/781 [00:19<00:19, 20.14it/s]
 50%|#####     | 392/781 [00:19<00:19, 20.18it/s]
 51%|#####     | 395/781 [00:20<00:19, 19.82it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.17it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.36it/s]
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 80%|########  | 625/781 [00:31<00:08, 19.45it/s]
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 91%|######### | 707/781 [00:36<00:04, 18.47it/s]
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100%|#########9| 779/781 [00:40<00:00, 17.68it/s]
100%|##########| 781/781 [00:40<00:00, 17.61it/s]
100%|##########| 781/781 [00:40<00:00, 19.32it/s]




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 14%|#4        | 111/781 [00:06<00:42, 15.64it/s]
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 15%|#4        | 115/781 [00:06<00:38, 17.13it/s]
 15%|#4        | 117/781 [00:06<00:37, 17.62it/s]
 15%|#5        | 119/781 [00:06<00:37, 17.65it/s]
 15%|#5        | 121/781 [00:06<00:37, 17.70it/s]
 16%|#5        | 123/781 [00:07<00:37, 17.74it/s]
 16%|#6        | 125/781 [00:07<00:36, 17.76it/s]
 16%|#6        | 127/781 [00:07<00:36, 18.12it/s]
 17%|#6        | 129/781 [00:07<00:35, 18.46it/s]
 17%|#6        | 131/781 [00:07<00:34, 18.69it/s]
 17%|#7        | 133/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 135/781 [00:07<00:34, 18.74it/s]
 18%|#7        | 137/781 [00:07<00:34, 18.71it/s]
 18%|#7        | 139/781 [00:07<00:34, 18.68it/s]
 18%|#8        | 141/781 [00:08<00:34, 18.36it/s]
 18%|#8        | 143/781 [00:08<00:35, 18.02it/s]
 19%|#8        | 145/781 [00:08<00:35, 18.14it/s]
 19%|#8        | 147/781 [00:08<00:34, 18.58it/s]
 19%|#9        | 149/781 [00:08<00:34, 18.27it/s]
 19%|#9        | 151/781 [00:08<00:35, 17.97it/s]
 20%|#9        | 153/781 [00:08<00:34, 18.16it/s]
 20%|#9        | 155/781 [00:08<00:33, 18.67it/s]
 20%|##        | 157/781 [00:08<00:33, 18.55it/s]
 20%|##        | 159/781 [00:09<00:33, 18.30it/s]
 21%|##        | 161/781 [00:09<00:34, 18.12it/s]
 21%|##        | 163/781 [00:09<00:34, 18.00it/s]
 21%|##1       | 165/781 [00:09<00:34, 17.83it/s]
 21%|##1       | 167/781 [00:09<00:33, 18.39it/s]
 22%|##1       | 169/781 [00:09<00:33, 18.50it/s]
 22%|##1       | 171/781 [00:09<00:32, 18.54it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.23it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.29it/s]
 23%|##2       | 178/781 [00:10<00:32, 18.84it/s]
 23%|##3       | 181/781 [00:10<00:31, 19.22it/s]
 23%|##3       | 183/781 [00:10<00:31, 18.86it/s]
 24%|##3       | 185/781 [00:10<00:32, 18.57it/s]
 24%|##3       | 187/781 [00:10<00:31, 18.63it/s]
 24%|##4       | 189/781 [00:10<00:31, 18.83it/s]
 24%|##4       | 191/781 [00:10<00:30, 19.11it/s]
 25%|##4       | 193/781 [00:10<00:30, 19.05it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.22it/s]
 25%|##5       | 198/781 [00:11<00:29, 19.47it/s]
 26%|##5       | 200/781 [00:11<00:30, 19.30it/s]
 26%|##5       | 202/781 [00:11<00:29, 19.48it/s]
 26%|##6       | 204/781 [00:11<00:30, 19.00it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.65it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.44it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.66it/s]
 27%|##7       | 213/781 [00:11<00:29, 19.42it/s]
 28%|##7       | 215/781 [00:12<00:28, 19.55it/s]
 28%|##7       | 217/781 [00:12<00:29, 19.32it/s]
 28%|##8       | 219/781 [00:12<00:28, 19.47it/s]
 28%|##8       | 221/781 [00:12<00:29, 18.99it/s]
 29%|##8       | 224/781 [00:12<00:28, 19.59it/s]
 29%|##9       | 227/781 [00:12<00:27, 19.83it/s]
 29%|##9       | 229/781 [00:12<00:28, 19.70it/s]
 30%|##9       | 231/781 [00:12<00:28, 19.17it/s]
 30%|##9       | 233/781 [00:12<00:29, 18.78it/s]
 30%|###       | 235/781 [00:13<00:29, 18.80it/s]
 30%|###       | 237/781 [00:13<00:28, 18.94it/s]
 31%|###       | 239/781 [00:13<00:28, 19.20it/s]
 31%|###       | 241/781 [00:13<00:28, 18.71it/s]
 31%|###1      | 243/781 [00:13<00:29, 18.37it/s]
 31%|###1      | 245/781 [00:13<00:29, 18.18it/s]
 32%|###1      | 247/781 [00:13<00:28, 18.48it/s]
 32%|###1      | 249/781 [00:13<00:28, 18.56it/s]
 32%|###2      | 251/781 [00:13<00:28, 18.92it/s]
 32%|###2      | 253/781 [00:14<00:28, 18.56it/s]
 33%|###2      | 255/781 [00:14<00:28, 18.66it/s]
 33%|###3      | 258/781 [00:14<00:26, 19.49it/s]
 33%|###3      | 261/781 [00:14<00:26, 19.66it/s]
 34%|###3      | 263/781 [00:14<00:26, 19.54it/s]
 34%|###3      | 265/781 [00:14<00:27, 18.94it/s]
 34%|###4      | 267/781 [00:14<00:27, 18.90it/s]
 34%|###4      | 269/781 [00:14<00:27, 18.93it/s]
 35%|###4      | 271/781 [00:14<00:26, 18.98it/s]
 35%|###4      | 273/781 [00:15<00:26, 19.06it/s]
 35%|###5      | 275/781 [00:15<00:26, 19.27it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.46it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.22it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.38it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.99it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.25it/s]
 37%|###7      | 289/781 [00:15<00:25, 18.96it/s]
 37%|###7      | 292/781 [00:16<00:25, 19.21it/s]
 38%|###7      | 294/781 [00:16<00:25, 19.22it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.32it/s]
 38%|###8      | 298/781 [00:16<00:25, 19.15it/s]
 39%|###8      | 301/781 [00:16<00:24, 19.46it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.79it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.64it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.52it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.17it/s]
 40%|###9      | 312/781 [00:17<00:24, 19.14it/s]
 40%|####      | 314/781 [00:17<00:24, 18.75it/s]
 40%|####      | 316/781 [00:17<00:25, 18.38it/s]
 41%|####      | 318/781 [00:17<00:24, 18.57it/s]
 41%|####      | 320/781 [00:17<00:25, 18.35it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.21it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.34it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.73it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.70it/s]
 42%|####2     | 331/781 [00:18<00:23, 19.46it/s]
 43%|####2     | 334/781 [00:18<00:22, 19.96it/s]
 43%|####3     | 337/781 [00:18<00:22, 20.00it/s]
 43%|####3     | 339/781 [00:18<00:22, 19.66it/s]
 44%|####3     | 341/781 [00:18<00:22, 19.69it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.57it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.39it/s]
 44%|####4     | 347/781 [00:18<00:22, 18.89it/s]
 45%|####4     | 349/781 [00:19<00:22, 18.96it/s]
 45%|####4     | 351/781 [00:19<00:23, 18.59it/s]
 45%|####5     | 353/781 [00:19<00:22, 18.63it/s]
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 46%|####6     | 361/781 [00:19<00:22, 18.35it/s]
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 47%|####6     | 367/781 [00:19<00:22, 18.53it/s]
 47%|####7     | 369/781 [00:20<00:21, 18.73it/s]
 48%|####7     | 371/781 [00:20<00:21, 18.84it/s]
 48%|####7     | 373/781 [00:20<00:21, 19.11it/s]
 48%|####8     | 376/781 [00:20<00:20, 19.37it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.33it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.53it/s]
 49%|####9     | 383/781 [00:20<00:20, 19.32it/s]
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 50%|####9     | 387/781 [00:21<00:20, 19.25it/s]
 50%|####9     | 389/781 [00:21<00:20, 18.98it/s]
 50%|#####     | 391/781 [00:21<00:20, 18.90it/s]
 50%|#####     | 393/781 [00:21<00:20, 18.73it/s]
 51%|#####     | 395/781 [00:21<00:20, 18.87it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.25it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.25it/s]
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 52%|#####2    | 409/781 [00:22<00:19, 19.55it/s]
 53%|#####2    | 411/781 [00:22<00:19, 19.31it/s]
 53%|#####3    | 414/781 [00:22<00:18, 19.84it/s]
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 55%|#####4    | 428/781 [00:23<00:18, 19.53it/s]
 55%|#####5    | 430/781 [00:23<00:18, 19.35it/s]
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 56%|#####6    | 438/781 [00:23<00:18, 18.92it/s]
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 60%|######    | 471/781 [00:25<00:15, 20.55it/s]
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 61%|######1   | 477/781 [00:25<00:14, 20.33it/s]
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 62%|######1   | 483/781 [00:25<00:14, 20.36it/s]
 62%|######2   | 486/781 [00:26<00:14, 20.21it/s]
 63%|######2   | 489/781 [00:26<00:14, 20.34it/s]
 63%|######2   | 492/781 [00:26<00:14, 20.34it/s]
 63%|######3   | 495/781 [00:26<00:14, 20.39it/s]
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 65%|######4   | 507/781 [00:27<00:13, 20.03it/s]
 65%|######5   | 510/781 [00:27<00:13, 20.32it/s]
 66%|######5   | 513/781 [00:27<00:13, 20.48it/s]
 66%|######6   | 516/781 [00:27<00:12, 20.65it/s]
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 67%|######6   | 522/781 [00:27<00:12, 20.55it/s]
 67%|######7   | 525/781 [00:27<00:12, 20.73it/s]
 68%|######7   | 528/781 [00:28<00:12, 19.86it/s]
 68%|######7   | 530/781 [00:28<00:12, 19.54it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.46it/s]
 69%|######8   | 535/781 [00:28<00:12, 19.97it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.96it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.62it/s]
 70%|######9   | 543/781 [00:28<00:11, 20.05it/s]
 70%|######9   | 546/781 [00:29<00:11, 20.27it/s]
 70%|#######   | 549/781 [00:29<00:11, 19.84it/s]
 71%|#######   | 552/781 [00:29<00:11, 20.07it/s]
 71%|#######1  | 555/781 [00:29<00:11, 20.31it/s]
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 72%|#######1  | 561/781 [00:29<00:10, 20.31it/s]
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 73%|#######2  | 569/781 [00:30<00:10, 19.39it/s]
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 79%|#######8  | 615/781 [00:32<00:08, 19.78it/s]
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100%|##########| 781/781 [00:41<00:00, 18.91it/s]




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 87%|########6 | 136/157 [00:07<00:01, 17.47it/s]
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 89%|########9 | 140/157 [00:08<00:00, 17.18it/s]
 90%|######### | 142/157 [00:08<00:00, 17.18it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.91it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.08it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.41it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.15it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.89it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.02it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.13it/s]
100%|##########| 157/157 [00:09<00:00, 17.42it/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, 19.58it/s]
  1%|          | 7/781 [00:00<00:40, 18.89it/s]
  1%|1         | 10/781 [00:00<00:39, 19.56it/s]
  2%|1         | 12/781 [00:00<00:39, 19.63it/s]
  2%|1         | 14/781 [00:00<00:39, 19.38it/s]
  2%|2         | 16/781 [00:00<00:39, 19.35it/s]
  2%|2         | 19/781 [00:00<00:38, 19.87it/s]
  3%|2         | 21/781 [00:01<00:39, 19.42it/s]
  3%|3         | 24/781 [00:01<00:38, 19.80it/s]
  3%|3         | 26/781 [00:01<00:38, 19.80it/s]
  4%|3         | 28/781 [00:01<00:39, 19.28it/s]
  4%|3         | 31/781 [00:01<00:38, 19.43it/s]
  4%|4         | 33/781 [00:01<00:38, 19.27it/s]
  4%|4         | 35/781 [00:01<00:38, 19.38it/s]
  5%|4         | 38/781 [00:01<00:37, 19.77it/s]
  5%|5         | 41/781 [00:02<00:37, 19.90it/s]
  6%|5         | 43/781 [00:02<00:38, 19.31it/s]
  6%|5         | 45/781 [00:02<00:38, 18.89it/s]
  6%|6         | 47/781 [00:02<00:39, 18.49it/s]
  6%|6         | 49/781 [00:02<00:40, 18.12it/s]
  7%|6         | 51/781 [00:02<00:40, 17.95it/s]
  7%|6         | 53/781 [00:02<00:39, 18.45it/s]
  7%|7         | 55/781 [00:02<00:38, 18.70it/s]
  7%|7         | 57/781 [00:02<00:39, 18.38it/s]
  8%|7         | 59/781 [00:03<00:39, 18.34it/s]
  8%|7         | 61/781 [00:03<00:39, 18.18it/s]
  8%|8         | 63/781 [00:03<00:40, 17.94it/s]
  8%|8         | 65/781 [00:03<00:39, 17.92it/s]
  9%|8         | 67/781 [00:03<00:39, 17.87it/s]
  9%|8         | 69/781 [00:03<00:39, 17.93it/s]
  9%|9         | 71/781 [00:03<00:39, 18.18it/s]
  9%|9         | 73/781 [00:03<00:39, 18.03it/s]
 10%|9         | 75/781 [00:03<00:38, 18.24it/s]
 10%|9         | 77/781 [00:04<00:38, 18.32it/s]
 10%|#         | 79/781 [00:04<00:38, 18.10it/s]
 10%|#         | 81/781 [00:04<00:38, 18.17it/s]
 11%|#         | 83/781 [00:04<00:37, 18.61it/s]
 11%|#         | 85/781 [00:04<00:37, 18.57it/s]
 11%|#1        | 87/781 [00:04<00:37, 18.52it/s]
 11%|#1        | 89/781 [00:04<00:37, 18.37it/s]
 12%|#1        | 91/781 [00:04<00:37, 18.29it/s]
 12%|#1        | 93/781 [00:04<00:38, 18.00it/s]
 12%|#2        | 95/781 [00:05<00:38, 17.99it/s]
 12%|#2        | 97/781 [00:05<00:37, 18.23it/s]
 13%|#2        | 99/781 [00:05<00:37, 18.41it/s]
 13%|#2        | 101/781 [00:05<00:36, 18.81it/s]
 13%|#3        | 103/781 [00:05<00:36, 18.77it/s]
 13%|#3        | 105/781 [00:05<00:36, 18.52it/s]
 14%|#3        | 107/781 [00:05<00:36, 18.34it/s]
 14%|#3        | 109/781 [00:05<00:36, 18.48it/s]
 14%|#4        | 111/781 [00:05<00:36, 18.58it/s]
 14%|#4        | 113/781 [00:06<00:36, 18.46it/s]
 15%|#4        | 115/781 [00:06<00:36, 18.28it/s]
 15%|#4        | 117/781 [00:06<00:36, 18.20it/s]
 15%|#5        | 119/781 [00:06<00:36, 18.20it/s]
 15%|#5        | 121/781 [00:06<00:36, 18.18it/s]
 16%|#5        | 123/781 [00:06<00:36, 18.09it/s]
 16%|#6        | 125/781 [00:06<00:35, 18.54it/s]
 16%|#6        | 127/781 [00:06<00:35, 18.38it/s]
 17%|#6        | 129/781 [00:06<00:35, 18.48it/s]
 17%|#6        | 131/781 [00:07<00:35, 18.40it/s]
 17%|#7        | 133/781 [00:07<00:35, 18.48it/s]
 17%|#7        | 135/781 [00:07<00:34, 18.56it/s]
 18%|#7        | 137/781 [00:07<00:35, 18.34it/s]
 18%|#7        | 139/781 [00:07<00:34, 18.76it/s]
 18%|#8        | 141/781 [00:07<00:34, 18.53it/s]
 18%|#8        | 143/781 [00:07<00:34, 18.43it/s]
 19%|#8        | 145/781 [00:07<00:34, 18.61it/s]
 19%|#8        | 147/781 [00:07<00:34, 18.26it/s]
 19%|#9        | 149/781 [00:08<00:34, 18.22it/s]
 19%|#9        | 151/781 [00:08<00:34, 18.40it/s]
 20%|#9        | 153/781 [00:08<00:33, 18.75it/s]
 20%|#9        | 155/781 [00:08<00:33, 18.55it/s]
 20%|##        | 157/781 [00:08<00:33, 18.47it/s]
 20%|##        | 159/781 [00:08<00:33, 18.63it/s]
 21%|##        | 161/781 [00:08<00:33, 18.63it/s]
 21%|##        | 163/781 [00:08<00:33, 18.69it/s]
 21%|##1       | 165/781 [00:08<00:32, 18.75it/s]
 21%|##1       | 167/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 169/781 [00:09<00:31, 19.17it/s]
 22%|##1       | 171/781 [00:09<00:32, 18.70it/s]
 22%|##2       | 173/781 [00:09<00:32, 18.75it/s]
 22%|##2       | 175/781 [00:09<00:32, 18.80it/s]
 23%|##2       | 177/781 [00:09<00:32, 18.54it/s]
 23%|##2       | 179/781 [00:09<00:32, 18.42it/s]
 23%|##3       | 181/781 [00:09<00:32, 18.56it/s]
 23%|##3       | 183/781 [00:09<00:32, 18.41it/s]
 24%|##3       | 185/781 [00:09<00:32, 18.35it/s]
 24%|##3       | 187/781 [00:10<00:32, 18.32it/s]
 24%|##4       | 189/781 [00:10<00:32, 18.23it/s]
 24%|##4       | 191/781 [00:10<00:31, 18.63it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.48it/s]
 25%|##4       | 195/781 [00:10<00:31, 18.39it/s]
 25%|##5       | 197/781 [00:10<00:31, 18.83it/s]
 25%|##5       | 199/781 [00:10<00:30, 19.07it/s]
 26%|##5       | 201/781 [00:10<00:30, 18.76it/s]
 26%|##5       | 203/781 [00:10<00:30, 18.83it/s]
 26%|##6       | 205/781 [00:11<00:30, 18.63it/s]
 27%|##6       | 207/781 [00:11<00:31, 18.49it/s]
 27%|##6       | 209/781 [00:11<00:30, 18.62it/s]
 27%|##7       | 211/781 [00:11<00:30, 18.68it/s]
 27%|##7       | 213/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 215/781 [00:11<00:30, 18.68it/s]
 28%|##7       | 217/781 [00:11<00:29, 19.05it/s]
 28%|##8       | 219/781 [00:11<00:29, 19.29it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.56it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.68it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.76it/s]
 29%|##9       | 228/781 [00:12<00:27, 19.83it/s]
 30%|##9       | 231/781 [00:12<00:27, 19.88it/s]
 30%|##9       | 233/781 [00:12<00:28, 19.34it/s]
 30%|###       | 235/781 [00:12<00:28, 18.92it/s]
 30%|###       | 237/781 [00:12<00:28, 19.18it/s]
 31%|###       | 239/781 [00:12<00:28, 18.89it/s]
 31%|###       | 241/781 [00:12<00:28, 18.76it/s]
 31%|###1      | 243/781 [00:12<00:28, 18.59it/s]
 31%|###1      | 245/781 [00:13<00:29, 18.33it/s]
 32%|###1      | 247/781 [00:13<00:28, 18.73it/s]
 32%|###1      | 249/781 [00:13<00:27, 19.07it/s]
 32%|###2      | 251/781 [00:13<00:28, 18.79it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.07it/s]
 33%|###2      | 257/781 [00:13<00:27, 19.28it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.42it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.16it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.93it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.01it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.07it/s]
 35%|###4      | 271/781 [00:14<00:25, 19.71it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.29it/s]
 35%|###5      | 275/781 [00:14<00:26, 18.87it/s]
 35%|###5      | 277/781 [00:14<00:26, 18.84it/s]
 36%|###5      | 279/781 [00:14<00:26, 18.94it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.61it/s]
 36%|###6      | 285/781 [00:15<00:24, 20.06it/s]
 37%|###6      | 287/781 [00:15<00:24, 19.98it/s]
 37%|###7      | 289/781 [00:15<00:24, 19.79it/s]
 37%|###7      | 292/781 [00:15<00:24, 19.78it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.50it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.57it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.34it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.92it/s]
 39%|###8      | 303/781 [00:16<00:24, 19.88it/s]
 39%|###9      | 306/781 [00:16<00:23, 19.85it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.56it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.22it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.83it/s]
 40%|####      | 316/781 [00:16<00:24, 18.93it/s]
 41%|####      | 318/781 [00:16<00:24, 18.70it/s]
 41%|####1     | 321/781 [00:17<00:24, 19.05it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.56it/s]
 42%|####1     | 327/781 [00:17<00:22, 19.97it/s]
 42%|####2     | 330/781 [00:17<00:22, 20.04it/s]
 43%|####2     | 333/781 [00:17<00:22, 20.20it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.81it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.25it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.37it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.30it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.40it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.24it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.33it/s]
 45%|####4     | 351/781 [00:18<00:22, 18.91it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.46it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.42it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.36it/s]
 46%|####6     | 360/781 [00:19<00:21, 19.46it/s]
 46%|####6     | 363/781 [00:19<00:21, 19.84it/s]
 47%|####6     | 366/781 [00:19<00:20, 19.79it/s]
 47%|####7     | 368/781 [00:19<00:20, 19.78it/s]
 48%|####7     | 371/781 [00:19<00:20, 19.71it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.97it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.55it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.60it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.69it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.24it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.10it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.12it/s]
 50%|#####     | 391/781 [00:20<00:19, 19.69it/s]
 50%|#####     | 393/781 [00:20<00:19, 19.70it/s]
 51%|#####     | 395/781 [00:20<00:19, 19.77it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.69it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.39it/s]
 52%|#####1    | 403/781 [00:21<00:19, 19.88it/s]
 52%|#####1    | 406/781 [00:21<00:18, 20.22it/s]
 52%|#####2    | 409/781 [00:21<00:18, 20.08it/s]
 53%|#####2    | 412/781 [00:21<00:18, 19.97it/s]
 53%|#####3    | 415/781 [00:21<00:18, 20.26it/s]
 54%|#####3    | 418/781 [00:21<00:17, 20.25it/s]
 54%|#####3    | 421/781 [00:22<00:17, 20.34it/s]
 54%|#####4    | 424/781 [00:22<00:17, 19.92it/s]
 55%|#####4    | 426/781 [00:22<00:17, 19.77it/s]
 55%|#####4    | 428/781 [00:22<00:17, 19.81it/s]
 55%|#####5    | 431/781 [00:22<00:17, 20.12it/s]
 56%|#####5    | 434/781 [00:22<00:17, 20.27it/s]
 56%|#####5    | 437/781 [00:22<00:17, 19.92it/s]
 56%|#####6    | 440/781 [00:23<00:17, 20.05it/s]
 57%|#####6    | 443/781 [00:23<00:16, 20.07it/s]
 57%|#####7    | 446/781 [00:23<00:16, 20.12it/s]
 57%|#####7    | 449/781 [00:23<00:16, 19.80it/s]
 58%|#####7    | 451/781 [00:23<00:17, 19.39it/s]
 58%|#####8    | 453/781 [00:23<00:16, 19.44it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.79it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.78it/s]
 59%|#####8    | 459/781 [00:24<00:17, 18.70it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.84it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.88it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.73it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.84it/s]
 60%|######    | 470/781 [00:24<00:16, 18.41it/s]
 60%|######    | 472/781 [00:24<00:16, 18.63it/s]
 61%|######    | 474/781 [00:24<00:16, 18.68it/s]
 61%|######    | 476/781 [00:24<00:16, 18.55it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.64it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.96it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.43it/s]
 62%|######2   | 485/781 [00:25<00:15, 18.95it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.76it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.18it/s]
 63%|######3   | 493/781 [00:25<00:14, 19.50it/s]
 64%|######3   | 496/781 [00:25<00:14, 19.76it/s]
 64%|######3   | 499/781 [00:26<00:14, 19.95it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.33it/s]
 64%|######4   | 503/781 [00:26<00:14, 18.93it/s]
 65%|######4   | 505/781 [00:26<00:14, 18.63it/s]
 65%|######4   | 507/781 [00:26<00:14, 18.77it/s]
 65%|######5   | 510/781 [00:26<00:13, 19.41it/s]
 66%|######5   | 513/781 [00:26<00:13, 19.92it/s]
 66%|######6   | 516/781 [00:27<00:13, 20.24it/s]
 66%|######6   | 519/781 [00:27<00:12, 20.50it/s]
 67%|######6   | 522/781 [00:27<00:12, 20.70it/s]
 67%|######7   | 525/781 [00:27<00:12, 20.83it/s]
 68%|######7   | 528/781 [00:27<00:12, 19.94it/s]
 68%|######7   | 531/781 [00:27<00:12, 19.78it/s]
 68%|######8   | 534/781 [00:27<00:12, 20.15it/s]
 69%|######8   | 537/781 [00:28<00:12, 19.83it/s]
 69%|######9   | 540/781 [00:28<00:12, 20.01it/s]
 70%|######9   | 543/781 [00:28<00:11, 20.30it/s]
 70%|######9   | 546/781 [00:28<00:11, 19.90it/s]
 70%|#######   | 548/781 [00:28<00:11, 19.53it/s]
 71%|#######   | 551/781 [00:28<00:11, 19.73it/s]
 71%|#######   | 553/781 [00:28<00:11, 19.27it/s]
 71%|#######1  | 555/781 [00:28<00:11, 19.16it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.74it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.85it/s]
 72%|#######2  | 563/781 [00:29<00:11, 19.59it/s]
 72%|#######2  | 565/781 [00:29<00:11, 19.47it/s]
 73%|#######2  | 568/781 [00:29<00:10, 19.66it/s]
 73%|#######2  | 570/781 [00:29<00:11, 19.18it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.08it/s]
 73%|#######3  | 574/781 [00:29<00:10, 19.12it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.72it/s]
 74%|#######4  | 579/781 [00:30<00:10, 19.64it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.68it/s]
 75%|#######4  | 584/781 [00:30<00:09, 19.87it/s]
 75%|#######5  | 586/781 [00:30<00:09, 19.54it/s]
 75%|#######5  | 588/781 [00:30<00:09, 19.31it/s]
 76%|#######5  | 591/781 [00:30<00:09, 19.60it/s]
 76%|#######6  | 594/781 [00:30<00:09, 19.91it/s]
 76%|#######6  | 597/781 [00:31<00:09, 20.24it/s]
 77%|#######6  | 600/781 [00:31<00:08, 20.22it/s]
 77%|#######7  | 603/781 [00:31<00:09, 19.64it/s]
 78%|#######7  | 606/781 [00:31<00:08, 20.00it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.63it/s]
 78%|#######8  | 612/781 [00:31<00:08, 20.01it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.74it/s]
 79%|#######9  | 618/781 [00:32<00:08, 20.00it/s]
 80%|#######9  | 621/781 [00:32<00:08, 19.74it/s]
 80%|#######9  | 623/781 [00:32<00:08, 19.54it/s]
 80%|########  | 626/781 [00:32<00:07, 19.88it/s]
 80%|########  | 628/781 [00:32<00:07, 19.49it/s]
 81%|########  | 630/781 [00:32<00:07, 19.19it/s]
 81%|########1 | 633/781 [00:32<00:07, 19.70it/s]
 81%|########1 | 635/781 [00:33<00:07, 19.46it/s]
 82%|########1 | 637/781 [00:33<00:07, 19.10it/s]
 82%|########1 | 639/781 [00:33<00:07, 19.23it/s]
 82%|########2 | 641/781 [00:33<00:07, 19.06it/s]
 82%|########2 | 643/781 [00:33<00:07, 18.47it/s]
 83%|########2 | 645/781 [00:33<00:07, 18.40it/s]
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100%|##########| 781/781 [00:40<00:00, 19.23it/s]




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 20%|##        | 32/157 [00:02<00:08, 14.11it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.21it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.25it/s]
 24%|##4       | 38/157 [00:02<00:08, 14.25it/s]
 25%|##5       | 40/157 [00:02<00:08, 13.97it/s]
 27%|##6       | 42/157 [00:02<00:08, 13.99it/s]
 28%|##8       | 44/157 [00:03<00:08, 14.08it/s]
 29%|##9       | 46/157 [00:03<00:07, 14.09it/s]
 31%|###       | 48/157 [00:03<00:07, 14.17it/s]
 32%|###1      | 50/157 [00:03<00:07, 14.25it/s]
 33%|###3      | 52/157 [00:03<00:07, 14.02it/s]
 34%|###4      | 54/157 [00:03<00:07, 14.13it/s]
 36%|###5      | 56/157 [00:03<00:07, 14.17it/s]
 37%|###6      | 58/157 [00:04<00:06, 14.24it/s]
 38%|###8      | 60/157 [00:04<00:06, 14.22it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.31it/s]
 41%|####      | 64/157 [00:04<00:06, 14.16it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.22it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.29it/s]
 45%|####4     | 70/157 [00:04<00:06, 14.14it/s]
 46%|####5     | 72/157 [00:05<00:05, 14.18it/s]
 47%|####7     | 74/157 [00:05<00:05, 14.22it/s]
 48%|####8     | 76/157 [00:05<00:05, 14.08it/s]
 50%|####9     | 78/157 [00:05<00:05, 14.03it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.11it/s]
 52%|#####2    | 82/157 [00:05<00:05, 14.24it/s]
 54%|#####3    | 84/157 [00:05<00:05, 14.37it/s]
 55%|#####4    | 86/157 [00:06<00:05, 14.14it/s]
 56%|#####6    | 88/157 [00:06<00:04, 14.10it/s]
 57%|#####7    | 90/157 [00:06<00:04, 14.35it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.38it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.42it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.55it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.57it/s]
 64%|######3   | 100/157 [00:07<00:03, 14.57it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.58it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.62it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.69it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.76it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.72it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.72it/s]
 73%|#######2  | 114/157 [00:07<00:02, 14.84it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.86it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.77it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.82it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.88it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.90it/s]
 80%|########  | 126/157 [00:08<00:02, 14.98it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.03it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.87it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.63it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.60it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.62it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.66it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.63it/s]
 90%|######### | 142/157 [00:09<00:01, 14.43it/s]
 92%|#########1| 144/157 [00:10<00:00, 14.50it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.58it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.57it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.69it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.82it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.88it/s]
 99%|#########9| 156/157 [00:10<00:00, 14.93it/s]
100%|##########| 157/157 [00:10<00:00, 14.46it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.33it/s]
  1%|          | 4/781 [00:00<00:40, 19.36it/s]
  1%|          | 6/781 [00:00<00:39, 19.48it/s]
  1%|1         | 8/781 [00:00<00:39, 19.55it/s]
  1%|1         | 10/781 [00:00<00:39, 19.40it/s]
  2%|1         | 12/781 [00:00<00:39, 19.42it/s]
  2%|1         | 14/781 [00:00<00:39, 19.37it/s]
  2%|2         | 16/781 [00:00<00:39, 19.41it/s]
  2%|2         | 18/781 [00:00<00:39, 19.41it/s]
  3%|2         | 20/781 [00:01<00:39, 19.36it/s]
  3%|2         | 22/781 [00:01<00:39, 19.27it/s]
  3%|3         | 24/781 [00:01<00:39, 19.37it/s]
  3%|3         | 26/781 [00:01<00:39, 19.35it/s]
  4%|3         | 28/781 [00:01<00:38, 19.46it/s]
  4%|3         | 30/781 [00:01<00:38, 19.50it/s]
  4%|4         | 32/781 [00:01<00:38, 19.47it/s]
  4%|4         | 34/781 [00:01<00:38, 19.48it/s]
  5%|4         | 36/781 [00:01<00:38, 19.44it/s]
  5%|4         | 38/781 [00:01<00:38, 19.38it/s]
  5%|5         | 40/781 [00:02<00:37, 19.53it/s]
  5%|5         | 42/781 [00:02<00:37, 19.63it/s]
  6%|5         | 44/781 [00:02<00:37, 19.49it/s]
  6%|5         | 46/781 [00:02<00:38, 19.31it/s]
  6%|6         | 48/781 [00:02<00:37, 19.38it/s]
  6%|6         | 50/781 [00:02<00:37, 19.49it/s]
  7%|6         | 52/781 [00:02<00:37, 19.58it/s]
  7%|6         | 54/781 [00:02<00:37, 19.51it/s]
  7%|7         | 56/781 [00:02<00:37, 19.46it/s]
  7%|7         | 58/781 [00:02<00:36, 19.55it/s]
  8%|7         | 60/781 [00:03<00:37, 19.43it/s]
  8%|7         | 62/781 [00:03<00:36, 19.43it/s]
  8%|8         | 64/781 [00:03<00:36, 19.40it/s]
  8%|8         | 66/781 [00:03<00:36, 19.56it/s]
  9%|8         | 68/781 [00:03<00:36, 19.61it/s]
  9%|8         | 70/781 [00:03<00:36, 19.36it/s]
  9%|9         | 72/781 [00:03<00:36, 19.23it/s]
  9%|9         | 74/781 [00:03<00:36, 19.15it/s]
 10%|9         | 76/781 [00:03<00:36, 19.06it/s]
 10%|9         | 78/781 [00:04<00:36, 19.01it/s]
 10%|#         | 80/781 [00:04<00:36, 19.01it/s]
 10%|#         | 82/781 [00:04<00:37, 18.89it/s]
 11%|#         | 84/781 [00:04<00:37, 18.61it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.88it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.07it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.15it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.84it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.97it/s]
 12%|#2        | 96/781 [00:04<00:36, 18.86it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.82it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.91it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.11it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.94it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.93it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.92it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.14it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.38it/s]
 15%|#4        | 114/781 [00:05<00:36, 18.44it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.84it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.01it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.08it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.03it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.14it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.16it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.28it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.23it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.16it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.21it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.33it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.42it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.25it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.10it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.16it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.79it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.65it/s]
 19%|#9        | 152/781 [00:07<00:34, 18.46it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.52it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.58it/s]
 20%|##        | 158/781 [00:08<00:33, 18.60it/s]
 20%|##        | 160/781 [00:08<00:33, 18.39it/s]
 21%|##        | 162/781 [00:08<00:33, 18.34it/s]
 21%|##        | 164/781 [00:08<00:33, 18.37it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.42it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.17it/s]
 22%|##1       | 170/781 [00:08<00:33, 18.36it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.48it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.58it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.32it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.35it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.57it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.55it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.49it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.54it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.76it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.78it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.00it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.22it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.39it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.48it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.54it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.62it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.29it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.42it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.34it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.44it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.53it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.56it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.54it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.57it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.58it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.38it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.44it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.56it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.48it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.24it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.29it/s]
 30%|###       | 236/781 [00:12<00:28, 19.42it/s]
 30%|###       | 238/781 [00:12<00:27, 19.40it/s]
 31%|###       | 240/781 [00:12<00:28, 19.08it/s]
 31%|###       | 242/781 [00:12<00:28, 18.99it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.03it/s]
 31%|###1      | 246/781 [00:12<00:28, 19.10it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.10it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.17it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.24it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.16it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.32it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.22it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.57it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.67it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.49it/s]
 34%|###4      | 266/781 [00:13<00:27, 18.74it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.03it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.16it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.84it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.98it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.91it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.77it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.60it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.54it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.42it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.38it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.26it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.35it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.32it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.47it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.47it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.42it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.45it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.21it/s]
 39%|###8      | 304/781 [00:15<00:26, 18.11it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.07it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.22it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.19it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.31it/s]
 40%|####      | 314/781 [00:16<00:25, 18.27it/s]
 40%|####      | 316/781 [00:16<00:25, 18.51it/s]
 41%|####      | 318/781 [00:16<00:24, 18.76it/s]
 41%|####      | 320/781 [00:16<00:24, 18.97it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.95it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.05it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.02it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.55it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.62it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.89it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.14it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.20it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.41it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.43it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.48it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.44it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.56it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.55it/s]
 45%|####5     | 352/781 [00:18<00:21, 19.53it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.48it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.44it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.46it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.47it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.50it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.51it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.23it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.15it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.14it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.28it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.16it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.12it/s]
 48%|####8     | 378/781 [00:19<00:21, 18.89it/s]
 49%|####8     | 380/781 [00:19<00:21, 19.04it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.16it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.22it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.34it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.23it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.32it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.44it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.54it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.58it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.59it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.62it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.52it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.39it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.25it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.42it/s]
 52%|#####2    | 410/781 [00:21<00:18, 19.54it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.31it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.37it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.84it/s]
 54%|#####3    | 418/781 [00:21<00:19, 19.01it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.22it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.21it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.09it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.19it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.32it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.49it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.57it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.45it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.48it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.61it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.67it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.73it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.66it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.49it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.48it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.06it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.23it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.36it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.40it/s]
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100%|##########| 781/781 [00:40<00:00, 19.07it/s]




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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:16,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.94s/it]
100%|##########| 1/1 [00:07<00:00,  7.94s/it]

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  9%|8         | 14/157 [00:00<00:08, 17.46it/s]
 10%|#         | 16/157 [00:00<00:08, 17.20it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.26it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.91it/s]
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 41%|####      | 64/157 [00:03<00:05, 16.01it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.05it/s]
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100%|##########| 157/157 [00:09<00:00, 16.08it/s]

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  7%|7         | 56/781 [00:03<00:39, 18.16it/s]
  7%|7         | 58/781 [00:03<00:39, 18.19it/s]
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  8%|7         | 62/781 [00:03<00:39, 18.01it/s]
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 21%|##        | 162/781 [00:09<00:34, 18.08it/s]
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 21%|##1       | 166/781 [00:09<00:33, 18.13it/s]
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 22%|##2       | 174/781 [00:09<00:33, 18.17it/s]
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 23%|##2       | 178/781 [00:09<00:33, 18.08it/s]
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 23%|##3       | 182/781 [00:10<00:33, 18.11it/s]
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 30%|##9       | 234/781 [00:13<00:30, 18.02it/s]
 30%|###       | 236/781 [00:13<00:30, 18.12it/s]
 30%|###       | 238/781 [00:13<00:29, 18.15it/s]
 31%|###       | 240/781 [00:13<00:29, 18.20it/s]
 31%|###       | 242/781 [00:13<00:29, 18.08it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.07it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.15it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.18it/s]
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 32%|###2      | 252/781 [00:14<00:29, 18.11it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.15it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.17it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.05it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.12it/s]
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 34%|###3      | 264/781 [00:14<00:28, 18.09it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.02it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.96it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.93it/s]
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 35%|###5      | 274/781 [00:15<00:28, 18.10it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.05it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.00it/s]
 36%|###5      | 280/781 [00:15<00:27, 17.94it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.96it/s]
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 37%|###7      | 290/781 [00:16<00:28, 17.53it/s]
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 38%|###7      | 294/781 [00:16<00:27, 17.73it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.84it/s]
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 38%|###8      | 300/781 [00:16<00:26, 18.02it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.94it/s]
100%|##########| 781/781 [00:41<00:00, 19.02it/s]




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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
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 16%|#5        | 124/781 [00:06<00:35, 18.65it/s]
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 16%|#6        | 128/781 [00:06<00:34, 18.70it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.72it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.58it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.44it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.55it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.55it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.60it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.71it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.66it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.57it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.68it/s]
 19%|#9        | 150/781 [00:07<00:34, 18.44it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.65it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.76it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.67it/s]
 20%|##        | 158/781 [00:08<00:33, 18.83it/s]
 20%|##        | 160/781 [00:08<00:33, 18.73it/s]
 21%|##        | 162/781 [00:08<00:33, 18.61it/s]
 21%|##        | 164/781 [00:08<00:32, 18.77it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.87it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.88it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.97it/s]
 22%|##2       | 172/781 [00:09<00:32, 19.02it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.11it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.14it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.08it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.05it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.11it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.97it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.92it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.92it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.09it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.13it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.99it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.95it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.88it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.80it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.96it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.97it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.04it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.04it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.90it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.85it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.88it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.94it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.91it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.88it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.85it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.83it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.76it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.92it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.99it/s]
 30%|###       | 236/781 [00:12<00:28, 19.01it/s]
 30%|###       | 238/781 [00:12<00:28, 18.96it/s]
 31%|###       | 240/781 [00:12<00:28, 18.96it/s]
 31%|###       | 242/781 [00:12<00:28, 19.07it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.06it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.89it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.81it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.79it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.87it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.02it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.10it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.10it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.05it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.08it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.12it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.12it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.02it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.04it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.10it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.09it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.07it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.13it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.10it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.08it/s]
 36%|###6      | 284/781 [00:14<00:26, 19.06it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.12it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.10it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.93it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.32it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.46it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.66it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.67it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.60it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.71it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.85it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.98it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.06it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.08it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.04it/s]
 40%|####      | 314/781 [00:16<00:24, 18.85it/s]
 40%|####      | 316/781 [00:16<00:24, 18.88it/s]
 41%|####      | 318/781 [00:16<00:25, 18.48it/s]
 41%|####      | 320/781 [00:16<00:24, 18.56it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.72it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.68it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.82it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.74it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.77it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.78it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.82it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.79it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.77it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.76it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.75it/s]
 44%|####4     | 344/781 [00:18<00:35, 12.32it/s]
 44%|####4     | 346/781 [00:18<00:31, 13.73it/s]
 45%|####4     | 348/781 [00:18<00:28, 15.00it/s]
 45%|####4     | 350/781 [00:18<00:26, 16.02it/s]
 45%|####5     | 352/781 [00:18<00:25, 16.82it/s]
 45%|####5     | 354/781 [00:18<00:24, 17.42it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.84it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.01it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.26it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.51it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.72it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.85it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.69it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.77it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.69it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.67it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.76it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.70it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.85it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.93it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.99it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.00it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.97it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.95it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.93it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.86it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.89it/s]
 51%|#####1    | 402/781 [00:21<00:19, 18.99it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.96it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.80it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.81it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.82it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.89it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.89it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.89it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.91it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.78it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.86it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.52it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.61it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.59it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.56it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.79it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.60it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.31it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.35it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.45it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.33it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.38it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.44it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.43it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.62it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.69it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.61it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.14it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.23it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.49it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.39it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.53it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.70it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.61it/s]
 60%|######    | 470/781 [00:25<00:16, 18.64it/s]
 60%|######    | 472/781 [00:25<00:16, 18.55it/s]
 61%|######    | 474/781 [00:25<00:16, 18.54it/s]
 61%|######    | 476/781 [00:25<00:16, 18.66it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.61it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.76it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.85it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.90it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.02it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.02it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.92it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.85it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.84it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.89it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.89it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.78it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.67it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.56it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.70it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.81it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.93it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.76it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.80it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.86it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.70it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.72it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.76it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.62it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.72it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.78it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.84it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.82it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.80it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.83it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.75it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.77it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.79it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.73it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.78it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.92it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.87it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.79it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.69it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.76it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.86it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.99it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.82it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.79it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.74it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.64it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.53it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.64it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.72it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.78it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.87it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.92it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.93it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.99it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.01it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.08it/s]
 76%|#######5  | 590/781 [00:31<00:10, 19.00it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.88it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.80it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.76it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.83it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.90it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.00it/s]
 77%|#######7  | 604/781 [00:32<00:09, 19.04it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.11it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.16it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.19it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.06it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.91it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.02it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.02it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.87it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.73it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.75it/s]
 80%|########  | 626/781 [00:33<00:08, 18.85it/s]
 80%|########  | 628/781 [00:33<00:08, 18.92it/s]
 81%|########  | 630/781 [00:33<00:07, 19.02it/s]
 81%|########  | 632/781 [00:33<00:07, 18.64it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.72it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.79it/s]
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 82%|########2 | 642/781 [00:34<00:07, 18.60it/s]
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 83%|########2 | 646/781 [00:34<00:07, 18.77it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.85it/s]
 83%|########3 | 650/781 [00:34<00:06, 18.90it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.96it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.92it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.99it/s]
 84%|########4 | 658/781 [00:35<00:06, 19.04it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.98it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.02it/s]
 85%|########5 | 664/781 [00:35<00:06, 19.00it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.91it/s]
 86%|########5 | 668/781 [00:35<00:06, 18.66it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.70it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.74it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.83it/s]
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 87%|########7 | 680/781 [00:36<00:05, 18.80it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.82it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.85it/s]
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 88%|########8 | 688/781 [00:36<00:04, 18.75it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.81it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.78it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.68it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.40it/s]
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100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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 42%|####2     | 66/157 [00:04<00:05, 16.26it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.25it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.15it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.96it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.07it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.22it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.13it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.11it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.90it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.97it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.96it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.97it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.89it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.80it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.64it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.72it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.80it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.81it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.81it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.75it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.69it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.66it/s]
 70%|#######   | 110/157 [00:06<00:02, 15.69it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.84it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.97it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.06it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.15it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.91it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.04it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.13it/s]
 80%|########  | 126/157 [00:07<00:01, 16.14it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.22it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.24it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.22it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.22it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.22it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.22it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.19it/s]
 90%|######### | 142/157 [00:08<00:00, 16.25it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.26it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.09it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.08it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.14it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.17it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.16it/s]
100%|##########| 157/157 [00:09<00:00, 16.01it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.61it/s]
  1%|          | 4/781 [00:00<00:45, 17.12it/s]
  1%|          | 6/781 [00:00<00:43, 17.72it/s]
  1%|1         | 8/781 [00:00<00:43, 17.93it/s]
  1%|1         | 10/781 [00:00<00:42, 18.27it/s]
  2%|1         | 12/781 [00:00<00:41, 18.48it/s]
  2%|1         | 14/781 [00:00<00:41, 18.37it/s]
  2%|2         | 16/781 [00:00<00:41, 18.47it/s]
  2%|2         | 18/781 [00:00<00:41, 18.50it/s]
  3%|2         | 20/781 [00:01<00:41, 18.28it/s]
  3%|2         | 22/781 [00:01<00:41, 18.36it/s]
  3%|3         | 24/781 [00:01<00:41, 18.43it/s]
  3%|3         | 26/781 [00:01<00:40, 18.48it/s]
  4%|3         | 28/781 [00:01<00:41, 18.11it/s]
  4%|3         | 30/781 [00:01<00:41, 18.26it/s]
  4%|4         | 32/781 [00:01<00:41, 18.22it/s]
  4%|4         | 34/781 [00:01<00:40, 18.24it/s]
  5%|4         | 36/781 [00:01<00:40, 18.42it/s]
  5%|4         | 38/781 [00:02<00:40, 18.52it/s]
  5%|5         | 40/781 [00:02<00:39, 18.63it/s]
  5%|5         | 42/781 [00:02<00:39, 18.66it/s]
  6%|5         | 44/781 [00:02<00:39, 18.68it/s]
  6%|5         | 46/781 [00:02<00:39, 18.67it/s]
  6%|6         | 48/781 [00:02<00:39, 18.64it/s]
  6%|6         | 50/781 [00:02<00:39, 18.56it/s]
  7%|6         | 52/781 [00:02<00:39, 18.54it/s]
  7%|6         | 54/781 [00:02<00:39, 18.60it/s]
  7%|7         | 56/781 [00:03<00:39, 18.54it/s]
  7%|7         | 58/781 [00:03<00:38, 18.62it/s]
  8%|7         | 60/781 [00:03<00:38, 18.58it/s]
  8%|7         | 62/781 [00:03<00:38, 18.58it/s]
  8%|8         | 64/781 [00:03<00:38, 18.40it/s]
  8%|8         | 66/781 [00:03<00:38, 18.55it/s]
  9%|8         | 68/781 [00:03<00:38, 18.47it/s]
  9%|8         | 70/781 [00:03<00:38, 18.39it/s]
  9%|9         | 72/781 [00:03<00:38, 18.42it/s]
  9%|9         | 74/781 [00:04<00:38, 18.22it/s]
 10%|9         | 76/781 [00:04<00:38, 18.24it/s]
 10%|9         | 78/781 [00:04<00:38, 18.18it/s]
 10%|#         | 80/781 [00:04<00:38, 18.37it/s]
 10%|#         | 82/781 [00:04<00:37, 18.45it/s]
 11%|#         | 84/781 [00:04<00:38, 18.33it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.76it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.85it/s]
 12%|#1        | 90/781 [00:04<00:38, 17.99it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.15it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.19it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.14it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.28it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.45it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.90it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.13it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.40it/s]
 14%|#3        | 108/781 [00:05<00:37, 17.94it/s]
 14%|#4        | 110/781 [00:06<00:37, 18.12it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.00it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.15it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.26it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.46it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.33it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.41it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.85it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.03it/s]
 17%|#6        | 130/781 [00:07<00:34, 19.10it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.20it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.29it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.34it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.36it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.32it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.41it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.44it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.07it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.80it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.98it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.20it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.07it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.01it/s]
 20%|##        | 158/781 [00:08<00:32, 19.01it/s]
 20%|##        | 160/781 [00:08<00:33, 18.69it/s]
 21%|##        | 162/781 [00:08<00:32, 18.83it/s]
 21%|##        | 164/781 [00:08<00:32, 18.99it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.11it/s]
 22%|##1       | 168/781 [00:09<00:31, 19.23it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.18it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.22it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.15it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.09it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.17it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.24it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.20it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.35it/s]
 24%|##3       | 186/781 [00:10<00:30, 19.33it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.28it/s]
 24%|##4       | 190/781 [00:10<00:31, 19.05it/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, 19.32it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.19it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.34it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.42it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.35it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.04it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.21it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.43it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.63it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.47it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.19it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.19it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.30it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.50it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.59it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.48it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.69it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.88it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.01it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.92it/s]
 30%|###       | 236/781 [00:12<00:28, 18.98it/s]
 30%|###       | 238/781 [00:12<00:28, 18.76it/s]
 31%|###       | 240/781 [00:12<00:28, 18.87it/s]
 31%|###       | 242/781 [00:12<00:28, 18.84it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.93it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.10it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.18it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.23it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.30it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.35it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.43it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.41it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.24it/s]
 34%|###3      | 262/781 [00:14<00:27, 19.16it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.20it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.04it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.60it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.71it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.37it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.50it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.66it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.72it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.43it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.62it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.73it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.94it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.82it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.85it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.84it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.60it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.82it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.10it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.16it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.18it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.24it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.35it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.23it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.17it/s]
 40%|####      | 314/781 [00:16<00:24, 19.06it/s]
 40%|####      | 316/781 [00:16<00:24, 19.21it/s]
 41%|####      | 318/781 [00:16<00:24, 19.19it/s]
 41%|####      | 320/781 [00:17<00:23, 19.33it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.14it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.24it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.29it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.37it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.28it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.17it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.21it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.11it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.25it/s]
 44%|####3     | 340/781 [00:18<00:22, 19.36it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.27it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.94it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.12it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.23it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.25it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.26it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.20it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.26it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.07it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.06it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.16it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.32it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.38it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.05it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.01it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.05it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.92it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.86it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.92it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.93it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.12it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.19it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.18it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.84it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.87it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.13it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.09it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.92it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.85it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.07it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.13it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.26it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.82it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.81it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.64it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.96it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.12it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.14it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.15it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.17it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.19it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.20it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.19it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.12it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.99it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.17it/s]
 56%|#####5    | 436/781 [00:23<00:17, 19.22it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.12it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.28it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.36it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.38it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.36it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.46it/s]
 58%|#####7    | 450/781 [00:23<00:16, 19.54it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.08it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.10it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.83it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.86it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.04it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.08it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.18it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.11it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.84it/s]
 60%|######    | 470/781 [00:24<00:16, 18.77it/s]
 60%|######    | 472/781 [00:25<00:16, 18.57it/s]
 61%|######    | 474/781 [00:25<00:16, 18.72it/s]
 61%|######    | 476/781 [00:25<00:16, 18.58it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.57it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.62it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.47it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.08it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.33it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.28it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.42it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.74it/s]
100%|##########| 781/781 [00:41<00:00, 18.86it/s]



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Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.11s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.26s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:09<00:00,  9.69s/it]
100%|##########| 1/1 [00:09<00:00,  9.69s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
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  3%|2         | 4/157 [00:00<00:10, 13.91it/s]
  4%|3         | 6/157 [00:00<00:10, 13.90it/s]
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  6%|6         | 10/157 [00:00<00:10, 13.77it/s]
  8%|7         | 12/157 [00:00<00:10, 14.28it/s]
  9%|8         | 14/157 [00:00<00:10, 14.30it/s]
 10%|#         | 16/157 [00:01<00:09, 14.58it/s]
 11%|#1        | 18/157 [00:01<00:09, 14.70it/s]
 13%|#2        | 20/157 [00:01<00:09, 14.73it/s]
 14%|#4        | 22/157 [00:01<00:09, 14.78it/s]
 15%|#5        | 24/157 [00:01<00:08, 14.88it/s]
 17%|#6        | 26/157 [00:01<00:08, 14.88it/s]
 18%|#7        | 28/157 [00:01<00:08, 14.72it/s]
 19%|#9        | 30/157 [00:02<00:08, 14.76it/s]
 20%|##        | 32/157 [00:02<00:08, 14.82it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.95it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.88it/s]
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 25%|##5       | 40/157 [00:02<00:07, 15.01it/s]
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 28%|##8       | 44/157 [00:02<00:07, 15.13it/s]
 29%|##9       | 46/157 [00:03<00:07, 15.07it/s]
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 33%|###3      | 52/157 [00:03<00:07, 14.75it/s]
 34%|###4      | 54/157 [00:03<00:06, 14.91it/s]
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 38%|###8      | 60/157 [00:04<00:06, 15.02it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.91it/s]
 41%|####      | 64/157 [00:04<00:06, 14.90it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.92it/s]
 43%|####3     | 68/157 [00:04<00:05, 14.94it/s]
 45%|####4     | 70/157 [00:04<00:05, 14.90it/s]
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 50%|####9     | 78/157 [00:05<00:05, 14.78it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.77it/s]
 52%|#####2    | 82/157 [00:05<00:05, 14.75it/s]
 54%|#####3    | 84/157 [00:05<00:04, 14.78it/s]
 55%|#####4    | 86/157 [00:05<00:04, 14.82it/s]
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 57%|#####7    | 90/157 [00:06<00:04, 14.85it/s]
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 60%|#####9    | 94/157 [00:06<00:04, 14.82it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.85it/s]
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 80%|########  | 126/157 [00:08<00:02, 15.17it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.12it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.18it/s]
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 87%|########6 | 136/157 [00:09<00:01, 15.26it/s]
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 89%|########9 | 140/157 [00:09<00:01, 15.26it/s]
 90%|######### | 142/157 [00:09<00:00, 15.28it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.35it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.38it/s]
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100%|##########| 157/157 [00:10<00:00, 14.97it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:45, 17.07it/s]
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  1%|1         | 8/781 [00:00<00:45, 17.07it/s]
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  2%|1         | 12/781 [00:00<00:45, 16.79it/s]
  2%|1         | 14/781 [00:00<00:45, 16.77it/s]
  2%|2         | 16/781 [00:00<00:45, 16.70it/s]
  2%|2         | 18/781 [00:01<00:45, 16.75it/s]
  3%|2         | 20/781 [00:01<00:45, 16.80it/s]
  3%|2         | 22/781 [00:01<00:45, 16.80it/s]
  3%|3         | 24/781 [00:01<00:45, 16.74it/s]
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  6%|5         | 44/781 [00:02<00:44, 16.74it/s]
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  6%|6         | 48/781 [00:02<00:43, 16.78it/s]
  6%|6         | 50/781 [00:02<00:44, 16.61it/s]
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  7%|6         | 54/781 [00:03<00:43, 16.66it/s]
  7%|7         | 56/781 [00:03<00:43, 16.53it/s]
  7%|7         | 58/781 [00:03<00:43, 16.67it/s]
  8%|7         | 60/781 [00:03<00:42, 16.78it/s]
  8%|7         | 62/781 [00:03<00:42, 16.87it/s]
  8%|8         | 64/781 [00:03<00:42, 16.92it/s]
  8%|8         | 66/781 [00:03<00:42, 16.90it/s]
  9%|8         | 68/781 [00:04<00:42, 16.78it/s]
  9%|8         | 70/781 [00:04<00:42, 16.68it/s]
  9%|9         | 72/781 [00:04<00:42, 16.66it/s]
  9%|9         | 74/781 [00:04<00:42, 16.67it/s]
 10%|9         | 76/781 [00:04<00:42, 16.77it/s]
 10%|9         | 78/781 [00:04<00:41, 16.83it/s]
 10%|#         | 80/781 [00:04<00:41, 16.90it/s]
 10%|#         | 82/781 [00:04<00:41, 16.88it/s]
 11%|#         | 84/781 [00:05<00:41, 16.83it/s]
 11%|#1        | 86/781 [00:05<00:41, 16.71it/s]
 11%|#1        | 88/781 [00:05<00:41, 16.74it/s]
 12%|#1        | 90/781 [00:05<00:41, 16.46it/s]
 12%|#1        | 92/781 [00:05<00:41, 16.61it/s]
 12%|#2        | 94/781 [00:05<00:41, 16.75it/s]
 12%|#2        | 96/781 [00:05<00:40, 16.73it/s]
 13%|#2        | 98/781 [00:05<00:40, 16.71it/s]
 13%|#2        | 100/781 [00:05<00:40, 16.83it/s]
 13%|#3        | 102/781 [00:06<00:40, 16.82it/s]
 13%|#3        | 104/781 [00:06<00:40, 16.90it/s]
 14%|#3        | 106/781 [00:06<00:39, 16.97it/s]
 14%|#3        | 108/781 [00:06<00:39, 17.00it/s]
 14%|#4        | 110/781 [00:06<00:39, 16.81it/s]
 14%|#4        | 112/781 [00:06<00:39, 16.82it/s]
 15%|#4        | 114/781 [00:06<00:39, 16.92it/s]
 15%|#4        | 116/781 [00:06<00:39, 16.95it/s]
 15%|#5        | 118/781 [00:07<00:38, 17.03it/s]
 15%|#5        | 120/781 [00:07<00:38, 17.06it/s]
 16%|#5        | 122/781 [00:07<00:39, 16.87it/s]
 16%|#5        | 124/781 [00:07<00:38, 16.93it/s]
 16%|#6        | 126/781 [00:07<00:38, 16.97it/s]
 16%|#6        | 128/781 [00:07<00:38, 16.96it/s]
 17%|#6        | 130/781 [00:07<00:38, 17.04it/s]
 17%|#6        | 132/781 [00:07<00:38, 17.04it/s]
 17%|#7        | 134/781 [00:07<00:38, 16.85it/s]
 17%|#7        | 136/781 [00:08<00:38, 16.84it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.86it/s]
 18%|#7        | 140/781 [00:08<00:37, 16.91it/s]
 18%|#8        | 142/781 [00:08<00:37, 16.97it/s]
 18%|#8        | 144/781 [00:08<00:37, 17.01it/s]
 19%|#8        | 146/781 [00:08<00:37, 16.89it/s]
 19%|#8        | 148/781 [00:08<00:37, 16.75it/s]
 19%|#9        | 150/781 [00:08<00:37, 16.88it/s]
 19%|#9        | 152/781 [00:09<00:37, 16.90it/s]
 20%|#9        | 154/781 [00:09<00:36, 16.96it/s]
 20%|#9        | 156/781 [00:09<00:36, 16.97it/s]
 20%|##        | 158/781 [00:09<00:36, 16.97it/s]
 20%|##        | 160/781 [00:09<00:36, 16.97it/s]
 21%|##        | 162/781 [00:09<00:37, 16.70it/s]
 21%|##        | 164/781 [00:09<00:36, 16.73it/s]
 21%|##1       | 166/781 [00:09<00:36, 16.79it/s]
 22%|##1       | 168/781 [00:09<00:36, 16.87it/s]
 22%|##1       | 170/781 [00:10<00:36, 16.81it/s]
 22%|##2       | 172/781 [00:10<00:36, 16.66it/s]
 22%|##2       | 174/781 [00:10<00:36, 16.62it/s]
 23%|##2       | 176/781 [00:10<00:36, 16.51it/s]
 23%|##2       | 178/781 [00:10<00:35, 16.82it/s]
 23%|##3       | 180/781 [00:10<00:35, 16.75it/s]
 23%|##3       | 182/781 [00:10<00:35, 16.86it/s]
 24%|##3       | 184/781 [00:10<00:35, 16.70it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.68it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.64it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.51it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.61it/s]
 25%|##4       | 194/781 [00:11<00:35, 16.65it/s]
 25%|##5       | 196/781 [00:11<00:35, 16.55it/s]
 25%|##5       | 198/781 [00:11<00:34, 16.68it/s]
 26%|##5       | 200/781 [00:11<00:34, 16.81it/s]
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 26%|##6       | 204/781 [00:12<00:34, 16.90it/s]
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 27%|##6       | 208/781 [00:12<00:33, 16.89it/s]
 27%|##6       | 210/781 [00:12<00:33, 16.83it/s]
 27%|##7       | 212/781 [00:12<00:34, 16.67it/s]
 27%|##7       | 214/781 [00:12<00:34, 16.64it/s]
 28%|##7       | 216/781 [00:12<00:34, 16.56it/s]
 28%|##7       | 218/781 [00:12<00:33, 16.64it/s]
 28%|##8       | 220/781 [00:13<00:33, 16.75it/s]
 28%|##8       | 222/781 [00:13<00:33, 16.80it/s]
 29%|##8       | 224/781 [00:13<00:33, 16.86it/s]
 29%|##8       | 226/781 [00:13<00:32, 16.95it/s]
 29%|##9       | 228/781 [00:13<00:32, 16.79it/s]
 29%|##9       | 230/781 [00:13<00:32, 16.75it/s]
 30%|##9       | 232/781 [00:13<00:32, 16.75it/s]
 30%|##9       | 234/781 [00:13<00:32, 16.79it/s]
 30%|###       | 236/781 [00:14<00:32, 16.86it/s]
 30%|###       | 238/781 [00:14<00:32, 16.92it/s]
 31%|###       | 240/781 [00:14<00:31, 17.01it/s]
 31%|###       | 242/781 [00:14<00:31, 16.89it/s]
 31%|###1      | 244/781 [00:14<00:32, 16.77it/s]
 31%|###1      | 246/781 [00:14<00:32, 16.66it/s]
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 33%|###2      | 254/781 [00:15<00:31, 16.88it/s]
 33%|###2      | 256/781 [00:15<00:31, 16.93it/s]
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 34%|###3      | 264/781 [00:15<00:30, 16.71it/s]
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 34%|###4      | 268/781 [00:15<00:30, 16.82it/s]
 35%|###4      | 270/781 [00:16<00:30, 16.85it/s]
 35%|###4      | 272/781 [00:16<00:30, 16.58it/s]
 35%|###5      | 274/781 [00:16<00:30, 16.63it/s]
 35%|###5      | 276/781 [00:16<00:30, 16.71it/s]
 36%|###5      | 278/781 [00:16<00:29, 16.84it/s]
 36%|###5      | 280/781 [00:16<00:29, 16.92it/s]
 36%|###6      | 282/781 [00:16<00:29, 16.88it/s]
 36%|###6      | 284/781 [00:16<00:29, 16.87it/s]
 37%|###6      | 286/781 [00:17<00:29, 16.79it/s]
 37%|###6      | 288/781 [00:17<00:29, 16.85it/s]
 37%|###7      | 290/781 [00:17<00:29, 16.92it/s]
 37%|###7      | 292/781 [00:17<00:28, 16.96it/s]
 38%|###7      | 294/781 [00:17<00:28, 16.92it/s]
 38%|###7      | 296/781 [00:17<00:28, 16.99it/s]
 38%|###8      | 298/781 [00:17<00:28, 17.00it/s]
 38%|###8      | 300/781 [00:17<00:28, 16.97it/s]
 39%|###8      | 302/781 [00:17<00:28, 17.04it/s]
 39%|###8      | 304/781 [00:18<00:27, 17.06it/s]
 39%|###9      | 306/781 [00:18<00:27, 17.05it/s]
 39%|###9      | 308/781 [00:18<00:27, 17.06it/s]
 40%|###9      | 310/781 [00:18<00:27, 17.05it/s]
 40%|###9      | 312/781 [00:18<00:27, 17.06it/s]
 40%|####      | 314/781 [00:18<00:27, 17.06it/s]
 40%|####      | 316/781 [00:18<00:27, 16.96it/s]
 41%|####      | 318/781 [00:18<00:27, 16.86it/s]
 41%|####      | 320/781 [00:19<00:27, 16.82it/s]
 41%|####1     | 322/781 [00:19<00:27, 16.64it/s]
 41%|####1     | 324/781 [00:19<00:27, 16.74it/s]
 42%|####1     | 326/781 [00:19<00:27, 16.85it/s]
 42%|####1     | 328/781 [00:19<00:26, 16.84it/s]
 42%|####2     | 330/781 [00:19<00:26, 16.92it/s]
 43%|####2     | 332/781 [00:19<00:26, 16.95it/s]
 43%|####2     | 334/781 [00:19<00:26, 16.96it/s]
 43%|####3     | 336/781 [00:19<00:26, 16.76it/s]
 43%|####3     | 338/781 [00:20<00:26, 16.73it/s]
 44%|####3     | 340/781 [00:20<00:26, 16.59it/s]
 44%|####3     | 342/781 [00:20<00:26, 16.55it/s]
 44%|####4     | 344/781 [00:20<00:26, 16.63it/s]
 44%|####4     | 346/781 [00:20<00:26, 16.61it/s]
 45%|####4     | 348/781 [00:20<00:26, 16.61it/s]
 45%|####4     | 350/781 [00:20<00:26, 16.52it/s]
 45%|####5     | 352/781 [00:20<00:26, 16.25it/s]
 45%|####5     | 354/781 [00:21<00:26, 16.16it/s]
 46%|####5     | 356/781 [00:21<00:26, 16.05it/s]
 46%|####5     | 358/781 [00:21<00:25, 16.38it/s]
 46%|####6     | 360/781 [00:21<00:25, 16.60it/s]
 46%|####6     | 362/781 [00:21<00:24, 16.94it/s]
 47%|####6     | 364/781 [00:21<00:23, 17.40it/s]
 47%|####6     | 366/781 [00:21<00:23, 17.79it/s]
 47%|####7     | 368/781 [00:21<00:23, 17.90it/s]
 47%|####7     | 370/781 [00:21<00:22, 18.17it/s]
 48%|####7     | 372/781 [00:22<00:22, 18.31it/s]
 48%|####7     | 374/781 [00:22<00:22, 18.46it/s]
 48%|####8     | 376/781 [00:22<00:21, 18.41it/s]
 48%|####8     | 378/781 [00:22<00:22, 18.28it/s]
 49%|####8     | 380/781 [00:22<00:21, 18.34it/s]
 49%|####8     | 382/781 [00:22<00:21, 18.40it/s]
 49%|####9     | 384/781 [00:22<00:21, 18.54it/s]
 49%|####9     | 386/781 [00:22<00:21, 18.63it/s]
 50%|####9     | 388/781 [00:22<00:21, 18.60it/s]
 50%|####9     | 390/781 [00:23<00:21, 18.53it/s]
 50%|#####     | 392/781 [00:23<00:21, 18.07it/s]
 50%|#####     | 394/781 [00:23<00:21, 18.17it/s]
 51%|#####     | 396/781 [00:23<00:21, 17.79it/s]
 51%|#####     | 398/781 [00:23<00:21, 18.10it/s]
 51%|#####1    | 400/781 [00:23<00:20, 18.35it/s]
 51%|#####1    | 402/781 [00:23<00:20, 18.49it/s]
 52%|#####1    | 404/781 [00:23<00:20, 18.30it/s]
 52%|#####1    | 406/781 [00:23<00:20, 17.93it/s]
 52%|#####2    | 408/781 [00:24<00:20, 17.90it/s]
 52%|#####2    | 410/781 [00:24<00:20, 17.91it/s]
 53%|#####2    | 412/781 [00:24<00:20, 17.59it/s]
 53%|#####3    | 414/781 [00:24<00:21, 17.37it/s]
 53%|#####3    | 416/781 [00:24<00:20, 17.47it/s]
 54%|#####3    | 418/781 [00:24<00:20, 17.53it/s]
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 55%|#####4    | 426/781 [00:25<00:21, 16.76it/s]
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 55%|#####5    | 430/781 [00:25<00:20, 16.87it/s]
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 56%|#####5    | 436/781 [00:25<00:20, 16.63it/s]
 56%|#####6    | 438/781 [00:25<00:21, 16.27it/s]
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 57%|#####6    | 442/781 [00:26<00:20, 16.47it/s]
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 59%|#####9    | 462/781 [00:27<00:18, 17.02it/s]
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 60%|#####9    | 466/781 [00:27<00:18, 17.12it/s]
 60%|#####9    | 468/781 [00:27<00:18, 17.12it/s]
 60%|######    | 470/781 [00:27<00:18, 17.04it/s]
 60%|######    | 472/781 [00:27<00:18, 17.07it/s]
 61%|######    | 474/781 [00:27<00:18, 17.04it/s]
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 61%|######1   | 478/781 [00:28<00:17, 17.10it/s]
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 70%|######9   | 546/781 [00:32<00:13, 16.97it/s]
 70%|#######   | 548/781 [00:32<00:13, 16.95it/s]
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 71%|#######   | 552/781 [00:32<00:13, 17.01it/s]
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 71%|#######1  | 556/781 [00:32<00:13, 16.96it/s]
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 72%|#######1  | 560/781 [00:33<00:13, 16.93it/s]
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 73%|#######2  | 568/781 [00:33<00:12, 16.74it/s]
 73%|#######2  | 570/781 [00:33<00:12, 16.79it/s]
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 76%|#######5  | 590/781 [00:34<00:11, 17.02it/s]
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 77%|#######6  | 600/781 [00:35<00:10, 16.99it/s]
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 80%|#######9  | 622/781 [00:36<00:09, 17.18it/s]
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 80%|########  | 626/781 [00:36<00:09, 17.19it/s]
 80%|########  | 628/781 [00:37<00:08, 17.12it/s]
 81%|########  | 630/781 [00:37<00:08, 17.11it/s]
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 81%|########1 | 636/781 [00:37<00:08, 17.10it/s]
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 82%|########1 | 640/781 [00:37<00:08, 17.11it/s]
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 83%|########3 | 650/781 [00:38<00:07, 17.01it/s]
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 84%|########4 | 658/781 [00:38<00:07, 16.72it/s]
 85%|########4 | 660/781 [00:38<00:07, 16.76it/s]
 85%|########4 | 662/781 [00:39<00:07, 16.82it/s]
 85%|########5 | 664/781 [00:39<00:07, 16.38it/s]
 85%|########5 | 666/781 [00:39<00:07, 16.32it/s]
 86%|########5 | 668/781 [00:39<00:06, 16.54it/s]
 86%|########5 | 670/781 [00:39<00:06, 16.56it/s]
 86%|########6 | 672/781 [00:39<00:06, 16.38it/s]
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 87%|########7 | 680/781 [00:40<00:06, 16.47it/s]
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 90%|########9 | 700/781 [00:41<00:04, 16.64it/s]
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 91%|######### | 710/781 [00:41<00:04, 16.68it/s]
 91%|#########1| 712/781 [00:42<00:04, 16.79it/s]
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 96%|#########6| 750/781 [00:44<00:01, 16.98it/s]
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 98%|#########8| 768/781 [00:45<00:00, 17.11it/s]
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100%|#########9| 778/781 [00:46<00:00, 16.96it/s]
100%|#########9| 780/781 [00:46<00:00, 16.92it/s]
100%|##########| 781/781 [00:46<00:00, 16.91it/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 [00:00<00:41,  1.03it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.02it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.00s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.00it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
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  6%|6         | 48/781 [00:02<00:38, 18.87it/s]
  6%|6         | 50/781 [00:02<00:38, 18.87it/s]
  7%|6         | 52/781 [00:02<00:38, 18.90it/s]
  7%|6         | 54/781 [00:02<00:38, 18.89it/s]
  7%|7         | 56/781 [00:03<00:38, 18.93it/s]
  7%|7         | 58/781 [00:03<00:38, 18.95it/s]
  8%|7         | 60/781 [00:03<00:38, 18.97it/s]
  8%|7         | 62/781 [00:03<00:37, 18.99it/s]
  8%|8         | 64/781 [00:03<00:38, 18.78it/s]
  8%|8         | 66/781 [00:03<00:37, 18.87it/s]
  9%|8         | 68/781 [00:03<00:37, 18.82it/s]
  9%|8         | 70/781 [00:03<00:37, 18.86it/s]
  9%|9         | 72/781 [00:03<00:38, 18.54it/s]
  9%|9         | 74/781 [00:03<00:37, 18.62it/s]
 10%|9         | 76/781 [00:04<00:38, 18.32it/s]
 10%|9         | 78/781 [00:04<00:38, 18.42it/s]
 10%|#         | 80/781 [00:04<00:37, 18.58it/s]
 10%|#         | 82/781 [00:04<00:37, 18.73it/s]
 11%|#         | 84/781 [00:04<00:37, 18.80it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.84it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.61it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.54it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.54it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.55it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.71it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.62it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.64it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.50it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.49it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.40it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.40it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.55it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.61it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.67it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.65it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.46it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.62it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.76it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.75it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.83it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.75it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.74it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.74it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.62it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.68it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.77it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.89it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.95it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.91it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.93it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.90it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.81it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.76it/s]
 20%|##        | 158/781 [00:08<00:33, 18.80it/s]
 20%|##        | 160/781 [00:08<00:33, 18.73it/s]
 21%|##        | 162/781 [00:08<00:32, 18.78it/s]
 21%|##        | 164/781 [00:08<00:32, 18.83it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.78it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.87it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.89it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.89it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.54it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.56it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.53it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.67it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.71it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.82it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.67it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.66it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.80it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.79it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.85it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.87it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.82it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.74it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.76it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.51it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.35it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.34it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.46it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.40it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.45it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.49it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.56it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.57it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.46it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.61it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.63it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.56it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.57it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.73it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.78it/s]
 30%|###       | 236/781 [00:12<00:29, 18.70it/s]
 30%|###       | 238/781 [00:12<00:29, 18.67it/s]
 31%|###       | 240/781 [00:12<00:29, 18.57it/s]
 31%|###       | 242/781 [00:12<00:29, 18.41it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.32it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.42it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.54it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.70it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.80it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.85it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.85it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.90it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.58it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.68it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.69it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.78it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.84it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.92it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.81it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.85it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.92it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.89it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.84it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.83it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.81it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.69it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.81it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.84it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.93it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.74it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.43it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.35it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.12it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.19it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.37it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.58it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.30it/s]
 40%|####      | 314/781 [00:16<00:25, 18.52it/s]
 40%|####      | 316/781 [00:16<00:24, 18.72it/s]
 41%|####      | 318/781 [00:17<00:24, 18.70it/s]
 41%|####      | 320/781 [00:17<00:24, 18.46it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.61it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.67it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.58it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.51it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.69it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.71it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.74it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.61it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.16it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.32it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.43it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.44it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.56it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.71it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.76it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.79it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.77it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.62it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.71it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.73it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.66it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.78it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.90it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.95it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.92it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.88it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.91it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.64it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.26it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.19it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.06it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.15it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.10it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.22it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.22it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.38it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.57it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.53it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.64it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.57it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.48it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.53it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.49it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.54it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.45it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.54it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.41it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.54it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.66it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.69it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.74it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.66it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.65it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.74it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.78it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.88it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.94it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.92it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.93it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.97it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.91it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.81it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.88it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.91it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.97it/s]
 58%|#####8    | 456/781 [00:24<00:17, 19.02it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.99it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.03it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.05it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.02it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.83it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.50it/s]
 60%|######    | 470/781 [00:25<00:16, 18.47it/s]
 60%|######    | 472/781 [00:25<00:16, 18.52it/s]
 61%|######    | 474/781 [00:25<00:16, 18.60it/s]
 61%|######    | 476/781 [00:25<00:16, 18.70it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.72it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.67it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.72it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.72it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.77it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.73it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.76it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.87it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.81it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.61it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.49it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.44it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.59it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.36it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.36it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.53it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.66it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.54it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.48it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.59it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.53it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.56it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.61it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.70it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.65it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.76it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.76it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.65it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.79it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.74it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.73it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.59it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.74it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.81it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.81it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.68it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.73it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.81it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.90it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.87it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.81it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.69it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.60it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.62it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.59it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.55it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.64it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.63it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.76it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.73it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.76it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.67it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.21it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.38it/s]
 75%|#######5  | 586/781 [00:31<00:10, 17.82it/s]
 75%|#######5  | 588/781 [00:31<00:10, 17.87it/s]
 76%|#######5  | 590/781 [00:31<00:10, 17.96it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.13it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.28it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.32it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.23it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.45it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.48it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.57it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.70it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.69it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.67it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.69it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.61it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.60it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.55it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.60it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.65it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.73it/s]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:11<00:00, 11.07s/it]
100%|##########| 1/1 [00:11<00:00, 11.07s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.27it/s]
  3%|2         | 4/157 [00:00<00:10, 14.57it/s]
  4%|3         | 6/157 [00:00<00:10, 14.93it/s]
  5%|5         | 8/157 [00:00<00:09, 15.54it/s]
  6%|6         | 10/157 [00:00<00:09, 15.91it/s]
  8%|7         | 12/157 [00:00<00:08, 16.20it/s]
  9%|8         | 14/157 [00:00<00:08, 15.99it/s]
 10%|#         | 16/157 [00:01<00:08, 16.07it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.21it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.41it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.40it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.50it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.51it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.49it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.45it/s]
 20%|##        | 32/157 [00:01<00:07, 16.48it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.46it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.46it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.56it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.48it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.60it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.56it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.68it/s]
 31%|###       | 48/157 [00:02<00:06, 16.60it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.69it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.71it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.76it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.76it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.72it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.74it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.79it/s]
 41%|####      | 64/157 [00:03<00:05, 16.81it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.76it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.90it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.94it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.94it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.91it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.91it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.92it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.71it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.67it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.79it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.86it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.77it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.67it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.64it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.61it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.65it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.60it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.71it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.49it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.57it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.68it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.53it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.53it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.55it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.56it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.58it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.70it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.59it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.63it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.57it/s]
 80%|########  | 126/157 [00:07<00:01, 16.55it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.53it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.62it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.66it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.69it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.68it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.74it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.82it/s]
 90%|######### | 142/157 [00:08<00:00, 16.68it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.71it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.86it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.73it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.89it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.87it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.91it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.84it/s]
100%|##########| 157/157 [00:09<00:00, 16.65it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.81it/s]
  1%|          | 4/781 [00:00<00:42, 18.46it/s]
  1%|          | 6/781 [00:00<00:41, 18.69it/s]
  1%|1         | 8/781 [00:00<00:41, 18.85it/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, 18.57it/s]
  2%|2         | 16/781 [00:00<00:41, 18.60it/s]
  2%|2         | 18/781 [00:00<00:40, 18.78it/s]
  3%|2         | 20/781 [00:01<00:40, 18.91it/s]
  3%|2         | 22/781 [00:01<00:40, 18.94it/s]
  3%|3         | 24/781 [00:01<00:40, 18.91it/s]
  3%|3         | 26/781 [00:01<00:40, 18.85it/s]
  4%|3         | 28/781 [00:01<00:39, 18.87it/s]
  4%|3         | 30/781 [00:01<00:39, 18.96it/s]
  4%|4         | 32/781 [00:01<00:39, 18.87it/s]
  4%|4         | 34/781 [00:01<00:39, 18.70it/s]
  5%|4         | 36/781 [00:01<00:39, 18.77it/s]
  5%|4         | 38/781 [00:02<00:39, 18.79it/s]
  5%|5         | 40/781 [00:02<00:39, 18.81it/s]
  5%|5         | 42/781 [00:02<00:39, 18.93it/s]
  6%|5         | 44/781 [00:02<00:38, 18.90it/s]
  6%|5         | 46/781 [00:02<00:39, 18.84it/s]
  6%|6         | 48/781 [00:02<00:38, 18.86it/s]
  6%|6         | 50/781 [00:02<00:38, 18.82it/s]
  7%|6         | 52/781 [00:02<00:38, 18.92it/s]
  7%|6         | 54/781 [00:02<00:38, 18.96it/s]
  7%|7         | 56/781 [00:02<00:38, 19.03it/s]
  7%|7         | 58/781 [00:03<00:38, 18.82it/s]
  8%|7         | 60/781 [00:03<00:38, 18.70it/s]
  8%|7         | 62/781 [00:03<00:38, 18.63it/s]
  8%|8         | 64/781 [00:03<00:38, 18.54it/s]
  8%|8         | 66/781 [00:03<00:38, 18.52it/s]
  9%|8         | 68/781 [00:03<00:38, 18.64it/s]
  9%|8         | 70/781 [00:03<00:37, 18.78it/s]
  9%|9         | 72/781 [00:03<00:37, 18.89it/s]
  9%|9         | 74/781 [00:03<00:37, 18.81it/s]
 10%|9         | 76/781 [00:04<00:37, 18.90it/s]
 10%|9         | 78/781 [00:04<00:37, 18.94it/s]
 10%|#         | 80/781 [00:04<00:36, 18.95it/s]
 10%|#         | 82/781 [00:04<00:36, 18.93it/s]
 11%|#         | 84/781 [00:04<00:36, 18.86it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.83it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.80it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.72it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.72it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.79it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.68it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.60it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.69it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.79it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.86it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.84it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.92it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.90it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.90it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.66it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.69it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.85it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.60it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.68it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.70it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.65it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.67it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.66it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.53it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.54it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.52it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.56it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.64it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.58it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.74it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.76it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.80it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.74it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.68it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.73it/s]
 20%|##        | 158/781 [00:08<00:33, 18.58it/s]
 20%|##        | 160/781 [00:08<00:33, 18.62it/s]
 21%|##        | 162/781 [00:08<00:33, 18.69it/s]
 21%|##        | 164/781 [00:08<00:33, 18.53it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.70it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.79it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.94it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.90it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.91it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.02it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.08it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.00it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.00it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.00it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.02it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.93it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.54it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.61it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.71it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.93it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.78it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.64it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.75it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.70it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.68it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.77it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.79it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.78it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.68it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.65it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.56it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.54it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.65it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.69it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.63it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.44it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.36it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.57it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.50it/s]
 30%|###       | 236/781 [00:12<00:29, 18.68it/s]
 30%|###       | 238/781 [00:12<00:28, 18.76it/s]
 31%|###       | 240/781 [00:12<00:28, 18.80it/s]
 31%|###       | 242/781 [00:12<00:28, 19.01it/s]
 31%|###1      | 244/781 [00:13<00:28, 19.14it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.08it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.10it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.30it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.29it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.41it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.36it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.46it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.51it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.50it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.82it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.00it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.74it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.96it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.05it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.54it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.47it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.55it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.59it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.67it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.65it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.84it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.91it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.71it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.76it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.04it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.17it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.33it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.33it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.31it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.23it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.19it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.27it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.38it/s]
 40%|####      | 314/781 [00:16<00:24, 19.27it/s]
 40%|####      | 316/781 [00:16<00:24, 19.24it/s]
 41%|####      | 318/781 [00:16<00:24, 19.02it/s]
 41%|####      | 320/781 [00:16<00:24, 18.99it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.14it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.06it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.79it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.75it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.61it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.39it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.24it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.42it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.18it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.43it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.30it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.31it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.17it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.14it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.21it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.20it/s]
 45%|####5     | 354/781 [00:18<00:23, 17.96it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.25it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.32it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.29it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.37it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.55it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.61it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.81it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.84it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.89it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.76it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.90it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.08it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.19it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.03it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.18it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.31it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.26it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.16it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.27it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.30it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.07it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.24it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.13it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.09it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.95it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.80it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.87it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.99it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.09it/s]
100%|##########| 781/781 [00:41<00:00, 18.75it/s]




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Validation Progress:  50%|#####     | 22/44 [00:23<00:25,  1.14s/it]
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Validation Progress:  52%|#####2    | 23/44 [00:25<00:24,  1.19s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:26<00:23,  1.16s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.16s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.15s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:16,  1.15s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.12s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.13s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:45<00:04,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

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100%|##########| 1/1 [00:11<00:00, 11.81s/it]
100%|##########| 1/1 [00:11<00:00, 11.81s/it]

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 10%|#         | 16/157 [00:01<00:08, 16.26it/s]
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100%|##########| 157/157 [00:09<00:00, 16.47it/s]

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 24%|##4       | 188/781 [00:11<00:37, 15.95it/s]
 24%|##4       | 190/781 [00:11<00:36, 16.02it/s]
 25%|##4       | 192/781 [00:11<00:36, 16.01it/s]
 25%|##4       | 194/781 [00:12<00:36, 16.03it/s]
 25%|##5       | 196/781 [00:12<00:36, 15.96it/s]
 25%|##5       | 198/781 [00:12<00:36, 15.89it/s]
 26%|##5       | 200/781 [00:12<00:36, 15.95it/s]
 26%|##5       | 202/781 [00:12<00:36, 15.97it/s]
 26%|##6       | 204/781 [00:12<00:36, 15.95it/s]
 26%|##6       | 206/781 [00:12<00:36, 15.97it/s]
 27%|##6       | 208/781 [00:12<00:35, 15.96it/s]
 27%|##6       | 210/781 [00:13<00:35, 16.02it/s]
 27%|##7       | 212/781 [00:13<00:35, 15.90it/s]
 27%|##7       | 214/781 [00:13<00:35, 15.96it/s]
 28%|##7       | 216/781 [00:13<00:35, 16.04it/s]
 28%|##7       | 218/781 [00:13<00:34, 16.23it/s]
 28%|##8       | 220/781 [00:13<00:34, 16.38it/s]
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 29%|##8       | 224/781 [00:13<00:34, 16.21it/s]
 29%|##8       | 226/781 [00:13<00:33, 16.37it/s]
 29%|##9       | 228/781 [00:14<00:33, 16.47it/s]
 29%|##9       | 230/781 [00:14<00:33, 16.60it/s]
 30%|##9       | 232/781 [00:14<00:33, 16.47it/s]
 30%|##9       | 234/781 [00:14<00:32, 16.63it/s]
 30%|###       | 236/781 [00:14<00:33, 16.45it/s]
 30%|###       | 238/781 [00:14<00:32, 16.64it/s]
 31%|###       | 240/781 [00:14<00:32, 16.62it/s]
 31%|###       | 242/781 [00:14<00:32, 16.69it/s]
 31%|###1      | 244/781 [00:15<00:32, 16.50it/s]
 31%|###1      | 246/781 [00:15<00:32, 16.52it/s]
 32%|###1      | 248/781 [00:15<00:32, 16.37it/s]
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 32%|###2      | 252/781 [00:15<00:33, 15.99it/s]
 33%|###2      | 254/781 [00:15<00:33, 15.90it/s]
 33%|###2      | 256/781 [00:15<00:33, 15.80it/s]
 33%|###3      | 258/781 [00:15<00:33, 15.65it/s]
 33%|###3      | 260/781 [00:16<00:33, 15.67it/s]
 34%|###3      | 262/781 [00:16<00:32, 15.74it/s]
 34%|###3      | 264/781 [00:16<00:32, 15.79it/s]
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 35%|###4      | 270/781 [00:16<00:32, 15.96it/s]
 35%|###4      | 272/781 [00:16<00:31, 15.98it/s]
 35%|###5      | 274/781 [00:16<00:32, 15.66it/s]
 35%|###5      | 276/781 [00:17<00:32, 15.67it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.79it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.78it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.76it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.78it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.88it/s]
 37%|###6      | 288/781 [00:17<00:30, 15.97it/s]
 37%|###7      | 290/781 [00:17<00:30, 15.96it/s]
 37%|###7      | 292/781 [00:18<00:30, 15.96it/s]
 38%|###7      | 294/781 [00:18<00:30, 15.91it/s]
 38%|###7      | 296/781 [00:18<00:30, 15.91it/s]
 38%|###8      | 298/781 [00:18<00:30, 15.96it/s]
 38%|###8      | 300/781 [00:18<00:30, 15.95it/s]
 39%|###8      | 302/781 [00:18<00:30, 15.96it/s]
 39%|###8      | 304/781 [00:18<00:29, 16.03it/s]
 39%|###9      | 306/781 [00:18<00:29, 16.01it/s]
 39%|###9      | 308/781 [00:19<00:29, 16.02it/s]
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 40%|####      | 314/781 [00:19<00:29, 15.96it/s]
 40%|####      | 316/781 [00:19<00:29, 15.85it/s]
 41%|####      | 318/781 [00:19<00:29, 15.94it/s]
 41%|####      | 320/781 [00:19<00:28, 15.98it/s]
 41%|####1     | 322/781 [00:19<00:28, 15.94it/s]
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 42%|####1     | 326/781 [00:20<00:28, 16.00it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.88it/s]
 42%|####2     | 330/781 [00:20<00:28, 15.77it/s]
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 45%|####5     | 354/781 [00:22<00:26, 15.82it/s]
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 50%|####9     | 388/781 [00:24<00:24, 15.88it/s]
 50%|####9     | 390/781 [00:24<00:24, 16.11it/s]
 50%|#####     | 392/781 [00:24<00:24, 15.99it/s]
 50%|#####     | 394/781 [00:24<00:24, 15.85it/s]
 51%|#####     | 396/781 [00:24<00:24, 16.04it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.04it/s]
 51%|#####1    | 400/781 [00:24<00:23, 16.05it/s]
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 61%|######1   | 478/781 [00:29<00:18, 15.98it/s]
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 63%|######2   | 492/781 [00:30<00:18, 15.89it/s]
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 70%|#######   | 548/781 [00:34<00:14, 15.70it/s]
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 71%|#######1  | 556/781 [00:34<00:14, 15.78it/s]
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 72%|#######1  | 560/781 [00:35<00:13, 15.89it/s]
 72%|#######1  | 562/781 [00:35<00:13, 15.93it/s]
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 73%|#######2  | 568/781 [00:35<00:13, 15.92it/s]
 73%|#######2  | 570/781 [00:35<00:13, 15.97it/s]
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100%|##########| 781/781 [00:48<00:00, 15.95it/s]




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 80%|########  | 126/157 [00:07<00:01, 16.27it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.26it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.31it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.38it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.39it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.53it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.17it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.19it/s]
 90%|######### | 142/157 [00:08<00:00, 16.24it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.36it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.47it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.67it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.50it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.30it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.31it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.15it/s]
100%|##########| 157/157 [00:09<00:00, 16.36it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.95it/s]
  1%|          | 4/781 [00:00<00:41, 18.69it/s]
  1%|          | 6/781 [00:00<00:41, 18.78it/s]
  1%|1         | 8/781 [00:00<00:41, 18.70it/s]
  1%|1         | 10/781 [00:00<00:41, 18.51it/s]
  2%|1         | 12/781 [00:00<00:41, 18.61it/s]
  2%|1         | 14/781 [00:00<00:41, 18.62it/s]
  2%|2         | 16/781 [00:00<00:41, 18.64it/s]
  2%|2         | 18/781 [00:00<00:40, 18.76it/s]
  3%|2         | 20/781 [00:01<00:40, 18.90it/s]
  3%|2         | 22/781 [00:01<00:40, 18.81it/s]
  3%|3         | 24/781 [00:01<00:40, 18.89it/s]
  3%|3         | 26/781 [00:01<00:40, 18.74it/s]
  4%|3         | 28/781 [00:01<00:40, 18.80it/s]
  4%|3         | 30/781 [00:01<00:39, 18.89it/s]
  4%|4         | 32/781 [00:01<00:39, 18.89it/s]
  4%|4         | 34/781 [00:01<00:39, 18.87it/s]
  5%|4         | 36/781 [00:01<00:39, 18.84it/s]
  5%|4         | 38/781 [00:02<00:39, 18.90it/s]
  5%|5         | 40/781 [00:02<00:39, 18.97it/s]
  5%|5         | 42/781 [00:02<00:39, 18.57it/s]
  6%|5         | 44/781 [00:02<00:39, 18.73it/s]
  6%|5         | 46/781 [00:02<00:39, 18.51it/s]
  6%|6         | 48/781 [00:02<00:39, 18.50it/s]
  6%|6         | 50/781 [00:02<00:39, 18.33it/s]
  7%|6         | 52/781 [00:02<00:39, 18.36it/s]
  7%|6         | 54/781 [00:02<00:39, 18.19it/s]
  7%|7         | 56/781 [00:03<00:39, 18.19it/s]
  7%|7         | 58/781 [00:03<00:39, 18.16it/s]
  8%|7         | 60/781 [00:03<00:39, 18.32it/s]
  8%|7         | 62/781 [00:03<00:39, 18.40it/s]
  8%|8         | 64/781 [00:03<00:38, 18.43it/s]
  8%|8         | 66/781 [00:03<00:38, 18.59it/s]
  9%|8         | 68/781 [00:03<00:38, 18.71it/s]
  9%|8         | 70/781 [00:03<00:38, 18.56it/s]
  9%|9         | 72/781 [00:03<00:38, 18.53it/s]
  9%|9         | 74/781 [00:03<00:37, 18.65it/s]
 10%|9         | 76/781 [00:04<00:37, 18.65it/s]
 10%|9         | 78/781 [00:04<00:37, 18.75it/s]
 10%|#         | 80/781 [00:04<00:37, 18.80it/s]
 10%|#         | 82/781 [00:04<00:37, 18.81it/s]
 11%|#         | 84/781 [00:04<00:37, 18.64it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.46it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.69it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.48it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.68it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.80it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.91it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.95it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.83it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.57it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.75it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.91it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.02it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.94it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.72it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.78it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.82it/s]
 15%|#5        | 118/781 [00:06<00:34, 18.97it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.73it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.72it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.69it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.81it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.93it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.00it/s]
 17%|#6        | 132/781 [00:07<00:34, 19.06it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.95it/s]
 17%|#7        | 136/781 [00:07<00:33, 18.97it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.86it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.61it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.51it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.48it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.68it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.74it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.70it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.71it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.77it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.72it/s]
 20%|##        | 158/781 [00:08<00:33, 18.65it/s]
 20%|##        | 160/781 [00:08<00:33, 18.73it/s]
 21%|##        | 162/781 [00:08<00:33, 18.51it/s]
 21%|##        | 164/781 [00:08<00:32, 18.76it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.56it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.51it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.61it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.58it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.64it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.61it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.66it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.73it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.39it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.58it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.77it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.97it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.17it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.17it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.89it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.97it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.11it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.95it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.13it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.14it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.04it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.98it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.91it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.96it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.14it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.28it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.99it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.14it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.09it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.12it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.10it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.19it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.33it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.40it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.33it/s]
 30%|###       | 236/781 [00:12<00:28, 19.27it/s]
 30%|###       | 238/781 [00:12<00:28, 19.24it/s]
 31%|###       | 240/781 [00:12<00:28, 19.30it/s]
 31%|###       | 242/781 [00:12<00:27, 19.32it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.29it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.36it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.32it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.30it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.20it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.28it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.33it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.31it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.21it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.01it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.78it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.83it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.85it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.64it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.89it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.72it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.66it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.80it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.25it/s]
 36%|###6      | 282/781 [00:14<00:27, 18.43it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.19it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.45it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.69it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.89it/s]
 37%|###7      | 292/781 [00:15<00:27, 18.09it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.41it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.47it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.30it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.39it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.32it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.50it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.31it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.35it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.56it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.38it/s]
 40%|####      | 314/781 [00:16<00:25, 18.43it/s]
 40%|####      | 316/781 [00:16<00:25, 18.33it/s]
 41%|####      | 318/781 [00:16<00:25, 18.43it/s]
 41%|####      | 320/781 [00:17<00:25, 18.29it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.15it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.02it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.10it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.12it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.15it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.03it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.15it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.34it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.37it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.42it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.39it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.39it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.32it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.47it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.58it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.45it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.44it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.49it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.64it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.63it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.70it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.73it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.45it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.38it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.47it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.26it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.45it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.47it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.71it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.57it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.74it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.86it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.92it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.98it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.13it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.15it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.15it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.16it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.17it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.05it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.09it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.94it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.03it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.93it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.79it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.73it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.61it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.80it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.85it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.93it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.84it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.75it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.63it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.58it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.64it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.51it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.54it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.63it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.75it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.75it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.83it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.86it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.81it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.45it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.51it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.73it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.81it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.83it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.77it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.86it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.64it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.63it/s]
 60%|######    | 470/781 [00:25<00:16, 18.70it/s]
 60%|######    | 472/781 [00:25<00:16, 18.79it/s]
 61%|######    | 474/781 [00:25<00:16, 18.57it/s]
 61%|######    | 476/781 [00:25<00:16, 18.62it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.69it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.98it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.74it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.72it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.81it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.02it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.81it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.94it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.85it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.90it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.88it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.80it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.77it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.73it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.62it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.75it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.81it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.83it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.94it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.88it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.89it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.00it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.87it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.99it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.90it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.88it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.65it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.61it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.43it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.58it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.39it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.63it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.68it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.68it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.80it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.51it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.64it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.75it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.81it/s]
100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.33s/it]
100%|##########| 1/1 [00:13<00:00, 13.33s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.12it/s]
  3%|2         | 4/157 [00:00<00:10, 14.78it/s]
  4%|3         | 6/157 [00:00<00:09, 15.54it/s]
  5%|5         | 8/157 [00:00<00:09, 16.00it/s]
  6%|6         | 10/157 [00:00<00:09, 16.33it/s]
  8%|7         | 12/157 [00:00<00:08, 16.54it/s]
  9%|8         | 14/157 [00:00<00:08, 16.68it/s]
 10%|#         | 16/157 [00:00<00:08, 16.78it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.67it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.64it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.76it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.76it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.78it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.83it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.72it/s]
 20%|##        | 32/157 [00:01<00:07, 16.47it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.44it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.53it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.44it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.47it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.39it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.43it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.30it/s]
 31%|###       | 48/157 [00:02<00:06, 16.14it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.20it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.12it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.00it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.15it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.35it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.35it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.53it/s]
 41%|####      | 64/157 [00:03<00:05, 16.51it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.65it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.78it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.66it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.76it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.72it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.67it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.71it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.77it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.80it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.83it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.64it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.43it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.42it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.54it/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, 16.73it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.79it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.84it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.83it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.91it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.95it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.72it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.71it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.82it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.87it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.97it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.97it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.91it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.94it/s]
 80%|########  | 126/157 [00:07<00:01, 16.88it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.88it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.77it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.54it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.59it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.74it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.94it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.76it/s]
 90%|######### | 142/157 [00:08<00:00, 16.86it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.92it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.86it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.79it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.72it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.58it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.35it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.22it/s]
100%|##########| 157/157 [00:09<00:00, 16.64it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.82it/s]
  1%|          | 4/781 [00:00<00:43, 17.92it/s]
  1%|          | 6/781 [00:00<00:42, 18.19it/s]
  1%|1         | 8/781 [00:00<00:42, 18.34it/s]
  1%|1         | 10/781 [00:00<00:41, 18.56it/s]
  2%|1         | 12/781 [00:00<00:41, 18.63it/s]
  2%|1         | 14/781 [00:00<00:40, 18.78it/s]
  2%|2         | 16/781 [00:00<00:40, 18.85it/s]
  2%|2         | 18/781 [00:00<00:40, 18.80it/s]
  3%|2         | 20/781 [00:01<00:40, 18.75it/s]
  3%|2         | 22/781 [00:01<00:40, 18.65it/s]
  3%|3         | 24/781 [00:01<00:40, 18.56it/s]
  3%|3         | 26/781 [00:01<00:40, 18.78it/s]
  4%|3         | 28/781 [00:01<00:39, 18.86it/s]
  4%|3         | 30/781 [00:01<00:40, 18.73it/s]
  4%|4         | 32/781 [00:01<00:40, 18.69it/s]
  4%|4         | 34/781 [00:01<00:39, 18.70it/s]
  5%|4         | 36/781 [00:01<00:39, 18.78it/s]
  5%|4         | 38/781 [00:02<00:39, 18.77it/s]
  5%|5         | 40/781 [00:02<00:39, 18.84it/s]
  5%|5         | 42/781 [00:02<00:39, 18.85it/s]
  6%|5         | 44/781 [00:02<00:39, 18.78it/s]
  6%|5         | 46/781 [00:02<00:39, 18.82it/s]
  6%|6         | 48/781 [00:02<00:39, 18.62it/s]
  6%|6         | 50/781 [00:02<00:39, 18.55it/s]
  7%|6         | 52/781 [00:02<00:39, 18.50it/s]
  7%|6         | 54/781 [00:02<00:38, 18.67it/s]
  7%|7         | 56/781 [00:03<00:38, 18.71it/s]
  7%|7         | 58/781 [00:03<00:38, 18.98it/s]
  8%|7         | 60/781 [00:03<00:38, 18.87it/s]
  8%|7         | 62/781 [00:03<00:38, 18.70it/s]
  8%|8         | 64/781 [00:03<00:38, 18.67it/s]
  8%|8         | 66/781 [00:03<00:38, 18.53it/s]
  9%|8         | 68/781 [00:03<00:38, 18.64it/s]
  9%|8         | 70/781 [00:03<00:38, 18.36it/s]
  9%|9         | 72/781 [00:03<00:38, 18.41it/s]
  9%|9         | 74/781 [00:03<00:38, 18.47it/s]
 10%|9         | 76/781 [00:04<00:37, 18.62it/s]
 10%|9         | 78/781 [00:04<00:37, 18.59it/s]
 10%|#         | 80/781 [00:04<00:37, 18.70it/s]
 10%|#         | 82/781 [00:04<00:37, 18.85it/s]
 11%|#         | 84/781 [00:04<00:36, 18.89it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.00it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.12it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.11it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.15it/s]
 12%|#2        | 94/781 [00:05<00:36, 19.01it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.75it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.88it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.97it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.87it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.83it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.84it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.84it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.83it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.90it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.75it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.67it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.79it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.86it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.94it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.96it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.01it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.98it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.85it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.98it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.86it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.93it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.97it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.90it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.93it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.94it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.85it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.94it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.79it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.89it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.98it/s]
 20%|##        | 158/781 [00:08<00:32, 19.05it/s]
 20%|##        | 160/781 [00:08<00:32, 18.92it/s]
 21%|##        | 162/781 [00:08<00:32, 18.89it/s]
 21%|##        | 164/781 [00:08<00:32, 18.91it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.85it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.56it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.52it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.30it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.33it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.35it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.46it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.59it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.51it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.56it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.67it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.63it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.68it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.87it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.09it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.19it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.04it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.11it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.02it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.95it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.99it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.12it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.27it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.35it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.39it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.15it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.12it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.20it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.21it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.16it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.25it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.34it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.39it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.33it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.33it/s]
 30%|###       | 236/781 [00:12<00:28, 19.28it/s]
 30%|###       | 238/781 [00:12<00:28, 19.26it/s]
 31%|###       | 240/781 [00:12<00:28, 19.08it/s]
 31%|###       | 242/781 [00:12<00:28, 19.04it/s]
 31%|###1      | 244/781 [00:13<00:55,  9.59it/s]
 31%|###1      | 246/781 [00:13<00:47, 11.30it/s]
 32%|###1      | 248/781 [00:13<00:41, 12.80it/s]
 32%|###2      | 250/781 [00:13<00:37, 14.17it/s]
 32%|###2      | 252/781 [00:13<00:34, 15.31it/s]
 33%|###2      | 254/781 [00:13<00:32, 16.15it/s]
 33%|###2      | 256/781 [00:13<00:31, 16.89it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.50it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.63it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.82it/s]
 34%|###3      | 264/781 [00:14<00:29, 17.76it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.90it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.87it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.91it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.88it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.92it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.96it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.04it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.13it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.16it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.06it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.92it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.02it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.10it/s]
 37%|###7      | 292/781 [00:15<00:27, 18.11it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.14it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.06it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.12it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.98it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.06it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.07it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.05it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.87it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.97it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.91it/s]
 40%|####      | 314/781 [00:17<00:26, 17.45it/s]
 40%|####      | 316/781 [00:17<00:26, 17.44it/s]
 41%|####      | 318/781 [00:17<00:26, 17.55it/s]
 41%|####      | 320/781 [00:17<00:26, 17.60it/s]
 41%|####1     | 322/781 [00:17<00:26, 17.43it/s]
 41%|####1     | 324/781 [00:17<00:26, 17.46it/s]
 42%|####1     | 326/781 [00:17<00:25, 17.69it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.76it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.74it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.77it/s]
 43%|####2     | 334/781 [00:18<00:25, 17.74it/s]
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 44%|####3     | 340/781 [00:18<00:24, 17.67it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.72it/s]
 44%|####4     | 344/781 [00:18<00:24, 17.91it/s]
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 45%|####4     | 348/781 [00:19<00:24, 17.95it/s]
 45%|####4     | 350/781 [00:19<00:23, 17.96it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.72it/s]
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 50%|#####     | 392/781 [00:21<00:21, 18.52it/s]
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 51%|#####     | 396/781 [00:21<00:20, 18.56it/s]
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 51%|#####1    | 400/781 [00:21<00:20, 18.39it/s]
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 80%|########  | 626/781 [00:33<00:08, 19.23it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.93it/s]
100%|##########| 781/781 [00:41<00:00, 18.65it/s]




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 20%|#9        | 156/781 [00:07<00:30, 20.73it/s]
 20%|##        | 159/781 [00:07<00:29, 20.76it/s]
 21%|##        | 162/781 [00:07<00:29, 20.86it/s]
 21%|##1       | 165/781 [00:08<00:29, 20.62it/s]
 22%|##1       | 168/781 [00:08<00:29, 20.61it/s]
 22%|##1       | 171/781 [00:08<00:29, 20.62it/s]
 22%|##2       | 174/781 [00:08<00:29, 20.67it/s]
 23%|##2       | 177/781 [00:08<00:29, 20.53it/s]
 23%|##3       | 180/781 [00:08<00:29, 20.54it/s]
 23%|##3       | 183/781 [00:08<00:29, 20.61it/s]
 24%|##3       | 186/781 [00:09<00:28, 20.58it/s]
 24%|##4       | 189/781 [00:09<00:29, 20.33it/s]
 25%|##4       | 192/781 [00:09<00:29, 20.25it/s]
 25%|##4       | 195/781 [00:09<00:28, 20.37it/s]
 25%|##5       | 198/781 [00:09<00:28, 20.39it/s]
 26%|##5       | 201/781 [00:09<00:28, 20.52it/s]
 26%|##6       | 204/781 [00:10<00:28, 20.46it/s]
 27%|##6       | 207/781 [00:10<00:27, 20.54it/s]
 27%|##6       | 210/781 [00:10<00:27, 20.48it/s]
 27%|##7       | 213/781 [00:10<00:27, 20.63it/s]
 28%|##7       | 216/781 [00:10<00:27, 20.65it/s]
 28%|##8       | 219/781 [00:10<00:27, 20.60it/s]
 28%|##8       | 222/781 [00:10<00:27, 20.69it/s]
 29%|##8       | 225/781 [00:11<00:26, 20.67it/s]
 29%|##9       | 228/781 [00:11<00:27, 20.45it/s]
 30%|##9       | 231/781 [00:11<00:27, 20.20it/s]
 30%|##9       | 234/781 [00:11<00:26, 20.31it/s]
 30%|###       | 237/781 [00:11<00:27, 20.01it/s]
 31%|###       | 240/781 [00:11<00:27, 19.66it/s]
 31%|###       | 242/781 [00:11<00:27, 19.33it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.64it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.47it/s]
 32%|###1      | 248/781 [00:12<00:29, 18.29it/s]
 32%|###2      | 250/781 [00:12<00:29, 18.03it/s]
 32%|###2      | 252/781 [00:12<00:29, 17.98it/s]
 33%|###2      | 254/781 [00:12<00:29, 17.91it/s]
 33%|###2      | 256/781 [00:12<00:29, 17.88it/s]
 33%|###3      | 258/781 [00:12<00:29, 17.72it/s]
 33%|###3      | 260/781 [00:12<00:29, 17.57it/s]
 34%|###3      | 262/781 [00:13<00:29, 17.57it/s]
 34%|###3      | 264/781 [00:13<00:28, 17.86it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.25it/s]
 34%|###4      | 268/781 [00:13<00:27, 18.37it/s]
 35%|###4      | 270/781 [00:13<00:28, 18.06it/s]
 35%|###4      | 272/781 [00:13<00:27, 18.19it/s]
 35%|###5      | 274/781 [00:13<00:28, 17.94it/s]
 35%|###5      | 276/781 [00:13<00:28, 17.88it/s]
 36%|###5      | 278/781 [00:13<00:28, 17.91it/s]
 36%|###5      | 280/781 [00:14<00:28, 17.83it/s]
 36%|###6      | 282/781 [00:14<00:28, 17.76it/s]
 36%|###6      | 284/781 [00:14<00:28, 17.73it/s]
 37%|###6      | 286/781 [00:14<00:28, 17.67it/s]
 37%|###6      | 288/781 [00:14<00:28, 17.52it/s]
 37%|###7      | 290/781 [00:14<00:27, 17.69it/s]
 37%|###7      | 292/781 [00:14<00:27, 17.81it/s]
 38%|###7      | 294/781 [00:14<00:27, 17.96it/s]
 38%|###7      | 296/781 [00:14<00:26, 17.99it/s]
 38%|###8      | 298/781 [00:15<00:26, 17.91it/s]
 38%|###8      | 300/781 [00:15<00:26, 17.98it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.06it/s]
 39%|###8      | 304/781 [00:15<00:26, 17.95it/s]
 39%|###9      | 306/781 [00:15<00:26, 18.06it/s]
 39%|###9      | 308/781 [00:15<00:26, 17.86it/s]
 40%|###9      | 310/781 [00:15<00:26, 17.88it/s]
 40%|###9      | 312/781 [00:15<00:26, 17.87it/s]
 40%|####      | 314/781 [00:15<00:25, 17.99it/s]
 40%|####      | 316/781 [00:16<00:25, 18.14it/s]
 41%|####      | 318/781 [00:16<00:25, 18.21it/s]
 41%|####      | 320/781 [00:16<00:25, 18.14it/s]
 41%|####1     | 322/781 [00:16<00:25, 18.16it/s]
 41%|####1     | 324/781 [00:16<00:25, 18.21it/s]
 42%|####1     | 326/781 [00:16<00:25, 18.19it/s]
 42%|####1     | 328/781 [00:16<00:24, 18.24it/s]
 42%|####2     | 330/781 [00:16<00:24, 18.18it/s]
 43%|####2     | 332/781 [00:16<00:25, 17.61it/s]
 43%|####2     | 334/781 [00:17<00:25, 17.80it/s]
 43%|####3     | 336/781 [00:17<00:24, 17.93it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.05it/s]
 44%|####3     | 340/781 [00:17<00:24, 18.13it/s]
 44%|####3     | 342/781 [00:17<00:24, 18.21it/s]
 44%|####4     | 344/781 [00:17<00:23, 18.27it/s]
 44%|####4     | 346/781 [00:17<00:23, 18.26it/s]
 45%|####4     | 348/781 [00:17<00:23, 18.17it/s]
 45%|####4     | 350/781 [00:17<00:23, 18.27it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.32it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.13it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.21it/s]
 46%|####5     | 358/781 [00:18<00:23, 18.24it/s]
 46%|####6     | 360/781 [00:18<00:23, 18.20it/s]
 46%|####6     | 362/781 [00:18<00:23, 18.19it/s]
 47%|####6     | 364/781 [00:18<00:22, 18.14it/s]
 47%|####6     | 366/781 [00:18<00:22, 18.13it/s]
 47%|####7     | 368/781 [00:18<00:22, 18.19it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.13it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.05it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.14it/s]
 48%|####8     | 376/781 [00:19<00:22, 18.20it/s]
 48%|####8     | 378/781 [00:19<00:22, 18.08it/s]
 49%|####8     | 380/781 [00:19<00:22, 17.94it/s]
 49%|####8     | 382/781 [00:19<00:22, 18.03it/s]
 49%|####9     | 384/781 [00:19<00:22, 17.91it/s]
 49%|####9     | 386/781 [00:19<00:22, 17.89it/s]
 50%|####9     | 388/781 [00:20<00:21, 17.96it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.09it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.16it/s]
 50%|#####     | 394/781 [00:20<00:21, 18.12it/s]
 51%|#####     | 396/781 [00:20<00:21, 18.14it/s]
 51%|#####     | 398/781 [00:20<00:21, 18.19it/s]
 51%|#####1    | 400/781 [00:20<00:20, 18.17it/s]
 51%|#####1    | 402/781 [00:20<00:20, 18.16it/s]
 52%|#####1    | 404/781 [00:20<00:20, 18.23it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.25it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.22it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.22it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.09it/s]
 53%|#####3    | 414/781 [00:21<00:20, 18.02it/s]
 53%|#####3    | 416/781 [00:21<00:20, 18.00it/s]
 54%|#####3    | 418/781 [00:21<00:20, 17.99it/s]
 54%|#####3    | 420/781 [00:21<00:20, 17.96it/s]
 54%|#####4    | 422/781 [00:21<00:20, 17.73it/s]
 54%|#####4    | 424/781 [00:22<00:20, 17.82it/s]
 55%|#####4    | 426/781 [00:22<00:19, 17.80it/s]
 55%|#####4    | 428/781 [00:22<00:19, 17.88it/s]
 55%|#####5    | 430/781 [00:22<00:19, 17.79it/s]
 55%|#####5    | 432/781 [00:22<00:19, 17.72it/s]
 56%|#####5    | 434/781 [00:22<00:19, 17.54it/s]
 56%|#####5    | 436/781 [00:22<00:19, 17.49it/s]
 56%|#####6    | 438/781 [00:22<00:19, 17.56it/s]
 56%|#####6    | 440/781 [00:22<00:19, 17.61it/s]
 57%|#####6    | 442/781 [00:23<00:19, 17.74it/s]
 57%|#####6    | 444/781 [00:23<00:18, 17.88it/s]
 57%|#####7    | 446/781 [00:23<00:18, 17.82it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.02it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.12it/s]
 58%|#####7    | 452/781 [00:23<00:18, 18.06it/s]
 58%|#####8    | 454/781 [00:23<00:18, 18.07it/s]
 58%|#####8    | 456/781 [00:23<00:18, 18.00it/s]
 59%|#####8    | 458/781 [00:23<00:18, 17.64it/s]
 59%|#####8    | 460/781 [00:24<00:18, 17.74it/s]
 59%|#####9    | 462/781 [00:24<00:17, 17.85it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.00it/s]
 60%|#####9    | 466/781 [00:24<00:17, 17.76it/s]
 60%|#####9    | 468/781 [00:24<00:17, 17.86it/s]
 60%|######    | 470/781 [00:24<00:17, 18.02it/s]
 60%|######    | 472/781 [00:24<00:17, 18.04it/s]
 61%|######    | 474/781 [00:24<00:16, 18.12it/s]
 61%|######    | 476/781 [00:24<00:16, 18.17it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.10it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.03it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.00it/s]
 62%|######1   | 484/781 [00:25<00:16, 17.96it/s]
 62%|######2   | 486/781 [00:25<00:16, 17.94it/s]
 62%|######2   | 488/781 [00:25<00:16, 17.96it/s]
 63%|######2   | 490/781 [00:25<00:16, 18.08it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.09it/s]
 63%|######3   | 494/781 [00:25<00:15, 18.15it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.19it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.03it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.13it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.10it/s]
 65%|######4   | 504/781 [00:26<00:15, 18.18it/s]
 65%|######4   | 506/781 [00:26<00:15, 18.22it/s]
 65%|######5   | 508/781 [00:26<00:15, 18.05it/s]
 65%|######5   | 510/781 [00:26<00:15, 17.85it/s]
 66%|######5   | 512/781 [00:26<00:15, 17.90it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.00it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.00it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.08it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.25it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.13it/s]
 67%|######7   | 524/781 [00:27<00:14, 18.10it/s]
 67%|######7   | 526/781 [00:27<00:14, 18.14it/s]
 68%|######7   | 528/781 [00:27<00:14, 17.92it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.01it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.07it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.18it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.17it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.07it/s]
 69%|######9   | 540/781 [00:28<00:13, 17.99it/s]
 69%|######9   | 542/781 [00:28<00:13, 18.10it/s]
 70%|######9   | 544/781 [00:28<00:13, 18.20it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.24it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.19it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.24it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.13it/s]
 71%|#######   | 554/781 [00:29<00:12, 17.88it/s]
 71%|#######1  | 556/781 [00:29<00:12, 17.95it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.07it/s]
 72%|#######1  | 560/781 [00:29<00:12, 17.97it/s]
 72%|#######1  | 562/781 [00:29<00:12, 18.10it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.14it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.09it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.18it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.13it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.14it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.15it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.22it/s]
 74%|#######4  | 578/781 [00:30<00:11, 18.22it/s]
 74%|#######4  | 580/781 [00:30<00:11, 18.22it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.24it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.12it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.00it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.01it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.00it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.03it/s]
 76%|#######6  | 594/781 [00:31<00:10, 17.74it/s]
 76%|#######6  | 596/781 [00:31<00:10, 17.81it/s]
 77%|#######6  | 598/781 [00:31<00:10, 17.80it/s]
 77%|#######6  | 600/781 [00:31<00:10, 18.03it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.13it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.46it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.64it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.31it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.62it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.67it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.88it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.68it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.95it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.24it/s]
 80%|#######9  | 623/781 [00:33<00:08, 19.74it/s]
 80%|########  | 626/781 [00:33<00:07, 19.87it/s]
 81%|########  | 629/781 [00:33<00:07, 19.99it/s]
 81%|########  | 632/781 [00:33<00:07, 19.94it/s]
 81%|########1 | 635/781 [00:33<00:07, 20.18it/s]
 82%|########1 | 638/781 [00:33<00:07, 20.19it/s]
 82%|########2 | 641/781 [00:33<00:06, 20.34it/s]
 82%|########2 | 644/781 [00:34<00:06, 20.54it/s]
 83%|########2 | 647/781 [00:34<00:06, 20.58it/s]
 83%|########3 | 650/781 [00:34<00:06, 20.69it/s]
 84%|########3 | 653/781 [00:34<00:06, 20.74it/s]
 84%|########3 | 656/781 [00:34<00:06, 20.81it/s]
 84%|########4 | 659/781 [00:34<00:05, 20.80it/s]
 85%|########4 | 662/781 [00:34<00:05, 20.65it/s]
 85%|########5 | 665/781 [00:35<00:05, 20.62it/s]
 86%|########5 | 668/781 [00:35<00:05, 20.60it/s]
 86%|########5 | 671/781 [00:35<00:05, 20.49it/s]
 86%|########6 | 674/781 [00:35<00:05, 20.55it/s]
 87%|########6 | 677/781 [00:35<00:05, 20.61it/s]
 87%|########7 | 680/781 [00:35<00:04, 20.54it/s]
 87%|########7 | 683/781 [00:35<00:04, 20.61it/s]
 88%|########7 | 686/781 [00:36<00:04, 20.45it/s]
 88%|########8 | 689/781 [00:36<00:04, 20.35it/s]
 89%|########8 | 692/781 [00:36<00:04, 20.33it/s]
 89%|########8 | 695/781 [00:36<00:04, 20.13it/s]
 89%|########9 | 698/781 [00:36<00:04, 20.30it/s]
 90%|########9 | 701/781 [00:36<00:03, 20.33it/s]
 90%|######### | 704/781 [00:36<00:03, 20.35it/s]
 91%|######### | 707/781 [00:37<00:03, 20.36it/s]
 91%|######### | 710/781 [00:37<00:03, 20.40it/s]
 91%|#########1| 713/781 [00:37<00:03, 20.46it/s]
 92%|#########1| 716/781 [00:37<00:03, 20.54it/s]
 92%|#########2| 719/781 [00:37<00:03, 20.57it/s]
 92%|#########2| 722/781 [00:37<00:02, 20.60it/s]
 93%|#########2| 725/781 [00:37<00:02, 20.65it/s]
 93%|#########3| 728/781 [00:38<00:02, 20.74it/s]
 94%|#########3| 731/781 [00:38<00:02, 20.80it/s]
 94%|#########3| 734/781 [00:38<00:02, 20.83it/s]
 94%|#########4| 737/781 [00:38<00:02, 20.79it/s]
 95%|#########4| 740/781 [00:38<00:01, 20.79it/s]
 95%|#########5| 743/781 [00:38<00:01, 20.83it/s]
 96%|#########5| 746/781 [00:38<00:01, 20.55it/s]
 96%|#########5| 749/781 [00:39<00:01, 20.63it/s]
 96%|#########6| 752/781 [00:39<00:01, 20.52it/s]
 97%|#########6| 755/781 [00:39<00:01, 20.55it/s]
 97%|#########7| 758/781 [00:39<00:01, 20.66it/s]
 97%|#########7| 761/781 [00:39<00:00, 20.71it/s]
 98%|#########7| 764/781 [00:39<00:00, 20.49it/s]
 98%|#########8| 767/781 [00:40<00:00, 20.47it/s]
 99%|#########8| 770/781 [00:40<00:00, 20.48it/s]
 99%|#########8| 773/781 [00:40<00:00, 20.38it/s]
 99%|#########9| 776/781 [00:40<00:00, 20.09it/s]
100%|#########9| 779/781 [00:40<00:00, 20.19it/s]
100%|##########| 781/781 [00:40<00:00, 19.19it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.00it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.03s/it]
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  2%|2         | 18/781 [00:00<00:40, 18.85it/s]
  3%|2         | 20/781 [00:01<00:41, 18.36it/s]
  3%|2         | 22/781 [00:01<00:41, 18.31it/s]
  3%|3         | 24/781 [00:01<00:42, 18.02it/s]
  3%|3         | 26/781 [00:01<00:41, 18.00it/s]
  4%|3         | 28/781 [00:01<00:41, 18.07it/s]
  4%|3         | 30/781 [00:01<00:41, 18.14it/s]
  4%|4         | 32/781 [00:01<00:40, 18.33it/s]
  4%|4         | 34/781 [00:01<00:40, 18.38it/s]
  5%|4         | 36/781 [00:01<00:40, 18.53it/s]
  5%|4         | 38/781 [00:02<00:39, 18.59it/s]
  5%|5         | 40/781 [00:02<00:39, 18.62it/s]
  5%|5         | 42/781 [00:02<00:40, 18.36it/s]
  6%|5         | 44/781 [00:02<00:39, 18.50it/s]
  6%|5         | 46/781 [00:02<00:40, 18.27it/s]
  6%|6         | 48/781 [00:02<00:39, 18.48it/s]
  6%|6         | 50/781 [00:02<00:39, 18.37it/s]
  7%|6         | 52/781 [00:02<00:39, 18.53it/s]
  7%|6         | 54/781 [00:02<00:39, 18.56it/s]
  7%|7         | 56/781 [00:03<00:39, 18.59it/s]
  7%|7         | 58/781 [00:03<00:39, 18.50it/s]
  8%|7         | 60/781 [00:03<00:38, 18.60it/s]
  8%|7         | 62/781 [00:03<00:38, 18.58it/s]
  8%|8         | 64/781 [00:03<00:38, 18.64it/s]
  8%|8         | 66/781 [00:03<00:38, 18.74it/s]
  9%|8         | 68/781 [00:03<00:38, 18.61it/s]
  9%|8         | 70/781 [00:03<00:38, 18.66it/s]
  9%|9         | 72/781 [00:03<00:37, 18.81it/s]
  9%|9         | 74/781 [00:04<00:37, 18.91it/s]
 10%|9         | 76/781 [00:04<00:37, 18.81it/s]
 10%|9         | 78/781 [00:04<00:37, 18.90it/s]
 10%|#         | 80/781 [00:04<00:36, 18.98it/s]
 10%|#         | 82/781 [00:04<00:36, 19.01it/s]
 11%|#         | 84/781 [00:04<00:36, 19.08it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.00it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.05it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.06it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.06it/s]
 12%|#2        | 94/781 [00:05<00:35, 19.11it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.10it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.16it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.94it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.84it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.83it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.86it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.84it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.84it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.96it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.06it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.11it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.12it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.08it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.98it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.90it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.93it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.02it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.01it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.81it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.88it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.75it/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 [00:08<00:33, 18.94it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.91it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.90it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.94it/s]
 20%|##        | 158/781 [00:08<00:32, 18.95it/s]
 20%|##        | 160/781 [00:08<00:33, 18.79it/s]
 21%|##        | 162/781 [00:08<00:32, 18.84it/s]
 21%|##        | 164/781 [00:08<00:32, 18.80it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.21it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.20it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.22it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.37it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.49it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.65it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.79it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.65it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.55it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.57it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.40it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.50it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.69it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.71it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.74it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.80it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.63it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.73it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.75it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.67it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.88it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.69it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.63it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.51it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.76it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.82it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.59it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.72it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.66it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.78it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.54it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.45it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.37it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.19it/s]
 30%|###       | 236/781 [00:12<00:29, 18.41it/s]
 30%|###       | 238/781 [00:12<00:29, 18.57it/s]
 31%|###       | 240/781 [00:12<00:28, 18.71it/s]
 31%|###       | 242/781 [00:12<00:28, 18.82it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.75it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.76it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.65it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.57it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.71it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.80it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.84it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.86it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.91it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.92it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.61it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.72it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.81it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.90it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.92it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.92it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.96it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.69it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.73it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.78it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.83it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.58it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.65it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.80it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.50it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.43it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.46it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.64it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.70it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.71it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.74it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.83it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.84it/s]
 40%|####      | 316/781 [00:16<00:24, 18.88it/s]
 41%|####      | 318/781 [00:17<00:24, 18.71it/s]
 41%|####      | 320/781 [00:17<00:24, 18.75it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.65it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.41it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.61it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.50it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.73it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.46it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.71it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.84it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.70it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.79it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.86it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.85it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.07it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.25it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.27it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.03it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.15it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.98it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.09it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.15it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.06it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.10it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.09it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.18it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.27it/s]
 48%|####8     | 376/781 [00:20<00:20, 19.39it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.52it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.60it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.57it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.64it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.62it/s]
 50%|####9     | 388/781 [00:20<00:19, 19.65it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.37it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.05it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.07it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.98it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.16it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.17it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.03it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.16it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.04it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.08it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.96it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.48it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.46it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.31it/s]
 54%|#####3    | 418/781 [00:22<00:20, 18.08it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.34it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.52it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.62it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.85it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.98it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.09it/s]
 55%|#####5    | 432/781 [00:23<00:18, 19.21it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.15it/s]
 56%|#####5    | 436/781 [00:23<00:17, 19.23it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.19it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.28it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.25it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.36it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.44it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.55it/s]
 58%|#####7    | 450/781 [00:23<00:16, 19.61it/s]
 58%|#####7    | 452/781 [00:24<00:16, 19.46it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.06it/s]
 58%|#####8    | 456/781 [00:24<00:17, 19.06it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.84it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.97it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.14it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.06it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.20it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.90it/s]
 60%|######    | 470/781 [00:25<00:16, 18.89it/s]
 60%|######    | 472/781 [00:25<00:16, 18.89it/s]
 61%|######    | 474/781 [00:25<00:16, 19.10it/s]
 61%|######    | 476/781 [00:25<00:15, 19.22it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.21it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.18it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.16it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.26it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.32it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.36it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.30it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.33it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.37it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.43it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.36it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.32it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.27it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.18it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.19it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.10it/s]
 65%|######5   | 510/781 [00:27<00:14, 19.26it/s]
 66%|######5   | 512/781 [00:27<00:13, 19.28it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.16it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.30it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.45it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.57it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.58it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.43it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.46it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.02it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.98it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.12it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.01it/s]
 69%|######8   | 536/781 [00:28<00:12, 18.97it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.18it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.15it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.30it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.38it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.22it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.28it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.17it/s]
 71%|#######   | 552/781 [00:29<00:11, 19.26it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.17it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.22it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.30it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.38it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.12it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.09it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.20it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.16it/s]
 73%|#######2  | 570/781 [00:30<00:10, 19.18it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.15it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.96it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.00it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.01it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.98it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.94it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.99it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.00it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.76it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.82it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.02it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.92it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.88it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.01it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.07it/s]
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Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:15<00:00, 15.33s/it]
100%|##########| 1/1 [00:15<00:00, 15.33s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.54it/s]
  3%|2         | 4/157 [00:00<00:10, 14.33it/s]
  4%|3         | 6/157 [00:00<00:09, 15.13it/s]
  5%|5         | 8/157 [00:00<00:09, 15.54it/s]
  6%|6         | 10/157 [00:00<00:09, 16.07it/s]
  8%|7         | 12/157 [00:00<00:08, 16.33it/s]
  9%|8         | 14/157 [00:00<00:08, 16.43it/s]
 10%|#         | 16/157 [00:01<00:08, 16.49it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.57it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.68it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.61it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.34it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.40it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.29it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.45it/s]
 20%|##        | 32/157 [00:01<00:07, 16.44it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.65it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.46it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.68it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.41it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.55it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.26it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.30it/s]
 31%|###       | 48/157 [00:02<00:06, 16.44it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.34it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.51it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.57it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.44it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.44it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.43it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.59it/s]
 41%|####      | 64/157 [00:03<00:05, 16.69it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.73it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.70it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.73it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.79it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.74it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.78it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.76it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.75it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.66it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.62it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.43it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.56it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.34it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.39it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.55it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.67it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.69it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.40it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.10it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.93it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.95it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.90it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.06it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.94it/s]
 73%|#######2  | 114/157 [00:06<00:02, 15.79it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.50it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.31it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.41it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.62it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.94it/s]
 80%|########  | 126/157 [00:07<00:01, 16.28it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.34it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.58it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.52it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.43it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.59it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.39it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.45it/s]
 90%|######### | 142/157 [00:08<00:00, 16.60it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.69it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.70it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.73it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.78it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.77it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.82it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.88it/s]
100%|##########| 157/157 [00:09<00:00, 16.44it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.94it/s]
  1%|          | 4/781 [00:00<00:40, 19.03it/s]
  1%|          | 6/781 [00:00<00:40, 19.10it/s]
  1%|1         | 8/781 [00:00<00:40, 19.18it/s]
  1%|1         | 10/781 [00:00<00:40, 19.26it/s]
  2%|1         | 12/781 [00:00<00:39, 19.33it/s]
  2%|1         | 14/781 [00:00<00:39, 19.35it/s]
  2%|2         | 16/781 [00:00<00:39, 19.36it/s]
  2%|2         | 18/781 [00:00<00:40, 18.87it/s]
  3%|2         | 20/781 [00:01<00:40, 18.79it/s]
  3%|2         | 22/781 [00:01<00:40, 18.87it/s]
  3%|3         | 24/781 [00:01<00:39, 18.94it/s]
  3%|3         | 26/781 [00:01<00:39, 19.09it/s]
  4%|3         | 28/781 [00:01<00:39, 19.20it/s]
  4%|3         | 30/781 [00:01<00:38, 19.33it/s]
  4%|4         | 32/781 [00:01<00:39, 19.17it/s]
  4%|4         | 34/781 [00:01<00:38, 19.29it/s]
  5%|4         | 36/781 [00:01<00:38, 19.28it/s]
  5%|4         | 38/781 [00:01<00:38, 19.24it/s]
  5%|5         | 40/781 [00:02<00:38, 19.31it/s]
  5%|5         | 42/781 [00:02<00:38, 19.00it/s]
  6%|5         | 44/781 [00:02<00:38, 19.00it/s]
  6%|5         | 46/781 [00:02<00:38, 19.12it/s]
  6%|6         | 48/781 [00:02<00:38, 19.17it/s]
  6%|6         | 50/781 [00:02<00:38, 18.97it/s]
  7%|6         | 52/781 [00:02<00:38, 19.05it/s]
  7%|6         | 54/781 [00:02<00:37, 19.17it/s]
  7%|7         | 56/781 [00:02<00:37, 19.21it/s]
  7%|7         | 58/781 [00:03<00:37, 19.36it/s]
  8%|7         | 60/781 [00:03<00:37, 19.13it/s]
  8%|7         | 62/781 [00:03<00:37, 19.25it/s]
  8%|8         | 64/781 [00:03<00:37, 19.38it/s]
  8%|8         | 66/781 [00:03<00:37, 18.97it/s]
  9%|8         | 68/781 [00:03<00:37, 19.09it/s]
  9%|8         | 70/781 [00:03<00:36, 19.26it/s]
  9%|9         | 72/781 [00:03<00:36, 19.34it/s]
  9%|9         | 74/781 [00:03<00:36, 19.43it/s]
 10%|9         | 76/781 [00:03<00:36, 19.47it/s]
 10%|9         | 78/781 [00:04<00:36, 19.51it/s]
 10%|#         | 80/781 [00:04<00:36, 19.37it/s]
 10%|#         | 82/781 [00:04<00:35, 19.42it/s]
 11%|#         | 84/781 [00:04<00:36, 19.24it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.28it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.03it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.84it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.51it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.71it/s]
 12%|#2        | 96/781 [00:05<00:36, 19.00it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.80it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.94it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.13it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.20it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.30it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.40it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.45it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.34it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.31it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.39it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.10it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.22it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.19it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.24it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.00it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.11it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.27it/s]
 17%|#6        | 132/781 [00:07<01:12,  8.95it/s]
 17%|#7        | 134/781 [00:07<01:00, 10.62it/s]
 17%|#7        | 136/781 [00:07<00:52, 12.28it/s]
 18%|#7        | 138/781 [00:07<00:46, 13.74it/s]
 18%|#7        | 140/781 [00:07<00:42, 14.95it/s]
 18%|#8        | 142/781 [00:07<00:40, 15.77it/s]
 18%|#8        | 144/781 [00:07<00:38, 16.60it/s]
 19%|#8        | 146/781 [00:08<00:37, 17.01it/s]
 19%|#8        | 148/781 [00:08<00:36, 17.35it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.56it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.84it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.10it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.10it/s]
 20%|##        | 158/781 [00:08<00:34, 18.11it/s]
 20%|##        | 160/781 [00:08<00:34, 18.26it/s]
 21%|##        | 162/781 [00:08<00:33, 18.32it/s]
 21%|##        | 164/781 [00:09<00:33, 18.41it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.62it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.75it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.79it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.71it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.70it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.60it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.69it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.73it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.68it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.75it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.83it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.96it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.79it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.73it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.59it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.67it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.75it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.62it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.64it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.59it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.61it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.76it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.75it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.79it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.71it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.77it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.89it/s]
 28%|##8       | 222/781 [00:12<00:29, 18.95it/s]
 29%|##8       | 224/781 [00:12<00:29, 19.01it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.04it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.09it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.01it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.97it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.92it/s]
 30%|###       | 236/781 [00:12<00:28, 18.82it/s]
 30%|###       | 238/781 [00:12<00:28, 18.94it/s]
 31%|###       | 240/781 [00:13<00:28, 18.68it/s]
 31%|###       | 242/781 [00:13<00:29, 18.38it/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, 18.00it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.26it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.40it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.48it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.65it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.63it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.76it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.76it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.86it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.81it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.76it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.76it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.76it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.84it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.96it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.84it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.84it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.91it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.88it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.79it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.45it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.45it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.43it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.42it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.40it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.48it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.29it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.35it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.33it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.45it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.58it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.73it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.81it/s]
 40%|####      | 314/781 [00:17<00:24, 18.70it/s]
 40%|####      | 316/781 [00:17<00:24, 18.78it/s]
 41%|####      | 318/781 [00:17<00:24, 18.67it/s]
 41%|####      | 320/781 [00:17<00:24, 18.92it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.59it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.56it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.24it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.47it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.38it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.21it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.38it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.41it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.55it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.65it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.53it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.69it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.73it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.80it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.82it/s]
 45%|####5     | 352/781 [00:19<00:22, 18.74it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.72it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.86it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.54it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.47it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.57it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.47it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.65it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.79it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.85it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.88it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.85it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.88it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.04it/s]
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