| SVD: fp64 Gram+eigh (FL=available, N<=12) |
| SVAE - V=256, D=24, rows on S^23 + soft hand |
| Matrix: (256, 24) = 6144 elements, rows normalized |
| SVD: fp64 Gram+eigh |
| Sphere: rows on S^23 (structural geometry) |
| Soft hand: boost=1.5x near CV=0.125, penalty=0.3 far |
| Params: 9,972,736 |
| ========================================================================================== |
| ep | loss recon t/ep | t_rec | S0 SD ratio erank | row_cv prox rw |
| ------------------------------------------------------------------------------------------ |
| 1 | 0.7261 0.4867 1.5 | 0.3322 | 4.124 2.364 1.74 23.72 | 0.1550 0.975 1.49 |
| 2 | 0.4256 0.2853 1.5 | 0.2495 | 4.122 2.364 1.74 23.72 | 0.1549 0.995 1.50 |
| 3 | 0.3446 0.2310 1.5 | 0.2199 | 4.126 2.362 1.75 23.72 | 0.1522 0.988 1.49 |
| 4 | 0.3010 0.2019 1.5 | 0.1945 | 4.127 2.361 1.75 23.72 | 0.1539 0.987 1.49 |
| 6 | 0.2590 0.1740 1.5 | 0.1674 | 4.131 2.359 1.75 23.71 | 0.1540 0.965 1.48 |
| 8 | 0.2298 0.1544 1.5 | 0.1504 | 4.131 2.358 1.75 23.71 | 0.1565 0.991 1.50 |
| 10 | 0.2098 0.1411 1.5 | 0.1405 | 4.132 2.357 1.75 23.71 | 0.1541 0.973 1.49 |
| 12 | 0.1962 0.1317 1.5 | 0.1298 | 4.135 2.355 1.76 23.71 | 0.1543 0.987 1.49 |
| 14 | 0.1851 0.1243 1.7 | 0.1243 | 4.136 2.355 1.76 23.71 | 0.1559 0.978 1.49 |
| 16 | 0.1815 0.1222 1.2 | 0.1217 | 4.139 2.351 1.76 23.71 | 0.1556 0.955 1.48 |
| 18 | 0.1682 0.1132 1.3 | 0.1117 | 4.138 2.351 1.76 23.71 | 0.1560 0.987 1.49 |
| 20 | 0.1616 0.1086 1.3 | 0.1111 | 4.137 2.352 1.76 23.71 | 0.1544 0.981 1.49 |
| 22 | 0.1565 0.1051 1.2 | 0.1043 | 4.138 2.351 1.76 23.71 | 0.1590 0.982 1.49 |
| 24 | 0.1506 0.1012 1.2 | 0.1036 | 4.140 2.352 1.76 23.71 | 0.1600 0.973 1.49 |
| 26 | 0.1461 0.0983 1.3 | 0.0985 | 4.139 2.351 1.76 23.71 | 0.1553 0.978 1.49 |
| 28 | 0.1431 0.0964 1.2 | 0.0961 | 4.140 2.352 1.76 23.71 | 0.1562 0.964 1.48 |
| 30 | 0.1391 0.0933 1.2 | 0.0928 | 4.141 2.351 1.76 23.71 | 0.1542 0.960 1.48 |
| 32 | 0.1338 0.0901 1.3 | 0.0903 | 4.141 2.351 1.76 23.71 | 0.1578 0.959 1.48 |
| 34 | 0.1291 0.0868 1.3 | 0.0888 | 4.143 2.351 1.76 23.71 | 0.1613 0.978 1.49 |
| 36 | 0.1273 0.0857 1.3 | 0.0856 | 4.143 2.351 1.76 23.71 | 0.1608 0.942 1.47 |
| 38 | 0.1269 0.0852 1.2 | 0.0831 | 4.146 2.350 1.76 23.71 | 0.1626 0.946 1.47 |
| 40 | 0.1227 0.0827 1.3 | 0.0821 | 4.146 2.351 1.76 23.71 | 0.1630 0.982 1.49 |
| 42 | 0.1192 0.0802 1.2 | 0.0816 | 4.152 2.352 1.77 23.71 | 0.1669 0.989 1.49 |
| 44 | 0.1149 0.0773 1.3 | 0.0792 | 4.148 2.349 1.77 23.71 | 0.1640 0.952 1.48 |
| 46 | 0.1142 0.0769 1.2 | 0.0763 | 4.149 2.349 1.77 23.71 | 0.1599 0.964 1.48 |
| 48 | 0.1119 0.0755 1.2 | 0.0753 | 4.149 2.350 1.77 23.71 | 0.1633 0.972 1.49 |
| 50 | 0.1092 0.0734 1.2 | 0.0742 | 4.151 2.349 1.77 23.71 | 0.1633 0.948 1.47 |
| 52 | 0.1082 0.0728 1.2 | 0.0784 | 4.152 2.350 1.77 23.71 | 0.1645 0.940 1.47 |
| 54 | 0.1053 0.0711 1.2 | 0.0739 | 4.152 2.351 1.77 23.71 | 0.1666 0.939 1.47 |
| 56 | 0.1015 0.0688 1.3 | 0.0706 | 4.152 2.350 1.77 23.71 | 0.1675 0.959 1.48 |
| 58 | 0.1020 0.0686 1.3 | 0.0693 | 4.152 2.348 1.77 23.71 | 0.1645 0.970 1.49 |
| 60 | 0.1002 0.0678 1.3 | 0.0732 | 4.149 2.351 1.76 23.71 | 0.1661 0.955 1.48 |
| 62 | 0.0966 0.0655 1.3 | 0.0675 | 4.154 2.351 1.77 23.71 | 0.1664 0.959 1.48 |
| 64 | 0.1031 0.0698 1.2 | 0.0696 | 4.163 2.357 1.77 23.71 | 0.1681 0.930 1.47 |
| 66 | 0.0949 0.0642 1.2 | 0.0652 | 4.155 2.351 1.77 23.71 | 0.1662 0.961 1.48 |
| 68 | 0.0938 0.0633 1.2 | 0.0649 | 4.157 2.350 1.77 23.71 | 0.1705 0.985 1.49 |
| 70 | 0.0933 0.0634 1.3 | 0.0652 | 4.156 2.351 1.77 23.71 | 0.1672 0.961 1.48 |
| 72 | 0.0929 0.0625 1.3 | 0.0627 | 4.158 2.353 1.77 23.71 | 0.1713 0.952 1.48 |
| 74 | 0.0917 0.0621 1.3 | 0.0631 | 4.161 2.354 1.77 23.71 | 0.1730 0.948 1.47 |
| 76 | 0.0920 0.0622 1.3 | 0.0638 | 4.163 2.354 1.77 23.71 | 0.1691 0.978 1.49 |
| 78 | 0.0886 0.0599 1.3 | 0.0611 | 4.158 2.354 1.77 23.71 | 0.1748 0.944 1.47 |
| 80 | 0.0888 0.0602 1.2 | 0.0614 | 4.161 2.353 1.77 23.71 | 0.1701 0.885 1.44 |
| 82 | 0.0866 0.0587 1.2 | 0.0588 | 4.159 2.354 1.77 23.71 | 0.1718 0.958 1.48 |
| 84 | 0.0921 0.0622 1.2 | 0.0592 | 4.160 2.356 1.77 23.71 | 0.1734 0.946 1.47 |
| 86 | 0.0845 0.0571 1.2 | 0.0611 | 4.158 2.355 1.77 23.71 | 0.1703 0.979 1.49 |
| 88 | 0.0845 0.0571 1.2 | 0.0581 | 4.159 2.357 1.76 23.71 | 0.1761 0.994 1.50 |
| 90 | 0.0818 0.0558 1.2 | 0.0576 | 4.161 2.354 1.77 23.71 | 0.1722 0.977 1.49 |
| 92 | 0.0821 0.0559 1.2 | 0.0573 | 4.164 2.356 1.77 23.71 | 0.1771 0.941 1.47 |
| 94 | 0.0818 0.0557 1.2 | 0.0565 | 4.164 2.357 1.77 23.71 | 0.1766 0.955 1.48 |
| 96 | 0.0828 0.0561 1.2 | 0.0557 | 4.160 2.358 1.76 23.71 | 0.1753 0.908 1.45 |
| 98 | 0.0796 0.0539 1.2 | 0.0560 | 4.165 2.357 1.77 23.71 | 0.1771 0.969 1.48 |
| 100 | 0.0783 0.0538 1.2 | 0.0547 | 4.163 2.357 1.77 23.71 | 0.1765 0.964 1.48 |
| 102 | 0.0792 0.0534 1.2 | 0.0541 | 4.162 2.357 1.77 23.71 | 0.1745 0.922 1.46 |
| 104 | 0.0858 0.0587 1.3 | 0.0536 | 4.162 2.358 1.77 23.71 | 0.1735 0.870 1.44 |
| 106 | 0.0757 0.0516 1.2 | 0.0531 | 4.163 2.359 1.76 23.71 | 0.1768 0.955 1.48 |
| 108 | 0.0764 0.0518 1.2 | 0.0538 | 4.163 2.360 1.76 23.71 | 0.1769 0.994 1.50 |
| 110 | 0.0760 0.0515 1.3 | 0.0531 | 4.164 2.361 1.76 23.71 | 0.1794 0.900 1.45 |
| 112 | 0.0745 0.0511 1.3 | 0.0521 | 4.161 2.362 1.76 23.71 | 0.1760 0.819 1.41 |
| 114 | 0.0731 0.0504 1.2 | 0.0539 | 4.160 2.362 1.76 23.71 | 0.1803 0.949 1.47 |
| 116 | 0.0727 0.0495 1.2 | 0.0508 | 4.163 2.361 1.76 23.71 | 0.1766 0.896 1.45 |
| 118 | 0.0736 0.0499 1.2 | 0.0516 | 4.164 2.363 1.76 23.71 | 0.1768 0.978 1.49 |
| 120 | 0.0715 0.0491 1.2 | 0.0515 | 4.166 2.360 1.76 23.71 | 0.1771 0.910 1.46 |
| 122 | 0.0718 0.0490 1.2 | 0.0504 | 4.163 2.361 1.76 23.71 | 0.1778 0.876 1.44 |
| 124 | 0.0709 0.0483 1.2 | 0.0498 | 4.163 2.360 1.76 23.71 | 0.1769 0.842 1.42 |
| 126 | 0.0716 0.0486 1.3 | 0.0503 | 4.165 2.361 1.76 23.71 | 0.1825 0.868 1.43 |
| 128 | 0.0719 0.0488 1.2 | 0.0509 | 4.166 2.360 1.77 23.71 | 0.1793 0.979 1.49 |
| 130 | 0.0708 0.0482 1.2 | 0.0490 | 4.165 2.360 1.77 23.71 | 0.1801 0.962 1.48 |
| 132 | 0.0696 0.0477 1.3 | 0.0485 | 4.163 2.363 1.76 23.71 | 0.1806 0.888 1.44 |
| 134 | 0.0688 0.0470 1.2 | 0.0548 | 4.168 2.362 1.77 23.71 | 0.1866 0.973 1.49 |
| 136 | 0.0688 0.0473 1.3 | 0.0504 | 4.162 2.363 1.76 23.71 | 0.1811 0.858 1.43 |
| 138 | 0.0678 0.0462 1.3 | 0.0480 | 4.167 2.361 1.76 23.71 | 0.1839 0.979 1.49 |
| 140 | 0.0685 0.0464 1.2 | 0.0483 | 4.166 2.363 1.76 23.71 | 0.1825 0.919 1.46 |
| 142 | 0.0677 0.0462 1.2 | 0.0478 | 4.168 2.363 1.76 23.71 | 0.1826 0.867 1.43 |
| 144 | 0.0669 0.0460 1.2 | 0.0475 | 4.169 2.363 1.76 23.71 | 0.1807 0.798 1.40 |
| 146 | 0.0668 0.0458 1.3 | 0.0476 | 4.171 2.363 1.77 23.71 | 0.1859 0.928 1.46 |
| 148 | 0.0661 0.0452 1.3 | 0.0467 | 4.165 2.362 1.76 23.71 | 0.1829 0.990 1.49 |
| 150 | 0.0661 0.0454 1.2 | 0.0469 | 4.167 2.366 1.76 23.71 | 0.1855 0.940 1.47 |
| 152 | 0.0648 0.0445 1.2 | 0.0458 | 4.166 2.364 1.76 23.71 | 0.1839 0.877 1.44 |
| 154 | 0.0644 0.0445 1.3 | 0.0458 | 4.167 2.361 1.76 23.71 | 0.1847 0.851 1.43 |
| 156 | 0.0647 0.0440 1.3 | 0.0457 | 4.164 2.365 1.76 23.71 | 0.1825 0.891 1.45 |
| 158 | 0.0640 0.0440 1.3 | 0.0448 | 4.164 2.364 1.76 23.71 | 0.1826 0.668 1.33 |
| 160 | 0.0646 0.0443 1.2 | 0.0454 | 4.163 2.365 1.76 23.71 | 0.1869 0.942 1.47 |
| 162 | 0.0636 0.0436 1.3 | 0.0454 | 4.165 2.367 1.76 23.71 | 0.1810 0.817 1.41 |
| 164 | 0.0631 0.0433 1.3 | 0.0473 | 4.165 2.366 1.76 23.71 | 0.1905 0.981 1.49 |
| 166 | 0.0639 0.0434 1.3 | 0.0446 | 4.164 2.366 1.76 23.71 | 0.1899 0.968 1.48 |
| 168 | 0.0633 0.0430 1.3 | 0.0440 | 4.165 2.365 1.76 23.71 | 0.1856 0.883 1.44 |
| 170 | 0.0634 0.0428 1.2 | 0.0442 | 4.162 2.367 1.76 23.71 | 0.1825 0.962 1.48 |
| 172 | 0.0627 0.0426 1.3 | 0.0434 | 4.163 2.365 1.76 23.71 | 0.1860 0.969 1.48 |
| 174 | 0.0621 0.0424 1.3 | 0.0436 | 4.163 2.366 1.76 23.71 | 0.1818 0.957 1.48 |
| 176 | 0.0615 0.0421 1.3 | 0.0440 | 4.164 2.366 1.76 23.71 | 0.1823 0.902 1.45 |
| 178 | 0.0614 0.0418 1.3 | 0.0432 | 4.162 2.367 1.76 23.71 | 0.1877 0.952 1.48 |
| 180 | 0.0611 0.0418 1.2 | 0.0430 | 4.161 2.366 1.76 23.71 | 0.1879 0.866 1.43 |
| 182 | 0.0597 0.0413 1.3 | 0.0427 | 4.162 2.368 1.76 23.71 | 0.1850 0.859 1.43 |
| 184 | 0.0603 0.0412 1.2 | 0.0422 | 4.161 2.368 1.76 23.71 | 0.1874 0.902 1.45 |
| 186 | 0.0595 0.0409 1.3 | 0.0420 | 4.162 2.367 1.76 23.71 | 0.1899 0.785 1.39 |
| 188 | 0.0595 0.0406 1.2 | 0.0423 | 4.162 2.366 1.76 23.71 | 0.1891 0.971 1.49 |
| 190 | 0.0590 0.0405 1.3 | 0.0464 | 4.162 2.368 1.76 23.71 | 0.1891 0.965 1.48 |
| 192 | 0.0588 0.0404 1.2 | 0.0417 | 4.163 2.367 1.76 23.71 | 0.1886 0.906 1.45 |
| 194 | 0.0591 0.0403 1.2 | 0.0423 | 4.163 2.368 1.76 23.71 | 0.1877 0.946 1.47 |
| 196 | 0.0585 0.0403 1.3 | 0.0430 | 4.167 2.367 1.76 23.71 | 0.1839 0.938 1.47 |
| 198 | 0.0581 0.0399 1.3 | 0.0413 | 4.162 2.367 1.76 23.71 | 0.1863 0.960 1.48 |
| 200 | 0.0584 0.0400 1.3 | 0.0413 | 4.162 2.368 1.76 23.71 | 0.1880 0.968 1.48 |
| 202 | 0.0579 0.0398 1.2 | 0.0407 | 4.161 2.368 1.76 23.71 | 0.1849 0.706 1.35 |
| 204 | 0.0582 0.0396 1.5 | 0.0408 | 4.161 2.367 1.76 23.71 | 0.1916 0.950 1.48 |
| 206 | 0.0571 0.0392 1.3 | 0.0404 | 4.159 2.370 1.75 23.71 | 0.1898 0.832 1.42 |
| 208 | 0.0578 0.0393 1.2 | 0.0409 | 4.161 2.370 1.76 23.71 | 0.1831 0.943 1.47 |
| 210 | 0.0573 0.0392 1.2 | 0.0404 | 4.161 2.370 1.76 23.71 | 0.1872 0.958 1.48 |
| 212 | 0.0570 0.0389 1.3 | 0.0403 | 4.160 2.369 1.76 23.71 | 0.1873 0.975 1.49 |
| 214 | 0.0564 0.0387 1.3 | 0.0400 | 4.163 2.368 1.76 23.71 | 0.1843 0.815 1.41 |
| 216 | 0.0562 0.0385 1.3 | 0.0397 | 4.159 2.369 1.76 23.71 | 0.1855 0.826 1.41 |
| 218 | 0.0565 0.0385 1.3 | 0.0397 | 4.159 2.370 1.76 23.71 | 0.1900 0.949 1.47 |
| 220 | 0.0558 0.0383 1.3 | 0.0398 | 4.159 2.369 1.76 23.71 | 0.1886 0.911 1.46 |
| 222 | 0.0553 0.0382 1.5 | 0.0408 | 4.156 2.371 1.75 23.71 | 0.1924 0.967 1.48 |
| 224 | 0.0550 0.0380 1.2 | 0.0396 | 4.160 2.370 1.75 23.71 | 0.1853 0.892 1.45 |
| 226 | 0.0549 0.0380 1.3 | 0.0396 | 4.158 2.369 1.75 23.71 | 0.1858 0.960 1.48 |
| 228 | 0.0551 0.0377 1.3 | 0.0391 | 4.157 2.370 1.75 23.71 | 0.1859 0.919 1.46 |
| 230 | 0.0543 0.0375 1.3 | 0.0388 | 4.156 2.371 1.75 23.72 | 0.1874 0.787 1.39 |
| 232 | 0.0554 0.0376 1.2 | 0.0388 | 4.155 2.371 1.75 23.72 | 0.1906 0.936 1.47 |
| 234 | 0.0541 0.0374 1.3 | 0.0388 | 4.155 2.371 1.75 23.72 | 0.1869 0.921 1.46 |
| 236 | 0.0541 0.0373 1.3 | 0.0388 | 4.156 2.371 1.75 23.72 | 0.1893 0.923 1.46 |
| 238 | 0.0538 0.0371 1.3 | 0.0386 | 4.153 2.372 1.75 23.72 | 0.1846 0.930 1.47 |
| 240 | 0.0539 0.0370 1.2 | 0.0383 | 4.154 2.371 1.75 23.72 | 0.1855 0.757 1.38 |
| 242 | 0.0535 0.0369 1.3 | 0.0382 | 4.155 2.371 1.75 23.72 | 0.1893 0.810 1.41 |
| 244 | 0.0534 0.0368 1.3 | 0.0381 | 4.154 2.371 1.75 23.72 | 0.1871 0.908 1.45 |
| 246 | 0.0533 0.0366 1.3 | 0.0378 | 4.152 2.371 1.75 23.72 | 0.1835 0.671 1.34 |
| 248 | 0.0537 0.0366 1.2 | 0.0379 | 4.151 2.372 1.75 23.72 | 0.1872 0.943 1.47 |
| 250 | 0.0527 0.0364 1.3 | 0.0379 | 4.151 2.373 1.75 23.72 | 0.1896 0.953 1.48 |
| 252 | 0.0532 0.0363 1.3 | 0.0375 | 4.151 2.371 1.75 23.72 | 0.1858 0.813 1.41 |
| 254 | 0.0532 0.0363 1.2 | 0.0376 | 4.152 2.371 1.75 23.72 | 0.1900 0.802 1.40 |
| 256 | 0.0526 0.0361 1.2 | 0.0376 | 4.150 2.372 1.75 23.72 | 0.1885 0.958 1.48 |
| 258 | 0.0526 0.0360 1.3 | 0.0376 | 4.150 2.371 1.75 23.72 | 0.1952 0.986 1.49 |
| 260 | 0.0523 0.0359 1.3 | 0.0371 | 4.150 2.372 1.75 23.72 | 0.1903 0.881 1.44 |
| 262 | 0.0523 0.0358 1.3 | 0.0372 | 4.149 2.372 1.75 23.72 | 0.1850 0.982 1.49 |
| 264 | 0.0523 0.0357 1.2 | 0.0370 | 4.148 2.372 1.75 23.72 | 0.1858 0.968 1.48 |
| 266 | 0.0522 0.0356 1.2 | 0.0368 | 4.148 2.372 1.75 23.72 | 0.1876 0.835 1.42 |
| 268 | 0.0524 0.0356 1.2 | 0.0369 | 4.148 2.373 1.75 23.72 | 0.1888 0.985 1.49 |
| 270 | 0.0518 0.0355 1.3 | 0.0367 | 4.147 2.373 1.75 23.72 | 0.1891 0.801 1.40 |
| 272 | 0.0515 0.0354 1.3 | 0.0367 | 4.147 2.372 1.75 23.72 | 0.1895 0.967 1.48 |
| 274 | 0.0514 0.0353 1.3 | 0.0365 | 4.147 2.372 1.75 23.72 | 0.1897 0.867 1.43 |
| 276 | 0.0512 0.0352 1.3 | 0.0365 | 4.147 2.372 1.75 23.72 | 0.1900 0.800 1.40 |
| 278 | 0.0518 0.0352 1.3 | 0.0364 | 4.148 2.372 1.75 23.72 | 0.1886 0.841 1.42 |
| 280 | 0.0509 0.0350 1.3 | 0.0364 | 4.147 2.373 1.75 23.72 | 0.1871 0.852 1.43 |
| 282 | 0.0514 0.0350 1.3 | 0.0363 | 4.145 2.372 1.75 23.72 | 0.1899 0.963 1.48 |
| 284 | 0.0505 0.0349 1.3 | 0.0362 | 4.145 2.372 1.75 23.72 | 0.1889 0.946 1.47 |
| 286 | 0.0506 0.0348 1.2 | 0.0361 | 4.145 2.373 1.75 23.72 | 0.1878 0.837 1.42 |
| 288 | 0.0510 0.0348 1.3 | 0.0360 | 4.145 2.373 1.75 23.72 | 0.1888 0.947 1.47 |
| 290 | 0.0506 0.0347 1.3 | 0.0361 | 4.145 2.372 1.75 23.72 | 0.1864 0.970 1.48 |
| 292 | 0.0509 0.0346 1.2 | 0.0359 | 4.145 2.372 1.75 23.72 | 0.1880 0.973 1.49 |
| 294 | 0.0506 0.0345 1.3 | 0.0358 | 4.143 2.373 1.75 23.72 | 0.1856 0.965 1.48 |
| 296 | 0.0502 0.0345 1.3 | 0.0357 | 4.143 2.373 1.75 23.72 | 0.1844 0.839 1.42 |
| 298 | 0.0499 0.0344 1.3 | 0.0356 | 4.142 2.373 1.75 23.72 | 0.1880 0.873 1.44 |
| 300 | 0.0498 0.0344 1.3 | 0.0356 | 4.142 2.372 1.75 23.72 | 0.1879 0.943 1.47 |
| 302 | 0.0505 0.0343 1.2 | 0.0355 | 4.142 2.372 1.75 23.72 | 0.1857 0.891 1.45 |
| 304 | 0.0497 0.0342 1.3 | 0.0355 | 4.142 2.373 1.75 23.72 | 0.1845 0.862 1.43 |
| 306 | 0.0495 0.0342 1.3 | 0.0354 | 4.141 2.373 1.75 23.72 | 0.1879 0.947 1.47 |
| 308 | 0.0501 0.0341 1.3 | 0.0354 | 4.140 2.373 1.74 23.72 | 0.1909 0.971 1.49 |
| 310 | 0.0494 0.0341 1.3 | 0.0353 | 4.140 2.373 1.74 23.72 | 0.1886 0.873 1.44 |
| 312 | 0.0496 0.0340 1.3 | 0.0352 | 4.140 2.372 1.74 23.72 | 0.1870 0.934 1.47 |
| 314 | 0.0495 0.0340 1.2 | 0.0352 | 4.139 2.373 1.74 23.72 | 0.1853 0.964 1.48 |
| 316 | 0.0497 0.0339 1.3 | 0.0351 | 4.139 2.372 1.74 23.72 | 0.1884 0.951 1.48 |
| 318 | 0.0496 0.0339 1.3 | 0.0351 | 4.138 2.373 1.74 23.72 | 0.1894 0.933 1.47 |
| 320 | 0.0496 0.0338 1.2 | 0.0350 | 4.138 2.372 1.74 23.72 | 0.1832 0.914 1.46 |
| 322 | 0.0496 0.0338 1.3 | 0.0350 | 4.137 2.372 1.74 23.72 | 0.1866 0.908 1.45 |
| 324 | 0.0488 0.0337 1.3 | 0.0349 | 4.137 2.372 1.74 23.72 | 0.1868 0.866 1.43 |
| 326 | 0.0491 0.0337 1.3 | 0.0349 | 4.136 2.372 1.74 23.72 | 0.1828 0.951 1.48 |
| 328 | 0.0493 0.0336 1.2 | 0.0348 | 4.136 2.372 1.74 23.72 | 0.1881 0.928 1.46 |
| 330 | 0.0496 0.0336 1.2 | 0.0348 | 4.136 2.372 1.74 23.72 | 0.1834 0.967 1.48 |
| 332 | 0.0493 0.0336 1.3 | 0.0348 | 4.135 2.372 1.74 23.72 | 0.1885 0.942 1.47 |
| 334 | 0.0492 0.0335 1.2 | 0.0347 | 4.134 2.372 1.74 23.72 | 0.1907 0.947 1.47 |
| 336 | 0.0488 0.0335 1.2 | 0.0347 | 4.135 2.371 1.74 23.72 | 0.1912 0.855 1.43 |
| 338 | 0.0488 0.0335 1.3 | 0.0347 | 4.134 2.372 1.74 23.72 | 0.1843 0.971 1.49 |
| 340 | 0.0482 0.0334 1.2 | 0.0346 | 4.133 2.372 1.74 23.72 | 0.1901 0.961 1.48 |
| 342 | 0.0487 0.0334 1.3 | 0.0346 | 4.133 2.372 1.74 23.72 | 0.1834 0.974 1.49 |
| 344 | 0.0488 0.0334 1.3 | 0.0345 | 4.132 2.372 1.74 23.72 | 0.1831 0.982 1.49 |
| 346 | 0.0493 0.0333 1.2 | 0.0345 | 4.132 2.372 1.74 23.72 | 0.1863 0.937 1.47 |
| 348 | 0.0484 0.0333 1.3 | 0.0345 | 4.131 2.371 1.74 23.72 | 0.1873 0.859 1.43 |
| 350 | 0.0487 0.0333 1.2 | 0.0345 | 4.131 2.371 1.74 23.72 | 0.1809 0.979 1.49 |
| 352 | 0.0487 0.0333 1.3 | 0.0344 | 4.130 2.371 1.74 23.72 | 0.1857 0.983 1.49 |
| 354 | 0.0491 0.0332 1.3 | 0.0344 | 4.129 2.371 1.74 23.72 | 0.1807 0.987 1.49 |
| 356 | 0.0488 0.0332 1.3 | 0.0344 | 4.128 2.371 1.74 23.72 | 0.1819 0.965 1.48 |
| 358 | 0.0484 0.0332 1.3 | 0.0344 | 4.127 2.371 1.74 23.72 | 0.1822 0.978 1.49 |
| 360 | 0.0489 0.0332 1.2 | 0.0343 | 4.127 2.370 1.74 23.72 | 0.1787 0.901 1.45 |
| 362 | 0.0489 0.0332 1.2 | 0.0343 | 4.125 2.371 1.74 23.72 | 0.1759 0.998 1.50 |
| 364 | 0.0485 0.0331 1.3 | 0.0343 | 4.124 2.370 1.74 23.72 | 0.1826 0.982 1.49 |
| 366 | 0.0489 0.0331 1.3 | 0.0343 | 4.123 2.370 1.74 23.72 | 0.1755 0.971 1.49 |
| 368 | 0.0491 0.0331 1.3 | 0.0343 | 4.122 2.370 1.74 23.72 | 0.1767 0.914 1.46 |
| 370 | 0.0485 0.0331 1.3 | 0.0342 | 4.121 2.370 1.74 23.72 | 0.1803 0.929 1.46 |
| 372 | 0.0485 0.0331 1.3 | 0.0342 | 4.120 2.370 1.74 23.72 | 0.1754 0.880 1.44 |
| 374 | 0.0481 0.0330 1.3 | 0.0342 | 4.119 2.370 1.74 23.72 | 0.1754 0.856 1.43 |
| 376 | 0.0486 0.0330 1.3 | 0.0342 | 4.118 2.370 1.74 23.72 | 0.1753 0.934 1.47 |
| 378 | 0.0488 0.0330 1.3 | 0.0342 | 4.118 2.369 1.74 23.72 | 0.1776 0.987 1.49 |
| 380 | 0.0484 0.0330 1.3 | 0.0342 | 4.117 2.369 1.74 23.72 | 0.1768 0.944 1.47 |
| 382 | 0.0486 0.0330 1.3 | 0.0342 | 4.117 2.369 1.74 23.72 | 0.1712 0.963 1.48 |
| 384 | 0.0488 0.0330 1.3 | 0.0341 | 4.116 2.369 1.74 23.72 | 0.1733 0.937 1.47 |
| 386 | 0.0486 0.0330 1.3 | 0.0341 | 4.116 2.369 1.74 23.72 | 0.1721 0.963 1.48 |
| 388 | 0.0485 0.0330 1.3 | 0.0341 | 4.116 2.369 1.74 23.72 | 0.1738 0.957 1.48 |
| 390 | 0.0486 0.0330 1.3 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1728 0.938 1.47 |
| 392 | 0.0486 0.0330 1.3 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1760 0.937 1.47 |
| 394 | 0.0486 0.0330 1.3 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1753 0.963 1.48 |
| 396 | 0.0483 0.0330 1.3 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1756 0.985 1.49 |
| 398 | 0.0483 0.0330 1.2 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1776 0.944 1.47 |
| 400 | 0.0486 0.0330 1.3 | 0.0341 | 4.115 2.369 1.74 23.72 | 0.1735 0.956 1.48 |
|
|
| ================================================================================ |
| FINAL ANALYSIS |
| ================================================================================ |
|
|
| V=256, D=24, rows on S^23 |
| Recon MSE: 0.034116 +/- 0.020989 |
| Effective rank: 23.72 +/- 0.02 |
| Row CV: 0.1744 (expected ~0.2992 for V=96, D=24) |
|
|
| Singular value profile: |
| S[ 0]: 4.1151 cum= 6.6% ############################# |
| S[ 1]: 4.0040 cum= 12.9% ############################# |
| S[ 2]: 3.9103 cum= 18.9% ############################ |
| S[ 3]: 3.8173 cum= 24.5% ########################### |
| S[ 4]: 3.7375 cum= 30.0% ########################### |
| S[ 5]: 3.6639 cum= 35.2% ########################## |
| S[ 6]: 3.5940 cum= 40.3% ########################## |
| S[ 7]: 3.5247 cum= 45.1% ######################### |
| S[ 8]: 3.4553 cum= 49.8% ######################### |
| S[ 9]: 3.3870 cum= 54.3% ######################## |
| S[10]: 3.3196 cum= 58.6% ######################## |
| S[11]: 3.2519 cum= 62.7% ####################### |
| S[12]: 3.1850 cum= 66.7% ####################### |
| S[13]: 3.1197 cum= 70.5% ###################### |
| S[14]: 3.0543 cum= 74.1% ###################### |
| S[15]: 2.9885 cum= 77.6% ##################### |
| S[16]: 2.9249 cum= 81.0% ##################### |
| S[17]: 2.8592 cum= 84.2% #################### |
| S[18]: 2.7917 cum= 87.2% #################### |
| S[19]: 2.7215 cum= 90.1% ################### |
| S[20]: 2.6461 cum= 92.8% ################### |
| S[21]: 2.5649 cum= 95.4% ################## |
| S[22]: 2.4770 cum= 97.8% ################## |
| S[23]: 2.3694 cum=100.0% ################# |
|
|
| Per-class: |
| cls recon erank S0 SD ratio |
| plane 0.027823 23.72 4.1212 2.3810 1.73 |
| car 0.047599 23.72 4.1100 2.3694 1.73 |
| bird 0.029000 23.72 4.1158 2.3686 1.74 |
| cat 0.030763 23.72 4.1191 2.3605 1.75 |
| deer 0.027615 23.72 4.1170 2.3687 1.74 |
| dog 0.030175 23.72 4.1165 2.3611 1.74 |
| frog 0.039426 23.72 4.1122 2.3552 1.75 |
| horse 0.037997 23.72 4.1164 2.3711 1.74 |
| ship 0.025506 23.72 4.1117 2.3827 1.73 |
| truck 0.045257 23.72 4.1110 2.3754 1.73 |
|
|
| Saving reconstruction grid... |
| Saved to /content/svae_recon_grid.png |
