Task 9391513
| Name | ParityModified-1636225529-4159-3-0_0 |
| Workunit | 6810388 |
| Created | 3 Dec 2021, 16:21:50 UTC |
| Sent | 5 Dec 2021, 0:36:31 UTC |
| Report deadline | 13 Dec 2021, 0:36:31 UTC |
| Received | 13 Dec 2021, 1:03:44 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 157 |
| Run time | 17 hours 44 min 53 sec |
| CPU time | 7 hours 7 min 39 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,474.06 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.61 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2021-12-12 15:35:02 main:574] : INFO : Epoch 1785 | loss: 0.0311399 | val_loss: 0.0311741 | Time: 22084.7 ms [2021-12-12 15:35:30 main:574] : INFO : Epoch 1786 | loss: 0.0311352 | val_loss: 0.0311749 | Time: 28650.8 ms [2021-12-12 15:35:51 main:574] : INFO : Epoch 1787 | loss: 0.0311307 | val_loss: 0.0311766 | Time: 20425.4 ms [2021-12-12 15:36:13 main:574] : INFO : Epoch 1788 | loss: 0.0311247 | val_loss: 0.031179 | Time: 22064.4 ms [2021-12-12 15:36:33 main:574] : INFO : Epoch 1789 | loss: 0.0311213 | val_loss: 0.0311842 | Time: 19616.6 ms [2021-12-12 15:36:53 main:574] : INFO : Epoch 1790 | loss: 0.0311144 | val_loss: 0.0311845 | Time: 20287.9 ms [2021-12-12 15:37:14 main:574] : INFO : Epoch 1791 | loss: 0.0311108 | val_loss: 0.0311903 | Time: 20436.4 ms [2021-12-12 15:37:37 main:574] : INFO : Epoch 1792 | loss: 0.0311058 | val_loss: 0.0311925 | Time: 23673.9 ms [2021-12-12 15:38:09 main:574] : INFO : Epoch 1793 | loss: 0.0311033 | val_loss: 0.0311956 | Time: 31409.2 ms [2021-12-12 15:38:35 main:574] : INFO : Epoch 1794 | loss: 0.031099 | val_loss: 0.0312004 | Time: 25852.3 ms [2021-12-12 15:39:06 main:574] : INFO : Epoch 1795 | loss: 0.0310939 | val_loss: 0.0312055 | Time: 30264.8 ms [2021-12-12 15:39:36 main:574] : INFO : Epoch 1796 | loss: 0.0310873 | val_loss: 0.0312079 | Time: 30229 ms [2021-12-12 15:40:06 main:574] : INFO : Epoch 1797 | loss: 0.0310845 | val_loss: 0.0312149 | Time: 30116.7 ms [2021-12-12 15:40:36 main:574] : INFO : Epoch 1798 | loss: 0.0310774 | val_loss: 0.0312188 | Time: 29786.2 ms [2021-12-12 15:41:09 main:574] : INFO : Epoch 1799 | loss: 0.0310745 | val_loss: 0.0312154 | Time: 32674.3 ms [2021-12-12 15:41:41 main:574] : INFO : Epoch 1800 | loss: 0.0310714 | val_loss: 0.0312283 | Time: 31857.8 ms [2021-12-12 15:42:13 main:574] : INFO : Epoch 1801 | loss: 0.0310661 | val_loss: 0.0312237 | Time: 31403 ms [2021-12-12 15:42:43 main:574] : INFO : Epoch 1802 | loss: 0.0310627 | val_loss: 0.0312345 | Time: 30666.4 ms [2021-12-12 15:43:20 main:574] : INFO : Epoch 1803 | loss: 0.0310612 | val_loss: 0.0312343 | Time: 36287.7 ms [2021-12-12 15:43:42 main:574] : INFO : Epoch 1804 | loss: 0.0310605 | val_loss: 0.0312312 | Time: 22520 ms [2021-12-12 15:44:03 main:574] : INFO : Epoch 1805 | loss: 0.0310581 | val_loss: 0.0312344 | Time: 20845.5 ms [2021-12-12 15:44:34 main:574] : INFO : Epoch 1806 | loss: 0.0310565 | val_loss: 0.0312289 | Time: 30474.1 ms [2021-12-12 15:44:54 main:574] : INFO : Epoch 1807 | loss: 0.0310554 | val_loss: 0.0312377 | Time: 19821.3 ms [2021-12-12 15:45:20 main:574] : INFO : Epoch 1808 | loss: 0.0310522 | val_loss: 0.0312345 | Time: 26259.8 ms [2021-12-12 15:45:39 main:574] : INFO : Epoch 1809 | loss: 0.0310492 | val_loss: 0.0312463 | Time: 18888.2 ms [2021-12-12 15:45:58 main:574] : INFO : Epoch 1810 | loss: 0.0310542 | val_loss: 0.031234 | Time: 18460.2 ms [2021-12-12 15:46:16 main:574] : INFO : Epoch 1811 | loss: 0.0310504 | val_loss: 0.0312378 | Time: 18578.5 ms [2021-12-12 15:46:34 main:574] : INFO : Epoch 1812 | loss: 0.0310475 | val_loss: 0.0312444 | Time: 17716.4 ms [2021-12-12 15:46:53 main:574] : INFO : Epoch 1813 | loss: 0.0310476 | val_loss: 0.0312557 | Time: 18804.8 ms [2021-12-12 15:47:12 main:574] : INFO : Epoch 1814 | loss: 0.0310462 | val_loss: 0.0312498 | Time: 18707.2 ms [2021-12-12 15:47:31 main:574] : INFO : Epoch 1815 | loss: 0.0310447 | val_loss: 0.0312537 | Time: 18613 ms [2021-12-12 15:47:49 main:574] : INFO : Epoch 1816 | loss: 0.0310401 | val_loss: 0.0312519 | Time: 18593.3 ms [2021-12-12 15:48:08 main:574] : INFO : Epoch 1817 | loss: 0.0310422 | val_loss: 0.0312346 | Time: 18509.1 ms [2021-12-12 15:48:27 main:574] : INFO : Epoch 1818 | loss: 0.0310441 | val_loss: 0.0312578 | Time: 18630.2 ms [2021-12-12 15:48:45 main:574] : INFO : Epoch 1819 | loss: 0.0310388 | val_loss: 0.0312565 | Time: 17830.7 ms [2021-12-12 15:49:03 main:574] : INFO : Epoch 1820 | loss: 0.031036 | val_loss: 0.0312551 | Time: 18810 ms [2021-12-12 15:49:22 main:574] : INFO : Epoch 1821 | loss: 0.031034 | val_loss: 0.03125 | Time: 18812.7 ms [2021-12-12 15:49:41 main:574] : INFO : Epoch 1822 | loss: 0.031039 | val_loss: 0.0312542 | Time: 18652.7 ms [2021-12-12 15:50:00 main:574] : INFO : Epoch 1823 | loss: 0.0310377 | val_loss: 0.0312488 | Time: 18364 ms [2021-12-12 15:50:18 main:574] : INFO : Epoch 1824 | loss: 0.0310363 | val_loss: 0.0312559 | Time: 18579.6 ms [2021-12-12 15:50:37 main:574] : INFO : Epoch 1825 | loss: 0.031032 | val_loss: 0.0312444 | Time: 18328.3 ms [2021-12-12 15:50:55 main:574] : INFO : Epoch 1826 | loss: 0.0310281 | val_loss: 0.0312559 | Time: 18065.2 ms [2021-12-12 15:51:14 main:574] : INFO : Epoch 1827 | loss: 0.0310253 | val_loss: 0.0312688 | Time: 18861.4 ms [2021-12-12 15:51:33 main:574] : INFO : Epoch 1828 | loss: 0.0310251 | val_loss: 0.0312586 | Time: 18757.4 ms [2021-12-12 15:51:52 main:574] : INFO : Epoch 1829 | loss: 0.0310349 | val_loss: 0.0312488 | Time: 18869.3 ms [2021-12-12 15:52:10 main:574] : INFO : Epoch 1830 | loss: 0.0310316 | val_loss: 0.0312651 | Time: 18517.4 ms [2021-12-12 15:52:29 main:574] : INFO : Epoch 1831 | loss: 0.0310494 | val_loss: 0.03125 | Time: 18736.4 ms [2021-12-12 15:52:48 main:574] : INFO : Epoch 1832 | loss: 0.0310361 | val_loss: 0.0312612 | Time: 18236.8 ms [2021-12-12 15:53:07 main:574] : INFO : Epoch 1833 | loss: 0.0310331 | val_loss: 0.0312545 | Time: 18931.5 ms [2021-12-12 15:53:25 main:574] : INFO : Epoch 1834 | loss: 0.0310271 | val_loss: 0.0312702 | Time: 18241.3 ms [2021-12-12 15:53:44 main:574] : INFO : Epoch 1835 | loss: 0.0310205 | val_loss: 0.0312706 | Time: 18478.7 ms [2021-12-12 15:54:02 main:574] : INFO : Epoch 1836 | loss: 0.0310163 | val_loss: 0.031264 | Time: 18130.6 ms [2021-12-12 15:54:21 main:574] : INFO : Epoch 1837 | loss: 0.0310166 | val_loss: 0.0312681 | Time: 18497.7 ms [2021-12-12 15:54:40 main:574] : INFO : Epoch 1838 | loss: 0.0310183 | val_loss: 0.0312769 | Time: 18964.9 ms [2021-12-12 15:54:59 main:574] : INFO : Epoch 1839 | loss: 0.0310181 | val_loss: 0.0312684 | Time: 18849.8 ms [2021-12-12 15:55:18 main:574] : INFO : Epoch 1840 | loss: 0.0310164 | val_loss: 0.0312722 | Time: 18746.1 ms [2021-12-12 15:55:35 main:574] : INFO : Epoch 1841 | loss: 0.0310128 | val_loss: 0.0312462 | Time: 17864.4 ms [2021-12-12 15:55:54 main:574] : INFO : Epoch 1842 | loss: 0.0310127 | val_loss: 0.0312967 | Time: 18880.9 ms [2021-12-12 15:56:13 main:574] : INFO : Epoch 1843 | loss: 0.0310071 | val_loss: 0.0312801 | Time: 18769.3 ms [2021-12-12 15:56:31 main:574] : INFO : Epoch 1844 | loss: 0.0310032 | val_loss: 0.0312701 | Time: 18041.8 ms [2021-12-12 15:56:50 main:574] : INFO : Epoch 1845 | loss: 0.0310068 | val_loss: 0.0312901 | Time: 18220.1 ms [2021-12-12 15:57:09 main:574] : INFO : Epoch 1846 | loss: 0.0310151 | val_loss: 0.0312826 | Time: 18661.3 ms [2021-12-12 15:57:27 main:574] : INFO : Epoch 1847 | loss: 0.031012 | val_loss: 0.0312894 | Time: 18505.2 ms [2021-12-12 15:57:45 main:574] : INFO : Epoch 1848 | loss: 0.0310094 | val_loss: 0.0312563 | Time: 18006.3 ms [2021-12-12 15:58:04 main:574] : INFO : Epoch 1849 | loss: 0.0310124 | val_loss: 0.031265 | Time: 18481.8 ms [2021-12-12 15:58:22 main:574] : INFO : Epoch 1850 | loss: 0.0310179 | val_loss: 0.0312924 | Time: 18222.7 ms [2021-12-12 15:58:41 main:574] : INFO : Epoch 1851 | loss: 0.0310129 | val_loss: 0.0312703 | Time: 18670.3 ms [2021-12-12 15:58:59 main:574] : INFO : Epoch 1852 | loss: 0.0310013 | val_loss: 0.0312878 | Time: 18291.4 ms [2021-12-12 15:59:18 main:574] : INFO : Epoch 1853 | loss: 0.0310019 | val_loss: 0.0312777 | Time: 18411.7 ms [2021-12-12 15:59:36 main:574] : INFO : Epoch 1854 | loss: 0.0310195 | val_loss: 0.0312798 | Time: 17889.4 ms [2021-12-12 15:59:55 main:574] : INFO : Epoch 1855 | loss: 0.0310079 | val_loss: 0.0312763 | Time: 18573.9 ms [2021-12-12 16:00:14 main:574] : INFO : Epoch 1856 | loss: 0.0310105 | val_loss: 0.0312504 | Time: 18948.2 ms [2021-12-12 16:00:32 main:574] : INFO : Epoch 1857 | loss: 0.0310152 | val_loss: 0.0312817 | Time: 18509.8 ms [2021-12-12 16:00:52 main:574] : INFO : Epoch 1858 | loss: 0.0310155 | val_loss: 0.031273 | Time: 19085.1 ms [2021-12-12 16:01:16 main:574] : INFO : Epoch 1859 | loss: 0.0310092 | val_loss: 0.0312508 | Time: 24065 ms [2021-12-12 16:01:42 main:574] : INFO : Epoch 1860 | loss: 0.0310176 | val_loss: 0.0312733 | Time: 26201.3 ms [2021-12-12 16:02:11 main:574] : INFO : Epoch 1861 | loss: 0.0310095 | val_loss: 0.0312843 | Time: 28746.5 ms [2021-12-12 16:02:38 main:574] : INFO : Epoch 1862 | loss: 0.0310085 | val_loss: 0.0312707 | Time: 27041.9 ms [2021-12-12 16:03:05 main:574] : INFO : Epoch 1863 | loss: 0.03101 | val_loss: 0.031271 | Time: 26918.3 ms [2021-12-12 16:03:35 main:574] : INFO : Epoch 1864 | loss: 0.0310144 | val_loss: 0.0312533 | Time: 29231.1 ms [2021-12-12 16:04:05 main:574] : INFO : Epoch 1865 | loss: 0.0310102 | val_loss: 0.0312831 | Time: 30477 ms [2021-12-12 16:04:35 main:574] : INFO : Epoch 1866 | loss: 0.0310007 | val_loss: 0.0312649 | Time: 29306 ms [2021-12-12 16:05:04 main:574] : INFO : Epoch 1867 | loss: 0.0310068 | val_loss: 0.0312733 | Time: 29323 ms [2021-12-12 16:05:31 main:574] : INFO : Epoch 1868 | loss: 0.0310095 | val_loss: 0.0312797 | Time: 26520.7 ms [2021-12-12 16:05:57 main:574] : INFO : Epoch 1869 | loss: 0.0310093 | val_loss: 0.0312776 | Time: 26030.9 ms [2021-12-12 16:06:26 main:574] : INFO : Epoch 1870 | loss: 0.0310078 | val_loss: 0.0312636 | Time: 29066.4 ms [2021-12-12 16:06:55 main:574] : INFO : Epoch 1871 | loss: 0.0310105 | val_loss: 0.0312714 | Time: 29089.6 ms [2021-12-12 16:07:26 main:574] : INFO : Epoch 1872 | loss: 0.0310101 | val_loss: 0.0312767 | Time: 30426.9 ms [2021-12-12 16:07:56 main:574] : INFO : Epoch 1873 | loss: 0.0310066 | val_loss: 0.0313024 | Time: 30107.8 ms [2021-12-12 16:08:26 main:574] : INFO : Epoch 1874 | loss: 0.0310054 | val_loss: 0.0312766 | Time: 29796.5 ms [2021-12-12 16:08:56 main:574] : INFO : Epoch 1875 | loss: 0.0310072 | val_loss: 0.0312589 | Time: 29830.1 ms [2021-12-12 16:09:24 main:574] : INFO : Epoch 1876 | loss: 0.0310112 | val_loss: 0.0312654 | Time: 27930.8 ms [2021-12-12 16:09:53 main:574] : INFO : Epoch 1877 | loss: 0.0310058 | val_loss: 0.0313012 | Time: 28902.8 ms [2021-12-12 16:10:24 main:574] : INFO : Epoch 1878 | loss: 0.0309992 | val_loss: 0.0312792 | Time: 30886.9 ms [2021-12-12 16:10:53 main:574] : INFO : Epoch 1879 | loss: 0.0309947 | val_loss: 0.0312825 | Time: 29344.7 ms [2021-12-12 16:11:24 main:574] : INFO : Epoch 1880 | loss: 0.0310052 | val_loss: 0.0312677 | Time: 30303.2 ms [2021-12-12 16:11:54 main:574] : INFO : Epoch 1881 | loss: 0.0310196 | val_loss: 0.0312866 | Time: 29545.1 ms [2021-12-12 16:12:19 main:574] : INFO : Epoch 1882 | loss: 0.0310084 | val_loss: 0.0312635 | Time: 25171.6 ms [2021-12-12 16:12:47 main:574] : INFO : Epoch 1883 | loss: 0.0310036 | val_loss: 0.03129 | Time: 28058.2 ms [2021-12-12 16:13:16 main:574] : INFO : Epoch 1884 | loss: 0.0309976 | val_loss: 0.0312917 | Time: 28166.8 ms [2021-12-12 16:13:46 main:574] : INFO : Epoch 1885 | loss: 0.0309944 | val_loss: 0.0312955 | Time: 30059.4 ms [2021-12-12 16:14:13 main:574] : INFO : Epoch 1886 | loss: 0.0309986 | val_loss: 0.0313064 | Time: 26847 ms [2021-12-12 16:14:42 main:574] : INFO : Epoch 1887 | loss: 0.0310047 | val_loss: 0.031288 | Time: 29188.1 ms [2021-12-12 16:15:09 main:574] : INFO : Epoch 1888 | loss: 0.0310025 | val_loss: 0.0312771 | Time: 27214.1 ms [2021-12-12 16:15:37 main:574] : INFO : Epoch 1889 | loss: 0.0310053 | val_loss: 0.0312871 | Time: 27373.1 ms [2021-12-12 16:16:06 main:574] : INFO : Epoch 1890 | loss: 0.0310099 | val_loss: 0.0312765 | Time: 28567.9 ms [2021-12-12 16:16:33 main:574] : INFO : Epoch 1891 | loss: 0.0309948 | val_loss: 0.0313161 | Time: 26533.2 ms [2021-12-12 16:17:01 main:574] : INFO : Epoch 1892 | loss: 0.0309958 | val_loss: 0.031274 | Time: 27858.9 ms [2021-12-12 16:17:27 main:574] : INFO : Epoch 1893 | loss: 0.030999 | val_loss: 0.0312754 | Time: 26750.3 ms [2021-12-12 16:17:57 main:574] : INFO : Epoch 1894 | loss: 0.0310067 | val_loss: 0.0312884 | Time: 29164.9 ms [2021-12-12 16:18:23 main:574] : INFO : Epoch 1895 | loss: 0.0310037 | val_loss: 0.0312691 | Time: 26062.4 ms [2021-12-12 16:18:50 main:574] : INFO : Epoch 1896 | loss: 0.0309962 | val_loss: 0.0312781 | Time: 26685.7 ms [2021-12-12 16:19:21 main:574] : INFO : Epoch 1897 | loss: 0.0310053 | val_loss: 0.0312548 | Time: 31410 ms [2021-12-12 16:19:48 main:574] : INFO : Epoch 1898 | loss: 0.0310035 | val_loss: 0.0313009 | Time: 26124.9 ms [2021-12-12 16:20:18 main:574] : INFO : Epoch 1899 | loss: 0.0310006 | val_loss: 0.0312715 | Time: 29874 ms [2021-12-12 16:20:47 main:574] : INFO : Epoch 1900 | loss: 0.031004 | val_loss: 0.0312998 | Time: 29431.3 ms [2021-12-12 16:21:16 main:574] : INFO : Epoch 1901 | loss: 0.0310009 | val_loss: 0.0312848 | Time: 28902.8 ms [2021-12-12 16:21:47 main:574] : INFO : Epoch 1902 | loss: 0.0310115 | val_loss: 0.0312593 | Time: 30758.9 ms [2021-12-12 16:22:17 main:574] : INFO : Epoch 1903 | loss: 0.0310055 | val_loss: 0.0312921 | Time: 29393.8 ms [2021-12-12 16:22:43 main:574] : INFO : Epoch 1904 | loss: 0.0309971 | val_loss: 0.0312843 | Time: 26464.5 ms [2021-12-12 16:23:09 main:574] : INFO : Epoch 1905 | loss: 0.0309953 | val_loss: 0.0312901 | Time: 26156.5 ms [2021-12-12 16:23:38 main:574] : INFO : Epoch 1906 | loss: 0.0310004 | val_loss: 0.0312644 | Time: 28490.5 ms [2021-12-12 16:24:07 main:574] : INFO : Epoch 1907 | loss: 0.0309963 | val_loss: 0.0313018 | Time: 29058.2 ms [2021-12-12 16:24:36 main:574] : INFO : Epoch 1908 | loss: 0.0310015 | val_loss: 0.0312724 | Time: 28411.4 ms [2021-12-12 16:25:06 main:574] : INFO : Epoch 1909 | loss: 0.031001 | val_loss: 0.0312759 | Time: 29879.4 ms [2021-12-12 16:25:36 main:574] : INFO : Epoch 1910 | loss: 0.0310052 | val_loss: 0.0312852 | Time: 29197.6 ms [2021-12-12 16:26:05 main:574] : INFO : Epoch 1911 | loss: 0.0310013 | val_loss: 0.0312934 | Time: 28925.3 ms [2021-12-12 16:26:32 main:574] : INFO : Epoch 1912 | loss: 0.0309989 | val_loss: 0.0312849 | Time: 27130.4 ms [2021-12-12 16:26:59 main:574] : INFO : Epoch 1913 | loss: 0.031001 | val_loss: 0.0312756 | Time: 26497.5 ms [2021-12-12 16:27:27 main:574] : INFO : Epoch 1914 | loss: 0.0310024 | val_loss: 0.0312746 | Time: 28741.2 ms [2021-12-12 16:27:57 main:574] : INFO : Epoch 1915 | loss: 0.0309987 | val_loss: 0.0313052 | Time: 29638.1 ms [2021-12-12 16:28:24 main:574] : INFO : Epoch 1916 | loss: 0.0309979 | val_loss: 0.0312704 | Time: 26553.7 ms [2021-12-12 16:28:54 main:574] : INFO : Epoch 1917 | loss: 0.0309976 | val_loss: 0.0312972 | Time: 29800.4 ms [2021-12-12 16:29:20 main:574] : INFO : Epoch 1918 | loss: 0.0310143 | val_loss: 0.0312817 | Time: 26230.6 ms [2021-12-12 16:29:49 main:574] : INFO : Epoch 1919 | loss: 0.0310129 | val_loss: 0.0312798 | Time: 28570.4 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2021-12-12 16:41:22 main:435] : INFO : Set logging level to 1 [2021-12-12 16:41:22 main:441] : INFO : Running in BOINC Client mode [2021-12-12 16:41:22 main:444] : INFO : Resolving all filenames [2021-12-12 16:41:23 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 16:41:23 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 16:41:23 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 16:41:24 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 16:41:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 16:41:24 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 16:41:24 main:474] : INFO : Configuration: [2021-12-12 16:41:24 main:475] : INFO : Model type: GRU [2021-12-12 16:41:25 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 16:41:25 main:477] : INFO : Max Epochs: 2048 [2021-12-12 16:41:25 main:478] : INFO : Batch Size: 128 [2021-12-12 16:41:25 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 16:41:25 main:480] : INFO : Patience: 10 [2021-12-12 16:41:26 main:481] : INFO : Hidden Width: 12 [2021-12-12 16:41:26 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 16:41:26 main:483] : INFO : # Backend Layers: 4 [2021-12-12 16:41:26 main:484] : INFO : # Threads: 1 [2021-12-12 16:41:26 main:486] : INFO : Preparing Dataset [2021-12-12 16:41:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 16:41:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 16:41:41 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 16:41:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 16:41:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 16:41:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 16:41:43 main:494] : INFO : Creating Model [2021-12-12 16:41:43 main:507] : INFO : Preparing config file [2021-12-12 16:41:43 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 16:41:43 main:512] : INFO : Loading config [2021-12-12 16:41:44 main:514] : INFO : Loading state [2021-12-12 16:41:48 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 16:41:48 main:562] : INFO : Starting Training [2021-12-12 16:42:24 main:574] : INFO : Epoch 1897 | loss: 0.0312594 | val_loss: 0.0312236 | Time: 35201.9 ms [2021-12-12 16:42:57 main:574] : INFO : Epoch 1898 | loss: 0.0310741 | val_loss: 0.0312612 | Time: 32830.5 ms [2021-12-12 16:43:29 main:574] : INFO : Epoch 1899 | loss: 0.0310192 | val_loss: 0.0312792 | Time: 31914.8 ms [2021-12-12 16:44:04 main:574] : INFO : Epoch 1900 | loss: 0.0310087 | val_loss: 0.0312627 | Time: 34634.4 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2021-12-12 16:57:07 main:435] : INFO : Set logging level to 1 [2021-12-12 16:57:07 main:441] : INFO : Running in BOINC Client mode [2021-12-12 16:57:07 main:444] : INFO : Resolving all filenames [2021-12-12 16:57:07 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 16:57:07 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 16:57:07 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 16:57:08 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 16:57:08 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 16:57:08 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 16:57:08 main:474] : INFO : Configuration: [2021-12-12 16:57:08 main:475] : INFO : Model type: GRU [2021-12-12 16:57:08 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 16:57:08 main:477] : INFO : Max Epochs: 2048 [2021-12-12 16:57:08 main:478] : INFO : Batch Size: 128 [2021-12-12 16:57:08 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 16:57:08 main:480] : INFO : Patience: 10 [2021-12-12 16:57:08 main:481] : INFO : Hidden Width: 12 [2021-12-12 16:57:08 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 16:57:09 main:483] : INFO : # Backend Layers: 4 [2021-12-12 16:57:09 main:484] : INFO : # Threads: 1 [2021-12-12 16:57:09 main:486] : INFO : Preparing Dataset [2021-12-12 16:57:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 16:57:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 16:57:19 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 16:57:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 16:57:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 16:57:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 16:57:20 main:494] : INFO : Creating Model [2021-12-12 16:57:20 main:507] : INFO : Preparing config file [2021-12-12 16:57:20 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 16:57:20 main:512] : INFO : Loading config [2021-12-12 16:57:20 main:514] : INFO : Loading state [2021-12-12 16:57:27 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 16:57:27 main:562] : INFO : Starting Training [2021-12-12 16:57:51 main:574] : INFO : Epoch 1897 | loss: 0.0312196 | val_loss: 0.0312928 | Time: 23731.1 ms [2021-12-12 16:58:20 main:574] : INFO : Epoch 1898 | loss: 0.0310505 | val_loss: 0.0312742 | Time: 29163.2 ms [2021-12-12 16:58:40 main:574] : INFO : Epoch 1899 | loss: 0.0310165 | val_loss: 0.0312705 | Time: 20312.5 ms [2021-12-12 16:59:01 main:574] : INFO : Epoch 1900 | loss: 0.031008 | val_loss: 0.0312575 | Time: 20579.4 ms [2021-12-12 16:59:27 main:574] : INFO : Epoch 1901 | loss: 0.0309961 | val_loss: 0.0313087 | Time: 25539.3 ms [2021-12-12 16:59:51 main:574] : INFO : Epoch 1902 | loss: 0.030996 | val_loss: 0.031263 | Time: 24320.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2021-12-12 17:02:19 main:435] : INFO : Set logging level to 1 [2021-12-12 17:02:19 main:441] : INFO : Running in BOINC Client mode [2021-12-12 17:02:19 main:444] : INFO : Resolving all filenames [2021-12-12 17:02:19 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 17:02:19 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 17:02:19 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 17:02:19 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 17:02:19 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 17:02:19 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 17:02:19 main:474] : INFO : Configuration: [2021-12-12 17:02:19 main:475] : INFO : Model type: GRU [2021-12-12 17:02:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 17:02:20 main:477] : INFO : Max Epochs: 2048 [2021-12-12 17:02:20 main:478] : INFO : Batch Size: 128 [2021-12-12 17:02:20 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 17:02:20 main:480] : INFO : Patience: 10 [2021-12-12 17:02:20 main:481] : INFO : Hidden Width: 12 [2021-12-12 17:02:20 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 17:02:20 main:483] : INFO : # Backend Layers: 4 [2021-12-12 17:02:20 main:484] : INFO : # Threads: 1 [2021-12-12 17:02:20 main:486] : INFO : Preparing Dataset [2021-12-12 17:02:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 17:02:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 17:02:32 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 17:02:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 17:02:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 17:02:33 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 17:02:33 main:494] : INFO : Creating Model [2021-12-12 17:02:33 main:507] : INFO : Preparing config file [2021-12-12 17:02:33 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 17:02:33 main:512] : INFO : Loading config [2021-12-12 17:02:33 main:514] : INFO : Loading state [2021-12-12 17:02:40 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 17:02:41 main:562] : INFO : Starting Training [2021-12-12 17:03:20 main:574] : INFO : Epoch 1897 | loss: 0.0312162 | val_loss: 0.0313058 | Time: 39327.3 ms [2021-12-12 17:03:52 main:574] : INFO : Epoch 1898 | loss: 0.0310449 | val_loss: 0.0312542 | Time: 31961.4 ms [2021-12-12 17:04:28 main:574] : INFO : Epoch 1899 | loss: 0.031016 | val_loss: 0.0312953 | Time: 35480.6 ms [2021-12-12 17:05:01 main:574] : INFO : Epoch 1900 | loss: 0.0310023 | val_loss: 0.0312767 | Time: 33301 ms [2021-12-12 17:05:36 main:574] : INFO : Epoch 1901 | loss: 0.0310059 | val_loss: 0.0312684 | Time: 34972.5 ms [2021-12-12 17:06:10 main:574] : INFO : Epoch 1902 | loss: 0.0310049 | val_loss: 0.0312891 | Time: 33805.8 ms [2021-12-12 17:06:46 main:574] : INFO : Epoch 1903 | loss: 0.0309997 | val_loss: 0.0312768 | Time: 35601 ms [2021-12-12 17:07:22 main:574] : INFO : Epoch 1904 | loss: 0.0309992 | val_loss: 0.0313107 | Time: 36286.7 ms [2021-12-12 17:08:01 main:574] : INFO : Epoch 1905 | loss: 0.0309964 | val_loss: 0.0312679 | Time: 38805.2 ms [2021-12-12 17:08:35 main:574] : INFO : Epoch 1906 | loss: 0.0310057 | val_loss: 0.031266 | Time: 33753.3 ms [2021-12-12 17:09:10 main:574] : INFO : Epoch 1907 | loss: 0.0310016 | val_loss: 0.0312689 | Time: 34914.8 ms [2021-12-12 17:09:42 main:574] : INFO : Epoch 1908 | loss: 0.0310222 | val_loss: 0.0312626 | Time: 31904.3 ms [2021-12-12 17:10:13 main:574] : INFO : Epoch 1909 | loss: 0.0310618 | val_loss: 0.0312384 | Time: 31035.5 ms [2021-12-12 17:10:49 main:574] : INFO : Epoch 1910 | loss: 0.0310262 | val_loss: 0.0312751 | Time: 35956.9 ms [2021-12-12 17:11:22 main:574] : INFO : Epoch 1911 | loss: 0.0310075 | val_loss: 0.0313044 | Time: 32394.7 ms [2021-12-12 17:11:55 main:574] : INFO : Epoch 1912 | loss: 0.0309934 | val_loss: 0.0312686 | Time: 32836.8 ms [2021-12-12 17:12:30 main:574] : INFO : Epoch 1913 | loss: 0.031002 | val_loss: 0.0312715 | Time: 35265.7 ms [2021-12-12 17:13:02 main:574] : INFO : Epoch 1914 | loss: 0.0310122 | val_loss: 0.0313026 | Time: 32014.9 ms [2021-12-12 17:13:36 main:574] : INFO : Epoch 1915 | loss: 0.0310057 | val_loss: 0.0312849 | Time: 33111.8 ms [2021-12-12 17:14:09 main:574] : INFO : Epoch 1916 | loss: 0.0310269 | val_loss: 0.0312838 | Time: 33403.9 ms [2021-12-12 17:14:41 main:574] : INFO : Epoch 1917 | loss: 0.0310107 | val_loss: 0.0312721 | Time: 31673.3 ms [2021-12-12 17:15:13 main:574] : INFO : Epoch 1918 | loss: 0.0310009 | val_loss: 0.0312517 | Time: 32108.7 ms [2021-12-12 17:15:53 main:574] : INFO : Epoch 1919 | loss: 0.0309992 | val_loss: 0.0312836 | Time: 39469.1 ms [2021-12-12 17:16:26 main:574] : INFO : Epoch 1920 | loss: 0.0309934 | val_loss: 0.0312794 | Time: 32375.4 ms [2021-12-12 17:17:01 main:574] : INFO : Epoch 1921 | loss: 0.0310021 | val_loss: 0.031289 | Time: 35269.7 ms [2021-12-12 17:17:32 main:574] : INFO : Epoch 1922 | loss: 0.0309973 | val_loss: 0.0312841 | Time: 31236.3 ms [2021-12-12 17:18:05 main:574] : INFO : Epoch 1923 | loss: 0.0310048 | val_loss: 0.0312916 | Time: 32847.7 ms [2021-12-12 17:18:40 main:574] : INFO : Epoch 1924 | loss: 0.0310027 | val_loss: 0.031269 | Time: 34921.5 ms [2021-12-12 17:19:12 main:574] : INFO : Epoch 1925 | loss: 0.0309954 | val_loss: 0.0312983 | Time: 32144 ms [2021-12-12 17:19:44 main:574] : INFO : Epoch 1926 | loss: 0.0310005 | val_loss: 0.0312928 | Time: 31643.4 ms [2021-12-12 17:20:20 main:574] : INFO : Epoch 1927 | loss: 0.0309969 | val_loss: 0.0312922 | Time: 35522.5 ms [2021-12-12 17:20:53 main:574] : INFO : Epoch 1928 | loss: 0.0310018 | val_loss: 0.0312701 | Time: 32653.1 ms [2021-12-12 17:21:26 main:574] : INFO : Epoch 1929 | loss: 0.0309969 | val_loss: 0.0312891 | Time: 33640.3 ms [2021-12-12 17:22:01 main:574] : INFO : Epoch 1930 | loss: 0.0309936 | val_loss: 0.0312812 | Time: 34224.1 ms [2021-12-12 17:22:33 main:574] : INFO : Epoch 1931 | loss: 0.0309902 | val_loss: 0.0312719 | Time: 32439.3 ms [2021-12-12 17:23:12 main:574] : INFO : Epoch 1932 | loss: 0.0309934 | val_loss: 0.0313144 | Time: 38795.2 ms [2021-12-12 17:23:45 main:574] : INFO : Epoch 1933 | loss: 0.0309909 | val_loss: 0.0312985 | Time: 33237.7 ms [2021-12-12 17:24:22 main:574] : INFO : Epoch 1934 | loss: 0.030994 | val_loss: 0.0312853 | Time: 36219.7 ms [2021-12-12 17:24:54 main:574] : INFO : Epoch 1935 | loss: 0.0310243 | val_loss: 0.0312558 | Time: 31992.3 ms [2021-12-12 17:25:29 main:574] : INFO : Epoch 1936 | loss: 0.0310235 | val_loss: 0.0312713 | Time: 35001.8 ms [2021-12-12 17:26:02 main:574] : INFO : Epoch 1937 | loss: 0.0309991 | val_loss: 0.0312939 | Time: 33084.3 ms [2021-12-12 17:26:33 main:574] : INFO : Epoch 1938 | loss: 0.0309983 | val_loss: 0.0312792 | Time: 31091.5 ms [2021-12-12 17:27:08 main:574] : INFO : Epoch 1939 | loss: 0.0309953 | val_loss: 0.0312774 | Time: 34910.4 ms [2021-12-12 17:27:43 main:574] : INFO : Epoch 1940 | loss: 0.0309897 | val_loss: 0.0312845 | Time: 33757.7 ms [2021-12-12 17:28:14 main:574] : INFO : Epoch 1941 | loss: 0.0309954 | val_loss: 0.0312874 | Time: 31719.1 ms [2021-12-12 17:28:49 main:574] : INFO : Epoch 1942 | loss: 0.0310021 | val_loss: 0.0313038 | Time: 34258.1 ms [2021-12-12 17:29:22 main:574] : INFO : Epoch 1943 | loss: 0.0309975 | val_loss: 0.0312779 | Time: 33380.8 ms [2021-12-12 17:29:54 main:574] : INFO : Epoch 1944 | loss: 0.0309973 | val_loss: 0.0312713 | Time: 31720.7 ms [2021-12-12 17:30:24 main:574] : INFO : Epoch 1945 | loss: 0.0309925 | val_loss: 0.0312944 | Time: 30170 ms [2021-12-12 17:31:02 main:574] : INFO : Epoch 1946 | loss: 0.030998 | val_loss: 0.0312627 | Time: 37667.8 ms [2021-12-12 17:31:44 main:574] : INFO : Epoch 1947 | loss: 0.0309955 | val_loss: 0.0312945 | Time: 41488.6 ms [2021-12-12 17:32:14 main:574] : INFO : Epoch 1948 | loss: 0.0309987 | val_loss: 0.0313048 | Time: 29857.1 ms [2021-12-12 17:32:48 main:574] : INFO : Epoch 1949 | loss: 0.0310044 | val_loss: 0.031277 | Time: 33943.6 ms [2021-12-12 17:33:11 main:574] : INFO : Epoch 1950 | loss: 0.0309973 | val_loss: 0.0312813 | Time: 22695.2 ms [2021-12-12 17:33:31 main:574] : INFO : Epoch 1951 | loss: 0.0309943 | val_loss: 0.031291 | Time: 20509.1 ms [2021-12-12 17:33:51 main:574] : INFO : Epoch 1952 | loss: 0.030998 | val_loss: 0.0312757 | Time: 19793.5 ms [2021-12-12 17:34:10 main:574] : INFO : Epoch 1953 | loss: 0.0310009 | val_loss: 0.0312714 | Time: 18957.2 ms [2021-12-12 17:34:30 main:574] : INFO : Epoch 1954 | loss: 0.0310002 | val_loss: 0.0312761 | Time: 19655.7 ms [2021-12-12 17:34:49 main:574] : INFO : Epoch 1955 | loss: 0.0309993 | val_loss: 0.0312804 | Time: 19077.8 ms [2021-12-12 17:35:09 main:574] : INFO : Epoch 1956 | loss: 0.0309985 | val_loss: 0.0313008 | Time: 19384.3 ms [2021-12-12 17:35:28 main:574] : INFO : Epoch 1957 | loss: 0.0310093 | val_loss: 0.0312953 | Time: 19463.5 ms [2021-12-12 17:35:48 main:574] : INFO : Epoch 1958 | loss: 0.0310014 | val_loss: 0.0313045 | Time: 19406.6 ms [2021-12-12 17:36:08 main:574] : INFO : Epoch 1959 | loss: 0.0309964 | val_loss: 0.031282 | Time: 20121.5 ms [2021-12-12 17:36:28 main:574] : INFO : Epoch 1960 | loss: 0.0310034 | val_loss: 0.0312969 | Time: 19564 ms [2021-12-12 17:36:47 main:574] : INFO : Epoch 1961 | loss: 0.0309947 | val_loss: 0.0312788 | Time: 18969.8 ms [2021-12-12 17:37:09 main:574] : INFO : Epoch 1962 | loss: 0.0310137 | val_loss: 0.0313059 | Time: 21865.1 ms [2021-12-12 17:37:29 main:574] : INFO : Epoch 1963 | loss: 0.0310119 | val_loss: 0.0312675 | Time: 19868.3 ms [2021-12-12 17:37:48 main:574] : INFO : Epoch 1964 | loss: 0.0310051 | val_loss: 0.0312662 | Time: 19595.4 ms [2021-12-12 17:38:13 main:574] : INFO : Epoch 1965 | loss: 0.0309984 | val_loss: 0.0312756 | Time: 24987.4 ms [2021-12-12 17:38:33 main:574] : INFO : Epoch 1966 | loss: 0.0310073 | val_loss: 0.0312719 | Time: 19763.7 ms [2021-12-12 17:38:52 main:574] : INFO : Epoch 1967 | loss: 0.0309958 | val_loss: 0.0312932 | Time: 19103.2 ms [2021-12-12 17:39:12 main:574] : INFO : Epoch 1968 | loss: 0.0309877 | val_loss: 0.0312769 | Time: 19376.7 ms [2021-12-12 17:39:32 main:574] : INFO : Epoch 1969 | loss: 0.0309889 | val_loss: 0.0312767 | Time: 20249.4 ms [2021-12-12 17:39:52 main:574] : INFO : Epoch 1970 | loss: 0.0309945 | val_loss: 0.0312674 | Time: 19858.7 ms [2021-12-12 17:40:12 main:574] : INFO : Epoch 1971 | loss: 0.0310173 | val_loss: 0.0313013 | Time: 19305 ms [2021-12-12 17:40:32 main:574] : INFO : Epoch 1972 | loss: 0.0310055 | val_loss: 0.0312939 | Time: 20372 ms [2021-12-12 17:40:52 main:574] : INFO : Epoch 1973 | loss: 0.0309999 | val_loss: 0.0312805 | Time: 19378.3 ms [2021-12-12 17:41:11 main:574] : INFO : Epoch 1974 | loss: 0.0309947 | val_loss: 0.0312836 | Time: 19089 ms [2021-12-12 17:41:31 main:574] : INFO : Epoch 1975 | loss: 0.0309997 | val_loss: 0.0312935 | Time: 20067.4 ms [2021-12-12 17:41:51 main:574] : INFO : Epoch 1976 | loss: 0.0309958 | val_loss: 0.0312997 | Time: 19924.4 ms [2021-12-12 17:42:11 main:574] : INFO : Epoch 1977 | loss: 0.0309896 | val_loss: 0.0312903 | Time: 19410 ms [2021-12-12 17:42:30 main:574] : INFO : Epoch 1978 | loss: 0.0309958 | val_loss: 0.0312921 | Time: 19117.6 ms [2021-12-12 17:42:55 main:574] : INFO : Epoch 1979 | loss: 0.0309949 | val_loss: 0.031297 | Time: 25429.1 ms [2021-12-12 17:43:15 main:574] : INFO : Epoch 1980 | loss: 0.0309988 | val_loss: 0.0312884 | Time: 19470.4 ms [2021-12-12 17:43:35 main:574] : INFO : Epoch 1981 | loss: 0.0309988 | val_loss: 0.0313034 | Time: 19996.2 ms [2021-12-12 17:43:55 main:574] : INFO : Epoch 1982 | loss: 0.030996 | val_loss: 0.0312942 | Time: 19494.4 ms [2021-12-12 17:44:14 main:574] : INFO : Epoch 1983 | loss: 0.0309933 | val_loss: 0.0312739 | Time: 19210.2 ms [2021-12-12 17:44:33 main:574] : INFO : Epoch 1984 | loss: 0.031 | val_loss: 0.0312674 | Time: 19595.2 ms [2021-12-12 17:44:54 main:574] : INFO : Epoch 1985 | loss: 0.0309969 | val_loss: 0.0312974 | Time: 20068.5 ms [2021-12-12 17:45:13 main:574] : INFO : Epoch 1986 | loss: 0.0309979 | val_loss: 0.0312868 | Time: 19706.7 ms [2021-12-12 17:45:32 main:574] : INFO : Epoch 1987 | loss: 0.0309922 | val_loss: 0.0312807 | Time: 18949.7 ms [2021-12-12 17:45:52 main:574] : INFO : Epoch 1988 | loss: 0.0309992 | val_loss: 0.0312794 | Time: 19488.7 ms [2021-12-12 17:46:12 main:574] : INFO : Epoch 1989 | loss: 0.0309961 | val_loss: 0.0312752 | Time: 19984.1 ms [2021-12-12 17:46:33 main:574] : INFO : Epoch 1990 | loss: 0.0309956 | val_loss: 0.0312657 | Time: 20892.4 ms [2021-12-12 17:46:54 main:574] : INFO : Epoch 1991 | loss: 0.0310001 | val_loss: 0.0312761 | Time: 20585.1 ms [2021-12-12 17:47:14 main:574] : INFO : Epoch 1992 | loss: 0.0309992 | val_loss: 0.0312812 | Time: 19841.5 ms [2021-12-12 17:47:34 main:574] : INFO : Epoch 1993 | loss: 0.0310026 | val_loss: 0.0312747 | Time: 19849.3 ms [2021-12-12 17:47:53 main:574] : INFO : Epoch 1994 | loss: 0.030996 | val_loss: 0.0312792 | Time: 19211.4 ms [2021-12-12 17:48:13 main:574] : INFO : Epoch 1995 | loss: 0.0309958 | val_loss: 0.0313017 | Time: 19380.5 ms [2021-12-12 17:48:33 main:574] : INFO : Epoch 1996 | loss: 0.0310031 | val_loss: 0.0312857 | Time: 19788.5 ms [2021-12-12 17:48:52 main:574] : INFO : Epoch 1997 | loss: 0.0310037 | val_loss: 0.0312769 | Time: 19633 ms [2021-12-12 17:49:12 main:574] : INFO : Epoch 1998 | loss: 0.0309894 | val_loss: 0.0312944 | Time: 19052.4 ms [2021-12-12 17:49:31 main:574] : INFO : Epoch 1999 | loss: 0.0309899 | val_loss: 0.0312984 | Time: 19690.5 ms [2021-12-12 17:49:51 main:574] : INFO : Epoch 2000 | loss: 0.0309947 | val_loss: 0.0312945 | Time: 19117.2 ms [2021-12-12 17:50:10 main:574] : INFO : Epoch 2001 | loss: 0.031006 | val_loss: 0.031272 | Time: 19400.1 ms [2021-12-12 17:50:30 main:574] : INFO : Epoch 2002 | loss: 0.031011 | val_loss: 0.0312736 | Time: 19755.5 ms [2021-12-12 17:50:50 main:574] : INFO : Epoch 2003 | loss: 0.0310096 | val_loss: 0.0312684 | Time: 19903.5 ms [2021-12-12 17:51:10 main:574] : INFO : Epoch 2004 | loss: 0.0310018 | val_loss: 0.0312758 | Time: 19733.4 ms [2021-12-12 17:51:29 main:574] : INFO : Epoch 2005 | loss: 0.0309964 | val_loss: 0.0312638 | Time: 19198.5 ms [2021-12-12 17:51:49 main:574] : INFO : Epoch 2006 | loss: 0.0310001 | val_loss: 0.0312863 | Time: 20022.3 ms [2021-12-12 17:52:08 main:574] : INFO : Epoch 2007 | loss: 0.0309976 | val_loss: 0.0312899 | Time: 19190.5 ms [2021-12-12 17:52:27 main:574] : INFO : Epoch 2008 | loss: 0.0310034 | val_loss: 0.0312673 | Time: 18859.8 ms [2021-12-12 17:52:47 main:574] : INFO : Epoch 2009 | loss: 0.031007 | val_loss: 0.0312913 | Time: 19309.7 ms [2021-12-12 17:53:07 main:574] : INFO : Epoch 2010 | loss: 0.0309991 | val_loss: 0.03126 | Time: 20577.5 ms [2021-12-12 17:53:26 main:574] : INFO : Epoch 2011 | loss: 0.0309977 | val_loss: 0.0312506 | Time: 19080.7 ms [2021-12-12 17:53:46 main:574] : INFO : Epoch 2012 | loss: 0.0309989 | val_loss: 0.031267 | Time: 19188.3 ms [2021-12-12 17:54:06 main:574] : INFO : Epoch 2013 | loss: 0.0310018 | val_loss: 0.0312787 | Time: 20166.4 ms [2021-12-12 17:54:25 main:574] : INFO : Epoch 2014 | loss: 0.0309992 | val_loss: 0.0313066 | Time: 19363.8 ms [2021-12-12 17:54:45 main:574] : INFO : Epoch 2015 | loss: 0.0309935 | val_loss: 0.0312844 | Time: 20008.3 ms [2021-12-12 17:55:05 main:574] : INFO : Epoch 2016 | loss: 0.0309997 | val_loss: 0.0312839 | Time: 19842.4 ms [2021-12-12 17:55:25 main:574] : INFO : Epoch 2017 | loss: 0.0309986 | val_loss: 0.0312788 | Time: 19363.2 ms [2021-12-12 17:55:44 main:574] : INFO : Epoch 2018 | loss: 0.0310023 | val_loss: 0.0312738 | Time: 19530.9 ms [2021-12-12 17:56:04 main:574] : INFO : Epoch 2019 | loss: 0.0309993 | val_loss: 0.0312539 | Time: 19759 ms [2021-12-12 17:56:24 main:574] : INFO : Epoch 2020 | loss: 0.0310004 | val_loss: 0.0312907 | Time: 19823.7 ms [2021-12-12 17:56:43 main:574] : INFO : Epoch 2021 | loss: 0.0309949 | val_loss: 0.0312737 | Time: 19062.5 ms [2021-12-12 17:57:03 main:574] : INFO : Epoch 2022 | loss: 0.0309969 | val_loss: 0.0312881 | Time: 19571.4 ms [2021-12-12 17:57:24 main:574] : INFO : Epoch 2023 | loss: 0.0309967 | val_loss: 0.0312816 | Time: 20971.7 ms [2021-12-12 17:57:43 main:574] : INFO : Epoch 2024 | loss: 0.0309947 | val_loss: 0.0312991 | Time: 19348.2 ms [2021-12-12 17:58:03 main:574] : INFO : Epoch 2025 | loss: 0.0309993 | val_loss: 0.0312766 | Time: 19388.2 ms [2021-12-12 17:58:23 main:574] : INFO : Epoch 2026 | loss: 0.0310011 | val_loss: 0.0312684 | Time: 19964.4 ms [2021-12-12 17:58:42 main:574] : INFO : Epoch 2027 | loss: 0.0310025 | val_loss: 0.0312712 | Time: 19340.9 ms [2021-12-12 17:59:02 main:574] : INFO : Epoch 2028 | loss: 0.0309975 | val_loss: 0.0312783 | Time: 19360.5 ms [2021-12-12 17:59:21 main:574] : INFO : Epoch 2029 | loss: 0.0309994 | val_loss: 0.0313114 | Time: 19356 ms [2021-12-12 17:59:42 main:574] : INFO : Epoch 2030 | loss: 0.0310018 | val_loss: 0.0312997 | Time: 20459 ms [2021-12-12 18:00:01 main:574] : INFO : Epoch 2031 | loss: 0.0309988 | val_loss: 0.0312554 | Time: 19325.2 ms [2021-12-12 18:00:21 main:574] : INFO : Epoch 2032 | loss: 0.0310103 | val_loss: 0.0312718 | Time: 19487 ms [2021-12-12 18:00:41 main:574] : INFO : Epoch 2033 | loss: 0.0309958 | val_loss: 0.031271 | Time: 20011.7 ms [2021-12-12 18:01:07 main:574] : INFO : Epoch 2034 | loss: 0.0309951 | val_loss: 0.0312945 | Time: 25599.8 ms [2021-12-12 18:01:41 main:574] : INFO : Epoch 2035 | loss: 0.0310033 | val_loss: 0.0312735 | Time: 34105.8 ms [2021-12-12 18:02:18 main:574] : INFO : Epoch 2036 | loss: 0.0309986 | val_loss: 0.0312616 | Time: 37500.8 ms [2021-12-12 18:02:56 main:574] : INFO : Epoch 2037 | loss: 0.0309978 | val_loss: 0.0312777 | Time: 37145.9 ms [2021-12-12 18:03:29 main:574] : INFO : Epoch 2038 | loss: 0.0309915 | val_loss: 0.0312583 | Time: 33081 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2021-12-12 18:15:07 main:435] : INFO : Set logging level to 1 [2021-12-12 18:15:07 main:441] : INFO : Running in BOINC Client mode [2021-12-12 18:15:07 main:444] : INFO : Resolving all filenames [2021-12-12 18:15:07 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 18:15:07 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 18:15:07 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 18:15:07 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 18:15:07 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 18:15:08 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 18:15:08 main:474] : INFO : Configuration: [2021-12-12 18:15:08 main:475] : INFO : Model type: GRU [2021-12-12 18:15:08 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 18:15:08 main:477] : INFO : Max Epochs: 2048 [2021-12-12 18:15:08 main:478] : INFO : Batch Size: 128 [2021-12-12 18:15:08 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 18:15:08 main:480] : INFO : Patience: 10 [2021-12-12 18:15:08 main:481] : INFO : Hidden Width: 12 [2021-12-12 18:15:08 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 18:15:08 main:483] : INFO : # Backend Layers: 4 [2021-12-12 18:15:08 main:484] : INFO : # Threads: 1 [2021-12-12 18:15:08 main:486] : INFO : Preparing Dataset [2021-12-12 18:15:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 18:15:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 18:15:18 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 18:15:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 18:15:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 18:15:19 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 18:15:19 main:494] : INFO : Creating Model [2021-12-12 18:15:19 main:507] : INFO : Preparing config file [2021-12-12 18:15:19 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 18:15:19 main:512] : INFO : Loading config [2021-12-12 18:15:19 main:514] : INFO : Loading state [2021-12-12 18:15:28 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 18:15:28 main:562] : INFO : Starting Training [2021-12-12 18:15:55 main:574] : INFO : Epoch 1959 | loss: 0.031107 | val_loss: 0.031247 | Time: 27176.6 ms [2021-12-12 18:16:20 main:574] : INFO : Epoch 1960 | loss: 0.0310308 | val_loss: 0.0313024 | Time: 25281.4 ms [2021-12-12 18:16:50 main:574] : INFO : Epoch 1961 | loss: 0.0310154 | val_loss: 0.0312875 | Time: 29375.7 ms [2021-12-12 18:17:24 main:574] : INFO : Epoch 1962 | loss: 0.0310059 | val_loss: 0.0312709 | Time: 33860.4 ms [2021-12-12 18:17:49 main:574] : INFO : Epoch 1963 | loss: 0.0310104 | val_loss: 0.0312938 | Time: 24928.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2021-12-12 18:20:14 main:435] : INFO : Set logging level to 1 [2021-12-12 18:20:14 main:441] : INFO : Running in BOINC Client mode [2021-12-12 18:20:14 main:444] : INFO : Resolving all filenames [2021-12-12 18:20:14 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 18:20:14 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 18:20:14 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 18:20:15 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 18:20:15 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 18:20:15 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 18:20:15 main:474] : INFO : Configuration: [2021-12-12 18:20:15 main:475] : INFO : Model type: GRU [2021-12-12 18:20:15 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 18:20:15 main:477] : INFO : Max Epochs: 2048 [2021-12-12 18:20:15 main:478] : INFO : Batch Size: 128 [2021-12-12 18:20:16 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 18:20:16 main:480] : INFO : Patience: 10 [2021-12-12 18:20:16 main:481] : INFO : Hidden Width: 12 [2021-12-12 18:20:16 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 18:20:16 main:483] : INFO : # Backend Layers: 4 [2021-12-12 18:20:16 main:484] : INFO : # Threads: 1 [2021-12-12 18:20:16 main:486] : INFO : Preparing Dataset [2021-12-12 18:20:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 18:20:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 18:20:29 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 18:20:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 18:20:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 18:20:29 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 18:20:29 main:494] : INFO : Creating Model [2021-12-12 18:20:29 main:507] : INFO : Preparing config file [2021-12-12 18:20:29 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 18:20:29 main:512] : INFO : Loading config [2021-12-12 18:20:29 main:514] : INFO : Loading state [2021-12-12 18:20:38 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 18:20:38 main:562] : INFO : Starting Training [2021-12-12 18:21:09 main:574] : INFO : Epoch 1959 | loss: 0.0310953 | val_loss: 0.0312514 | Time: 30501.3 ms [2021-12-12 18:21:37 main:574] : INFO : Epoch 1960 | loss: 0.0310387 | val_loss: 0.0312528 | Time: 28015.1 ms [2021-12-12 18:22:05 main:574] : INFO : Epoch 1961 | loss: 0.0310121 | val_loss: 0.0312683 | Time: 28401.7 ms [2021-12-12 18:22:46 main:574] : INFO : Epoch 1962 | loss: 0.031004 | val_loss: 0.0312925 | Time: 40645.2 ms [2021-12-12 18:23:18 main:574] : INFO : Epoch 1963 | loss: 0.0309931 | val_loss: 0.0312861 | Time: 31491.6 ms [2021-12-12 18:23:47 main:574] : INFO : Epoch 1964 | loss: 0.0309981 | val_loss: 0.0312662 | Time: 28498.9 ms [2021-12-12 18:24:17 main:574] : INFO : Epoch 1965 | loss: 0.0310027 | val_loss: 0.0312706 | Time: 30583.5 ms [2021-12-12 18:24:43 main:574] : INFO : Epoch 1966 | loss: 0.0310007 | val_loss: 0.0312962 | Time: 25684.2 ms [2021-12-12 18:25:12 main:574] : INFO : Epoch 1967 | loss: 0.0309947 | val_loss: 0.0312749 | Time: 29031.3 ms [2021-12-12 18:25:40 main:574] : INFO : Epoch 1968 | loss: 0.0309967 | val_loss: 0.0312731 | Time: 27524.5 ms [2021-12-12 18:26:09 main:574] : INFO : Epoch 1969 | loss: 0.0310006 | val_loss: 0.031278 | Time: 29358.3 ms [2021-12-12 18:26:36 main:574] : INFO : Epoch 1970 | loss: 0.0309989 | val_loss: 0.0312705 | Time: 27005.9 ms [2021-12-12 18:27:06 main:574] : INFO : Epoch 1971 | loss: 0.0310019 | val_loss: 0.0312817 | Time: 29300.3 ms [2021-12-12 18:27:31 main:574] : INFO : Epoch 1972 | loss: 0.0310094 | val_loss: 0.0312745 | Time: 25288.1 ms [2021-12-12 18:27:59 main:574] : INFO : Epoch 1973 | loss: 0.031003 | val_loss: 0.0312689 | Time: 28053.2 ms [2021-12-12 18:28:29 main:574] : INFO : Epoch 1974 | loss: 0.0310049 | val_loss: 0.0312949 | Time: 29716.4 ms [2021-12-12 18:28:58 main:574] : INFO : Epoch 1975 | loss: 0.0309986 | val_loss: 0.0312816 | Time: 29348.2 ms [2021-12-12 18:29:24 main:574] : INFO : Epoch 1976 | loss: 0.0310011 | val_loss: 0.0312814 | Time: 25631.9 ms [2021-12-12 18:29:51 main:574] : INFO : Epoch 1977 | loss: 0.0309953 | val_loss: 0.0312707 | Time: 26427.5 ms [2021-12-12 18:30:19 main:574] : INFO : Epoch 1978 | loss: 0.0310018 | val_loss: 0.0312834 | Time: 28379.5 ms [2021-12-12 18:30:46 main:574] : INFO : Epoch 1979 | loss: 0.0310076 | val_loss: 0.031298 | Time: 27059 ms [2021-12-12 18:31:11 main:574] : INFO : Epoch 1980 | loss: 0.0310113 | val_loss: 0.0312794 | Time: 24935.5 ms [2021-12-12 18:31:39 main:574] : INFO : Epoch 1981 | loss: 0.0310233 | val_loss: 0.031277 | Time: 27534.1 ms [2021-12-12 18:32:06 main:574] : INFO : Epoch 1982 | loss: 0.0310062 | val_loss: 0.031296 | Time: 27337.2 ms [2021-12-12 18:32:37 main:574] : INFO : Epoch 1983 | loss: 0.0310022 | val_loss: 0.0312775 | Time: 30124.8 ms [2021-12-12 18:33:00 main:574] : INFO : Epoch 1984 | loss: 0.0310023 | val_loss: 0.0312629 | Time: 23680.2 ms [2021-12-12 18:33:30 main:574] : INFO : Epoch 1985 | loss: 0.0309989 | val_loss: 0.0312539 | Time: 29677.2 ms [2021-12-12 18:33:55 main:574] : INFO : Epoch 1986 | loss: 0.0310054 | val_loss: 0.0312785 | Time: 25152.8 ms [2021-12-12 18:34:23 main:574] : INFO : Epoch 1987 | loss: 0.0310059 | val_loss: 0.0312752 | Time: 27494.7 ms [2021-12-12 18:34:49 main:574] : INFO : Epoch 1988 | loss: 0.0309949 | val_loss: 0.0312633 | Time: 25770.4 ms [2021-12-12 18:35:15 main:574] : INFO : Epoch 1989 | loss: 0.0309972 | val_loss: 0.0312701 | Time: 25875.6 ms [2021-12-12 18:35:45 main:574] : INFO : Epoch 1990 | loss: 0.0309911 | val_loss: 0.0312714 | Time: 30034.8 ms [2021-12-12 18:36:10 main:574] : INFO : Epoch 1991 | loss: 0.03099 | val_loss: 0.0312731 | Time: 25175.8 ms [2021-12-12 18:36:38 main:574] : INFO : Epoch 1992 | loss: 0.0310003 | val_loss: 0.0312708 | Time: 27949.6 ms [2021-12-12 18:37:04 main:574] : INFO : Epoch 1993 | loss: 0.0310072 | val_loss: 0.0312791 | Time: 25703.8 ms [2021-12-12 18:37:31 main:574] : INFO : Epoch 1994 | loss: 0.0310004 | val_loss: 0.0312772 | Time: 26722.7 ms [2021-12-12 18:37:59 main:574] : INFO : Epoch 1995 | loss: 0.0310025 | val_loss: 0.0312651 | Time: 28666.6 ms [2021-12-12 18:38:30 main:574] : INFO : Epoch 1996 | loss: 0.0309972 | val_loss: 0.031313 | Time: 30644.6 ms [2021-12-12 18:39:00 main:574] : INFO : Epoch 1997 | loss: 0.0309914 | val_loss: 0.0313072 | Time: 29361.7 ms [2021-12-12 18:39:21 main:574] : INFO : Epoch 1998 | loss: 0.0310005 | val_loss: 0.0312976 | Time: 21020 ms [2021-12-12 18:39:48 main:574] : INFO : Epoch 1999 | loss: 0.0310004 | val_loss: 0.0313048 | Time: 27051.7 ms [2021-12-12 18:40:10 main:574] : INFO : Epoch 2000 | loss: 0.0309995 | val_loss: 0.0312742 | Time: 21901.9 ms [2021-12-12 18:40:36 main:574] : INFO : Epoch 2001 | loss: 0.031002 | val_loss: 0.0313111 | Time: 26296.1 ms [2021-12-12 18:41:05 main:574] : INFO : Epoch 2002 | loss: 0.0309919 | val_loss: 0.0312831 | Time: 27840.9 ms [2021-12-12 18:41:36 main:574] : INFO : Epoch 2003 | loss: 0.0309966 | val_loss: 0.0312806 | Time: 30805.4 ms [2021-12-12 18:42:07 main:574] : INFO : Epoch 2004 | loss: 0.0310009 | val_loss: 0.0312637 | Time: 30972.9 ms [2021-12-12 18:42:38 main:574] : INFO : Epoch 2005 | loss: 0.0310063 | val_loss: 0.0312814 | Time: 31075.3 ms [2021-12-12 18:43:09 main:574] : INFO : Epoch 2006 | loss: 0.0310119 | val_loss: 0.0312573 | Time: 30836.8 ms [2021-12-12 18:43:51 main:574] : INFO : Epoch 2007 | loss: 0.0310037 | val_loss: 0.0312908 | Time: 41797.2 ms [2021-12-12 18:44:30 main:574] : INFO : Epoch 2008 | loss: 0.0309985 | val_loss: 0.0313015 | Time: 34653.5 ms [2021-12-12 18:45:01 main:574] : INFO : Epoch 2009 | loss: 0.0309927 | val_loss: 0.0312913 | Time: 31146.5 ms [2021-12-12 18:45:32 main:574] : INFO : Epoch 2010 | loss: 0.0310069 | val_loss: 0.031297 | Time: 30573.7 ms [2021-12-12 18:46:02 main:574] : INFO : Epoch 2011 | loss: 0.0310007 | val_loss: 0.0312797 | Time: 30003.2 ms [2021-12-12 18:46:32 main:574] : INFO : Epoch 2012 | loss: 0.0310035 | val_loss: 0.031265 | Time: 29943.5 ms [2021-12-12 18:47:02 main:574] : INFO : Epoch 2013 | loss: 0.0309975 | val_loss: 0.0312901 | Time: 29733.9 ms [2021-12-12 18:47:31 main:574] : INFO : Epoch 2014 | loss: 0.030996 | val_loss: 0.0312735 | Time: 29838 ms [2021-12-12 18:48:06 main:574] : INFO : Epoch 2015 | loss: 0.030998 | val_loss: 0.0312551 | Time: 34961.9 ms [2021-12-12 18:48:38 main:574] : INFO : Epoch 2016 | loss: 0.0309934 | val_loss: 0.0313013 | Time: 31515.5 ms [2021-12-12 18:49:09 main:574] : INFO : Epoch 2017 | loss: 0.0309974 | val_loss: 0.0312726 | Time: 30836.9 ms [2021-12-12 18:49:40 main:574] : INFO : Epoch 2018 | loss: 0.0310037 | val_loss: 0.0312816 | Time: 31390.7 ms [2021-12-12 18:50:11 main:574] : INFO : Epoch 2019 | loss: 0.0310133 | val_loss: 0.031266 | Time: 30461.9 ms [2021-12-12 18:50:41 main:574] : INFO : Epoch 2020 | loss: 0.0309941 | val_loss: 0.031279 | Time: 30275.2 ms [2021-12-12 18:51:11 main:574] : INFO : Epoch 2021 | loss: 0.0309975 | val_loss: 0.031284 | Time: 30094.8 ms [2021-12-12 18:51:42 main:574] : INFO : Epoch 2022 | loss: 0.0310006 | val_loss: 0.0312866 | Time: 30174.3 ms [2021-12-12 18:52:12 main:574] : INFO : Epoch 2023 | loss: 0.0309984 | val_loss: 0.0313042 | Time: 29971.7 ms [2021-12-12 18:52:41 main:574] : INFO : Epoch 2024 | loss: 0.0310045 | val_loss: 0.0312868 | Time: 29753.9 ms [2021-12-12 18:53:13 main:574] : INFO : Epoch 2025 | loss: 0.0309962 | val_loss: 0.0312747 | Time: 31426.6 ms [2021-12-12 18:53:42 main:574] : INFO : Epoch 2026 | loss: 0.0309979 | val_loss: 0.0312676 | Time: 29107.3 ms [2021-12-12 18:54:13 main:574] : INFO : Epoch 2027 | loss: 0.0310088 | val_loss: 0.0312971 | Time: 30442.8 ms [2021-12-12 18:54:44 main:574] : INFO : Epoch 2028 | loss: 0.0310031 | val_loss: 0.0312721 | Time: 30617.2 ms [2021-12-12 18:55:18 main:574] : INFO : Epoch 2029 | loss: 0.0310001 | val_loss: 0.0312757 | Time: 34296.8 ms [2021-12-12 18:55:51 main:574] : INFO : Epoch 2030 | loss: 0.0309902 | val_loss: 0.0312762 | Time: 32545.2 ms [2021-12-12 18:56:22 main:574] : INFO : Epoch 2031 | loss: 0.0310001 | val_loss: 0.0312658 | Time: 31604.9 ms [2021-12-12 18:56:52 main:574] : INFO : Epoch 2032 | loss: 0.0309982 | val_loss: 0.0313096 | Time: 29727.5 ms [2021-12-12 18:57:22 main:574] : INFO : Epoch 2033 | loss: 0.0309977 | val_loss: 0.0313035 | Time: 30089.3 ms [2021-12-12 18:57:53 main:574] : INFO : Epoch 2034 | loss: 0.0310003 | val_loss: 0.0312998 | Time: 30132 ms [2021-12-12 18:58:23 main:574] : INFO : Epoch 2035 | loss: 0.0309905 | val_loss: 0.0312933 | Time: 30347.5 ms [2021-12-12 18:58:54 main:574] : INFO : Epoch 2036 | loss: 0.0309968 | val_loss: 0.0312604 | Time: 30419.2 ms [2021-12-12 18:59:16 main:574] : INFO : Epoch 2037 | loss: 0.0309981 | val_loss: 0.0312773 | Time: 22779.4 ms [2021-12-12 18:59:40 main:574] : INFO : Epoch 2038 | loss: 0.0309992 | val_loss: 0.0313105 | Time: 23018.5 ms [2021-12-12 19:00:02 main:574] : INFO : Epoch 2039 | loss: 0.0309965 | val_loss: 0.0312873 | Time: 21791.7 ms [2021-12-12 19:00:24 main:574] : INFO : Epoch 2040 | loss: 0.031007 | val_loss: 0.0312738 | Time: 21836.8 ms [2021-12-12 19:00:47 main:574] : INFO : Epoch 2041 | loss: 0.0310017 | val_loss: 0.0312751 | Time: 23151.5 ms [2021-12-12 19:01:12 main:574] : INFO : Epoch 2042 | loss: 0.0310041 | val_loss: 0.031306 | Time: 24682.8 ms [2021-12-12 19:01:33 main:574] : INFO : Epoch 2043 | loss: 0.031004 | val_loss: 0.0312618 | Time: 21534.2 ms [2021-12-12 19:01:56 main:574] : INFO : Epoch 2044 | loss: 0.0310039 | val_loss: 0.0312709 | Time: 23063.7 ms [2021-12-12 19:02:19 main:574] : INFO : Epoch 2045 | loss: 0.030991 | val_loss: 0.0312919 | Time: 22641.3 ms [2021-12-12 19:02:41 main:574] : INFO : Epoch 2046 | loss: 0.0309983 | val_loss: 0.0312955 | Time: 22033.7 ms [2021-12-12 19:03:04 main:574] : INFO : Epoch 2047 | loss: 0.030991 | val_loss: 0.0312995 | Time: 22677.5 ms [2021-12-12 19:03:27 main:574] : INFO : Epoch 2048 | loss: 0.0309913 | val_loss: 0.031274 | Time: 22716.1 ms [2021-12-12 19:03:27 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031274 [2021-12-12 19:03:27 main:603] : INFO : Saving end state to config to file [2021-12-12 19:03:27 main:608] : INFO : Success, exiting.. 19:03:27 (19876): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)