Task 14548968
| Name | ParityModified-1647048240-469-3-0_0 |
| Workunit | 11575120 |
| Created | 8 Apr 2022, 6:23:54 UTC |
| Sent | 10 Apr 2022, 17:02:09 UTC |
| Report deadline | 18 Apr 2022, 17:02:09 UTC |
| Received | 11 Apr 2022, 13:38:52 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 10297 |
| Run time | 1 hours 10 min 2 sec |
| CPU time | 1 hours 4 min 51 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 8,879.62 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.66 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 4-11 07:17:04 main:574] : INFO : Epoch 1715 | loss: 0.0310322 | val_loss: 0.0310851 | Time: 1917.46 ms [2022-04-11 07:17:06 main:574] : INFO : Epoch 1716 | loss: 0.0310306 | val_loss: 0.0310691 | Time: 1911.42 ms [2022-04-11 07:17:08 main:574] : INFO : Epoch 1717 | loss: 0.0310219 | val_loss: 0.0310682 | Time: 1916.26 ms [2022-04-11 07:17:10 main:574] : INFO : Epoch 1718 | loss: 0.0310189 | val_loss: 0.031067 | Time: 1913.59 ms [2022-04-11 07:17:12 main:574] : INFO : Epoch 1719 | loss: 0.0310261 | val_loss: 0.031077 | Time: 1911.37 ms [2022-04-11 07:17:14 main:574] : INFO : Epoch 1720 | loss: 0.0310406 | val_loss: 0.0310749 | Time: 1923.24 ms [2022-04-11 07:17:16 main:574] : INFO : Epoch 1721 | loss: 0.031033 | val_loss: 0.0310698 | Time: 1917.16 ms [2022-04-11 07:17:18 main:574] : INFO : Epoch 1722 | loss: 0.0310256 | val_loss: 0.0310716 | Time: 1920.54 ms [2022-04-11 07:17:20 main:574] : INFO : Epoch 1723 | loss: 0.0310254 | val_loss: 0.0310675 | Time: 2056.29 ms [2022-04-11 07:17:22 main:574] : INFO : Epoch 1724 | loss: 0.0310249 | val_loss: 0.0310667 | Time: 1953.09 ms [2022-04-11 07:17:24 main:574] : INFO : Epoch 1725 | loss: 0.0310211 | val_loss: 0.0310698 | Time: 1932.36 ms [2022-04-11 07:17:26 main:574] : INFO : Epoch 1726 | loss: 0.0310225 | val_loss: 0.0310701 | Time: 1931.25 ms [2022-04-11 07:17:28 main:574] : INFO : Epoch 1727 | loss: 0.0310181 | val_loss: 0.0310671 | Time: 1931.51 ms [2022-04-11 07:17:30 main:574] : INFO : Epoch 1728 | loss: 0.0310192 | val_loss: 0.031068 | Time: 1926.66 ms [2022-04-11 07:17:32 main:574] : INFO : Epoch 1729 | loss: 0.0310218 | val_loss: 0.0310688 | Time: 1928.84 ms [2022-04-11 07:17:34 main:574] : INFO : Epoch 1730 | loss: 0.0310201 | val_loss: 0.0310705 | Time: 1935.13 ms [2022-04-11 07:17:36 main:574] : INFO : Epoch 1731 | loss: 0.03102 | val_loss: 0.0310737 | Time: 1921.81 ms [2022-04-11 07:17:37 main:574] : INFO : Epoch 1732 | loss: 0.0310259 | val_loss: 0.0310669 | Time: 1922.37 ms [2022-04-11 07:17:39 main:574] : INFO : Epoch 1733 | loss: 0.0310192 | val_loss: 0.0310662 | Time: 1920.16 ms [2022-04-11 07:17:41 main:574] : INFO : Epoch 1734 | loss: 0.0310193 | val_loss: 0.0310638 | Time: 1917.98 ms [2022-04-11 07:17:43 main:574] : INFO : Epoch 1735 | loss: 0.0310279 | val_loss: 0.0310688 | Time: 1918.61 ms [2022-04-11 07:17:45 main:574] : INFO : Epoch 1736 | loss: 0.0310235 | val_loss: 0.0310666 | Time: 1917.73 ms [2022-04-11 07:17:47 main:574] : INFO : Epoch 1737 | loss: 0.0310233 | val_loss: 0.0310678 | Time: 1912.09 ms [2022-04-11 07:17:49 main:574] : INFO : Epoch 1738 | loss: 0.0310224 | val_loss: 0.0310655 | Time: 1918.04 ms [2022-04-11 07:17:51 main:574] : INFO : Epoch 1739 | loss: 0.031025 | val_loss: 0.0310746 | Time: 1916.45 ms [2022-04-11 07:17:53 main:574] : INFO : Epoch 1740 | loss: 0.0310267 | val_loss: 0.0310797 | Time: 1922.67 ms [2022-04-11 07:17:55 main:574] : INFO : Epoch 1741 | loss: 0.0310239 | val_loss: 0.0310765 | Time: 1922.75 ms [2022-04-11 07:17:57 main:574] : INFO : Epoch 1742 | loss: 0.0310223 | val_loss: 0.0310718 | Time: 1922.64 ms [2022-04-11 07:17:59 main:574] : INFO : Epoch 1743 | loss: 0.0310203 | val_loss: 0.0310814 | Time: 1920.03 ms [2022-04-11 07:18:01 main:574] : INFO : Epoch 1744 | loss: 0.031068 | val_loss: 0.0310898 | Time: 1919.58 ms [2022-04-11 07:18:02 main:574] : INFO : Epoch 1745 | loss: 0.0310978 | val_loss: 0.0311031 | Time: 1919.57 ms [2022-04-11 07:18:04 main:574] : INFO : Epoch 1746 | loss: 0.0310644 | val_loss: 0.0310806 | Time: 1916.29 ms [2022-04-11 07:18:06 main:574] : INFO : Epoch 1747 | loss: 0.0310499 | val_loss: 0.0310805 | Time: 1918.36 ms [2022-04-11 07:18:08 main:574] : INFO : Epoch 1748 | loss: 0.0310502 | val_loss: 0.0310809 | Time: 1915.23 ms [2022-04-11 07:18:10 main:574] : INFO : Epoch 1749 | loss: 0.0310465 | val_loss: 0.0310698 | Time: 1920.74 ms [2022-04-11 07:18:12 main:574] : INFO : Epoch 1750 | loss: 0.0310424 | val_loss: 0.0310743 | Time: 1926.99 ms [2022-04-11 07:18:14 main:574] : INFO : Epoch 1751 | loss: 0.0310499 | val_loss: 0.0310833 | Time: 1925.42 ms [2022-04-11 07:18:16 main:574] : INFO : Epoch 1752 | loss: 0.0310476 | val_loss: 0.0310803 | Time: 1912.57 ms [2022-04-11 07:18:18 main:574] : INFO : Epoch 1753 | loss: 0.0310444 | val_loss: 0.0310764 | Time: 1919.91 ms [2022-04-11 07:18:20 main:574] : INFO : Epoch 1754 | loss: 0.0310421 | val_loss: 0.0310713 | Time: 1918.93 ms [2022-04-11 07:18:22 main:574] : INFO : Epoch 1755 | loss: 0.0310427 | val_loss: 0.0310766 | Time: 1912.9 ms [2022-04-11 07:18:24 main:574] : INFO : Epoch 1756 | loss: 0.0310559 | val_loss: 0.0310819 | Time: 1917.92 ms [2022-04-11 07:18:26 main:574] : INFO : Epoch 1757 | loss: 0.0310659 | val_loss: 0.0310871 | Time: 1913.33 ms [2022-04-11 07:18:28 main:574] : INFO : Epoch 1758 | loss: 0.0310606 | val_loss: 0.0310882 | Time: 1925.11 ms [2022-04-11 07:18:29 main:574] : INFO : Epoch 1759 | loss: 0.0310573 | val_loss: 0.0311022 | Time: 1917.43 ms [2022-04-11 07:18:31 main:574] : INFO : Epoch 1760 | loss: 0.0310907 | val_loss: 0.0311163 | Time: 1916.38 ms [2022-04-11 07:18:33 main:574] : INFO : Epoch 1761 | loss: 0.0310909 | val_loss: 0.0311044 | Time: 1924.89 ms [2022-04-11 07:18:35 main:574] : INFO : Epoch 1762 | loss: 0.0310804 | val_loss: 0.0310886 | Time: 1920.81 ms [2022-04-11 07:18:37 main:574] : INFO : Epoch 1763 | loss: 0.0310697 | val_loss: 0.0310896 | Time: 1919.08 ms [2022-04-11 07:18:39 main:574] : INFO : Epoch 1764 | loss: 0.031067 | val_loss: 0.0310824 | Time: 1917.48 ms [2022-04-11 07:18:41 main:574] : INFO : Epoch 1765 | loss: 0.0310695 | val_loss: 0.0310881 | Time: 1925.53 ms [2022-04-11 07:18:43 main:574] : INFO : Epoch 1766 | loss: 0.0310623 | val_loss: 0.0310753 | Time: 1918.96 ms [2022-04-11 07:18:45 main:574] : INFO : Epoch 1767 | loss: 0.0310557 | val_loss: 0.0310787 | Time: 1971.52 ms [2022-04-11 07:18:47 main:574] : INFO : Epoch 1768 | loss: 0.0310495 | val_loss: 0.0310766 | Time: 2003.84 ms [2022-04-11 07:18:49 main:574] : INFO : Epoch 1769 | loss: 0.0310487 | val_loss: 0.0310775 | Time: 1992.25 ms [2022-04-11 07:18:51 main:574] : INFO : Epoch 1770 | loss: 0.0310491 | val_loss: 0.0310845 | Time: 2048.15 ms [2022-04-11 07:18:53 main:574] : INFO : Epoch 1771 | loss: 0.0310504 | val_loss: 0.0310774 | Time: 2071.58 ms [2022-04-11 07:18:55 main:574] : INFO : Epoch 1772 | loss: 0.0310473 | val_loss: 0.0310707 | Time: 2012.72 ms [2022-04-11 07:18:57 main:574] : INFO : Epoch 1773 | loss: 0.0310442 | val_loss: 0.031081 | Time: 2032.28 ms [2022-04-11 07:18:59 main:574] : INFO : Epoch 1774 | loss: 0.0310546 | val_loss: 0.0310856 | Time: 1944.9 ms [2022-04-11 07:19:01 main:574] : INFO : Epoch 1775 | loss: 0.0310512 | val_loss: 0.0310789 | Time: 2020.38 ms [2022-04-11 07:19:03 main:574] : INFO : Epoch 1776 | loss: 0.0310441 | val_loss: 0.0310698 | Time: 2107.14 ms [2022-04-11 07:19:05 main:574] : INFO : Epoch 1777 | loss: 0.0310416 | val_loss: 0.0310754 | Time: 2043.96 ms [2022-04-11 07:19:07 main:574] : INFO : Epoch 1778 | loss: 0.0310408 | val_loss: 0.0310735 | Time: 1963.36 ms [2022-04-11 07:19:09 main:574] : INFO : Epoch 1779 | loss: 0.0310418 | val_loss: 0.0310703 | Time: 2137.36 ms [2022-04-11 07:19:11 main:574] : INFO : Epoch 1780 | loss: 0.0310483 | val_loss: 0.0310719 | Time: 2026.18 ms [2022-04-11 07:19:13 main:574] : INFO : Epoch 1781 | loss: 0.0310479 | val_loss: 0.0310774 | Time: 2035.22 ms [2022-04-11 07:19:15 main:574] : INFO : Epoch 1782 | loss: 0.0310441 | val_loss: 0.0310718 | Time: 1981.4 ms [2022-04-11 07:19:17 main:574] : INFO : Epoch 1783 | loss: 0.0310418 | val_loss: 0.0310777 | Time: 2035.74 ms [2022-04-11 07:19:19 main:574] : INFO : Epoch 1784 | loss: 0.0310378 | val_loss: 0.0310711 | Time: 1983.07 ms [2022-04-11 07:19:22 main:574] : INFO : Epoch 1785 | loss: 0.031036 | val_loss: 0.0310763 | Time: 2086.3 ms [2022-04-11 07:19:24 main:574] : INFO : Epoch 1786 | loss: 0.031035 | val_loss: 0.0310697 | Time: 1990.37 ms [2022-04-11 07:19:26 main:574] : INFO : Epoch 1787 | loss: 0.0310346 | val_loss: 0.0310698 | Time: 1996.8 ms [2022-04-11 07:19:28 main:574] : INFO : Epoch 1788 | loss: 0.0310339 | val_loss: 0.031072 | Time: 2128.49 ms [2022-04-11 07:19:30 main:574] : INFO : Epoch 1789 | loss: 0.0310317 | val_loss: 0.0310728 | Time: 2135.15 ms [2022-04-11 07:19:32 main:574] : INFO : Epoch 1790 | loss: 0.0310366 | val_loss: 0.0310911 | Time: 2073.63 ms [2022-04-11 07:19:34 main:574] : INFO : Epoch 1791 | loss: 0.0310813 | val_loss: 0.0311026 | Time: 2000.48 ms [2022-04-11 07:19:36 main:574] : INFO : Epoch 1792 | loss: 0.0310713 | val_loss: 0.0310939 | Time: 2016.73 ms [2022-04-11 07:19:38 main:574] : INFO : Epoch 1793 | loss: 0.0310625 | val_loss: 0.0310911 | Time: 2001.72 ms [2022-04-11 07:19:40 main:574] : INFO : Epoch 1794 | loss: 0.0310628 | val_loss: 0.03109 | Time: 2038.59 ms [2022-04-11 07:19:42 main:574] : INFO : Epoch 1795 | loss: 0.0310584 | val_loss: 0.0310872 | Time: 2096.04 ms [2022-04-11 07:19:44 main:574] : INFO : Epoch 1796 | loss: 0.0310551 | val_loss: 0.0310852 | Time: 1972.82 ms [2022-04-11 07:19:46 main:574] : INFO : Epoch 1797 | loss: 0.0310469 | val_loss: 0.0310862 | Time: 1936.79 ms [2022-04-11 07:19:48 main:574] : INFO : Epoch 1798 | loss: 0.0310435 | val_loss: 0.0310776 | Time: 2108.49 ms [2022-04-11 07:19:50 main:574] : INFO : Epoch 1799 | loss: 0.0310403 | val_loss: 0.0310698 | Time: 2078.03 ms [2022-04-11 07:19:52 main:574] : INFO : Epoch 1800 | loss: 0.0310482 | val_loss: 0.0310809 | Time: 2073.52 ms [2022-04-11 07:19:54 main:574] : INFO : Epoch 1801 | loss: 0.0310496 | val_loss: 0.03108 | Time: 2008.22 ms [2022-04-11 07:19:56 main:574] : INFO : Epoch 1802 | loss: 0.0310414 | val_loss: 0.031079 | Time: 2096.74 ms [2022-04-11 07:19:58 main:574] : INFO : Epoch 1803 | loss: 0.031041 | val_loss: 0.0310732 | Time: 2079.38 ms [2022-04-11 07:20:01 main:574] : INFO : Epoch 1804 | loss: 0.0310384 | val_loss: 0.0310786 | Time: 2050.15 ms [2022-04-11 07:20:03 main:574] : INFO : Epoch 1805 | loss: 0.0310364 | val_loss: 0.0310725 | Time: 2025.33 ms [2022-04-11 07:20:05 main:574] : INFO : Epoch 1806 | loss: 0.0310353 | val_loss: 0.031069 | Time: 2002.09 ms [2022-04-11 07:20:07 main:574] : INFO : Epoch 1807 | loss: 0.0310379 | val_loss: 0.0310742 | Time: 2003.11 ms [2022-04-11 07:20:09 main:574] : INFO : Epoch 1808 | loss: 0.0310441 | val_loss: 0.031073 | Time: 1979.6 ms [2022-04-11 07:20:11 main:574] : INFO : Epoch 1809 | loss: 0.0310439 | val_loss: 0.0310734 | Time: 2072.91 ms [2022-04-11 07:20:13 main:574] : INFO : Epoch 1810 | loss: 0.0310388 | val_loss: 0.0310755 | Time: 2082.14 ms [2022-04-11 07:20:15 main:574] : INFO : Epoch 1811 | loss: 0.0310336 | val_loss: 0.0310728 | Time: 1960.93 ms [2022-04-11 07:20:17 main:574] : INFO : Epoch 1812 | loss: 0.031034 | val_loss: 0.0310693 | Time: 1988.1 ms [2022-04-11 07:20:19 main:574] : INFO : Epoch 1813 | loss: 0.031028 | val_loss: 0.0310745 | Time: 2033.12 ms [2022-04-11 07:20:21 main:574] : INFO : Epoch 1814 | loss: 0.0310282 | val_loss: 0.0310717 | Time: 1979.64 ms [2022-04-11 07:20:23 main:574] : INFO : Epoch 1815 | loss: 0.0310287 | val_loss: 0.0310739 | Time: 1957 ms [2022-04-11 07:20:25 main:574] : INFO : Epoch 1816 | loss: 0.0310272 | val_loss: 0.0310739 | Time: 1919.92 ms [2022-04-11 07:20:27 main:574] : INFO : Epoch 1817 | loss: 0.0310234 | val_loss: 0.031071 | Time: 1963.1 ms [2022-04-11 07:20:29 main:574] : INFO : Epoch 1818 | loss: 0.0310222 | val_loss: 0.0310754 | Time: 2095.44 ms [2022-04-11 07:20:31 main:574] : INFO : Epoch 1819 | loss: 0.0310246 | val_loss: 0.0310789 | Time: 1994.16 ms [2022-04-11 07:20:33 main:574] : INFO : Epoch 1820 | loss: 0.0310282 | val_loss: 0.031075 | Time: 1987.55 ms [2022-04-11 07:20:35 main:574] : INFO : Epoch 1821 | loss: 0.0310495 | val_loss: 0.0311002 | Time: 2020.7 ms [2022-04-11 07:20:37 main:574] : INFO : Epoch 1822 | loss: 0.0310711 | val_loss: 0.0311099 | Time: 1955.6 ms [2022-04-11 07:20:39 main:574] : INFO : Epoch 1823 | loss: 0.0310697 | val_loss: 0.0310892 | Time: 2074.57 ms [2022-04-11 07:20:41 main:574] : INFO : Epoch 1824 | loss: 0.0310518 | val_loss: 0.0310772 | Time: 2013.94 ms [2022-04-11 07:20:43 main:574] : INFO : Epoch 1825 | loss: 0.031039 | val_loss: 0.0310755 | Time: 2008.6 ms [2022-04-11 07:20:45 main:574] : INFO : Epoch 1826 | loss: 0.0310436 | val_loss: 0.0310836 | Time: 1991.86 ms [2022-04-11 07:20:47 main:574] : INFO : Epoch 1827 | loss: 0.0310359 | val_loss: 0.0310696 | Time: 2115.97 ms [2022-04-11 07:20:49 main:574] : INFO : Epoch 1828 | loss: 0.0310327 | val_loss: 0.0310707 | Time: 1971.53 ms [2022-04-11 07:20:51 main:574] : INFO : Epoch 1829 | loss: 0.0310315 | val_loss: 0.0310726 | Time: 2023.38 ms [2022-04-11 07:20:53 main:574] : INFO : Epoch 1830 | loss: 0.031046 | val_loss: 0.0310853 | Time: 2015.49 ms [2022-04-11 07:20:55 main:574] : INFO : Epoch 1831 | loss: 0.0310714 | val_loss: 0.0311048 | Time: 2138.16 ms [2022-04-11 07:20:57 main:574] : INFO : Epoch 1832 | loss: 0.0310684 | val_loss: 0.0310938 | Time: 2025.13 ms [2022-04-11 07:20:59 main:574] : INFO : Epoch 1833 | loss: 0.031061 | val_loss: 0.0310896 | Time: 2044.53 ms [2022-04-11 07:21:01 main:574] : INFO : Epoch 1834 | loss: 0.0310559 | val_loss: 0.0310861 | Time: 2050.51 ms [2022-04-11 07:21:03 main:574] : INFO : Epoch 1835 | loss: 0.0310518 | val_loss: 0.03109 | Time: 2072.71 ms [2022-04-11 07:21:05 main:574] : INFO : Epoch 1836 | loss: 0.0310519 | val_loss: 0.0310986 | Time: 2010.48 ms [2022-04-11 07:21:07 main:574] : INFO : Epoch 1837 | loss: 0.0310736 | val_loss: 0.0310945 | Time: 2072.88 ms [2022-04-11 07:21:09 main:574] : INFO : Epoch 1838 | loss: 0.0310736 | val_loss: 0.0310948 | Time: 1978.91 ms [2022-04-11 07:21:11 main:574] : INFO : Epoch 1839 | loss: 0.0310602 | val_loss: 0.031089 | Time: 2074.14 ms [2022-04-11 07:21:13 main:574] : INFO : Epoch 1840 | loss: 0.0310545 | val_loss: 0.0310812 | Time: 2052.21 ms [2022-04-11 07:21:16 main:574] : INFO : Epoch 1841 | loss: 0.0310537 | val_loss: 0.0310911 | Time: 2027.37 ms [2022-04-11 07:21:18 main:574] : INFO : Epoch 1842 | loss: 0.0310515 | val_loss: 0.0310866 | Time: 2053.1 ms [2022-04-11 07:21:20 main:574] : INFO : Epoch 1843 | loss: 0.0310458 | val_loss: 0.0310847 | Time: 2057.26 ms [2022-04-11 07:21:22 main:574] : INFO : Epoch 1844 | loss: 0.0310441 | val_loss: 0.0310826 | Time: 1971.55 ms [2022-04-11 07:21:24 main:574] : INFO : Epoch 1845 | loss: 0.031049 | val_loss: 0.0310902 | Time: 2206.96 ms [2022-04-11 07:21:26 main:574] : INFO : Epoch 1846 | loss: 0.0310557 | val_loss: 0.0310951 | Time: 2173.78 ms [2022-04-11 07:21:28 main:574] : INFO : Epoch 1847 | loss: 0.0310518 | val_loss: 0.0310916 | Time: 2154.1 ms [2022-04-11 07:21:30 main:574] : INFO : Epoch 1848 | loss: 0.0310574 | val_loss: 0.0310955 | Time: 2242.41 ms [2022-04-11 07:21:33 main:574] : INFO : Epoch 1849 | loss: 0.0310582 | val_loss: 0.0310965 | Time: 2155.35 ms [2022-04-11 07:21:35 main:574] : INFO : Epoch 1850 | loss: 0.0310612 | val_loss: 0.0310904 | Time: 2286.87 ms [2022-04-11 07:21:37 main:574] : INFO : Epoch 1851 | loss: 0.0310622 | val_loss: 0.0310836 | Time: 2331.76 ms [2022-04-11 07:21:40 main:574] : INFO : Epoch 1852 | loss: 0.0310547 | val_loss: 0.031084 | Time: 2465.46 ms [2022-04-11 07:21:42 main:574] : INFO : Epoch 1853 | loss: 0.0310536 | val_loss: 0.0310915 | Time: 2159.97 ms [2022-04-11 07:21:44 main:574] : INFO : Epoch 1854 | loss: 0.0310516 | val_loss: 0.0310849 | Time: 2329.44 ms [2022-04-11 07:21:46 main:574] : INFO : Epoch 1855 | loss: 0.0310442 | val_loss: 0.0310838 | Time: 2258.65 ms [2022-04-11 07:21:49 main:574] : INFO : Epoch 1856 | loss: 0.0310388 | val_loss: 0.0310763 | Time: 2067.39 ms [2022-04-11 07:21:51 main:574] : INFO : Epoch 1857 | loss: 0.0310377 | val_loss: 0.0310769 | Time: 2020.42 ms [2022-04-11 07:21:53 main:574] : INFO : Epoch 1858 | loss: 0.0310338 | val_loss: 0.0310831 | Time: 2150.08 ms [2022-04-11 07:21:55 main:574] : INFO : Epoch 1859 | loss: 0.0310348 | val_loss: 0.0310807 | Time: 2001.6 ms [2022-04-11 07:21:57 main:574] : INFO : Epoch 1860 | loss: 0.0310344 | val_loss: 0.0310871 | Time: 2090.48 ms [2022-04-11 07:21:59 main:574] : INFO : Epoch 1861 | loss: 0.0310327 | val_loss: 0.0310816 | Time: 1971.45 ms [2022-04-11 07:22:01 main:574] : INFO : Epoch 1862 | loss: 0.0310322 | val_loss: 0.0310807 | Time: 1953.69 ms [2022-04-11 07:22:03 main:574] : INFO : Epoch 1863 | loss: 0.0310321 | val_loss: 0.0310831 | Time: 1984.51 ms [2022-04-11 07:22:05 main:574] : INFO : Epoch 1864 | loss: 0.0310313 | val_loss: 0.0310876 | Time: 2011.6 ms [2022-04-11 07:22:07 main:574] : INFO : Epoch 1865 | loss: 0.0310326 | val_loss: 0.0310779 | Time: 2048.43 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-11 07:30:00 main:435] : INFO : Set logging level to 1 [2022-04-11 07:30:00 main:441] : INFO : Running in BOINC Client mode [2022-04-11 07:30:00 main:444] : INFO : Resolving all filenames [2022-04-11 07:30:00 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-11 07:30:00 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-11 07:30:00 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-11 07:30:00 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-11 07:30:00 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-11 07:30:00 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-11 07:30:00 main:474] : INFO : Configuration: [2022-04-11 07:30:00 main:475] : INFO : Model type: GRU [2022-04-11 07:30:00 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-11 07:30:00 main:477] : INFO : Max Epochs: 2048 [2022-04-11 07:30:00 main:478] : INFO : Batch Size: 128 [2022-04-11 07:30:00 main:479] : INFO : Learning Rate: 0.01 [2022-04-11 07:30:00 main:480] : INFO : Patience: 10 [2022-04-11 07:30:00 main:481] : INFO : Hidden Width: 12 [2022-04-11 07:30:00 main:482] : INFO : # Recurrent Layers: 4 [2022-04-11 07:30:00 main:483] : INFO : # Backend Layers: 4 [2022-04-11 07:30:00 main:484] : INFO : # Threads: 1 [2022-04-11 07:30:00 main:486] : INFO : Preparing Dataset [2022-04-11 07:30:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-11 07:30:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-11 07:30:02 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-11 07:30:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-11 07:30:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-11 07:30:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-11 07:30:02 main:494] : INFO : Creating Model [2022-04-11 07:30:02 main:507] : INFO : Preparing config file [2022-04-11 07:30:02 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-11 07:30:02 main:512] : INFO : Loading config [2022-04-11 07:30:02 main:514] : INFO : Loading state [2022-04-11 07:30:03 main:559] : INFO : Loading DataLoader into Memory [2022-04-11 07:30:03 main:562] : INFO : Starting Training [2022-04-11 07:30:05 main:574] : INFO : Epoch 1825 | loss: 0.0310925 | val_loss: 0.0310785 | Time: 2177.57 ms [2022-04-11 07:30:07 main:574] : INFO : Epoch 1826 | loss: 0.031039 | val_loss: 0.0310704 | Time: 1977.23 ms [2022-04-11 07:30:09 main:574] : INFO : Epoch 1827 | loss: 0.0310324 | val_loss: 0.0310724 | Time: 1979.92 ms [2022-04-11 07:30:11 main:574] : INFO : Epoch 1828 | loss: 0.0310309 | val_loss: 0.0310645 | Time: 1962.8 ms [2022-04-11 07:30:13 main:574] : INFO : Epoch 1829 | loss: 0.0310303 | val_loss: 0.0310699 | Time: 1986.6 ms [2022-04-11 07:30:15 main:574] : INFO : Epoch 1830 | loss: 0.0310329 | val_loss: 0.0310735 | Time: 1987.32 ms [2022-04-11 07:30:17 main:574] : INFO : Epoch 1831 | loss: 0.0310288 | val_loss: 0.0310655 | Time: 1987.98 ms [2022-04-11 07:30:19 main:574] : INFO : Epoch 1832 | loss: 0.0310291 | val_loss: 0.031074 | Time: 1968.81 ms [2022-04-11 07:30:21 main:574] : INFO : Epoch 1833 | loss: 0.0310289 | val_loss: 0.0310671 | Time: 1994.19 ms [2022-04-11 07:30:23 main:574] : INFO : Epoch 1834 | loss: 0.0310275 | val_loss: 0.0310654 | Time: 1974.57 ms [2022-04-11 07:30:25 main:574] : INFO : Epoch 1835 | loss: 0.0310239 | val_loss: 0.0310683 | Time: 1969.57 ms [2022-04-11 07:30:27 main:574] : INFO : Epoch 1836 | loss: 0.0310304 | val_loss: 0.0310704 | Time: 1984.88 ms [2022-04-11 07:30:29 main:574] : INFO : Epoch 1837 | loss: 0.0310289 | val_loss: 0.0310714 | Time: 1994.12 ms [2022-04-11 07:30:31 main:574] : INFO : Epoch 1838 | loss: 0.0310292 | val_loss: 0.0310677 | Time: 1986.48 ms [2022-04-11 07:30:33 main:574] : INFO : Epoch 1839 | loss: 0.0310294 | val_loss: 0.0310662 | Time: 1966.15 ms [2022-04-11 07:30:35 main:574] : INFO : Epoch 1840 | loss: 0.0310289 | val_loss: 0.031071 | Time: 1977.17 ms [2022-04-11 07:30:37 main:574] : INFO : Epoch 1841 | loss: 0.0310252 | val_loss: 0.0310717 | Time: 1971.31 ms [2022-04-11 07:30:39 main:574] : INFO : Epoch 1842 | loss: 0.0310243 | val_loss: 0.0310742 | Time: 1971.1 ms [2022-04-11 07:30:41 main:574] : INFO : Epoch 1843 | loss: 0.0310254 | val_loss: 0.0310725 | Time: 1987.92 ms [2022-04-11 07:30:43 main:574] : INFO : Epoch 1844 | loss: 0.0310238 | val_loss: 0.0310803 | Time: 1989.6 ms [2022-04-11 07:30:45 main:574] : INFO : Epoch 1845 | loss: 0.0310236 | val_loss: 0.0310712 | Time: 1976.57 ms [2022-04-11 07:30:47 main:574] : INFO : Epoch 1846 | loss: 0.0310368 | val_loss: 0.031082 | Time: 1995.56 ms [2022-04-11 07:30:49 main:574] : INFO : Epoch 1847 | loss: 0.0310463 | val_loss: 0.0310845 | Time: 1988.5 ms [2022-04-11 07:30:51 main:574] : INFO : Epoch 1848 | loss: 0.0310438 | val_loss: 0.0310774 | Time: 1991.75 ms [2022-04-11 07:30:53 main:574] : INFO : Epoch 1849 | loss: 0.0310401 | val_loss: 0.0310762 | Time: 1991.97 ms [2022-04-11 07:30:55 main:574] : INFO : Epoch 1850 | loss: 0.0310497 | val_loss: 0.0310935 | Time: 1979.44 ms [2022-04-11 07:30:56 main:574] : INFO : Epoch 1851 | loss: 0.0310501 | val_loss: 0.0310938 | Time: 1965.63 ms [2022-04-11 07:30:58 main:574] : INFO : Epoch 1852 | loss: 0.0310569 | val_loss: 0.0310951 | Time: 1986.31 ms [2022-04-11 07:31:00 main:574] : INFO : Epoch 1853 | loss: 0.0310489 | val_loss: 0.0310818 | Time: 1981.13 ms [2022-04-11 07:31:02 main:574] : INFO : Epoch 1854 | loss: 0.0310508 | val_loss: 0.0310861 | Time: 1976.58 ms [2022-04-11 07:31:04 main:574] : INFO : Epoch 1855 | loss: 0.0310459 | val_loss: 0.0310826 | Time: 1980.22 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-11 14:10:41 main:435] : INFO : Set logging level to 1 [2022-04-11 14:10:41 main:441] : INFO : Running in BOINC Client mode [2022-04-11 14:10:41 main:444] : INFO : Resolving all filenames [2022-04-11 14:10:41 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-11 14:10:41 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-11 14:10:41 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-11 14:10:41 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-11 14:10:41 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-11 14:10:41 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-11 14:10:41 main:474] : INFO : Configuration: [2022-04-11 14:10:41 main:475] : INFO : Model type: GRU [2022-04-11 14:10:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-11 14:10:41 main:477] : INFO : Max Epochs: 2048 [2022-04-11 14:10:41 main:478] : INFO : Batch Size: 128 [2022-04-11 14:10:41 main:479] : INFO : Learning Rate: 0.01 [2022-04-11 14:10:41 main:480] : INFO : Patience: 10 [2022-04-11 14:10:41 main:481] : INFO : Hidden Width: 12 [2022-04-11 14:10:41 main:482] : INFO : # Recurrent Layers: 4 [2022-04-11 14:10:41 main:483] : INFO : # Backend Layers: 4 [2022-04-11 14:10:41 main:484] : INFO : # Threads: 1 [2022-04-11 14:10:41 main:486] : INFO : Preparing Dataset [2022-04-11 14:10:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-11 14:10:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-11 14:10:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-11 14:10:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-11 14:10:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-11 14:10:45 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-11 14:10:45 main:494] : INFO : Creating Model [2022-04-11 14:10:45 main:507] : INFO : Preparing config file [2022-04-11 14:10:45 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-11 14:10:45 main:512] : INFO : Loading config [2022-04-11 14:10:45 main:514] : INFO : Loading state [2022-04-11 14:10:47 main:559] : INFO : Loading DataLoader into Memory [2022-04-11 14:10:47 main:562] : INFO : Starting Training [2022-04-11 14:10:50 main:574] : INFO : Epoch 1825 | loss: 0.0310929 | val_loss: 0.0310886 | Time: 2938.95 ms [2022-04-11 14:10:52 main:574] : INFO : Epoch 1826 | loss: 0.0310465 | val_loss: 0.0310812 | Time: 2234.55 ms [2022-04-11 14:10:54 main:574] : INFO : Epoch 1827 | loss: 0.0310364 | val_loss: 0.0310812 | Time: 2014.5 ms [2022-04-11 14:10:56 main:574] : INFO : Epoch 1828 | loss: 0.0310333 | val_loss: 0.0310746 | Time: 2212.43 ms [2022-04-11 14:10:58 main:574] : INFO : Epoch 1829 | loss: 0.0310345 | val_loss: 0.031071 | Time: 2258.76 ms [2022-04-11 14:11:01 main:574] : INFO : Epoch 1830 | loss: 0.0310306 | val_loss: 0.0310729 | Time: 2217.73 ms [2022-04-11 14:11:03 main:574] : INFO : Epoch 1831 | loss: 0.0310272 | val_loss: 0.0310729 | Time: 2078.12 ms [2022-04-11 14:11:05 main:574] : INFO : Epoch 1832 | loss: 0.0310277 | val_loss: 0.0310757 | Time: 1881.81 ms [2022-04-11 14:11:07 main:574] : INFO : Epoch 1833 | loss: 0.0310236 | val_loss: 0.0310709 | Time: 2075.84 ms [2022-04-11 14:11:09 main:574] : INFO : Epoch 1834 | loss: 0.0310233 | val_loss: 0.0310691 | Time: 1975.12 ms [2022-04-11 14:11:11 main:574] : INFO : Epoch 1835 | loss: 0.0310231 | val_loss: 0.0310716 | Time: 2139.84 ms [2022-04-11 14:11:13 main:574] : INFO : Epoch 1836 | loss: 0.0310261 | val_loss: 0.0310693 | Time: 2165.57 ms [2022-04-11 14:11:15 main:574] : INFO : Epoch 1837 | loss: 0.0310266 | val_loss: 0.0310697 | Time: 2106.36 ms [2022-04-11 14:11:17 main:574] : INFO : Epoch 1838 | loss: 0.0310296 | val_loss: 0.0310692 | Time: 2229.47 ms [2022-04-11 14:11:19 main:574] : INFO : Epoch 1839 | loss: 0.0310261 | val_loss: 0.0310795 | Time: 1975.5 ms [2022-04-11 14:11:21 main:574] : INFO : Epoch 1840 | loss: 0.0310239 | val_loss: 0.0310661 | Time: 2008.78 ms [2022-04-11 14:11:23 main:574] : INFO : Epoch 1841 | loss: 0.0310202 | val_loss: 0.031067 | Time: 2142.22 ms [2022-04-11 14:11:25 main:574] : INFO : Epoch 1842 | loss: 0.0310175 | val_loss: 0.0310745 | Time: 2047.23 ms [2022-04-11 14:11:27 main:574] : INFO : Epoch 1843 | loss: 0.0310211 | val_loss: 0.0310709 | Time: 1967.37 ms [2022-04-11 14:11:29 main:574] : INFO : Epoch 1844 | loss: 0.0310175 | val_loss: 0.0310723 | Time: 1937 ms [2022-04-11 14:11:32 main:574] : INFO : Epoch 1845 | loss: 0.0310175 | val_loss: 0.031076 | Time: 2096.16 ms [2022-04-11 14:11:34 main:574] : INFO : Epoch 1846 | loss: 0.0310173 | val_loss: 0.031059 | Time: 2031.86 ms [2022-04-11 14:11:36 main:574] : INFO : Epoch 1847 | loss: 0.0310208 | val_loss: 0.0310731 | Time: 2045.64 ms [2022-04-11 14:11:38 main:574] : INFO : Epoch 1848 | loss: 0.0310225 | val_loss: 0.0310708 | Time: 2048.65 ms [2022-04-11 14:11:40 main:574] : INFO : Epoch 1849 | loss: 0.0310198 | val_loss: 0.0310669 | Time: 2074.84 ms [2022-04-11 14:11:42 main:574] : INFO : Epoch 1850 | loss: 0.0310251 | val_loss: 0.0310704 | Time: 2009.95 ms [2022-04-11 14:11:44 main:574] : INFO : Epoch 1851 | loss: 0.0310224 | val_loss: 0.0310688 | Time: 2232.13 ms [2022-04-11 14:11:46 main:574] : INFO : Epoch 1852 | loss: 0.0310223 | val_loss: 0.0310705 | Time: 2301.88 ms [2022-04-11 14:11:48 main:574] : INFO : Epoch 1853 | loss: 0.0310251 | val_loss: 0.0310734 | Time: 2118.39 ms [2022-04-11 14:11:51 main:574] : INFO : Epoch 1854 | loss: 0.0310225 | val_loss: 0.0310724 | Time: 2145.09 ms [2022-04-11 14:11:53 main:574] : INFO : Epoch 1855 | loss: 0.0310186 | val_loss: 0.0310812 | Time: 2015.68 ms [2022-04-11 14:11:55 main:574] : INFO : Epoch 1856 | loss: 0.0310185 | val_loss: 0.0310682 | Time: 2003.37 ms [2022-04-11 14:11:57 main:574] : INFO : Epoch 1857 | loss: 0.0310184 | val_loss: 0.0310609 | Time: 1923.98 ms [2022-04-11 14:11:58 main:574] : INFO : Epoch 1858 | loss: 0.0310155 | val_loss: 0.0310704 | Time: 1937.81 ms [2022-04-11 14:12:00 main:574] : INFO : Epoch 1859 | loss: 0.0310278 | val_loss: 0.0310947 | Time: 1943.53 ms [2022-04-11 14:12:02 main:574] : INFO : Epoch 1860 | loss: 0.0310549 | val_loss: 0.031081 | Time: 1967.79 ms [2022-04-11 14:12:04 main:574] : INFO : Epoch 1861 | loss: 0.0310442 | val_loss: 0.0310702 | Time: 1923.73 ms [2022-04-11 14:12:06 main:574] : INFO : Epoch 1862 | loss: 0.0310384 | val_loss: 0.0310682 | Time: 1957.45 ms [2022-04-11 14:12:08 main:574] : INFO : Epoch 1863 | loss: 0.0310315 | val_loss: 0.031064 | Time: 1945.32 ms [2022-04-11 14:12:10 main:574] : INFO : Epoch 1864 | loss: 0.0310278 | val_loss: 0.0310672 | Time: 1915.83 ms [2022-04-11 14:12:12 main:574] : INFO : Epoch 1865 | loss: 0.0310244 | val_loss: 0.0310616 | Time: 1940.85 ms [2022-04-11 14:12:14 main:574] : INFO : Epoch 1866 | loss: 0.0310228 | val_loss: 0.0310702 | Time: 1964.49 ms [2022-04-11 14:12:16 main:574] : INFO : Epoch 1867 | loss: 0.0310243 | val_loss: 0.0310716 | Time: 2067.76 ms [2022-04-11 14:12:18 main:574] : INFO : Epoch 1868 | loss: 0.031024 | val_loss: 0.0310762 | Time: 2247.37 ms [2022-04-11 14:12:21 main:574] : INFO : Epoch 1869 | loss: 0.0310222 | val_loss: 0.0310722 | Time: 2243.18 ms [2022-04-11 14:12:23 main:574] : INFO : Epoch 1870 | loss: 0.0310211 | val_loss: 0.0310674 | Time: 2164.9 ms [2022-04-11 14:12:25 main:574] : INFO : Epoch 1871 | loss: 0.0310246 | val_loss: 0.0310719 | Time: 2091.2 ms [2022-04-11 14:12:27 main:574] : INFO : Epoch 1872 | loss: 0.0310298 | val_loss: 0.0310725 | Time: 2142.85 ms [2022-04-11 14:12:29 main:574] : INFO : Epoch 1873 | loss: 0.0310281 | val_loss: 0.0310732 | Time: 2163.35 ms [2022-04-11 14:12:31 main:574] : INFO : Epoch 1874 | loss: 0.0310197 | val_loss: 0.0310686 | Time: 2072.91 ms [2022-04-11 14:12:33 main:574] : INFO : Epoch 1875 | loss: 0.031018 | val_loss: 0.031075 | Time: 2115.69 ms [2022-04-11 14:12:36 main:574] : INFO : Epoch 1876 | loss: 0.0310198 | val_loss: 0.0310694 | Time: 2062.66 ms [2022-04-11 14:12:38 main:574] : INFO : Epoch 1877 | loss: 0.0310195 | val_loss: 0.031072 | Time: 2051.62 ms [2022-04-11 14:12:40 main:574] : INFO : Epoch 1878 | loss: 0.0310288 | val_loss: 0.0310906 | Time: 2106.5 ms [2022-04-11 14:12:42 main:574] : INFO : Epoch 1879 | loss: 0.0310525 | val_loss: 0.0310865 | Time: 2151.82 ms [2022-04-11 14:12:44 main:574] : INFO : Epoch 1880 | loss: 0.0310396 | val_loss: 0.031074 | Time: 2002.03 ms [2022-04-11 14:12:46 main:574] : INFO : Epoch 1881 | loss: 0.0310354 | val_loss: 0.0310807 | Time: 2091.56 ms [2022-04-11 14:12:48 main:574] : INFO : Epoch 1882 | loss: 0.0310261 | val_loss: 0.0310671 | Time: 2126.54 ms [2022-04-11 14:12:50 main:574] : INFO : Epoch 1883 | loss: 0.0310239 | val_loss: 0.0310649 | Time: 2064.14 ms [2022-04-11 14:12:52 main:574] : INFO : Epoch 1884 | loss: 0.0310199 | val_loss: 0.0310605 | Time: 2020.85 ms [2022-04-11 14:12:54 main:574] : INFO : Epoch 1885 | loss: 0.0310229 | val_loss: 0.0310594 | Time: 2147.8 ms [2022-04-11 14:12:56 main:574] : INFO : Epoch 1886 | loss: 0.0310154 | val_loss: 0.0310649 | Time: 2082.43 ms [2022-04-11 14:12:59 main:574] : INFO : Epoch 1887 | loss: 0.0310173 | val_loss: 0.0310779 | Time: 2104.65 ms [2022-04-11 14:13:01 main:574] : INFO : Epoch 1888 | loss: 0.0310214 | val_loss: 0.0310614 | Time: 2098.21 ms [2022-04-11 14:13:03 main:574] : INFO : Epoch 1889 | loss: 0.031028 | val_loss: 0.0310683 | Time: 1985.23 ms [2022-04-11 14:13:05 main:574] : INFO : Epoch 1890 | loss: 0.0310325 | val_loss: 0.0310742 | Time: 2019.08 ms [2022-04-11 14:13:07 main:574] : INFO : Epoch 1891 | loss: 0.0310232 | val_loss: 0.0310634 | Time: 1998.4 ms [2022-04-11 14:13:09 main:574] : INFO : Epoch 1892 | loss: 0.0310199 | val_loss: 0.0310749 | Time: 2032.21 ms [2022-04-11 14:13:11 main:574] : INFO : Epoch 1893 | loss: 0.0310184 | val_loss: 0.0310666 | Time: 1973.02 ms [2022-04-11 14:13:13 main:574] : INFO : Epoch 1894 | loss: 0.0310157 | val_loss: 0.0310604 | Time: 2069.08 ms [2022-04-11 14:13:15 main:574] : INFO : Epoch 1895 | loss: 0.0310186 | val_loss: 0.0310639 | Time: 1953.25 ms [2022-04-11 14:13:17 main:574] : INFO : Epoch 1896 | loss: 0.0310218 | val_loss: 0.031061 | Time: 1936.01 ms [2022-04-11 14:13:19 main:574] : INFO : Epoch 1897 | loss: 0.031018 | val_loss: 0.0310612 | Time: 1915.96 ms [2022-04-11 14:13:20 main:574] : INFO : Epoch 1898 | loss: 0.0310165 | val_loss: 0.0310638 | Time: 1924.56 ms [2022-04-11 14:13:22 main:574] : INFO : Epoch 1899 | loss: 0.0310188 | val_loss: 0.0310576 | Time: 1914.95 ms [2022-04-11 14:13:24 main:574] : INFO : Epoch 1900 | loss: 0.0310157 | val_loss: 0.0310632 | Time: 1951.57 ms [2022-04-11 14:13:26 main:574] : INFO : Epoch 1901 | loss: 0.0310137 | val_loss: 0.0310619 | Time: 1912.53 ms [2022-04-11 14:13:38 main:574] : INFO : Epoch 1902 | loss: 0.0310117 | val_loss: 0.0310612 | Time: 12177 ms [2022-04-11 14:13:41 main:574] : INFO : Epoch 1903 | loss: 0.0310099 | val_loss: 0.0310707 | Time: 2084.23 ms [2022-04-11 14:13:43 main:574] : INFO : Epoch 1904 | loss: 0.0310097 | val_loss: 0.0310639 | Time: 2212.67 ms [2022-04-11 14:13:45 main:574] : INFO : Epoch 1905 | loss: 0.0310142 | val_loss: 0.0310682 | Time: 2140.22 ms [2022-04-11 14:13:47 main:574] : INFO : Epoch 1906 | loss: 0.031031 | val_loss: 0.0310644 | Time: 2108.1 ms [2022-04-11 14:13:49 main:574] : INFO : Epoch 1907 | loss: 0.031034 | val_loss: 0.0310669 | Time: 2172.25 ms [2022-04-11 14:13:51 main:574] : INFO : Epoch 1908 | loss: 0.0310242 | val_loss: 0.0310637 | Time: 2269.97 ms [2022-04-11 14:13:54 main:574] : INFO : Epoch 1909 | loss: 0.0310154 | val_loss: 0.0310611 | Time: 2122.34 ms [2022-04-11 14:13:56 main:574] : INFO : Epoch 1910 | loss: 0.0310101 | val_loss: 0.0310661 | Time: 2037.21 ms [2022-04-11 14:13:58 main:574] : INFO : Epoch 1911 | loss: 0.0310099 | val_loss: 0.0310673 | Time: 2043.8 ms [2022-04-11 14:14:00 main:574] : INFO : Epoch 1912 | loss: 0.0310111 | val_loss: 0.0310627 | Time: 2065.28 ms [2022-04-11 14:14:02 main:574] : INFO : Epoch 1913 | loss: 0.0310117 | val_loss: 0.0310636 | Time: 1901.08 ms [2022-04-11 14:14:04 main:574] : INFO : Epoch 1914 | loss: 0.0310128 | val_loss: 0.031067 | Time: 2116.83 ms [2022-04-11 14:14:06 main:574] : INFO : Epoch 1915 | loss: 0.0310266 | val_loss: 0.0310786 | Time: 2049.95 ms [2022-04-11 14:14:08 main:574] : INFO : Epoch 1916 | loss: 0.0310308 | val_loss: 0.0310744 | Time: 2111.61 ms [2022-04-11 14:14:10 main:574] : INFO : Epoch 1917 | loss: 0.0310247 | val_loss: 0.0310658 | Time: 2136.31 ms [2022-04-11 14:14:12 main:574] : INFO : Epoch 1918 | loss: 0.0310218 | val_loss: 0.0310656 | Time: 1994.14 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-11 14:17:53 main:435] : INFO : Set logging level to 1 [2022-04-11 14:17:53 main:441] : INFO : Running in BOINC Client mode [2022-04-11 14:17:53 main:444] : INFO : Resolving all filenames [2022-04-11 14:17:53 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-11 14:17:53 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-11 14:17:53 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-11 14:17:53 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-11 14:17:53 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-11 14:17:53 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-11 14:17:53 main:474] : INFO : Configuration: [2022-04-11 14:17:53 main:475] : INFO : Model type: GRU [2022-04-11 14:17:53 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-11 14:17:53 main:477] : INFO : Max Epochs: 2048 [2022-04-11 14:17:53 main:478] : INFO : Batch Size: 128 [2022-04-11 14:17:53 main:479] : INFO : Learning Rate: 0.01 [2022-04-11 14:17:53 main:480] : INFO : Patience: 10 [2022-04-11 14:17:53 main:481] : INFO : Hidden Width: 12 [2022-04-11 14:17:53 main:482] : INFO : # Recurrent Layers: 4 [2022-04-11 14:17:53 main:483] : INFO : # Backend Layers: 4 [2022-04-11 14:17:53 main:484] : INFO : # Threads: 1 [2022-04-11 14:17:53 main:486] : INFO : Preparing Dataset [2022-04-11 14:17:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-11 14:17:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-11 14:33:47 main:435] : INFO : Set logging level to 1 [2022-04-11 14:33:47 main:441] : INFO : Running in BOINC Client mode [2022-04-11 14:33:47 main:444] : INFO : Resolving all filenames [2022-04-11 14:33:47 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-11 14:33:47 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-11 14:33:47 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-11 14:33:47 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-11 14:33:47 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-11 14:33:47 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-11 14:33:47 main:474] : INFO : Configuration: [2022-04-11 14:33:47 main:475] : INFO : Model type: GRU [2022-04-11 14:33:47 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-11 14:33:47 main:477] : INFO : Max Epochs: 2048 [2022-04-11 14:33:47 main:478] : INFO : Batch Size: 128 [2022-04-11 14:33:47 main:479] : INFO : Learning Rate: 0.01 [2022-04-11 14:33:47 main:480] : INFO : Patience: 10 [2022-04-11 14:33:47 main:481] : INFO : Hidden Width: 12 [2022-04-11 14:33:47 main:482] : INFO : # Recurrent Layers: 4 [2022-04-11 14:33:47 main:483] : INFO : # Backend Layers: 4 [2022-04-11 14:33:47 main:484] : INFO : # Threads: 1 [2022-04-11 14:33:47 main:486] : INFO : Preparing Dataset [2022-04-11 14:33:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-11 14:33:48 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-11 14:33:50 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-11 14:33:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-11 14:33:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-11 14:33:50 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-11 14:33:50 main:494] : INFO : Creating Model [2022-04-11 14:33:50 main:507] : INFO : Preparing config file [2022-04-11 14:33:50 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-11 14:33:50 main:512] : INFO : Loading config [2022-04-11 14:33:50 main:514] : INFO : Loading state [2022-04-11 14:33:51 main:559] : INFO : Loading DataLoader into Memory [2022-04-11 14:33:51 main:562] : INFO : Starting Training [2022-04-11 14:33:53 main:574] : INFO : Epoch 1910 | loss: 0.0310429 | val_loss: 0.0310709 | Time: 2379.65 ms [2022-04-11 14:33:56 main:574] : INFO : Epoch 1911 | loss: 0.0310153 | val_loss: 0.0310576 | Time: 2071.66 ms [2022-04-11 14:33:58 main:574] : INFO : Epoch 1912 | loss: 0.0310145 | val_loss: 0.0310553 | Time: 2013.71 ms [2022-04-11 14:33:59 main:574] : INFO : Epoch 1913 | loss: 0.0310156 | val_loss: 0.0310667 | Time: 1933.01 ms [2022-04-11 14:34:02 main:574] : INFO : Epoch 1914 | loss: 0.0310136 | val_loss: 0.0310624 | Time: 2122.69 ms [2022-04-11 14:34:04 main:574] : INFO : Epoch 1915 | loss: 0.0310159 | val_loss: 0.0310554 | Time: 1941.54 ms [2022-04-11 14:34:06 main:574] : INFO : Epoch 1916 | loss: 0.0310162 | val_loss: 0.0310691 | Time: 2005.86 ms [2022-04-11 14:34:08 main:574] : INFO : Epoch 1917 | loss: 0.0310167 | val_loss: 0.0310668 | Time: 2240.84 ms [2022-04-11 14:34:10 main:574] : INFO : Epoch 1918 | loss: 0.0310142 | val_loss: 0.0310603 | Time: 1923.47 ms [2022-04-11 14:34:12 main:574] : INFO : Epoch 1919 | loss: 0.0310118 | val_loss: 0.0310574 | Time: 2007.56 ms [2022-04-11 14:34:14 main:574] : INFO : Epoch 1920 | loss: 0.0310099 | val_loss: 0.0310656 | Time: 2130.35 ms [2022-04-11 14:34:16 main:574] : INFO : Epoch 1921 | loss: 0.0310124 | val_loss: 0.03106 | Time: 1970.88 ms [2022-04-11 14:34:18 main:574] : INFO : Epoch 1922 | loss: 0.0310127 | val_loss: 0.031058 | Time: 2070.17 ms [2022-04-11 14:34:20 main:574] : INFO : Epoch 1923 | loss: 0.0310091 | val_loss: 0.0310611 | Time: 1960.33 ms [2022-04-11 14:34:22 main:574] : INFO : Epoch 1924 | loss: 0.0310088 | val_loss: 0.0310641 | Time: 1975.23 ms [2022-04-11 14:34:24 main:574] : INFO : Epoch 1925 | loss: 0.0310053 | val_loss: 0.0310566 | Time: 1964.46 ms [2022-04-11 14:34:26 main:574] : INFO : Epoch 1926 | loss: 0.0310064 | val_loss: 0.0310645 | Time: 2081.41 ms [2022-04-11 14:34:28 main:574] : INFO : Epoch 1927 | loss: 0.0310042 | val_loss: 0.0310601 | Time: 1941.17 ms [2022-04-11 14:34:30 main:574] : INFO : Epoch 1928 | loss: 0.031003 | val_loss: 0.031059 | Time: 2174.34 ms [2022-04-11 14:34:32 main:574] : INFO : Epoch 1929 | loss: 0.0310098 | val_loss: 0.0310604 | Time: 2094.71 ms [2022-04-11 14:34:34 main:574] : INFO : Epoch 1930 | loss: 0.0310195 | val_loss: 0.0310582 | Time: 2128.17 ms [2022-04-11 14:34:36 main:574] : INFO : Epoch 1931 | loss: 0.0310132 | val_loss: 0.0310706 | Time: 1913.53 ms [2022-04-11 14:34:38 main:574] : INFO : Epoch 1932 | loss: 0.0310071 | val_loss: 0.0310578 | Time: 2102.85 ms [2022-04-11 14:34:40 main:574] : INFO : Epoch 1933 | loss: 0.0310077 | val_loss: 0.0310581 | Time: 2007.48 ms [2022-04-11 14:34:42 main:574] : INFO : Epoch 1934 | loss: 0.0310118 | val_loss: 0.0310708 | Time: 2108.73 ms [2022-04-11 14:34:44 main:574] : INFO : Epoch 1935 | loss: 0.0310116 | val_loss: 0.031062 | Time: 2022.28 ms [2022-04-11 14:34:47 main:574] : INFO : Epoch 1936 | loss: 0.0310084 | val_loss: 0.0310621 | Time: 2098.63 ms [2022-04-11 14:34:49 main:574] : INFO : Epoch 1937 | loss: 0.0310085 | val_loss: 0.0310612 | Time: 2186.34 ms [2022-04-11 14:34:51 main:574] : INFO : Epoch 1938 | loss: 0.0310064 | val_loss: 0.0310558 | Time: 1987.81 ms [2022-04-11 14:34:53 main:574] : INFO : Epoch 1939 | loss: 0.03101 | val_loss: 0.031062 | Time: 2045.41 ms [2022-04-11 14:34:55 main:574] : INFO : Epoch 1940 | loss: 0.0310084 | val_loss: 0.0310573 | Time: 2102.25 ms [2022-04-11 14:34:57 main:574] : INFO : Epoch 1941 | loss: 0.0310077 | val_loss: 0.0310613 | Time: 2082.85 ms [2022-04-11 14:34:59 main:574] : INFO : Epoch 1942 | loss: 0.0310051 | val_loss: 0.0310635 | Time: 2136.45 ms [2022-04-11 14:35:01 main:574] : INFO : Epoch 1943 | loss: 0.0310024 | val_loss: 0.0310562 | Time: 2150.7 ms [2022-04-11 14:35:03 main:574] : INFO : Epoch 1944 | loss: 0.031006 | val_loss: 0.0310605 | Time: 2098.44 ms [2022-04-11 14:35:05 main:574] : INFO : Epoch 1945 | loss: 0.0310117 | val_loss: 0.0310701 | Time: 2049.37 ms [2022-04-11 14:35:08 main:574] : INFO : Epoch 1946 | loss: 0.0310116 | val_loss: 0.0310646 | Time: 2040.16 ms [2022-04-11 14:35:10 main:574] : INFO : Epoch 1947 | loss: 0.031004 | val_loss: 0.0310605 | Time: 2086.55 ms [2022-04-11 14:35:12 main:574] : INFO : Epoch 1948 | loss: 0.0310018 | val_loss: 0.0310541 | Time: 1981.14 ms [2022-04-11 14:35:14 main:574] : INFO : Epoch 1949 | loss: 0.0310078 | val_loss: 0.0310596 | Time: 2025.98 ms [2022-04-11 14:35:16 main:574] : INFO : Epoch 1950 | loss: 0.0310032 | val_loss: 0.0310549 | Time: 1989.3 ms [2022-04-11 14:35:18 main:574] : INFO : Epoch 1951 | loss: 0.0310009 | val_loss: 0.0310652 | Time: 2008.03 ms [2022-04-11 14:35:20 main:574] : INFO : Epoch 1952 | loss: 0.0310026 | val_loss: 0.0310694 | Time: 2063.86 ms [2022-04-11 14:35:22 main:574] : INFO : Epoch 1953 | loss: 0.0310042 | val_loss: 0.0310623 | Time: 2026.1 ms [2022-04-11 14:35:24 main:574] : INFO : Epoch 1954 | loss: 0.0310033 | val_loss: 0.0310665 | Time: 1955.14 ms [2022-04-11 14:35:26 main:574] : INFO : Epoch 1955 | loss: 0.0310071 | val_loss: 0.0310788 | Time: 2006.89 ms [2022-04-11 14:35:28 main:574] : INFO : Epoch 1956 | loss: 0.0310047 | val_loss: 0.0310636 | Time: 2190.31 ms [2022-04-11 14:35:30 main:574] : INFO : Epoch 1957 | loss: 0.0309961 | val_loss: 0.0310625 | Time: 2022.61 ms [2022-04-11 14:35:32 main:574] : INFO : Epoch 1958 | loss: 0.0310064 | val_loss: 0.0310753 | Time: 2000.15 ms [2022-04-11 14:35:34 main:574] : INFO : Epoch 1959 | loss: 0.0310066 | val_loss: 0.031075 | Time: 2079.67 ms [2022-04-11 14:35:36 main:574] : INFO : Epoch 1960 | loss: 0.031 | val_loss: 0.0310619 | Time: 1998.93 ms [2022-04-11 14:35:38 main:574] : INFO : Epoch 1961 | loss: 0.030997 | val_loss: 0.0310609 | Time: 2021.48 ms [2022-04-11 14:35:40 main:574] : INFO : Epoch 1962 | loss: 0.0309946 | val_loss: 0.0310752 | Time: 1984.64 ms [2022-04-11 14:35:42 main:574] : INFO : Epoch 1963 | loss: 0.0310055 | val_loss: 0.0310637 | Time: 2259.74 ms [2022-04-11 14:35:44 main:574] : INFO : Epoch 1964 | loss: 0.0310151 | val_loss: 0.0310644 | Time: 2109.3 ms [2022-04-11 14:35:47 main:574] : INFO : Epoch 1965 | loss: 0.0310089 | val_loss: 0.0310735 | Time: 2119.6 ms [2022-04-11 14:35:49 main:574] : INFO : Epoch 1966 | loss: 0.031007 | val_loss: 0.0310646 | Time: 1960.13 ms [2022-04-11 14:35:51 main:574] : INFO : Epoch 1967 | loss: 0.0310023 | val_loss: 0.031063 | Time: 2130.41 ms [2022-04-11 14:35:53 main:574] : INFO : Epoch 1968 | loss: 0.0310018 | val_loss: 0.0310784 | Time: 2074.79 ms [2022-04-11 14:35:55 main:574] : INFO : Epoch 1969 | loss: 0.031001 | val_loss: 0.0310544 | Time: 2208.72 ms [2022-04-11 14:35:57 main:574] : INFO : Epoch 1970 | loss: 0.0310004 | val_loss: 0.0310584 | Time: 2159.3 ms [2022-04-11 14:35:59 main:574] : INFO : Epoch 1971 | loss: 0.0310014 | val_loss: 0.0310609 | Time: 2055.99 ms [2022-04-11 14:36:01 main:574] : INFO : Epoch 1972 | loss: 0.0309991 | val_loss: 0.0310656 | Time: 2162.91 ms [2022-04-11 14:36:03 main:574] : INFO : Epoch 1973 | loss: 0.0309999 | val_loss: 0.031063 | Time: 2058.21 ms [2022-04-11 14:36:05 main:574] : INFO : Epoch 1974 | loss: 0.0310049 | val_loss: 0.0310562 | Time: 2037.66 ms [2022-04-11 14:36:08 main:574] : INFO : Epoch 1975 | loss: 0.0310018 | val_loss: 0.0310685 | Time: 2169.95 ms [2022-04-11 14:36:10 main:574] : INFO : Epoch 1976 | loss: 0.0310103 | val_loss: 0.0310638 | Time: 2008.54 ms [2022-04-11 14:36:12 main:574] : INFO : Epoch 1977 | loss: 0.0310044 | val_loss: 0.0310658 | Time: 1976.81 ms [2022-04-11 14:36:14 main:574] : INFO : Epoch 1978 | loss: 0.0310032 | val_loss: 0.0310583 | Time: 1940.94 ms [2022-04-11 14:36:16 main:574] : INFO : Epoch 1979 | loss: 0.0310068 | val_loss: 0.0310618 | Time: 1981.21 ms [2022-04-11 14:36:17 main:574] : INFO : Epoch 1980 | loss: 0.0310071 | val_loss: 0.0310776 | Time: 1946.2 ms [2022-04-11 14:36:19 main:574] : INFO : Epoch 1981 | loss: 0.0310171 | val_loss: 0.0310698 | Time: 1962.91 ms [2022-04-11 14:36:21 main:574] : INFO : Epoch 1982 | loss: 0.0310117 | val_loss: 0.031064 | Time: 2000.32 ms [2022-04-11 14:36:23 main:574] : INFO : Epoch 1983 | loss: 0.0310074 | val_loss: 0.0310555 | Time: 1996.92 ms [2022-04-11 14:36:26 main:574] : INFO : Epoch 1984 | loss: 0.0310081 | val_loss: 0.0310658 | Time: 2022.44 ms [2022-04-11 14:36:27 main:574] : INFO : Epoch 1985 | loss: 0.0310113 | val_loss: 0.0310616 | Time: 1968.52 ms [2022-04-11 14:36:29 main:574] : INFO : Epoch 1986 | loss: 0.0310229 | val_loss: 0.0310677 | Time: 1966.49 ms [2022-04-11 14:36:32 main:574] : INFO : Epoch 1987 | loss: 0.0310231 | val_loss: 0.0310627 | Time: 2049.32 ms [2022-04-11 14:36:34 main:574] : INFO : Epoch 1988 | loss: 0.0310166 | val_loss: 0.0310549 | Time: 2069.25 ms [2022-04-11 14:36:36 main:574] : INFO : Epoch 1989 | loss: 0.0310208 | val_loss: 0.0310672 | Time: 2283.08 ms [2022-04-11 14:36:38 main:574] : INFO : Epoch 1990 | loss: 0.0310162 | val_loss: 0.0310631 | Time: 1954.69 ms [2022-04-11 14:36:40 main:574] : INFO : Epoch 1991 | loss: 0.0310195 | val_loss: 0.0310494 | Time: 2055.56 ms [2022-04-11 14:36:42 main:574] : INFO : Epoch 1992 | loss: 0.0310124 | val_loss: 0.031051 | Time: 2092.13 ms [2022-04-11 14:36:44 main:574] : INFO : Epoch 1993 | loss: 0.031007 | val_loss: 0.0310534 | Time: 2009.57 ms [2022-04-11 14:36:46 main:574] : INFO : Epoch 1994 | loss: 0.0310087 | val_loss: 0.0310731 | Time: 2091.97 ms [2022-04-11 14:36:48 main:574] : INFO : Epoch 1995 | loss: 0.0310057 | val_loss: 0.0310559 | Time: 2135.49 ms [2022-04-11 14:36:50 main:574] : INFO : Epoch 1996 | loss: 0.0310019 | val_loss: 0.0310541 | Time: 2001.76 ms [2022-04-11 14:36:52 main:574] : INFO : Epoch 1997 | loss: 0.0310126 | val_loss: 0.0310957 | Time: 2009.82 ms [2022-04-11 14:36:54 main:574] : INFO : Epoch 1998 | loss: 0.0310597 | val_loss: 0.0310737 | Time: 2111.65 ms [2022-04-11 14:36:57 main:574] : INFO : Epoch 1999 | loss: 0.0310352 | val_loss: 0.0310666 | Time: 2167.92 ms [2022-04-11 14:36:59 main:574] : INFO : Epoch 2000 | loss: 0.03102 | val_loss: 0.0310645 | Time: 2144.51 ms [2022-04-11 14:37:01 main:574] : INFO : Epoch 2001 | loss: 0.0310117 | val_loss: 0.0310618 | Time: 1936.97 ms [2022-04-11 14:37:03 main:574] : INFO : Epoch 2002 | loss: 0.0310116 | val_loss: 0.0310704 | Time: 2047.48 ms [2022-04-11 14:37:05 main:574] : INFO : Epoch 2003 | loss: 0.0310076 | val_loss: 0.0310815 | Time: 1916.2 ms [2022-04-11 14:37:07 main:574] : INFO : Epoch 2004 | loss: 0.0310105 | val_loss: 0.0310702 | Time: 2021.84 ms [2022-04-11 14:37:09 main:574] : INFO : Epoch 2005 | loss: 0.0310047 | val_loss: 0.0310763 | Time: 2020.56 ms [2022-04-11 14:37:11 main:574] : INFO : Epoch 2006 | loss: 0.031004 | val_loss: 0.0310587 | Time: 2105.5 ms [2022-04-11 14:37:13 main:574] : INFO : Epoch 2007 | loss: 0.0310013 | val_loss: 0.0310759 | Time: 2107.75 ms [2022-04-11 14:37:15 main:574] : INFO : Epoch 2008 | loss: 0.031001 | val_loss: 0.0310642 | Time: 1965.7 ms [2022-04-11 14:37:17 main:574] : INFO : Epoch 2009 | loss: 0.0309969 | val_loss: 0.031063 | Time: 1982.66 ms [2022-04-11 14:37:19 main:574] : INFO : Epoch 2010 | loss: 0.030996 | val_loss: 0.0310661 | Time: 1979.7 ms [2022-04-11 14:37:21 main:574] : INFO : Epoch 2011 | loss: 0.0309975 | val_loss: 0.0310646 | Time: 1949.71 ms [2022-04-11 14:37:23 main:574] : INFO : Epoch 2012 | loss: 0.0310002 | val_loss: 0.0310693 | Time: 1995.49 ms [2022-04-11 14:37:25 main:574] : INFO : Epoch 2013 | loss: 0.0309983 | val_loss: 0.0310776 | Time: 1943.47 ms [2022-04-11 14:37:27 main:574] : INFO : Epoch 2014 | loss: 0.0309997 | val_loss: 0.0310623 | Time: 1966.35 ms [2022-04-11 14:37:29 main:574] : INFO : Epoch 2015 | loss: 0.0310051 | val_loss: 0.0310768 | Time: 1896.76 ms [2022-04-11 14:37:31 main:574] : INFO : Epoch 2016 | loss: 0.0310033 | val_loss: 0.0310564 | Time: 1901.68 ms [2022-04-11 14:37:32 main:574] : INFO : Epoch 2017 | loss: 0.0310024 | val_loss: 0.0310695 | Time: 1902.39 ms [2022-04-11 14:37:34 main:574] : INFO : Epoch 2018 | loss: 0.0310036 | val_loss: 0.0310673 | Time: 1890.15 ms [2022-04-11 14:37:36 main:574] : INFO : Epoch 2019 | loss: 0.0309983 | val_loss: 0.0310645 | Time: 1906.61 ms [2022-04-11 14:37:38 main:574] : INFO : Epoch 2020 | loss: 0.0309968 | val_loss: 0.0310761 | Time: 1897.44 ms [2022-04-11 14:37:40 main:574] : INFO : Epoch 2021 | loss: 0.0309987 | val_loss: 0.0310701 | Time: 1903.24 ms [2022-04-11 14:37:42 main:574] : INFO : Epoch 2022 | loss: 0.0310101 | val_loss: 0.0310679 | Time: 1898.36 ms [2022-04-11 14:37:44 main:574] : INFO : Epoch 2023 | loss: 0.0310244 | val_loss: 0.0310675 | Time: 1902.24 ms [2022-04-11 14:37:46 main:574] : INFO : Epoch 2024 | loss: 0.0310155 | val_loss: 0.0310684 | Time: 1897.57 ms [2022-04-11 14:37:48 main:574] : INFO : Epoch 2025 | loss: 0.0310128 | val_loss: 0.0310626 | Time: 1902.82 ms [2022-04-11 14:37:50 main:574] : INFO : Epoch 2026 | loss: 0.0310156 | val_loss: 0.0310678 | Time: 1901.9 ms [2022-04-11 14:37:52 main:574] : INFO : Epoch 2027 | loss: 0.0310172 | val_loss: 0.031072 | Time: 1899.54 ms [2022-04-11 14:37:53 main:574] : INFO : Epoch 2028 | loss: 0.0310167 | val_loss: 0.0310617 | Time: 1908.73 ms [2022-04-11 14:37:55 main:574] : INFO : Epoch 2029 | loss: 0.031008 | val_loss: 0.0310602 | Time: 1895.93 ms [2022-04-11 14:37:57 main:574] : INFO : Epoch 2030 | loss: 0.031005 | val_loss: 0.0310588 | Time: 1902.67 ms [2022-04-11 14:37:59 main:574] : INFO : Epoch 2031 | loss: 0.031003 | val_loss: 0.0310565 | Time: 1904.25 ms [2022-04-11 14:38:01 main:574] : INFO : Epoch 2032 | loss: 0.0310037 | val_loss: 0.0310598 | Time: 1903.86 ms [2022-04-11 14:38:03 main:574] : INFO : Epoch 2033 | loss: 0.0310087 | val_loss: 0.0310535 | Time: 1900.7 ms [2022-04-11 14:38:05 main:574] : INFO : Epoch 2034 | loss: 0.0310039 | val_loss: 0.0310603 | Time: 2067.79 ms [2022-04-11 14:38:07 main:574] : INFO : Epoch 2035 | loss: 0.0310027 | val_loss: 0.0310744 | Time: 2047.56 ms [2022-04-11 14:38:09 main:574] : INFO : Epoch 2036 | loss: 0.0310368 | val_loss: 0.031086 | Time: 1996.69 ms [2022-04-11 14:38:11 main:574] : INFO : Epoch 2037 | loss: 0.0310377 | val_loss: 0.0310828 | Time: 2001.42 ms [2022-04-11 14:38:13 main:574] : INFO : Epoch 2038 | loss: 0.031029 | val_loss: 0.0310772 | Time: 1931.3 ms [2022-04-11 14:38:15 main:574] : INFO : Epoch 2039 | loss: 0.0310251 | val_loss: 0.0310662 | Time: 2088.43 ms [2022-04-11 14:38:17 main:574] : INFO : Epoch 2040 | loss: 0.0310184 | val_loss: 0.0310599 | Time: 1992.92 ms [2022-04-11 14:38:19 main:574] : INFO : Epoch 2041 | loss: 0.0310127 | val_loss: 0.0310524 | Time: 1993.5 ms [2022-04-11 14:38:21 main:574] : INFO : Epoch 2042 | loss: 0.0310242 | val_loss: 0.0310665 | Time: 1971.91 ms [2022-04-11 14:38:23 main:574] : INFO : Epoch 2043 | loss: 0.0310316 | val_loss: 0.0310632 | Time: 2085.37 ms [2022-04-11 14:38:25 main:574] : INFO : Epoch 2044 | loss: 0.0310295 | val_loss: 0.031064 | Time: 1986.97 ms [2022-04-11 14:38:27 main:574] : INFO : Epoch 2045 | loss: 0.0310208 | val_loss: 0.0310722 | Time: 1944.09 ms [2022-04-11 14:38:29 main:574] : INFO : Epoch 2046 | loss: 0.0310272 | val_loss: 0.0310863 | Time: 2052.31 ms [2022-04-11 14:38:31 main:574] : INFO : Epoch 2047 | loss: 0.0310211 | val_loss: 0.0310716 | Time: 2221.22 ms [2022-04-11 14:38:34 main:574] : INFO : Epoch 2048 | loss: 0.0310186 | val_loss: 0.0310773 | Time: 2193.8 ms [2022-04-11 14:38:34 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0310773 [2022-04-11 14:38:34 main:603] : INFO : Saving end state to config to file [2022-04-11 14:38:34 main:608] : INFO : Success, exiting.. 14:38:34 (11900): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)