Task 10853260
| Name | ParityModified-1639958180-13499-2-0_0 |
| Workunit | 8160134 |
| Created | 17 Jan 2022, 18:37:58 UTC |
| Sent | 5 Feb 2022, 23:24:07 UTC |
| Report deadline | 13 Feb 2022, 23:24:07 UTC |
| Received | 8 Feb 2022, 18:48:57 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9953 |
| Run time | 1 hours 15 min 1 sec |
| CPU time | 1 hours 3 min 3 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,142.87 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.55 GB |
| Peak swap size | 3.46 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0311628 | Time: 2000.87 ms [2022-02-07 09:11:43 main:574] : INFO : Epoch 1845 | loss: 0.0311543 | val_loss: 0.031162 | Time: 2058.08 ms [2022-02-07 09:11:45 main:574] : INFO : Epoch 1846 | loss: 0.0311543 | val_loss: 0.0311713 | Time: 2028.1 ms [2022-02-07 09:11:47 main:574] : INFO : Epoch 1847 | loss: 0.0311567 | val_loss: 0.031167 | Time: 1988.34 ms [2022-02-07 09:11:49 main:574] : INFO : Epoch 1848 | loss: 0.0311594 | val_loss: 0.0311642 | Time: 2001.91 ms [2022-02-07 09:11:51 main:574] : INFO : Epoch 1849 | loss: 0.0311554 | val_loss: 0.0311655 | Time: 1995.66 ms [2022-02-07 09:11:53 main:574] : INFO : Epoch 1850 | loss: 0.0311561 | val_loss: 0.0311673 | Time: 2021.66 ms [2022-02-07 09:11:56 main:574] : INFO : Epoch 1851 | loss: 0.0311574 | val_loss: 0.0311627 | Time: 2033.57 ms [2022-02-07 09:11:58 main:574] : INFO : Epoch 1852 | loss: 0.0311546 | val_loss: 0.0311628 | Time: 2005.86 ms [2022-02-07 09:12:00 main:574] : INFO : Epoch 1853 | loss: 0.0311572 | val_loss: 0.0311669 | Time: 2051.22 ms [2022-02-07 09:12:02 main:574] : INFO : Epoch 1854 | loss: 0.031154 | val_loss: 0.0311633 | Time: 2029 ms [2022-02-07 09:12:04 main:574] : INFO : Epoch 1855 | loss: 0.0311541 | val_loss: 0.0311628 | Time: 1990.45 ms [2022-02-07 09:12:06 main:574] : INFO : Epoch 1856 | loss: 0.0311537 | val_loss: 0.0311647 | Time: 1992.35 ms [2022-02-07 09:12:08 main:574] : INFO : Epoch 1857 | loss: 0.0311543 | val_loss: 0.0311661 | Time: 2005.72 ms [2022-02-07 09:12:10 main:574] : INFO : Epoch 1858 | loss: 0.0311552 | val_loss: 0.0311641 | Time: 1989.8 ms [2022-02-07 09:12:12 main:574] : INFO : Epoch 1859 | loss: 0.0311557 | val_loss: 0.031166 | Time: 2095.88 ms [2022-02-07 09:12:14 main:574] : INFO : Epoch 1860 | loss: 0.0311538 | val_loss: 0.0311637 | Time: 2067.67 ms [2022-02-07 09:12:16 main:574] : INFO : Epoch 1861 | loss: 0.0311538 | val_loss: 0.0311643 | Time: 2048.5 ms [2022-02-07 09:12:18 main:574] : INFO : Epoch 1862 | loss: 0.0311535 | val_loss: 0.0311638 | Time: 2046.29 ms [2022-02-07 09:12:20 main:574] : INFO : Epoch 1863 | loss: 0.0311547 | val_loss: 0.0311662 | Time: 2094.64 ms [2022-02-07 09:12:22 main:574] : INFO : Epoch 1864 | loss: 0.0311561 | val_loss: 0.0311638 | Time: 2208.28 ms [2022-02-07 09:12:25 main:574] : INFO : Epoch 1865 | loss: 0.0311573 | val_loss: 0.0311672 | Time: 2286.57 ms [2022-02-07 09:12:27 main:574] : INFO : Epoch 1866 | loss: 0.0311561 | val_loss: 0.0311663 | Time: 1991.55 ms [2022-02-07 09:12:29 main:574] : INFO : Epoch 1867 | loss: 0.0311561 | val_loss: 0.0311624 | Time: 1981.53 ms [2022-02-07 09:12:31 main:574] : INFO : Epoch 1868 | loss: 0.031156 | val_loss: 0.0311622 | Time: 2009.62 ms [2022-02-07 09:12:33 main:574] : INFO : Epoch 1869 | loss: 0.0311546 | val_loss: 0.0311634 | Time: 2029.82 ms [2022-02-07 09:12:35 main:574] : INFO : Epoch 1870 | loss: 0.031159 | val_loss: 0.0311654 | Time: 2019.95 ms [2022-02-07 09:12:37 main:574] : INFO : Epoch 1871 | loss: 0.0311544 | val_loss: 0.0311649 | Time: 2021.88 ms [2022-02-07 09:12:39 main:574] : INFO : Epoch 1872 | loss: 0.0311529 | val_loss: 0.0311625 | Time: 2039.59 ms [2022-02-07 09:12:41 main:574] : INFO : Epoch 1873 | loss: 0.0311526 | val_loss: 0.031164 | Time: 2167.09 ms [2022-02-07 09:12:43 main:574] : INFO : Epoch 1874 | loss: 0.0311538 | val_loss: 0.0311635 | Time: 2167.01 ms [2022-02-07 09:12:46 main:574] : INFO : Epoch 1875 | loss: 0.0311543 | val_loss: 0.0311624 | Time: 2160.07 ms [2022-02-07 09:12:48 main:574] : INFO : Epoch 1876 | loss: 0.0311518 | val_loss: 0.0311633 | Time: 2115.05 ms [2022-02-07 09:12:50 main:574] : INFO : Epoch 1877 | loss: 0.0311529 | val_loss: 0.0311634 | Time: 2094.65 ms [2022-02-07 09:12:52 main:574] : INFO : Epoch 1878 | loss: 0.031153 | val_loss: 0.0311636 | Time: 2173.48 ms [2022-02-07 09:12:54 main:574] : INFO : Epoch 1879 | loss: 0.0311531 | val_loss: 0.031164 | Time: 2191.8 ms [2022-02-07 09:12:56 main:574] : INFO : Epoch 1880 | loss: 0.0311547 | val_loss: 0.031163 | Time: 2175.45 ms [2022-02-07 09:12:59 main:574] : INFO : Epoch 1881 | loss: 0.0311562 | val_loss: 0.0311626 | Time: 2304.61 ms [2022-02-07 09:13:01 main:574] : INFO : Epoch 1882 | loss: 0.0311557 | val_loss: 0.0311623 | Time: 2162.27 ms [2022-02-07 09:13:03 main:574] : INFO : Epoch 1883 | loss: 0.0311541 | val_loss: 0.0311641 | Time: 2014.72 ms [2022-02-07 09:13:05 main:574] : INFO : Epoch 1884 | loss: 0.031153 | val_loss: 0.0311621 | Time: 2108.04 ms [2022-02-07 09:13:07 main:574] : INFO : Epoch 1885 | loss: 0.0311556 | val_loss: 0.0311636 | Time: 2085.73 ms [2022-02-07 09:13:09 main:574] : INFO : Epoch 1886 | loss: 0.0311537 | val_loss: 0.0311624 | Time: 2034.21 ms [2022-02-07 09:13:11 main:574] : INFO : Epoch 1887 | loss: 0.0311544 | val_loss: 0.0311635 | Time: 2012.2 ms [2022-02-07 09:13:13 main:574] : INFO : Epoch 1888 | loss: 0.0311549 | val_loss: 0.0311659 | Time: 2056.47 ms [2022-02-07 09:13:15 main:574] : INFO : Epoch 1889 | loss: 0.0311543 | val_loss: 0.0311607 | Time: 2075.43 ms [2022-02-07 09:13:17 main:574] : INFO : Epoch 1890 | loss: 0.0311511 | val_loss: 0.0311616 | Time: 2015.78 ms [2022-02-07 09:13:20 main:574] : INFO : Epoch 1891 | loss: 0.0311514 | val_loss: 0.0311623 | Time: 2141.56 ms [2022-02-07 09:13:22 main:574] : INFO : Epoch 1892 | loss: 0.0311516 | val_loss: 0.0311621 | Time: 2121.17 ms [2022-02-07 09:13:24 main:574] : INFO : Epoch 1893 | loss: 0.0311534 | val_loss: 0.0311614 | Time: 2080.99 ms [2022-02-07 09:13:26 main:574] : INFO : Epoch 1894 | loss: 0.0311543 | val_loss: 0.0311601 | Time: 2122.7 ms [2022-02-07 09:13:28 main:574] : INFO : Epoch 1895 | loss: 0.0311521 | val_loss: 0.0311595 | Time: 2019.79 ms [2022-02-07 09:13:30 main:574] : INFO : Epoch 1896 | loss: 0.0311519 | val_loss: 0.0311604 | Time: 2030.83 ms [2022-02-07 09:13:32 main:574] : INFO : Epoch 1897 | loss: 0.031152 | val_loss: 0.0311615 | Time: 1984.14 ms [2022-02-07 09:13:34 main:574] : INFO : Epoch 1898 | loss: 0.0311522 | val_loss: 0.0311622 | Time: 2005.78 ms [2022-02-07 09:13:36 main:574] : INFO : Epoch 1899 | loss: 0.0311536 | val_loss: 0.0311634 | Time: 1985.59 ms [2022-02-07 09:13:38 main:574] : INFO : Epoch 1900 | loss: 0.0311524 | val_loss: 0.0311616 | Time: 2123.86 ms [2022-02-07 09:13:40 main:574] : INFO : Epoch 1901 | loss: 0.0311515 | val_loss: 0.0311613 | Time: 1988.21 ms [2022-02-07 09:13:42 main:574] : INFO : Epoch 1902 | loss: 0.0311523 | val_loss: 0.0311614 | Time: 2028.92 ms [2022-02-07 09:13:44 main:574] : INFO : Epoch 1903 | loss: 0.0311512 | val_loss: 0.0311617 | Time: 1993.85 ms [2022-02-07 09:13:46 main:574] : INFO : Epoch 1904 | loss: 0.0311556 | val_loss: 0.0311681 | Time: 1986.16 ms [2022-02-07 09:13:48 main:574] : INFO : Epoch 1905 | loss: 0.0311558 | val_loss: 0.0311625 | Time: 2013.42 ms [2022-02-07 09:13:50 main:574] : INFO : Epoch 1906 | loss: 0.0311564 | val_loss: 0.0311617 | Time: 1986.63 ms [2022-02-07 09:13:52 main:574] : INFO : Epoch 1907 | loss: 0.0311532 | val_loss: 0.0311605 | Time: 1955.51 ms [2022-02-07 09:13:54 main:574] : INFO : Epoch 1908 | loss: 0.0311508 | val_loss: 0.0311602 | Time: 2007.74 ms [2022-02-07 09:13:56 main:574] : INFO : Epoch 1909 | loss: 0.0311514 | val_loss: 0.0311636 | Time: 2025 ms [2022-02-07 09:13:58 main:574] : INFO : Epoch 1910 | loss: 0.0311503 | val_loss: 0.0311614 | Time: 1975.13 ms [2022-02-07 09:14:00 main:574] : INFO : Epoch 1911 | loss: 0.031151 | val_loss: 0.0311633 | Time: 2031.69 ms [2022-02-07 09:14:02 main:574] : INFO : Epoch 1912 | loss: 0.0311523 | val_loss: 0.0311619 | Time: 2015.35 ms [2022-02-07 09:14:04 main:574] : INFO : Epoch 1913 | loss: 0.0311541 | val_loss: 0.0311619 | Time: 2012.16 ms [2022-02-07 09:14:07 main:574] : INFO : Epoch 1914 | loss: 0.0311504 | val_loss: 0.0311636 | Time: 2042.9 ms [2022-02-07 09:14:09 main:574] : INFO : Epoch 1915 | loss: 0.0311499 | val_loss: 0.0311618 | Time: 1976.29 ms [2022-02-07 09:14:11 main:574] : INFO : Epoch 1916 | loss: 0.0311496 | val_loss: 0.0311619 | Time: 2009.82 ms [2022-02-07 09:14:13 main:574] : INFO : Epoch 1917 | loss: 0.0311501 | val_loss: 0.0311624 | Time: 2126.25 ms [2022-02-07 09:14:15 main:574] : INFO : Epoch 1918 | loss: 0.031149 | val_loss: 0.0311647 | Time: 2069.06 ms [2022-02-07 09:14:17 main:574] : INFO : Epoch 1919 | loss: 0.0311506 | val_loss: 0.0311639 | Time: 2056.07 ms [2022-02-07 09:14:19 main:574] : INFO : Epoch 1920 | loss: 0.0311511 | val_loss: 0.0311638 | Time: 1964.37 ms [2022-02-07 09:14:21 main:574] : INFO : Epoch 1921 | loss: 0.0311542 | val_loss: 0.0311675 | Time: 1992.97 ms [2022-02-07 09:14:23 main:574] : INFO : Epoch 1922 | loss: 0.0311553 | val_loss: 0.0311659 | Time: 1991.82 ms [2022-02-07 09:14:25 main:574] : INFO : Epoch 1923 | loss: 0.0311522 | val_loss: 0.031167 | Time: 2015.24 ms [2022-02-07 09:14:27 main:574] : INFO : Epoch 1924 | loss: 0.031155 | val_loss: 0.0311629 | Time: 1986.3 ms [2022-02-07 09:14:29 main:574] : INFO : Epoch 1925 | loss: 0.0311526 | val_loss: 0.0311607 | Time: 1967.03 ms [2022-02-07 09:14:31 main:574] : INFO : Epoch 1926 | loss: 0.03115 | val_loss: 0.0311619 | Time: 2005.04 ms [2022-02-07 09:14:33 main:574] : INFO : Epoch 1927 | loss: 0.031152 | val_loss: 0.031163 | Time: 1974.85 ms [2022-02-07 09:14:35 main:574] : INFO : Epoch 1928 | loss: 0.0311526 | val_loss: 0.031162 | Time: 2014.59 ms [2022-02-07 09:14:37 main:574] : INFO : Epoch 1929 | loss: 0.0311512 | val_loss: 0.0311608 | Time: 1960.6 ms [2022-02-07 09:14:39 main:574] : INFO : Epoch 1930 | loss: 0.0311502 | val_loss: 0.0311632 | Time: 2018.73 ms [2022-02-07 09:14:41 main:574] : INFO : Epoch 1931 | loss: 0.0311521 | val_loss: 0.0311639 | Time: 2037.95 ms [2022-02-07 09:14:43 main:574] : INFO : Epoch 1932 | loss: 0.0311509 | val_loss: 0.031167 | Time: 2056.02 ms [2022-02-07 09:14:45 main:574] : INFO : Epoch 1933 | loss: 0.0311515 | val_loss: 0.0311624 | Time: 1988.2 ms [2022-02-07 09:14:47 main:574] : INFO : Epoch 1934 | loss: 0.0311505 | val_loss: 0.0311642 | Time: 1989.94 ms [2022-02-07 09:14:49 main:574] : INFO : Epoch 1935 | loss: 0.0311512 | val_loss: 0.0311635 | Time: 1982.89 ms [2022-02-07 09:14:51 main:574] : INFO : Epoch 1936 | loss: 0.031151 | val_loss: 0.0311667 | Time: 1993.93 ms [2022-02-07 09:14:53 main:574] : INFO : Epoch 1937 | loss: 0.0311504 | val_loss: 0.0311609 | Time: 2010.18 ms [2022-02-07 09:14:55 main:574] : INFO : Epoch 1938 | loss: 0.03115 | val_loss: 0.0311637 | Time: 1980.53 ms [2022-02-07 09:14:57 main:574] : INFO : Epoch 1939 | loss: 0.0311505 | val_loss: 0.031164 | Time: 2029.16 ms [2022-02-07 09:14:59 main:574] : INFO : Epoch 1940 | loss: 0.0311491 | val_loss: 0.0311634 | Time: 1997.82 ms [2022-02-07 09:15:01 main:574] : INFO : Epoch 1941 | loss: 0.0311497 | val_loss: 0.0311647 | Time: 1966.91 ms [2022-02-07 09:15:03 main:574] : INFO : Epoch 1942 | loss: 0.0311483 | val_loss: 0.0311622 | Time: 1993.95 ms [2022-02-07 09:15:05 main:574] : INFO : Epoch 1943 | loss: 0.0311486 | val_loss: 0.0311607 | Time: 2024.81 ms [2022-02-07 09:15:07 main:574] : INFO : Epoch 1944 | loss: 0.0311558 | val_loss: 0.0311703 | Time: 1978.06 ms [2022-02-07 09:15:09 main:574] : INFO : Epoch 1945 | loss: 0.0311625 | val_loss: 0.0311731 | Time: 1995.94 ms [2022-02-07 09:15:11 main:574] : INFO : Epoch 1946 | loss: 0.0311589 | val_loss: 0.0311672 | Time: 1989.84 ms [2022-02-07 09:15:13 main:574] : INFO : Epoch 1947 | loss: 0.0311597 | val_loss: 0.0311674 | Time: 2176.38 ms [2022-02-07 09:15:16 main:574] : INFO : Epoch 1948 | loss: 0.0311558 | val_loss: 0.0311684 | Time: 2100.71 ms [2022-02-07 09:15:18 main:574] : INFO : Epoch 1949 | loss: 0.0311533 | val_loss: 0.0311636 | Time: 2116.46 ms [2022-02-07 09:15:20 main:574] : INFO : Epoch 1950 | loss: 0.0311522 | val_loss: 0.0311653 | Time: 2021.22 ms [2022-02-07 09:15:22 main:574] : INFO : Epoch 1951 | loss: 0.0311521 | val_loss: 0.0311656 | Time: 2074.27 ms [2022-02-07 09:15:24 main:574] : INFO : Epoch 1952 | loss: 0.0311496 | val_loss: 0.0311652 | Time: 2035.55 ms [2022-02-07 09:15:26 main:574] : INFO : Epoch 1953 | loss: 0.0311506 | val_loss: 0.0311631 | Time: 1983.38 ms [2022-02-07 09:15:28 main:574] : INFO : Epoch 1954 | loss: 0.0311535 | val_loss: 0.0311657 | Time: 1993.58 ms [2022-02-07 09:15:30 main:574] : INFO : Epoch 1955 | loss: 0.0311554 | val_loss: 0.0311637 | Time: 2007.9 ms [2022-02-07 09:15:32 main:574] : INFO : Epoch 1956 | loss: 0.0311549 | val_loss: 0.0311633 | Time: 2014.47 ms [2022-02-07 09:15:34 main:574] : INFO : Epoch 1957 | loss: 0.0311539 | val_loss: 0.0311634 | Time: 2030.33 ms [2022-02-07 09:15:36 main:574] : INFO : Epoch 1958 | loss: 0.0311548 | val_loss: 0.0311652 | Time: 2010.32 ms [2022-02-07 09:15:38 main:574] : INFO : Epoch 1959 | loss: 0.0311523 | val_loss: 0.0311656 | Time: 1977.86 ms [2022-02-07 09:15:40 main:574] : INFO : Epoch 1960 | loss: 0.0311534 | val_loss: 0.0311603 | Time: 2005.92 ms [2022-02-07 09:15:42 main:574] : INFO : Epoch 1961 | loss: 0.031153 | val_loss: 0.0311618 | Time: 2075.58 ms [2022-02-07 09:15:44 main:574] : INFO : Epoch 1962 | loss: 0.0311505 | val_loss: 0.0311645 | Time: 2043.87 ms [2022-02-07 09:15:46 main:574] : INFO : Epoch 1963 | loss: 0.0311498 | val_loss: 0.0311615 | Time: 2024.7 ms [2022-02-07 09:15:48 main:574] : INFO : Epoch 1964 | loss: 0.0311495 | val_loss: 0.0311623 | Time: 2004.54 ms [2022-02-07 09:15:50 main:574] : INFO : Epoch 1965 | loss: 0.0311494 | val_loss: 0.0311619 | Time: 1983.39 ms [2022-02-07 09:15:52 main:574] : INFO : Epoch 1966 | loss: 0.0311483 | val_loss: 0.0311605 | Time: 2009.5 ms [2022-02-07 09:15:54 main:574] : INFO : Epoch 1967 | loss: 0.0311486 | val_loss: 0.031162 | Time: 2022.02 ms [2022-02-07 09:15:56 main:574] : INFO : Epoch 1968 | loss: 0.0311491 | val_loss: 0.0311608 | Time: 2022.8 ms [2022-02-07 09:15:58 main:574] : INFO : Epoch 1969 | loss: 0.0311488 | val_loss: 0.0311614 | Time: 2007.59 ms [2022-02-07 09:16:00 main:574] : INFO : Epoch 1970 | loss: 0.0311502 | val_loss: 0.0311608 | Time: 1989.4 ms [2022-02-07 09:16:02 main:574] : INFO : Epoch 1971 | loss: 0.0311492 | val_loss: 0.0311615 | Time: 2001.33 ms [2022-02-07 09:16:04 main:574] : INFO : Epoch 1972 | loss: 0.0311469 | val_loss: 0.0311608 | Time: 2003.2 ms [2022-02-07 09:16:07 main:574] : INFO : Epoch 1973 | loss: 0.0311508 | val_loss: 0.0311633 | Time: 2072.68 ms [2022-02-07 09:16:09 main:574] : INFO : Epoch 1974 | loss: 0.0311512 | val_loss: 0.031159 | Time: 2003.19 ms [2022-02-07 09:16:11 main:574] : INFO : Epoch 1975 | loss: 0.0311498 | val_loss: 0.0311582 | Time: 2016.88 ms [2022-02-07 09:16:13 main:574] : INFO : Epoch 1976 | loss: 0.031149 | val_loss: 0.0311605 | Time: 2213.08 ms [2022-02-07 09:16:15 main:574] : INFO : Epoch 1977 | loss: 0.0311482 | val_loss: 0.0311618 | Time: 2018.14 ms [2022-02-07 09:16:17 main:574] : INFO : Epoch 1978 | loss: 0.0311494 | val_loss: 0.0311627 | Time: 2102.55 ms [2022-02-07 09:16:19 main:574] : INFO : Epoch 1979 | loss: 0.0311499 | val_loss: 0.0311596 | Time: 2068.93 ms [2022-02-07 09:16:21 main:574] : INFO : Epoch 1980 | loss: 0.031148 | val_loss: 0.0311603 | Time: 2073.62 ms [2022-02-07 09:16:23 main:574] : INFO : Epoch 1981 | loss: 0.0311492 | val_loss: 0.0311658 | Time: 2033.31 ms [2022-02-07 09:16:25 main:574] : INFO : Epoch 1982 | loss: 0.0311493 | val_loss: 0.0311615 | Time: 1994.52 ms [2022-02-07 09:16:27 main:574] : INFO : Epoch 1983 | loss: 0.0311496 | val_loss: 0.0311652 | Time: 1997.38 ms [2022-02-07 09:16:29 main:574] : INFO : Epoch 1984 | loss: 0.0311543 | val_loss: 0.0311612 | Time: 2013.34 ms [2022-02-07 09:16:31 main:574] : INFO : Epoch 1985 | loss: 0.0311475 | val_loss: 0.0311604 | Time: 1999.66 ms [2022-02-07 09:16:33 main:574] : INFO : Epoch 1986 | loss: 0.0311459 | val_loss: 0.0311636 | Time: 2022.55 ms [2022-02-07 09:16:35 main:574] : INFO : Epoch 1987 | loss: 0.0311463 | val_loss: 0.0311616 | Time: 1987.47 ms [2022-02-07 09:16:37 main:574] : INFO : Epoch 1988 | loss: 0.0311492 | val_loss: 0.0311611 | Time: 1990.55 ms [2022-02-07 09:16:39 main:574] : INFO : Epoch 1989 | loss: 0.0311525 | val_loss: 0.03117 | Time: 1994.97 ms [2022-02-07 09:16:41 main:574] : INFO : Epoch 1990 | loss: 0.0311536 | val_loss: 0.0311625 | Time: 2002.45 ms [2022-02-07 09:16:43 main:574] : INFO : Epoch 1991 | loss: 0.0311511 | val_loss: 0.0311609 | Time: 2010.84 ms [2022-02-07 09:16:46 main:574] : INFO : Epoch 1992 | loss: 0.0311484 | val_loss: 0.0311602 | Time: 2036.21 ms [2022-02-07 09:16:48 main:574] : INFO : Epoch 1993 | loss: 0.0311476 | val_loss: 0.0311612 | Time: 1975.99 ms [2022-02-07 09:16:50 main:574] : INFO : Epoch 1994 | loss: 0.0311468 | val_loss: 0.0311615 | Time: 1972.97 ms [2022-02-07 09:16:52 main:574] : INFO : Epoch 1995 | loss: 0.0311486 | val_loss: 0.0311626 | Time: 2007.76 ms [2022-02-07 09:16:54 main:574] : INFO : Epoch 1996 | loss: 0.0311469 | val_loss: 0.0311612 | Time: 2011.62 ms [2022-02-07 09:16:56 main:574] : INFO : Epoch 1997 | loss: 0.0311483 | val_loss: 0.0311608 | Time: 1978.97 ms [2022-02-07 09:16:58 main:574] : INFO : Epoch 1998 | loss: 0.0311505 | val_loss: 0.0311607 | Time: 1987.8 ms [2022-02-07 09:17:00 main:574] : INFO : Epoch 1999 | loss: 0.0311533 | val_loss: 0.031164 | Time: 2032.37 ms [2022-02-07 09:17:02 main:574] : INFO : Epoch 2000 | loss: 0.0311542 | val_loss: 0.031161 | Time: 1997.82 ms [2022-02-07 09:17:04 main:574] : INFO : Epoch 2001 | loss: 0.0311515 | val_loss: 0.0311606 | Time: 2003.15 ms [2022-02-07 09:17:06 main:574] : INFO : Epoch 2002 | loss: 0.0311527 | val_loss: 0.0311597 | Time: 1979.74 ms [2022-02-07 09:17:08 main:574] : INFO : Epoch 2003 | loss: 0.0311497 | val_loss: 0.0311594 | Time: 2025.24 ms [2022-02-07 09:17:10 main:574] : INFO : Epoch 2004 | loss: 0.0311495 | val_loss: 0.0311614 | Time: 1982.88 ms [2022-02-07 09:17:12 main:574] : INFO : Epoch 2005 | loss: 0.0311487 | val_loss: 0.0311615 | Time: 2068.95 ms [2022-02-07 09:17:14 main:574] : INFO : Epoch 2006 | loss: 0.0311483 | val_loss: 0.0311606 | Time: 2131.72 ms [2022-02-07 09:17:16 main:574] : INFO : Epoch 2007 | loss: 0.0311487 | val_loss: 0.0311601 | Time: 1992.29 ms [2022-02-07 09:17:18 main:574] : INFO : Epoch 2008 | loss: 0.0311474 | val_loss: 0.0311591 | Time: 2123.73 ms [2022-02-07 09:17:20 main:574] : INFO : Epoch 2009 | loss: 0.0311469 | val_loss: 0.0311604 | Time: 2015.91 ms [2022-02-07 09:17:22 main:574] : INFO : Epoch 2010 | loss: 0.0311464 | val_loss: 0.0311602 | Time: 2020.72 ms [2022-02-07 09:17:24 main:574] : INFO : Epoch 2011 | loss: 0.0311487 | val_loss: 0.0311614 | Time: 1987.74 ms [2022-02-07 09:17:26 main:574] : INFO : Epoch 2012 | loss: 0.0311467 | val_loss: 0.0311598 | Time: 1990.49 ms [2022-02-07 09:17:28 main:574] : INFO : Epoch 2013 | loss: 0.0311488 | val_loss: 0.0311631 | Time: 1977.07 ms [2022-02-07 09:17:30 main:574] : INFO : Epoch 2014 | loss: 0.0311507 | val_loss: 0.0311651 | Time: 2022.91 ms [2022-02-07 09:17:32 main:574] : INFO : Epoch 2015 | loss: 0.0311495 | val_loss: 0.0311609 | Time: 2036.98 ms [2022-02-07 09:17:34 main:574] : INFO : Epoch 2016 | loss: 0.0311503 | val_loss: 0.0311636 | Time: 1968.32 ms [2022-02-07 09:17:36 main:574] : INFO : Epoch 2017 | loss: 0.0311536 | val_loss: 0.0311715 | Time: 2009.84 ms [2022-02-07 09:17:38 main:574] : INFO : Epoch 2018 | loss: 0.0311555 | val_loss: 0.0311611 | Time: 1995.05 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950) [2022-02-07 09:24:44 main:435] : INFO : Set logging level to 1 [2022-02-07 09:24:44 main:441] : INFO : Running in BOINC Client mode [2022-02-07 09:24:44 main:444] : INFO : Resolving all filenames [2022-02-07 09:24:44 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-07 09:24:44 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-07 09:24:44 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-07 09:24:44 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-07 09:24:44 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-07 09:24:44 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-07 09:24:44 main:474] : INFO : Configuration: [2022-02-07 09:24:44 main:475] : INFO : Model type: GRU [2022-02-07 09:24:44 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-07 09:24:44 main:477] : INFO : Max Epochs: 2048 [2022-02-07 09:24:44 main:478] : INFO : Batch Size: 128 [2022-02-07 09:24:44 main:479] : INFO : Learning Rate: 0.01 [2022-02-07 09:24:44 main:480] : INFO : Patience: 10 [2022-02-07 09:24:44 main:481] : INFO : Hidden Width: 12 [2022-02-07 09:24:44 main:482] : INFO : # Recurrent Layers: 4 [2022-02-07 09:24:44 main:483] : INFO : # Backend Layers: 4 [2022-02-07 09:24:44 main:484] : INFO : # Threads: 1 [2022-02-07 09:24:44 main:486] : INFO : Preparing Dataset [2022-02-07 09:24:44 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-07 09:24:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-07 09:24:47 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-07 09:24:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-07 09:24:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-07 09:24:47 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-07 09:24:47 main:494] : INFO : Creating Model [2022-02-07 09:24:47 main:507] : INFO : Preparing config file [2022-02-07 09:24:47 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-07 09:24:47 main:512] : INFO : Loading config [2022-02-07 09:24:47 main:514] : INFO : Loading state [2022-02-07 09:24:48 main:559] : INFO : Loading DataLoader into Memory [2022-02-07 09:24:48 main:562] : INFO : Starting Training [2022-02-07 09:24:50 main:574] : INFO : Epoch 1934 | loss: 0.0313303 | val_loss: 0.0312327 | Time: 2372.78 ms [2022-02-07 09:24:52 main:574] : INFO : Epoch 1935 | loss: 0.031193 | val_loss: 0.0311799 | Time: 2046.6 ms [2022-02-07 09:24:55 main:574] : INFO : Epoch 1936 | loss: 0.0311633 | val_loss: 0.0311682 | Time: 2129.22 ms [2022-02-07 09:24:57 main:574] : INFO : Epoch 1937 | loss: 0.0311615 | val_loss: 0.0311632 | Time: 2021.94 ms [2022-02-07 09:24:59 main:574] : INFO : Epoch 1938 | loss: 0.0311529 | val_loss: 0.0311633 | Time: 2024.17 ms [2022-02-07 09:25:01 main:574] : INFO : Epoch 1939 | loss: 0.0311531 | val_loss: 0.0311624 | Time: 2039.19 ms [2022-02-07 09:25:03 main:574] : INFO : Epoch 1940 | loss: 0.0311509 | val_loss: 0.0311628 | Time: 2059.51 ms [2022-02-07 09:25:05 main:574] : INFO : Epoch 1941 | loss: 0.0311573 | val_loss: 0.0311697 | Time: 2071.86 ms [2022-02-07 09:25:07 main:574] : INFO : Epoch 1942 | loss: 0.0311546 | val_loss: 0.0311632 | Time: 2047.33 ms [2022-02-07 09:25:09 main:574] : INFO : Epoch 1943 | loss: 0.031153 | val_loss: 0.0311603 | Time: 2022.32 ms [2022-02-07 09:25:11 main:574] : INFO : Epoch 1944 | loss: 0.0311508 | val_loss: 0.0311614 | Time: 2096.35 ms [2022-02-07 09:25:13 main:574] : INFO : Epoch 1945 | loss: 0.031152 | val_loss: 0.0311595 | Time: 2141.06 ms [2022-02-07 09:25:15 main:574] : INFO : Epoch 1946 | loss: 0.0311516 | val_loss: 0.0311627 | Time: 2092.93 ms [2022-02-07 09:25:18 main:574] : INFO : Epoch 1947 | loss: 0.0311502 | val_loss: 0.0311622 | Time: 2124.41 ms [2022-02-07 09:25:20 main:574] : INFO : Epoch 1948 | loss: 0.0311491 | val_loss: 0.0311616 | Time: 2085.11 ms [2022-02-07 09:25:22 main:574] : INFO : Epoch 1949 | loss: 0.0311489 | val_loss: 0.0311618 | Time: 2111.08 ms [2022-02-07 09:25:24 main:574] : INFO : Epoch 1950 | loss: 0.0311506 | val_loss: 0.0311602 | Time: 2096.1 ms [2022-02-07 09:25:26 main:574] : INFO : Epoch 1951 | loss: 0.0311523 | val_loss: 0.0311719 | Time: 2030.57 ms [2022-02-07 09:25:28 main:574] : INFO : Epoch 1952 | loss: 0.0311504 | val_loss: 0.0311634 | Time: 2043.14 ms [2022-02-07 09:25:30 main:574] : INFO : Epoch 1953 | loss: 0.0311503 | val_loss: 0.0311645 | Time: 2006.68 ms [2022-02-07 09:25:32 main:574] : INFO : Epoch 1954 | loss: 0.0311519 | val_loss: 0.0311644 | Time: 2052.41 ms [2022-02-07 09:25:34 main:574] : INFO : Epoch 1955 | loss: 0.0311486 | val_loss: 0.0311614 | Time: 2028.21 ms [2022-02-07 09:25:36 main:574] : INFO : Epoch 1956 | loss: 0.0311486 | val_loss: 0.0311618 | Time: 2031.8 ms [2022-02-07 09:25:38 main:574] : INFO : Epoch 1957 | loss: 0.0311475 | val_loss: 0.0311588 | Time: 2041.39 ms [2022-02-07 09:25:40 main:574] : INFO : Epoch 1958 | loss: 0.0311485 | val_loss: 0.0311573 | Time: 2031.45 ms [2022-02-07 09:25:42 main:574] : INFO : Epoch 1959 | loss: 0.0311501 | val_loss: 0.0311587 | Time: 2139.1 ms [2022-02-07 09:25:45 main:574] : INFO : Epoch 1960 | loss: 0.0311506 | val_loss: 0.0311621 | Time: 2341.38 ms [2022-02-07 09:25:47 main:574] : INFO : Epoch 1961 | loss: 0.0311496 | val_loss: 0.0311613 | Time: 2252.12 ms [2022-02-07 09:25:49 main:574] : INFO : Epoch 1962 | loss: 0.0311473 | val_loss: 0.0311615 | Time: 2086.61 ms [2022-02-07 09:25:51 main:574] : INFO : Epoch 1963 | loss: 0.0311489 | val_loss: 0.031163 | Time: 2062.06 ms [2022-02-07 09:25:53 main:574] : INFO : Epoch 1964 | loss: 0.031151 | val_loss: 0.0311644 | Time: 2024.22 ms [2022-02-07 09:25:55 main:574] : INFO : Epoch 1965 | loss: 0.0311518 | val_loss: 0.0311577 | Time: 2014.67 ms [2022-02-07 09:25:57 main:574] : INFO : Epoch 1966 | loss: 0.0311533 | val_loss: 0.0311607 | Time: 2054.06 ms [2022-02-07 09:25:59 main:574] : INFO : Epoch 1967 | loss: 0.0311573 | val_loss: 0.0312319 | Time: 2057.19 ms [2022-02-07 09:26:02 main:574] : INFO : Epoch 1968 | loss: 0.0311751 | val_loss: 0.0311823 | Time: 2081.71 ms [2022-02-07 09:26:04 main:574] : INFO : Epoch 1969 | loss: 0.0311726 | val_loss: 0.0311728 | Time: 2031.9 ms [2022-02-07 09:26:06 main:574] : INFO : Epoch 1970 | loss: 0.0311674 | val_loss: 0.0311682 | Time: 2062.29 ms [2022-02-07 09:26:08 main:574] : INFO : Epoch 1971 | loss: 0.0311613 | val_loss: 0.0311666 | Time: 2064.64 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950) [2022-02-07 10:20:07 main:435] : INFO : Set logging level to 1 [2022-02-07 10:20:07 main:441] : INFO : Running in BOINC Client mode [2022-02-07 10:20:07 main:444] : INFO : Resolving all filenames [2022-02-07 10:20:07 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-07 10:20:07 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-07 10:20:07 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-07 10:20:07 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-07 10:20:07 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-07 10:20:07 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-07 10:20:07 main:474] : INFO : Configuration: [2022-02-07 10:20:07 main:475] : INFO : Model type: GRU [2022-02-07 10:20:07 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-07 10:20:07 main:477] : INFO : Max Epochs: 2048 [2022-02-07 10:20:07 main:478] : INFO : Batch Size: 128 [2022-02-07 10:20:07 main:479] : INFO : Learning Rate: 0.01 [2022-02-07 10:20:07 main:480] : INFO : Patience: 10 [2022-02-07 10:20:07 main:481] : INFO : Hidden Width: 12 [2022-02-07 10:20:07 main:482] : INFO : # Recurrent Layers: 4 [2022-02-07 10:20:07 main:483] : INFO : # Backend Layers: 4 [2022-02-07 10:20:07 main:484] : INFO : # Threads: 1 [2022-02-07 10:20:07 main:486] : INFO : Preparing Dataset [2022-02-07 10:20:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-07 10:20:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-07 10:20:16 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-07 10:20:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-07 10:20:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-07 10:20:17 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-07 10:20:17 main:494] : INFO : Creating Model [2022-02-07 10:20:17 main:507] : INFO : Preparing config file [2022-02-07 10:20:17 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-07 10:20:17 main:512] : INFO : Loading config [2022-02-07 10:20:17 main:514] : INFO : Loading state [2022-02-07 10:20:18 main:559] : INFO : Loading DataLoader into Memory [2022-02-07 10:20:18 main:562] : INFO : Starting Training [2022-02-07 10:20:21 main:574] : INFO : Epoch 1934 | loss: 0.0312619 | val_loss: 0.0311791 | Time: 3113.56 ms [2022-02-07 10:20:24 main:574] : INFO : Epoch 1935 | loss: 0.0311722 | val_loss: 0.0311709 | Time: 2149.36 ms [2022-02-07 10:20:26 main:574] : INFO : Epoch 1936 | loss: 0.0311562 | val_loss: 0.0311641 | Time: 2109.88 ms [2022-02-07 10:20:28 main:574] : INFO : Epoch 1937 | loss: 0.0311527 | val_loss: 0.0311667 | Time: 2163.31 ms [2022-02-07 10:20:30 main:574] : INFO : Epoch 1938 | loss: 0.0311544 | val_loss: 0.031163 | Time: 2085.05 ms [2022-02-07 10:20:32 main:574] : INFO : Epoch 1939 | loss: 0.0311509 | val_loss: 0.0311671 | Time: 1989.44 ms [2022-02-07 10:20:34 main:574] : INFO : Epoch 1940 | loss: 0.0311508 | val_loss: 0.0311661 | Time: 2169.7 ms [2022-02-07 10:20:36 main:574] : INFO : Epoch 1941 | loss: 0.0311489 | val_loss: 0.0311629 | Time: 2164.79 ms [2022-02-07 10:20:39 main:574] : INFO : Epoch 1942 | loss: 0.0311492 | val_loss: 0.0311625 | Time: 2164.42 ms [2022-02-07 10:20:41 main:574] : INFO : Epoch 1943 | loss: 0.0311531 | val_loss: 0.0311624 | Time: 2107.86 ms [2022-02-07 10:20:43 main:574] : INFO : Epoch 1944 | loss: 0.0311522 | val_loss: 0.0311636 | Time: 2224.02 ms [2022-02-07 10:20:45 main:574] : INFO : Epoch 1945 | loss: 0.0311505 | val_loss: 0.0311601 | Time: 2293.5 ms [2022-02-07 10:20:47 main:574] : INFO : Epoch 1946 | loss: 0.0311512 | val_loss: 0.0311614 | Time: 2120.94 ms [2022-02-07 10:20:50 main:574] : INFO : Epoch 1947 | loss: 0.03115 | val_loss: 0.0311627 | Time: 2137.39 ms [2022-02-07 10:20:52 main:574] : INFO : Epoch 1948 | loss: 0.0311508 | val_loss: 0.0311655 | Time: 2112.85 ms [2022-02-07 10:20:54 main:574] : INFO : Epoch 1949 | loss: 0.0311509 | val_loss: 0.0311617 | Time: 2147.37 ms [2022-02-07 10:20:56 main:574] : INFO : Epoch 1950 | loss: 0.0311497 | val_loss: 0.0311622 | Time: 2092.81 ms [2022-02-07 10:20:58 main:574] : INFO : Epoch 1951 | loss: 0.0311482 | val_loss: 0.0311623 | Time: 2139.64 ms [2022-02-07 10:21:00 main:574] : INFO : Epoch 1952 | loss: 0.031148 | val_loss: 0.0311634 | Time: 2160.55 ms [2022-02-07 10:21:02 main:574] : INFO : Epoch 1953 | loss: 0.0312066 | val_loss: 0.0317878 | Time: 2129.14 ms [2022-02-07 10:21:05 main:574] : INFO : Epoch 1954 | loss: 0.0313209 | val_loss: 0.0312193 | Time: 2109.56 ms [2022-02-07 10:21:07 main:574] : INFO : Epoch 1955 | loss: 0.0311875 | val_loss: 0.0311738 | Time: 2177.83 ms [2022-02-07 10:21:10 main:574] : INFO : Epoch 1956 | loss: 0.031168 | val_loss: 0.0311744 | Time: 3579.99 ms [2022-02-07 10:21:14 main:574] : INFO : Epoch 1957 | loss: 0.0311661 | val_loss: 0.0311703 | Time: 3196.49 ms [2022-02-07 10:21:16 main:574] : INFO : Epoch 1958 | loss: 0.0311623 | val_loss: 0.0311654 | Time: 2481.1 ms [2022-02-07 10:21:38 main:574] : INFO : Epoch 1959 | loss: 0.0311564 | val_loss: 0.0311672 | Time: 22205.6 ms [2022-02-07 10:21:41 main:574] : INFO : Epoch 1960 | loss: 0.0311557 | val_loss: 0.0311632 | Time: 2172.6 ms [2022-02-07 10:21:43 main:574] : INFO : Epoch 1961 | loss: 0.0311557 | val_loss: 0.0311648 | Time: 2069.9 ms [2022-02-07 10:21:45 main:574] : INFO : Epoch 1962 | loss: 0.0311523 | val_loss: 0.0311653 | Time: 2283.56 ms [2022-02-07 10:21:47 main:574] : INFO : Epoch 1963 | loss: 0.0311533 | val_loss: 0.0311632 | Time: 2113.88 ms [2022-02-07 10:21:49 main:574] : INFO : Epoch 1964 | loss: 0.0311515 | val_loss: 0.0311608 | Time: 2067.66 ms [2022-02-07 10:21:51 main:574] : INFO : Epoch 1965 | loss: 0.0311509 | val_loss: 0.0311617 | Time: 2090.62 ms [2022-02-07 10:21:53 main:574] : INFO : Epoch 1966 | loss: 0.0311509 | val_loss: 0.0311619 | Time: 2117.23 ms [2022-02-07 10:21:56 main:574] : INFO : Epoch 1967 | loss: 0.0311527 | val_loss: 0.0311677 | Time: 2152.07 ms [2022-02-07 10:21:58 main:574] : INFO : Epoch 1968 | loss: 0.0311585 | val_loss: 0.0311682 | Time: 2057.07 ms [2022-02-07 10:22:00 main:574] : INFO : Epoch 1969 | loss: 0.031155 | val_loss: 0.0311655 | Time: 2056.23 ms [2022-02-07 10:22:02 main:574] : INFO : Epoch 1970 | loss: 0.0311537 | val_loss: 0.0311667 | Time: 2051.21 ms [2022-02-07 10:22:04 main:574] : INFO : Epoch 1971 | loss: 0.0311541 | val_loss: 0.0311609 | Time: 2143.83 ms [2022-02-07 10:22:06 main:574] : INFO : Epoch 1972 | loss: 0.0311522 | val_loss: 0.031161 | Time: 2133.63 ms [2022-02-07 10:22:08 main:574] : INFO : Epoch 1973 | loss: 0.0311518 | val_loss: 0.0311625 | Time: 2179.05 ms [2022-02-07 10:22:10 main:574] : INFO : Epoch 1974 | loss: 0.0311501 | val_loss: 0.0311622 | Time: 2120.03 ms [2022-02-07 10:22:13 main:574] : INFO : Epoch 1975 | loss: 0.0311496 | val_loss: 0.0311648 | Time: 2082.28 ms [2022-02-07 10:22:15 main:574] : INFO : Epoch 1976 | loss: 0.0311525 | val_loss: 0.0311611 | Time: 2267.82 ms [2022-02-07 10:22:17 main:574] : INFO : Epoch 1977 | loss: 0.03115 | val_loss: 0.0311635 | Time: 2122.98 ms [2022-02-07 10:22:19 main:574] : INFO : Epoch 1978 | loss: 0.0311532 | val_loss: 0.0311629 | Time: 2166.41 ms [2022-02-07 10:22:21 main:574] : INFO : Epoch 1979 | loss: 0.0311521 | val_loss: 0.0311642 | Time: 2134.87 ms [2022-02-07 10:22:24 main:574] : INFO : Epoch 1980 | loss: 0.0311539 | val_loss: 0.0311588 | Time: 2132.35 ms [2022-02-07 10:22:26 main:574] : INFO : Epoch 1981 | loss: 0.0311543 | val_loss: 0.031158 | Time: 2205.26 ms [2022-02-07 10:22:28 main:574] : INFO : Epoch 1982 | loss: 0.03115 | val_loss: 0.0311595 | Time: 2091.09 ms [2022-02-07 10:22:30 main:574] : INFO : Epoch 1983 | loss: 0.0311492 | val_loss: 0.0311581 | Time: 2205.15 ms [2022-02-07 10:22:33 main:574] : INFO : Epoch 1984 | loss: 0.0311499 | val_loss: 0.0311602 | Time: 2397.36 ms [2022-02-07 10:22:35 main:574] : INFO : Epoch 1985 | loss: 0.0311516 | val_loss: 0.0311674 | Time: 2199.09 ms [2022-02-07 10:22:37 main:574] : INFO : Epoch 1986 | loss: 0.0311529 | val_loss: 0.0311616 | Time: 2100.79 ms [2022-02-07 10:22:39 main:574] : INFO : Epoch 1987 | loss: 0.0311506 | val_loss: 0.0311605 | Time: 2045.92 ms [2022-02-07 10:22:41 main:574] : INFO : Epoch 1988 | loss: 0.0311497 | val_loss: 0.0311606 | Time: 2120.94 ms [2022-02-07 10:22:43 main:574] : INFO : Epoch 1989 | loss: 0.0311499 | val_loss: 0.031161 | Time: 2200.81 ms [2022-02-07 10:22:46 main:574] : INFO : Epoch 1990 | loss: 0.0311473 | val_loss: 0.031159 | Time: 2207.35 ms [2022-02-07 10:22:48 main:574] : INFO : Epoch 1991 | loss: 0.0311475 | val_loss: 0.0311569 | Time: 2112.52 ms [2022-02-07 10:22:50 main:574] : INFO : Epoch 1992 | loss: 0.0311475 | val_loss: 0.0311599 | Time: 2131.28 ms [2022-02-07 10:22:52 main:574] : INFO : Epoch 1993 | loss: 0.0311479 | val_loss: 0.0311611 | Time: 2091.87 ms [2022-02-07 10:22:54 main:574] : INFO : Epoch 1994 | loss: 0.031148 | val_loss: 0.0311613 | Time: 2150.11 ms [2022-02-07 10:22:56 main:574] : INFO : Epoch 1995 | loss: 0.0311493 | val_loss: 0.0311592 | Time: 2188.38 ms [2022-02-07 10:22:58 main:574] : INFO : Epoch 1996 | loss: 0.0311494 | val_loss: 0.0311595 | Time: 2156.57 ms [2022-02-07 10:23:01 main:574] : INFO : Epoch 1997 | loss: 0.0311487 | val_loss: 0.0311574 | Time: 2091.95 ms [2022-02-07 10:23:03 main:574] : INFO : Epoch 1998 | loss: 0.0311488 | val_loss: 0.0311575 | Time: 2165.48 ms [2022-02-07 10:23:05 main:574] : INFO : Epoch 1999 | loss: 0.0311496 | val_loss: 0.031161 | Time: 2158.03 ms [2022-02-07 10:23:07 main:574] : INFO : Epoch 2000 | loss: 0.0311503 | val_loss: 0.0311678 | Time: 2129.42 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950) [2022-02-08 10:41:06 main:435] : INFO : Set logging level to 1 [2022-02-08 10:41:06 main:441] : INFO : Running in BOINC Client mode [2022-02-08 10:41:06 main:444] : INFO : Resolving all filenames [2022-02-08 10:41:06 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-08 10:41:06 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-08 10:41:06 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-08 10:41:06 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-08 10:41:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-08 10:41:06 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-08 10:41:06 main:474] : INFO : Configuration: [2022-02-08 10:41:06 main:475] : INFO : Model type: GRU [2022-02-08 10:41:06 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-08 10:41:06 main:477] : INFO : Max Epochs: 2048 [2022-02-08 10:41:06 main:478] : INFO : Batch Size: 128 [2022-02-08 10:41:06 main:479] : INFO : Learning Rate: 0.01 [2022-02-08 10:41:06 main:480] : INFO : Patience: 10 [2022-02-08 10:41:06 main:481] : INFO : Hidden Width: 12 [2022-02-08 10:41:06 main:482] : INFO : # Recurrent Layers: 4 [2022-02-08 10:41:06 main:483] : INFO : # Backend Layers: 4 [2022-02-08 10:41:06 main:484] : INFO : # Threads: 1 [2022-02-08 10:41:06 main:486] : INFO : Preparing Dataset [2022-02-08 10:41:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-08 10:41:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-08 10:41:11 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-08 10:41:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-08 10:41:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-08 10:41:11 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-08 10:41:11 main:494] : INFO : Creating Model [2022-02-08 10:41:11 main:507] : INFO : Preparing config file [2022-02-08 10:41:11 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-08 10:41:11 main:512] : INFO : Loading config [2022-02-08 10:41:11 main:514] : INFO : Loading state [2022-02-08 10:41:12 main:559] : INFO : Loading DataLoader into Memory [2022-02-08 10:41:12 main:562] : INFO : Starting Training [2022-02-08 10:41:15 main:574] : INFO : Epoch 1934 | loss: 0.0312603 | val_loss: 0.0311892 | Time: 2879.42 ms [2022-02-08 10:41:17 main:574] : INFO : Epoch 1935 | loss: 0.0311626 | val_loss: 0.0311677 | Time: 1984.18 ms [2022-02-08 10:41:19 main:574] : INFO : Epoch 1936 | loss: 0.0311522 | val_loss: 0.0311636 | Time: 1987.57 ms [2022-02-08 10:41:21 main:574] : INFO : Epoch 1937 | loss: 0.0311511 | val_loss: 0.0311617 | Time: 1994.31 ms [2022-02-08 10:41:23 main:574] : INFO : Epoch 1938 | loss: 0.0311533 | val_loss: 0.0311672 | Time: 2009.69 ms [2022-02-08 10:41:25 main:574] : INFO : Epoch 1939 | loss: 0.0311515 | val_loss: 0.0311618 | Time: 1983.13 ms [2022-02-08 10:41:27 main:574] : INFO : Epoch 1940 | loss: 0.0311512 | val_loss: 0.0311613 | Time: 1993.56 ms [2022-02-08 10:41:29 main:574] : INFO : Epoch 1941 | loss: 0.0311493 | val_loss: 0.0311612 | Time: 2070.93 ms [2022-02-08 10:41:31 main:574] : INFO : Epoch 1942 | loss: 0.0311503 | val_loss: 0.0311606 | Time: 2034.78 ms [2022-02-08 10:41:33 main:574] : INFO : Epoch 1943 | loss: 0.0311576 | val_loss: 0.0311647 | Time: 2024.23 ms [2022-02-08 10:41:35 main:574] : INFO : Epoch 1944 | loss: 0.0311582 | val_loss: 0.0311645 | Time: 1988.2 ms [2022-02-08 10:41:38 main:574] : INFO : Epoch 1945 | loss: 0.0311556 | val_loss: 0.0311714 | Time: 2075.21 ms [2022-02-08 10:41:40 main:574] : INFO : Epoch 1946 | loss: 0.031157 | val_loss: 0.031174 | Time: 2006.33 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950) [2022-02-08 10:44:42 main:435] : INFO : Set logging level to 1 [2022-02-08 10:44:42 main:441] : INFO : Running in BOINC Client mode [2022-02-08 10:44:42 main:444] : INFO : Resolving all filenames [2022-02-08 10:44:42 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-08 10:44:42 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-08 10:44:42 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-08 10:44:42 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-08 10:44:42 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-08 10:44:42 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-08 10:44:42 main:474] : INFO : Configuration: [2022-02-08 10:44:42 main:475] : INFO : Model type: GRU [2022-02-08 10:44:42 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-08 10:44:42 main:477] : INFO : Max Epochs: 2048 [2022-02-08 10:44:42 main:478] : INFO : Batch Size: 128 [2022-02-08 10:44:42 main:479] : INFO : Learning Rate: 0.01 [2022-02-08 10:44:42 main:480] : INFO : Patience: 10 [2022-02-08 10:44:42 main:481] : INFO : Hidden Width: 12 [2022-02-08 10:44:42 main:482] : INFO : # Recurrent Layers: 4 [2022-02-08 10:44:42 main:483] : INFO : # Backend Layers: 4 [2022-02-08 10:44:42 main:484] : INFO : # Threads: 1 [2022-02-08 10:44:42 main:486] : INFO : Preparing Dataset [2022-02-08 10:44:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-08 10:44:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-08 10:44:47 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-08 10:44:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-08 10:44:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-08 10:44:48 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-08 10:44:48 main:494] : INFO : Creating Model [2022-02-08 10:44:48 main:507] : INFO : Preparing config file [2022-02-08 10:44:48 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-08 10:44:48 main:512] : INFO : Loading config [2022-02-08 10:44:48 main:514] : INFO : Loading state [2022-02-08 10:44:48 main:559] : INFO : Loading DataLoader into Memory [2022-02-08 10:44:48 main:562] : INFO : Starting Training [2022-02-08 10:44:51 main:574] : INFO : Epoch 1934 | loss: 0.0313387 | val_loss: 0.0312385 | Time: 2989.63 ms [2022-02-08 10:44:54 main:574] : INFO : Epoch 1935 | loss: 0.0311995 | val_loss: 0.0311709 | Time: 2061.41 ms [2022-02-08 10:44:56 main:574] : INFO : Epoch 1936 | loss: 0.0311593 | val_loss: 0.031167 | Time: 2051.77 ms [2022-02-08 10:44:58 main:574] : INFO : Epoch 1937 | loss: 0.0311559 | val_loss: 0.0311624 | Time: 2127.17 ms [2022-02-08 10:45:00 main:574] : INFO : Epoch 1938 | loss: 0.0311515 | val_loss: 0.0311629 | Time: 2089.31 ms [2022-02-08 10:45:02 main:574] : INFO : Epoch 1939 | loss: 0.0311547 | val_loss: 0.0311619 | Time: 2023.13 ms [2022-02-08 10:45:04 main:574] : INFO : Epoch 1940 | loss: 0.0311542 | val_loss: 0.031165 | Time: 2088.99 ms [2022-02-08 10:45:06 main:574] : INFO : Epoch 1941 | loss: 0.0311593 | val_loss: 0.0311675 | Time: 2033.95 ms [2022-02-08 10:45:08 main:574] : INFO : Epoch 1942 | loss: 0.0311571 | val_loss: 0.0311614 | Time: 2038.54 ms [2022-02-08 10:45:10 main:574] : INFO : Epoch 1943 | loss: 0.0311557 | val_loss: 0.0311653 | Time: 2019.07 ms [2022-02-08 10:45:12 main:574] : INFO : Epoch 1944 | loss: 0.0311539 | val_loss: 0.0311619 | Time: 2056.62 ms [2022-02-08 10:45:14 main:574] : INFO : Epoch 1945 | loss: 0.0311528 | val_loss: 0.0311609 | Time: 2004.47 ms [2022-02-08 10:45:16 main:574] : INFO : Epoch 1946 | loss: 0.0311506 | val_loss: 0.0311639 | Time: 2026.77 ms [2022-02-08 10:45:18 main:574] : INFO : Epoch 1947 | loss: 0.031153 | val_loss: 0.0311635 | Time: 2057.98 ms [2022-02-08 10:45:20 main:574] : INFO : Epoch 1948 | loss: 0.0311567 | val_loss: 0.0311656 | Time: 2029.58 ms [2022-02-08 10:45:23 main:574] : INFO : Epoch 1949 | loss: 0.0311546 | val_loss: 0.0311621 | Time: 2123.98 ms [2022-02-08 10:45:25 main:574] : INFO : Epoch 1950 | loss: 0.0311518 | val_loss: 0.0311635 | Time: 2073.47 ms [2022-02-08 10:45:27 main:574] : INFO : Epoch 1951 | loss: 0.0311543 | val_loss: 0.0311645 | Time: 2120.64 ms [2022-02-08 10:45:29 main:574] : INFO : Epoch 1952 | loss: 0.0311537 | val_loss: 0.0311605 | Time: 1973.2 ms [2022-02-08 10:45:31 main:574] : INFO : Epoch 1953 | loss: 0.031152 | val_loss: 0.0311643 | Time: 2064.5 ms [2022-02-08 10:45:33 main:574] : INFO : Epoch 1954 | loss: 0.0311525 | val_loss: 0.0311699 | Time: 2016.73 ms [2022-02-08 10:45:35 main:574] : INFO : Epoch 1955 | loss: 0.0311548 | val_loss: 0.0311694 | Time: 2000.46 ms [2022-02-08 10:45:37 main:574] : INFO : Epoch 1956 | loss: 0.0311548 | val_loss: 0.0311646 | Time: 2041.8 ms [2022-02-08 10:45:39 main:574] : INFO : Epoch 1957 | loss: 0.031153 | val_loss: 0.0311596 | Time: 2122.7 ms [2022-02-08 10:45:41 main:574] : INFO : Epoch 1958 | loss: 0.0311523 | val_loss: 0.0311614 | Time: 2064.63 ms [2022-02-08 10:45:43 main:574] : INFO : Epoch 1959 | loss: 0.0311512 | val_loss: 0.031161 | Time: 2219.91 ms [2022-02-08 10:45:46 main:574] : INFO : Epoch 1960 | loss: 0.0311488 | val_loss: 0.0311613 | Time: 2072.26 ms [2022-02-08 10:45:48 main:574] : INFO : Epoch 1961 | loss: 0.0311476 | val_loss: 0.0311586 | Time: 2012.38 ms [2022-02-08 10:45:50 main:574] : INFO : Epoch 1962 | loss: 0.0311465 | val_loss: 0.0311582 | Time: 2042.34 ms [2022-02-08 10:45:52 main:574] : INFO : Epoch 1963 | loss: 0.0311489 | val_loss: 0.031163 | Time: 2086.81 ms [2022-02-08 10:45:54 main:574] : INFO : Epoch 1964 | loss: 0.0311473 | val_loss: 0.0311592 | Time: 2046.27 ms [2022-02-08 10:45:56 main:574] : INFO : Epoch 1965 | loss: 0.0311451 | val_loss: 0.0311595 | Time: 2016.55 ms [2022-02-08 10:45:58 main:574] : INFO : Epoch 1966 | loss: 0.031145 | val_loss: 0.0311614 | Time: 2189.42 ms [2022-02-08 10:46:00 main:574] : INFO : Epoch 1967 | loss: 0.0311464 | val_loss: 0.03116 | Time: 2014.66 ms [2022-02-08 10:46:02 main:574] : INFO : Epoch 1968 | loss: 0.0311474 | val_loss: 0.0311605 | Time: 2054.18 ms [2022-02-08 10:46:04 main:574] : INFO : Epoch 1969 | loss: 0.0311466 | val_loss: 0.0311579 | Time: 2020.57 ms [2022-02-08 10:46:06 main:574] : INFO : Epoch 1970 | loss: 0.0311503 | val_loss: 0.0311586 | Time: 2089.11 ms [2022-02-08 10:46:08 main:574] : INFO : Epoch 1971 | loss: 0.0311463 | val_loss: 0.0311584 | Time: 1981.89 ms [2022-02-08 10:46:10 main:574] : INFO : Epoch 1972 | loss: 0.0311482 | val_loss: 0.031157 | Time: 2011.47 ms [2022-02-08 10:46:12 main:574] : INFO : Epoch 1973 | loss: 0.0311474 | val_loss: 0.0311576 | Time: 2062.8 ms [2022-02-08 10:46:15 main:574] : INFO : Epoch 1974 | loss: 0.0311462 | val_loss: 0.0311571 | Time: 2134.04 ms [2022-02-08 10:46:17 main:574] : INFO : Epoch 1975 | loss: 0.0311452 | val_loss: 0.0311569 | Time: 2059.52 ms [2022-02-08 10:46:19 main:574] : INFO : Epoch 1976 | loss: 0.0311455 | val_loss: 0.0311561 | Time: 2052.51 ms [2022-02-08 10:46:21 main:574] : INFO : Epoch 1977 | loss: 0.0311438 | val_loss: 0.0311554 | Time: 2023.37 ms [2022-02-08 10:46:23 main:574] : INFO : Epoch 1978 | loss: 0.0311459 | val_loss: 0.0311606 | Time: 2083.98 ms [2022-02-08 10:46:25 main:574] : INFO : Epoch 1979 | loss: 0.0311471 | val_loss: 0.0311576 | Time: 2055.22 ms [2022-02-08 10:46:27 main:574] : INFO : Epoch 1980 | loss: 0.0311444 | val_loss: 0.0311599 | Time: 2111.46 ms [2022-02-08 10:46:29 main:574] : INFO : Epoch 1981 | loss: 0.031145 | val_loss: 0.0311559 | Time: 2152.13 ms [2022-02-08 10:46:31 main:574] : INFO : Epoch 1982 | loss: 0.0311452 | val_loss: 0.0311573 | Time: 2034.64 ms [2022-02-08 10:46:33 main:574] : INFO : Epoch 1983 | loss: 0.0311461 | val_loss: 0.0311576 | Time: 2123.63 ms [2022-02-08 10:46:36 main:574] : INFO : Epoch 1984 | loss: 0.0311451 | val_loss: 0.0311557 | Time: 2085.12 ms [2022-02-08 10:46:38 main:574] : INFO : Epoch 1985 | loss: 0.0311459 | val_loss: 0.0311557 | Time: 2127.47 ms [2022-02-08 10:46:40 main:574] : INFO : Epoch 1986 | loss: 0.0311486 | val_loss: 0.0311553 | Time: 2015.18 ms [2022-02-08 10:46:42 main:574] : INFO : Epoch 1987 | loss: 0.0311461 | val_loss: 0.0311569 | Time: 2068.75 ms [2022-02-08 10:46:44 main:574] : INFO : Epoch 1988 | loss: 0.031149 | val_loss: 0.0311566 | Time: 2164.44 ms [2022-02-08 10:46:46 main:574] : INFO : Epoch 1989 | loss: 0.031151 | val_loss: 0.0311585 | Time: 2038.21 ms [2022-02-08 10:46:48 main:574] : INFO : Epoch 1990 | loss: 0.0311475 | val_loss: 0.0311559 | Time: 2099.8 ms [2022-02-08 10:46:50 main:574] : INFO : Epoch 1991 | loss: 0.0311471 | val_loss: 0.0311598 | Time: 2105.46 ms [2022-02-08 10:46:52 main:574] : INFO : Epoch 1992 | loss: 0.0311464 | val_loss: 0.0311579 | Time: 2081.85 ms [2022-02-08 10:46:54 main:574] : INFO : Epoch 1993 | loss: 0.0311455 | val_loss: 0.031154 | Time: 2015.18 ms [2022-02-08 10:46:57 main:574] : INFO : Epoch 1994 | loss: 0.0311477 | val_loss: 0.0311572 | Time: 2086.53 ms [2022-02-08 10:46:59 main:574] : INFO : Epoch 1995 | loss: 0.031146 | val_loss: 0.0311554 | Time: 2159.09 ms [2022-02-08 10:47:01 main:574] : INFO : Epoch 1996 | loss: 0.0311443 | val_loss: 0.0311547 | Time: 2078.99 ms [2022-02-08 10:47:03 main:574] : INFO : Epoch 1997 | loss: 0.0311443 | val_loss: 0.0311581 | Time: 2025.56 ms [2022-02-08 10:47:05 main:574] : INFO : Epoch 1998 | loss: 0.0311457 | val_loss: 0.0311586 | Time: 2001.44 ms [2022-02-08 10:47:07 main:574] : INFO : Epoch 1999 | loss: 0.031146 | val_loss: 0.03116 | Time: 2050.95 ms [2022-02-08 10:47:09 main:574] : INFO : Epoch 2000 | loss: 0.0311466 | val_loss: 0.0311653 | Time: 2049.62 ms [2022-02-08 10:47:11 main:574] : INFO : Epoch 2001 | loss: 0.031148 | val_loss: 0.0311552 | Time: 2038.46 ms [2022-02-08 10:47:13 main:574] : INFO : Epoch 2002 | loss: 0.0311453 | val_loss: 0.0311576 | Time: 2023.21 ms [2022-02-08 10:47:15 main:574] : INFO : Epoch 2003 | loss: 0.0311451 | val_loss: 0.0311569 | Time: 2217.19 ms [2022-02-08 10:47:17 main:574] : INFO : Epoch 2004 | loss: 0.0311462 | val_loss: 0.0311572 | Time: 1983.45 ms [2022-02-08 10:47:19 main:574] : INFO : Epoch 2005 | loss: 0.0311447 | val_loss: 0.031157 | Time: 2051.97 ms [2022-02-08 10:47:21 main:574] : INFO : Epoch 2006 | loss: 0.0311471 | val_loss: 0.0311596 | Time: 2035.86 ms [2022-02-08 10:47:24 main:574] : INFO : Epoch 2007 | loss: 0.0311529 | val_loss: 0.0311579 | Time: 2061.02 ms [2022-02-08 10:47:26 main:574] : INFO : Epoch 2008 | loss: 0.0311508 | val_loss: 0.0311589 | Time: 2003.02 ms [2022-02-08 10:47:28 main:574] : INFO : Epoch 2009 | loss: 0.0311496 | val_loss: 0.0311621 | Time: 2164.46 ms [2022-02-08 10:47:30 main:574] : INFO : Epoch 2010 | loss: 0.031148 | val_loss: 0.0311655 | Time: 2042.9 ms [2022-02-08 10:47:32 main:574] : INFO : Epoch 2011 | loss: 0.0311485 | val_loss: 0.031157 | Time: 2071.51 ms [2022-02-08 10:47:34 main:574] : INFO : Epoch 2012 | loss: 0.031144 | val_loss: 0.0311606 | Time: 1985.67 ms [2022-02-08 10:47:36 main:574] : INFO : Epoch 2013 | loss: 0.0311456 | val_loss: 0.0311601 | Time: 2041.84 ms [2022-02-08 10:47:38 main:574] : INFO : Epoch 2014 | loss: 0.0311431 | val_loss: 0.0311574 | Time: 2041.34 ms [2022-02-08 10:47:40 main:574] : INFO : Epoch 2015 | loss: 0.0311477 | val_loss: 0.0311647 | Time: 2072.45 ms [2022-02-08 10:47:42 main:574] : INFO : Epoch 2016 | loss: 0.0311459 | val_loss: 0.0311622 | Time: 2014.51 ms [2022-02-08 10:47:44 main:574] : INFO : Epoch 2017 | loss: 0.0311467 | val_loss: 0.0311605 | Time: 2021.86 ms [2022-02-08 10:47:46 main:574] : INFO : Epoch 2018 | loss: 0.0311453 | val_loss: 0.0311597 | Time: 2084.53 ms [2022-02-08 10:47:48 main:574] : INFO : Epoch 2019 | loss: 0.0311464 | val_loss: 0.0311608 | Time: 2059.41 ms [2022-02-08 10:47:50 main:574] : INFO : Epoch 2020 | loss: 0.0311474 | val_loss: 0.0311581 | Time: 2095.62 ms [2022-02-08 10:47:53 main:574] : INFO : Epoch 2021 | loss: 0.0311455 | val_loss: 0.031159 | Time: 2052.06 ms [2022-02-08 10:47:55 main:574] : INFO : Epoch 2022 | loss: 0.0311466 | val_loss: 0.0311591 | Time: 1998.71 ms [2022-02-08 10:47:57 main:574] : INFO : Epoch 2023 | loss: 0.0311455 | val_loss: 0.0311594 | Time: 2120.76 ms [2022-02-08 10:47:59 main:574] : INFO : Epoch 2024 | loss: 0.0311456 | val_loss: 0.0311582 | Time: 2178.94 ms [2022-02-08 10:48:01 main:574] : INFO : Epoch 2025 | loss: 0.0311455 | val_loss: 0.0311605 | Time: 2046.3 ms [2022-02-08 10:48:03 main:574] : INFO : Epoch 2026 | loss: 0.0311457 | val_loss: 0.0311625 | Time: 2071.84 ms [2022-02-08 10:48:05 main:574] : INFO : Epoch 2027 | loss: 0.0311488 | val_loss: 0.0311618 | Time: 2051.51 ms [2022-02-08 10:48:07 main:574] : INFO : Epoch 2028 | loss: 0.0311459 | val_loss: 0.0311613 | Time: 2013.05 ms [2022-02-08 10:48:09 main:574] : INFO : Epoch 2029 | loss: 0.0311468 | val_loss: 0.0311665 | Time: 2036.5 ms [2022-02-08 10:48:11 main:574] : INFO : Epoch 2030 | loss: 0.0311481 | val_loss: 0.0311593 | Time: 2076.97 ms [2022-02-08 10:48:13 main:574] : INFO : Epoch 2031 | loss: 0.0311478 | val_loss: 0.0311619 | Time: 2063.83 ms [2022-02-08 10:48:15 main:574] : INFO : Epoch 2032 | loss: 0.0311458 | val_loss: 0.0311606 | Time: 2070.29 ms [2022-02-08 10:48:18 main:574] : INFO : Epoch 2033 | loss: 0.0311455 | val_loss: 0.0311583 | Time: 2035.67 ms [2022-02-08 10:48:20 main:574] : INFO : Epoch 2034 | loss: 0.0311478 | val_loss: 0.0311583 | Time: 2027.84 ms [2022-02-08 10:48:22 main:574] : INFO : Epoch 2035 | loss: 0.0311445 | val_loss: 0.0311582 | Time: 2085.2 ms [2022-02-08 10:48:24 main:574] : INFO : Epoch 2036 | loss: 0.0311437 | val_loss: 0.0311591 | Time: 2064.65 ms [2022-02-08 10:48:26 main:574] : INFO : Epoch 2037 | loss: 0.0311462 | val_loss: 0.0311601 | Time: 2041.23 ms [2022-02-08 10:48:28 main:574] : INFO : Epoch 2038 | loss: 0.0311452 | val_loss: 0.0311577 | Time: 2140 ms [2022-02-08 10:48:30 main:574] : INFO : Epoch 2039 | loss: 0.0311488 | val_loss: 0.031166 | Time: 2059.9 ms [2022-02-08 10:48:32 main:574] : INFO : Epoch 2040 | loss: 0.0311479 | val_loss: 0.0311617 | Time: 2066.41 ms [2022-02-08 10:48:34 main:574] : INFO : Epoch 2041 | loss: 0.0311498 | val_loss: 0.0311614 | Time: 2045.12 ms [2022-02-08 10:48:36 main:574] : INFO : Epoch 2042 | loss: 0.0311487 | val_loss: 0.031161 | Time: 2166.32 ms [2022-02-08 10:48:39 main:574] : INFO : Epoch 2043 | loss: 0.0311501 | val_loss: 0.0311631 | Time: 2123.34 ms [2022-02-08 10:48:41 main:574] : INFO : Epoch 2044 | loss: 0.0311475 | val_loss: 0.0311587 | Time: 2034.64 ms [2022-02-08 10:48:43 main:574] : INFO : Epoch 2045 | loss: 0.0311452 | val_loss: 0.0311558 | Time: 2051.14 ms [2022-02-08 10:48:45 main:574] : INFO : Epoch 2046 | loss: 0.0311454 | val_loss: 0.0311586 | Time: 1988.67 ms [2022-02-08 10:48:47 main:574] : INFO : Epoch 2047 | loss: 0.0311449 | val_loss: 0.0311574 | Time: 2070.79 ms [2022-02-08 10:48:49 main:574] : INFO : Epoch 2048 | loss: 0.0311442 | val_loss: 0.0311596 | Time: 2008.1 ms [2022-02-08 10:48:49 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311596 [2022-02-08 10:48:49 main:603] : INFO : Saving end state to config to file [2022-02-08 10:48:49 main:608] : INFO : Success, exiting.. 10:48:49 (1720): 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)