Task 13479594
| Name | ParityModified-1647049388-5836-1-0_0 |
| Workunit | 10581882 |
| Created | 20 Mar 2022, 19:31:51 UTC |
| Sent | 1 Apr 2022, 13:08:31 UTC |
| Report deadline | 9 Apr 2022, 13:08:31 UTC |
| Received | 5 Apr 2022, 12:54:58 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 15842 |
| Run time | 1 hours 2 min 32 sec |
| CPU time | 1 hours 1 min 26 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,142.99 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 02 03:57:27 main:574] : INFO : Epoch 1567 | loss: 0.0311764 | val_loss: 0.0311828 | Time: 1859.51 ms [2022-04-02 03:57:29 main:574] : INFO : Epoch 1568 | loss: 0.0311765 | val_loss: 0.0311842 | Time: 1875.8 ms [2022-04-02 03:57:31 main:574] : INFO : Epoch 1569 | loss: 0.0311788 | val_loss: 0.0311972 | Time: 1852.3 ms [2022-04-02 03:57:32 main:574] : INFO : Epoch 1570 | loss: 0.031183 | val_loss: 0.0311832 | Time: 1952.54 ms [2022-04-02 03:57:34 main:574] : INFO : Epoch 1571 | loss: 0.0311772 | val_loss: 0.031184 | Time: 1869.64 ms [2022-04-02 03:57:36 main:574] : INFO : Epoch 1572 | loss: 0.0311754 | val_loss: 0.0311862 | Time: 1880.02 ms [2022-04-02 03:57:38 main:574] : INFO : Epoch 1573 | loss: 0.0311796 | val_loss: 0.0311836 | Time: 1902.62 ms [2022-04-02 03:57:40 main:574] : INFO : Epoch 1574 | loss: 0.0311831 | val_loss: 0.0311869 | Time: 1863.59 ms [2022-04-02 03:57:42 main:574] : INFO : Epoch 1575 | loss: 0.0311788 | val_loss: 0.0311866 | Time: 1882.31 ms [2022-04-02 03:57:44 main:574] : INFO : Epoch 1576 | loss: 0.0311781 | val_loss: 0.0311827 | Time: 1851.37 ms [2022-04-02 03:57:46 main:574] : INFO : Epoch 1577 | loss: 0.0311792 | val_loss: 0.0311872 | Time: 1912.27 ms [2022-04-02 03:57:48 main:574] : INFO : Epoch 1578 | loss: 0.0311768 | val_loss: 0.031185 | Time: 1893.6 ms [2022-04-02 03:57:49 main:574] : INFO : Epoch 1579 | loss: 0.0311751 | val_loss: 0.0311848 | Time: 1886.73 ms [2022-04-02 03:57:51 main:574] : INFO : Epoch 1580 | loss: 0.0311766 | val_loss: 0.0311845 | Time: 1876.04 ms [2022-04-02 03:57:53 main:574] : INFO : Epoch 1581 | loss: 0.0311758 | val_loss: 0.0311855 | Time: 1925.64 ms [2022-04-02 03:57:55 main:574] : INFO : Epoch 1582 | loss: 0.0311759 | val_loss: 0.0311853 | Time: 1908.38 ms [2022-04-02 03:57:57 main:574] : INFO : Epoch 1583 | loss: 0.0311776 | val_loss: 0.0311863 | Time: 1889.81 ms [2022-04-02 03:57:59 main:574] : INFO : Epoch 1584 | loss: 0.0311754 | val_loss: 0.0311832 | Time: 1919.31 ms [2022-04-02 03:58:01 main:574] : INFO : Epoch 1585 | loss: 0.0311752 | val_loss: 0.0311827 | Time: 1864.57 ms [2022-04-02 03:58:03 main:574] : INFO : Epoch 1586 | loss: 0.0311751 | val_loss: 0.031183 | Time: 1876.38 ms [2022-04-02 03:58:05 main:574] : INFO : Epoch 1587 | loss: 0.0311787 | val_loss: 0.0311825 | Time: 1881.89 ms [2022-04-02 03:58:07 main:574] : INFO : Epoch 1588 | loss: 0.0311748 | val_loss: 0.0311836 | Time: 1918.83 ms [2022-04-02 03:58:08 main:574] : INFO : Epoch 1589 | loss: 0.0311739 | val_loss: 0.0311839 | Time: 1875.44 ms [2022-04-02 03:58:10 main:574] : INFO : Epoch 1590 | loss: 0.0311746 | val_loss: 0.0311859 | Time: 1882.8 ms [2022-04-02 03:58:12 main:574] : INFO : Epoch 1591 | loss: 0.0311751 | val_loss: 0.0311864 | Time: 1873.44 ms [2022-04-02 03:58:14 main:574] : INFO : Epoch 1592 | loss: 0.0311758 | val_loss: 0.0311826 | Time: 1946.78 ms [2022-04-02 03:58:16 main:574] : INFO : Epoch 1593 | loss: 0.0311764 | val_loss: 0.0311837 | Time: 1890.75 ms [2022-04-02 03:58:18 main:574] : INFO : Epoch 1594 | loss: 0.0311743 | val_loss: 0.0311819 | Time: 1861.61 ms [2022-04-02 03:58:20 main:574] : INFO : Epoch 1595 | loss: 0.0311729 | val_loss: 0.0311836 | Time: 1920.48 ms [2022-04-02 03:58:22 main:574] : INFO : Epoch 1596 | loss: 0.0311742 | val_loss: 0.0311816 | Time: 1873.27 ms [2022-04-02 03:58:24 main:574] : INFO : Epoch 1597 | loss: 0.0311726 | val_loss: 0.0311822 | Time: 1866.76 ms [2022-04-02 03:58:25 main:574] : INFO : Epoch 1598 | loss: 0.0311762 | val_loss: 0.0311822 | Time: 1870.53 ms [2022-04-02 03:58:27 main:574] : INFO : Epoch 1599 | loss: 0.0311815 | val_loss: 0.0311896 | Time: 1925.62 ms [2022-04-02 03:58:29 main:574] : INFO : Epoch 1600 | loss: 0.0311804 | val_loss: 0.0311845 | Time: 1852.59 ms [2022-04-02 03:58:31 main:574] : INFO : Epoch 1601 | loss: 0.0311732 | val_loss: 0.0311815 | Time: 1908.88 ms [2022-04-02 03:58:33 main:574] : INFO : Epoch 1602 | loss: 0.0311729 | val_loss: 0.0311852 | Time: 1883.73 ms [2022-04-02 03:58:35 main:574] : INFO : Epoch 1603 | loss: 0.0311768 | val_loss: 0.0311894 | Time: 1958.84 ms [2022-04-02 03:58:37 main:574] : INFO : Epoch 1604 | loss: 0.0311733 | val_loss: 0.0311836 | Time: 1868.75 ms [2022-04-02 03:58:39 main:574] : INFO : Epoch 1605 | loss: 0.0311734 | val_loss: 0.0311822 | Time: 1885.96 ms [2022-04-02 03:58:41 main:574] : INFO : Epoch 1606 | loss: 0.0311723 | val_loss: 0.0311931 | Time: 1932.56 ms [2022-04-02 03:58:43 main:574] : INFO : Epoch 1607 | loss: 0.0311721 | val_loss: 0.0311823 | Time: 1868.75 ms [2022-04-02 03:58:44 main:574] : INFO : Epoch 1608 | loss: 0.0311706 | val_loss: 0.0311862 | Time: 1870.67 ms [2022-04-02 03:58:46 main:574] : INFO : Epoch 1609 | loss: 0.0311739 | val_loss: 0.0311918 | Time: 1876.76 ms [2022-04-02 03:58:48 main:574] : INFO : Epoch 1610 | loss: 0.031178 | val_loss: 0.0311856 | Time: 1923.13 ms [2022-04-02 03:58:50 main:574] : INFO : Epoch 1611 | loss: 0.0311758 | val_loss: 0.0311849 | Time: 1906.63 ms [2022-04-02 03:58:52 main:574] : INFO : Epoch 1612 | loss: 0.0311739 | val_loss: 0.0311848 | Time: 1864.65 ms [2022-04-02 03:58:54 main:574] : INFO : Epoch 1613 | loss: 0.0311731 | val_loss: 0.0311841 | Time: 1899.84 ms [2022-04-02 03:58:56 main:574] : INFO : Epoch 1614 | loss: 0.0311712 | val_loss: 0.0311829 | Time: 1905.91 ms [2022-04-02 03:58:58 main:574] : INFO : Epoch 1615 | loss: 0.0311751 | val_loss: 0.0311821 | Time: 1867.44 ms [2022-04-02 03:59:00 main:574] : INFO : Epoch 1616 | loss: 0.0311741 | val_loss: 0.0311832 | Time: 1864.81 ms [2022-04-02 03:59:02 main:574] : INFO : Epoch 1617 | loss: 0.0311716 | val_loss: 0.0311817 | Time: 1932.29 ms [2022-04-02 03:59:03 main:574] : INFO : Epoch 1618 | loss: 0.0311708 | val_loss: 0.0311825 | Time: 1877.7 ms [2022-04-02 03:59:05 main:574] : INFO : Epoch 1619 | loss: 0.0311721 | val_loss: 0.0311837 | Time: 1880.01 ms [2022-04-02 03:59:07 main:574] : INFO : Epoch 1620 | loss: 0.0311767 | val_loss: 0.0311827 | Time: 1884.74 ms [2022-04-02 03:59:09 main:574] : INFO : Epoch 1621 | loss: 0.0311759 | val_loss: 0.0311859 | Time: 1936.63 ms [2022-04-02 03:59:11 main:574] : INFO : Epoch 1622 | loss: 0.0311748 | val_loss: 0.0311826 | Time: 1880.02 ms [2022-04-02 03:59:13 main:574] : INFO : Epoch 1623 | loss: 0.0311739 | val_loss: 0.031184 | Time: 1875.62 ms [2022-04-02 03:59:15 main:574] : INFO : Epoch 1624 | loss: 0.0311737 | val_loss: 0.031184 | Time: 1987.09 ms [2022-04-02 03:59:17 main:574] : INFO : Epoch 1625 | loss: 0.0311744 | val_loss: 0.0311811 | Time: 1904.49 ms [2022-04-02 03:59:19 main:574] : INFO : Epoch 1626 | loss: 0.0311747 | val_loss: 0.0311886 | Time: 1882.63 ms [2022-04-02 03:59:21 main:574] : INFO : Epoch 1627 | loss: 0.031175 | val_loss: 0.0311881 | Time: 1865.01 ms [2022-04-02 03:59:23 main:574] : INFO : Epoch 1628 | loss: 0.0311737 | val_loss: 0.0311831 | Time: 1927.86 ms [2022-04-02 03:59:24 main:574] : INFO : Epoch 1629 | loss: 0.0311744 | val_loss: 0.0311852 | Time: 1859.03 ms [2022-04-02 03:59:26 main:574] : INFO : Epoch 1630 | loss: 0.0311722 | val_loss: 0.0311846 | Time: 1858.56 ms [2022-04-02 03:59:28 main:574] : INFO : Epoch 1631 | loss: 0.0311761 | val_loss: 0.0311863 | Time: 1877.8 ms [2022-04-02 03:59:30 main:574] : INFO : Epoch 1632 | loss: 0.0311764 | val_loss: 0.0311838 | Time: 1960.08 ms [2022-04-02 03:59:32 main:574] : INFO : Epoch 1633 | loss: 0.0311721 | val_loss: 0.0311815 | Time: 1890.35 ms [2022-04-02 03:59:34 main:574] : INFO : Epoch 1634 | loss: 0.031175 | val_loss: 0.0311827 | Time: 1888.57 ms [2022-04-02 03:59:36 main:574] : INFO : Epoch 1635 | loss: 0.031173 | val_loss: 0.0311832 | Time: 1957 ms [2022-04-02 03:59:38 main:574] : INFO : Epoch 1636 | loss: 0.0311715 | val_loss: 0.0311834 | Time: 1898.12 ms [2022-04-02 03:59:40 main:574] : INFO : Epoch 1637 | loss: 0.031171 | val_loss: 0.0311831 | Time: 1853.27 ms [2022-04-02 03:59:42 main:574] : INFO : Epoch 1638 | loss: 0.0311726 | val_loss: 0.0311826 | Time: 1876.97 ms [2022-04-02 03:59:43 main:574] : INFO : Epoch 1639 | loss: 0.0311753 | val_loss: 0.0311845 | Time: 1927.74 ms [2022-04-02 03:59:45 main:574] : INFO : Epoch 1640 | loss: 0.0311757 | val_loss: 0.0311903 | Time: 1885.28 ms [2022-04-02 03:59:47 main:574] : INFO : Epoch 1641 | loss: 0.0311768 | val_loss: 0.0311805 | Time: 1874 ms [2022-04-02 03:59:49 main:574] : INFO : Epoch 1642 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 1885.09 ms [2022-04-02 03:59:51 main:574] : INFO : Epoch 1643 | loss: 0.0311749 | val_loss: 0.0311846 | Time: 1926.1 ms [2022-04-02 03:59:53 main:574] : INFO : Epoch 1644 | loss: 0.031175 | val_loss: 0.0311822 | Time: 1877.7 ms [2022-04-02 03:59:55 main:574] : INFO : Epoch 1645 | loss: 0.0311784 | val_loss: 0.0311908 | Time: 1852.4 ms [2022-04-02 03:59:57 main:574] : INFO : Epoch 1646 | loss: 0.0311791 | val_loss: 0.0311816 | Time: 1910.01 ms [2022-04-02 03:59:59 main:574] : INFO : Epoch 1647 | loss: 0.0311752 | val_loss: 0.0311897 | Time: 1881.69 ms [2022-04-02 04:00:01 main:574] : INFO : Epoch 1648 | loss: 0.031174 | val_loss: 0.0311822 | Time: 1938.43 ms [2022-04-02 04:00:02 main:574] : INFO : Epoch 1649 | loss: 0.0311712 | val_loss: 0.0311799 | Time: 1876.9 ms [2022-04-02 04:00:04 main:574] : INFO : Epoch 1650 | loss: 0.0311729 | val_loss: 0.0311829 | Time: 1930.99 ms [2022-04-02 04:00:06 main:574] : INFO : Epoch 1651 | loss: 0.0311715 | val_loss: 0.0311808 | Time: 1848.37 ms [2022-04-02 04:00:08 main:574] : INFO : Epoch 1652 | loss: 0.0311721 | val_loss: 0.0311826 | Time: 1877.39 ms [2022-04-02 04:00:10 main:574] : INFO : Epoch 1653 | loss: 0.0311735 | val_loss: 0.0311832 | Time: 1869.42 ms [2022-04-02 04:00:12 main:574] : INFO : Epoch 1654 | loss: 0.0311727 | val_loss: 0.0311823 | Time: 1945.44 ms [2022-04-02 04:00:14 main:574] : INFO : Epoch 1655 | loss: 0.0311704 | val_loss: 0.0311864 | Time: 1882.1 ms [2022-04-02 04:00:16 main:574] : INFO : Epoch 1656 | loss: 0.0311754 | val_loss: 0.0311809 | Time: 1871.53 ms [2022-04-02 04:00:18 main:574] : INFO : Epoch 1657 | loss: 0.0311748 | val_loss: 0.0311841 | Time: 1937.45 ms [2022-04-02 04:00:19 main:574] : INFO : Epoch 1658 | loss: 0.0311731 | val_loss: 0.0311859 | Time: 1887.4 ms [2022-04-02 04:00:21 main:574] : INFO : Epoch 1659 | loss: 0.0311706 | val_loss: 0.0311814 | Time: 1859.74 ms [2022-04-02 04:00:23 main:574] : INFO : Epoch 1660 | loss: 0.0311715 | val_loss: 0.031186 | Time: 1866.18 ms [2022-04-02 04:00:25 main:574] : INFO : Epoch 1661 | loss: 0.0311738 | val_loss: 0.0311934 | Time: 1914.15 ms [2022-04-02 04:00:27 main:574] : INFO : Epoch 1662 | loss: 0.0311738 | val_loss: 0.0311846 | Time: 1862.6 ms [2022-04-02 04:00:29 main:574] : INFO : Epoch 1663 | loss: 0.0311718 | val_loss: 0.0311814 | Time: 1868.52 ms [2022-04-02 04:00:31 main:574] : INFO : Epoch 1664 | loss: 0.0311687 | val_loss: 0.031181 | Time: 1858.24 ms [2022-04-02 04:00:33 main:574] : INFO : Epoch 1665 | loss: 0.0311702 | val_loss: 0.0311832 | Time: 1942.67 ms [2022-04-02 04:00:35 main:574] : INFO : Epoch 1666 | loss: 0.0311698 | val_loss: 0.0311822 | Time: 1897.22 ms [2022-04-02 04:00:36 main:574] : INFO : Epoch 1667 | loss: 0.0311678 | val_loss: 0.0311818 | Time: 1865.19 ms [2022-04-02 04:00:38 main:574] : INFO : Epoch 1668 | loss: 0.0311684 | val_loss: 0.0311813 | Time: 1936.43 ms [2022-04-02 04:00:40 main:574] : INFO : Epoch 1669 | loss: 0.0311674 | val_loss: 0.0311857 | Time: 1871.67 ms [2022-04-02 04:00:42 main:574] : INFO : Epoch 1670 | loss: 0.031169 | val_loss: 0.0311843 | Time: 1878.55 ms [2022-04-02 04:00:44 main:574] : INFO : Epoch 1671 | loss: 0.0311662 | val_loss: 0.0311814 | Time: 1873.82 ms [2022-04-02 04:00:46 main:574] : INFO : Epoch 1672 | loss: 0.031167 | val_loss: 0.0311843 | Time: 1923.03 ms [2022-04-02 04:00:48 main:574] : INFO : Epoch 1673 | loss: 0.0311678 | val_loss: 0.0311854 | Time: 1878.75 ms [2022-04-02 04:00:50 main:574] : INFO : Epoch 1674 | loss: 0.0311705 | val_loss: 0.0311833 | Time: 1855.75 ms [2022-04-02 04:00:52 main:574] : INFO : Epoch 1675 | loss: 0.0311675 | val_loss: 0.0311872 | Time: 1847.13 ms [2022-04-02 04:00:54 main:574] : INFO : Epoch 1676 | loss: 0.0311696 | val_loss: 0.0311938 | Time: 1939.65 ms [2022-04-02 04:00:55 main:574] : INFO : Epoch 1677 | loss: 0.031171 | val_loss: 0.0311848 | Time: 1887.03 ms [2022-04-02 04:00:57 main:574] : INFO : Epoch 1678 | loss: 0.0311714 | val_loss: 0.0311851 | Time: 1856.95 ms [2022-04-02 04:00:59 main:574] : INFO : Epoch 1679 | loss: 0.0311711 | val_loss: 0.0311847 | Time: 1912.39 ms [2022-04-02 04:01:01 main:574] : INFO : Epoch 1680 | loss: 0.0311752 | val_loss: 0.0311915 | Time: 1891.35 ms [2022-04-02 04:01:03 main:574] : INFO : Epoch 1681 | loss: 0.0311797 | val_loss: 0.0311863 | Time: 1893.03 ms [2022-04-02 04:01:05 main:574] : INFO : Epoch 1682 | loss: 0.0311761 | val_loss: 0.0311851 | Time: 1865.02 ms [2022-04-02 04:01:07 main:574] : INFO : Epoch 1683 | loss: 0.0311745 | val_loss: 0.0311818 | Time: 1915.87 ms [2022-04-02 04:01:09 main:574] : INFO : Epoch 1684 | loss: 0.0311747 | val_loss: 0.0311832 | Time: 1864.94 ms [2022-04-02 04:01:10 main:574] : INFO : Epoch 1685 | loss: 0.0311746 | val_loss: 0.0311849 | Time: 1856.57 ms [2022-04-02 04:01:12 main:574] : INFO : Epoch 1686 | loss: 0.0311729 | val_loss: 0.0311811 | Time: 1937.92 ms [2022-04-02 04:01:14 main:574] : INFO : Epoch 1687 | loss: 0.0311712 | val_loss: 0.0311801 | Time: 1903.99 ms [2022-04-02 04:01:16 main:574] : INFO : Epoch 1688 | loss: 0.0311717 | val_loss: 0.0311826 | Time: 1863.32 ms [2022-04-02 04:01:18 main:574] : INFO : Epoch 1689 | loss: 0.0311713 | val_loss: 0.0311802 | Time: 1858.45 ms [2022-04-02 04:01:20 main:574] : INFO : Epoch 1690 | loss: 0.0311714 | val_loss: 0.0311803 | Time: 1922.35 ms [2022-04-02 04:01:22 main:574] : INFO : Epoch 1691 | loss: 0.0311716 | val_loss: 0.0311816 | Time: 1901.3 ms [2022-04-02 04:01:24 main:574] : INFO : Epoch 1692 | loss: 0.0311709 | val_loss: 0.0311821 | Time: 1884 ms [2022-04-02 04:01:26 main:574] : INFO : Epoch 1693 | loss: 0.0311711 | val_loss: 0.0311855 | Time: 1861.24 ms [2022-04-02 04:01:28 main:574] : INFO : Epoch 1694 | loss: 0.031171 | val_loss: 0.0311809 | Time: 1933.47 ms [2022-04-02 04:01:29 main:574] : INFO : Epoch 1695 | loss: 0.03117 | val_loss: 0.0311841 | Time: 1860.14 ms [2022-04-02 04:01:31 main:574] : INFO : Epoch 1696 | loss: 0.0311748 | val_loss: 0.0311811 | Time: 1870.87 ms [2022-04-02 04:01:33 main:574] : INFO : Epoch 1697 | loss: 0.0311732 | val_loss: 0.0311827 | Time: 1987.2 ms [2022-04-02 04:01:35 main:574] : INFO : Epoch 1698 | loss: 0.0311729 | val_loss: 0.0311869 | Time: 1865.55 ms [2022-04-02 04:01:37 main:574] : INFO : Epoch 1699 | loss: 0.0311806 | val_loss: 0.0311944 | Time: 1877.41 ms [2022-04-02 04:01:39 main:574] : INFO : Epoch 1700 | loss: 0.0311765 | val_loss: 0.0311879 | Time: 1882.68 ms [2022-04-02 04:01:41 main:574] : INFO : Epoch 1701 | loss: 0.0311721 | val_loss: 0.0311827 | Time: 1905.85 ms [2022-04-02 04:01:43 main:574] : INFO : Epoch 1702 | loss: 0.0311727 | val_loss: 0.0311818 | Time: 1907.67 ms [2022-04-02 04:01:45 main:574] : INFO : Epoch 1703 | loss: 0.0311706 | val_loss: 0.0311825 | Time: 1855.68 ms [2022-04-02 04:01:47 main:574] : INFO : Epoch 1704 | loss: 0.0311725 | val_loss: 0.0311824 | Time: 1852.42 ms [2022-04-02 04:01:48 main:574] : INFO : Epoch 1705 | loss: 0.0311787 | val_loss: 0.0311861 | Time: 1938.09 ms [2022-04-02 04:01:50 main:574] : INFO : Epoch 1706 | loss: 0.0311792 | val_loss: 0.0311836 | Time: 1891.94 ms [2022-04-02 04:01:52 main:574] : INFO : Epoch 1707 | loss: 0.0311778 | val_loss: 0.0311806 | Time: 1876.59 ms [2022-04-02 04:01:54 main:574] : INFO : Epoch 1708 | loss: 0.0311753 | val_loss: 0.0311801 | Time: 1910.22 ms [2022-04-02 04:01:56 main:574] : INFO : Epoch 1709 | loss: 0.0311739 | val_loss: 0.031182 | Time: 1854.52 ms [2022-04-02 04:01:58 main:574] : INFO : Epoch 1710 | loss: 0.0311736 | val_loss: 0.0311805 | Time: 1860.4 ms [2022-04-02 04:02:00 main:574] : INFO : Epoch 1711 | loss: 0.0311731 | val_loss: 0.0311792 | Time: 1881.02 ms [2022-04-02 04:02:02 main:574] : INFO : Epoch 1712 | loss: 0.0311737 | val_loss: 0.0311786 | Time: 1947.39 ms [2022-04-02 04:02:04 main:574] : INFO : Epoch 1713 | loss: 0.031172 | val_loss: 0.0311782 | Time: 1867.38 ms [2022-04-02 04:02:05 main:574] : INFO : Epoch 1714 | loss: 0.0311724 | val_loss: 0.0311798 | Time: 1894.34 ms [2022-04-02 04:02:07 main:574] : INFO : Epoch 1715 | loss: 0.031172 | val_loss: 0.0311804 | Time: 1862.81 ms [2022-04-02 04:02:09 main:574] : INFO : Epoch 1716 | loss: 0.0311708 | val_loss: 0.0311821 | Time: 1944.46 ms [2022-04-02 04:02:11 main:574] : INFO : Epoch 1717 | loss: 0.0311742 | val_loss: 0.0311855 | Time: 1870.14 ms [2022-04-02 04:02:13 main:574] : INFO : Epoch 1718 | loss: 0.031179 | val_loss: 0.0311813 | Time: 1883.14 ms [2022-04-02 04:02:15 main:574] : INFO : Epoch 1719 | loss: 0.0311731 | val_loss: 0.0311781 | Time: 1921.11 ms [2022-04-02 04:02:17 main:574] : INFO : Epoch 1720 | loss: 0.0311707 | val_loss: 0.031177 | Time: 1897.12 ms [2022-04-02 04:02:19 main:574] : INFO : Epoch 1721 | loss: 0.0311718 | val_loss: 0.031178 | Time: 1870.42 ms [2022-04-02 04:02:21 main:574] : INFO : Epoch 1722 | loss: 0.0311706 | val_loss: 0.0311807 | Time: 1855.55 ms [2022-04-02 04:02:23 main:574] : INFO : Epoch 1723 | loss: 0.0311693 | val_loss: 0.0311778 | Time: 1950.16 ms [2022-04-02 04:02:24 main:574] : INFO : Epoch 1724 | loss: 0.0311702 | val_loss: 0.0311784 | Time: 1869.87 ms [2022-04-02 04:02:26 main:574] : INFO : Epoch 1725 | loss: 0.0311719 | val_loss: 0.0311815 | Time: 1841.27 ms [2022-04-02 04:02:28 main:574] : INFO : Epoch 1726 | loss: 0.0311712 | val_loss: 0.0311786 | Time: 1859.55 ms [2022-04-02 04:02:30 main:574] : INFO : Epoch 1727 | loss: 0.0311699 | val_loss: 0.0311786 | Time: 1934.68 ms [2022-04-02 04:02:32 main:574] : INFO : Epoch 1728 | loss: 0.0311692 | val_loss: 0.0311767 | Time: 1872.96 ms [2022-04-02 04:02:34 main:574] : INFO : Epoch 1729 | loss: 0.0311687 | val_loss: 0.0311789 | Time: 1851.79 ms [2022-04-02 04:02:36 main:574] : INFO : Epoch 1730 | loss: 0.031168 | val_loss: 0.0311796 | Time: 1977.1 ms [2022-04-02 04:02:38 main:574] : INFO : Epoch 1731 | loss: 0.0311698 | val_loss: 0.0311831 | Time: 1884.7 ms [2022-04-02 04:02:40 main:574] : INFO : Epoch 1732 | loss: 0.0311716 | val_loss: 0.0311923 | Time: 1868.48 ms [2022-04-02 04:02:41 main:574] : INFO : Epoch 1733 | loss: 0.0311732 | val_loss: 0.0311823 | Time: 1861.77 ms [2022-04-02 04:02:43 main:574] : INFO : Epoch 1734 | loss: 0.0311703 | val_loss: 0.0311801 | Time: 1931.06 ms [2022-04-02 04:02:45 main:574] : INFO : Epoch 1735 | loss: 0.0311688 | val_loss: 0.0311814 | Time: 1891.95 ms [2022-04-02 04:02:47 main:574] : INFO : Epoch 1736 | loss: 0.0311686 | val_loss: 0.0311793 | Time: 1866.07 ms [2022-04-02 04:02:49 main:574] : INFO : Epoch 1737 | loss: 0.0311677 | val_loss: 0.0311776 | Time: 1903.96 ms [2022-04-02 04:02:51 main:574] : INFO : Epoch 1738 | loss: 0.0311745 | val_loss: 0.0311909 | Time: 1926.86 ms [2022-04-02 04:02:53 main:574] : INFO : Epoch 1739 | loss: 0.0311825 | val_loss: 0.0311861 | Time: 1897.94 ms [2022-04-02 04:02:55 main:574] : INFO : Epoch 1740 | loss: 0.03118 | val_loss: 0.0311864 | Time: 1883.15 ms [2022-04-02 04:02:57 main:574] : INFO : Epoch 1741 | loss: 0.0311788 | val_loss: 0.0311847 | Time: 1946.12 ms [2022-04-02 04:02:59 main:574] : INFO : Epoch 1742 | loss: 0.0311813 | val_loss: 0.0311923 | Time: 1854.99 ms [2022-04-02 04:03:00 main:574] : INFO : Epoch 1743 | loss: 0.0311802 | val_loss: 0.0311903 | Time: 1855.44 ms [2022-04-02 04:03:02 main:574] : INFO : Epoch 1744 | loss: 0.0311786 | val_loss: 0.0311881 | Time: 1871.8 ms [2022-04-02 04:03:04 main:574] : INFO : Epoch 1745 | loss: 0.0311766 | val_loss: 0.0311887 | Time: 1955.45 ms [2022-04-02 04:03:06 main:574] : INFO : Epoch 1746 | loss: 0.0311798 | val_loss: 0.0311881 | Time: 1852.6 ms [2022-04-02 04:03:08 main:574] : INFO : Epoch 1747 | loss: 0.0311823 | val_loss: 0.0311871 | Time: 1875.1 ms [2022-04-02 04:03:10 main:574] : INFO : Epoch 1748 | loss: 0.0311807 | val_loss: 0.0311836 | Time: 1875.2 ms [2022-04-02 04:03:12 main:574] : INFO : Epoch 1749 | loss: 0.0311795 | val_loss: 0.0311881 | Time: 1908.17 ms [2022-04-02 04:03:14 main:574] : INFO : Epoch 1750 | loss: 0.0311777 | val_loss: 0.031188 | Time: 1884.71 ms [2022-04-02 04:03:16 main:574] : INFO : Epoch 1751 | loss: 0.0311771 | val_loss: 0.0311834 | Time: 1855.04 ms [2022-04-02 04:03:18 main:574] : INFO : Epoch 1752 | loss: 0.0311795 | val_loss: 0.0311939 | Time: 1970.43 ms [2022-04-02 04:03:19 main:574] : INFO : Epoch 1753 | loss: 0.0311776 | val_loss: 0.0311847 | Time: 1836.86 ms [2022-04-02 04:03:21 main:574] : INFO : Epoch 1754 | loss: 0.0311765 | val_loss: 0.0311851 | Time: 1884.73 ms [2022-04-02 04:03:23 main:574] : INFO : Epoch 1755 | loss: 0.0311776 | val_loss: 0.0311874 | Time: 1860.71 ms [2022-04-02 04:03:25 main:574] : INFO : Epoch 1756 | loss: 0.0311754 | val_loss: 0.0311822 | Time: 1929.62 ms [2022-04-02 04:03:27 main:574] : INFO : Epoch 1757 | loss: 0.0311742 | val_loss: 0.0311845 | Time: 1859.99 ms [2022-04-02 04:03:29 main:574] : INFO : Epoch 1758 | loss: 0.0311742 | val_loss: 0.0311861 | Time: 1859.54 ms [2022-04-02 04:03:31 main:574] : INFO : Epoch 1759 | loss: 0.031176 | val_loss: 0.031186 | Time: 1890.08 ms [2022-04-02 04:03:33 main:574] : INFO : Epoch 1760 | loss: 0.0311761 | val_loss: 0.0311855 | Time: 1938.58 ms [2022-04-02 04:03:35 main:574] : INFO : Epoch 1761 | loss: 0.0311776 | val_loss: 0.0311851 | Time: 1862.83 ms [2022-04-02 04:03:36 main:574] : INFO : Epoch 1762 | loss: 0.0311747 | val_loss: 0.0311865 | Time: 1836.53 ms [2022-04-02 04:03:38 main:574] : INFO : Epoch 1763 | loss: 0.0311713 | val_loss: 0.0311826 | Time: 1928.8 ms [2022-04-02 04:03:40 main:574] : INFO : Epoch 1764 | loss: 0.0311742 | val_loss: 0.03119 | Time: 1886.58 ms [2022-04-02 04:03:42 main:574] : INFO : Epoch 1765 | loss: 0.0311774 | val_loss: 0.0311855 | Time: 1882.74 ms [2022-04-02 04:03:44 main:574] : INFO : Epoch 1766 | loss: 0.0311772 | val_loss: 0.0311915 | Time: 1862.56 ms [2022-04-02 04:03:46 main:574] : INFO : Epoch 1767 | loss: 0.0311768 | val_loss: 0.0311889 | Time: 1942.6 ms [2022-04-02 04:03:48 main:574] : INFO : Epoch 1768 | loss: 0.031178 | val_loss: 0.0311883 | Time: 1874.42 ms [2022-04-02 04:03:50 main:574] : INFO : Epoch 1769 | loss: 0.0311767 | val_loss: 0.0311919 | Time: 1876.14 ms [2022-04-02 04:03:52 main:574] : INFO : Epoch 1770 | loss: 0.0311774 | val_loss: 0.0311903 | Time: 1944.39 ms [2022-04-02 04:03:54 main:574] : INFO : Epoch 1771 | loss: 0.0311732 | val_loss: 0.0311868 | Time: 1887.26 ms [2022-04-02 04:03:55 main:574] : INFO : Epoch 1772 | loss: 0.031171 | val_loss: 0.031187 | Time: 1852.98 ms [2022-04-02 04:03:57 main:574] : INFO : Epoch 1773 | loss: 0.0311712 | val_loss: 0.0311868 | Time: 1859.06 ms [2022-04-02 04:03:59 main:574] : INFO : Epoch 1774 | loss: 0.0311719 | val_loss: 0.0311878 | Time: 1916 ms [2022-04-02 04:04:01 main:574] : INFO : Epoch 1775 | loss: 0.0311751 | val_loss: 0.0311891 | Time: 1904.9 ms [2022-04-02 04:04:03 main:574] : INFO : Epoch 1776 | loss: 0.0311722 | val_loss: 0.0311908 | Time: 1894.83 ms [2022-04-02 04:04:05 main:574] : INFO : Epoch 1777 | loss: 0.0311724 | val_loss: 0.0311895 | Time: 1862.79 ms [2022-04-02 04:04:07 main:574] : INFO : Epoch 1778 | loss: 0.0311714 | val_loss: 0.031187 | Time: 1926.83 ms [2022-04-02 04:04:09 main:574] : INFO : Epoch 1779 | loss: 0.0311709 | val_loss: 0.0311877 | Time: 1881.98 ms [2022-04-02 04:04:11 main:574] : INFO : Epoch 1780 | loss: 0.0311718 | val_loss: 0.0311902 | Time: 1850.14 ms [2022-04-02 04:04:12 main:574] : INFO : Epoch 1781 | loss: 0.0311753 | val_loss: 0.0311924 | Time: 1947.31 ms [2022-04-02 04:04:14 main:574] : INFO : Epoch 1782 | loss: 0.0311722 | val_loss: 0.031188 | Time: 1860.17 ms [2022-04-02 04:04:16 main:574] : INFO : Epoch 1783 | loss: 0.0311714 | val_loss: 0.0311861 | Time: 1874.9 ms [2022-04-02 04:04:18 main:574] : INFO : Epoch 1784 | loss: 0.0311712 | val_loss: 0.0311881 | Time: 1879.81 ms [2022-04-02 04:04:20 main:574] : INFO : Epoch 1785 | loss: 0.0311713 | val_loss: 0.0311915 | Time: 1952.85 ms [2022-04-02 04:04:22 main:574] : INFO : Epoch 1786 | loss: 0.0311761 | val_loss: 0.0311923 | Time: 1901.24 ms [2022-04-02 04:04:24 main:574] : INFO : Epoch 1787 | loss: 0.0311717 | val_loss: 0.0311909 | Time: 1872.17 ms [2022-04-02 04:04:26 main:574] : INFO : Epoch 1788 | loss: 0.0311725 | val_loss: 0.0311896 | Time: 1853.55 ms [2022-04-02 04:04:28 main:574] : INFO : Epoch 1789 | loss: 0.0311743 | val_loss: 0.0311879 | Time: 1930.21 ms [2022-04-02 04:04:30 main:574] : INFO : Epoch 1790 | loss: 0.0311743 | val_loss: 0.0311886 | Time: 1885.09 ms [2022-04-02 04:04:31 main:574] : INFO : Epoch 1791 | loss: 0.0311718 | val_loss: 0.0311863 | Time: 1866.6 ms [2022-04-02 04:04:33 main:574] : INFO : Epoch 1792 | loss: 0.031172 | val_loss: 0.0311896 | Time: 1923.71 ms [2022-04-02 04:04:35 main:574] : INFO : Epoch 1793 | loss: 0.0311713 | val_loss: 0.031189 | Time: 1901.37 ms [2022-04-02 04:04:37 main:574] : INFO : Epoch 1794 | loss: 0.0311738 | val_loss: 0.0311872 | Time: 1853.33 ms [2022-04-02 04:04:39 main:574] : INFO : Epoch 1795 | loss: 0.0311714 | val_loss: 0.0311867 | Time: 1880.12 ms [2022-04-02 04:04:41 main:574] : INFO : Epoch 1796 | loss: 0.0311721 | val_loss: 0.031187 | Time: 1923.76 ms [2022-04-02 04:04:43 main:574] : INFO : Epoch 1797 | loss: 0.0311695 | val_loss: 0.0311852 | Time: 1909.1 ms [2022-04-02 04:04:45 main:574] : INFO : Epoch 1798 | loss: 0.0311708 | val_loss: 0.0311926 | Time: 1867.53 ms [2022-04-02 04:04:47 main:574] : INFO : Epoch 1799 | loss: 0.0311692 | val_loss: 0.0311848 | Time: 1881.13 ms [2022-04-02 04:04:49 main:574] : INFO : Epoch 1800 | loss: 0.0311688 | val_loss: 0.0311848 | Time: 1936.75 ms [2022-04-02 04:04:50 main:574] : INFO : Epoch 1801 | loss: 0.0311709 | val_loss: 0.0311922 | Time: 1881.61 ms [2022-04-02 04:04:52 main:574] : INFO : Epoch 1802 | loss: 0.0311768 | val_loss: 0.0311907 | Time: 1847.38 ms [2022-04-02 04:04:54 main:574] : INFO : Epoch 1803 | loss: 0.0311777 | val_loss: 0.0311887 | Time: 1923.81 ms [2022-04-02 04:04:56 main:574] : INFO : Epoch 1804 | loss: 0.0311773 | val_loss: 0.0311846 | Time: 1916.52 ms [2022-04-02 04:04:58 main:574] : INFO : Epoch 1805 | loss: 0.0311781 | val_loss: 0.0311886 | Time: 1876.42 ms [2022-04-02 04:05:00 main:574] : INFO : Epoch 1806 | loss: 0.0311762 | val_loss: 0.0311843 | Time: 1904.71 ms [2022-04-02 04:05:02 main:574] : INFO : Epoch 1807 | loss: 0.031177 | val_loss: 0.0311845 | Time: 1910.02 ms [2022-04-02 04:05:04 main:574] : INFO : Epoch 1808 | loss: 0.0311765 | val_loss: 0.0311852 | Time: 1857.72 ms [2022-04-02 04:05:06 main:574] : INFO : Epoch 1809 | loss: 0.0311734 | val_loss: 0.0311853 | Time: 1892.68 ms [2022-04-02 04:05:07 main:574] : INFO : Epoch 1810 | loss: 0.0311747 | val_loss: 0.0311877 | Time: 1894.19 ms [2022-04-02 04:05:09 main:574] : INFO : Epoch 1811 | loss: 0.0311718 | val_loss: 0.0311862 | Time: 1947.77 ms [2022-04-02 04:05:11 main:574] : INFO : Epoch 1812 | loss: 0.0311728 | val_loss: 0.0311862 | Time: 1851.67 ms [2022-04-02 04:05:13 main:574] : INFO : Epoch 1813 | loss: 0.031173 | val_loss: 0.0311872 | Time: 1867.79 ms [2022-04-02 04:05:15 main:574] : INFO : Epoch 1814 | loss: 0.0311706 | val_loss: 0.0311872 | Time: 1898.77 ms [2022-04-02 04:05:17 main:574] : INFO : Epoch 1815 | loss: 0.0311704 | val_loss: 0.0311869 | Time: 1885 ms [2022-04-02 04:05:19 main:574] : INFO : Epoch 1816 | loss: 0.0311714 | val_loss: 0.0311867 | Time: 1910.83 ms [2022-04-02 04:05:21 main:574] : INFO : Epoch 1817 | loss: 0.0311692 | val_loss: 0.0311872 | Time: 1941.99 ms [2022-04-02 04:05:23 main:574] : INFO : Epoch 1818 | loss: 0.0311703 | val_loss: 0.0311873 | Time: 1970.93 ms [2022-04-02 04:05:25 main:574] : INFO : Epoch 1819 | loss: 0.0311718 | val_loss: 0.0311867 | Time: 1881.86 ms [2022-04-02 04:05:27 main:574] : INFO : Epoch 1820 | loss: 0.0311706 | val_loss: 0.0311852 | Time: 1859.38 ms [2022-04-02 04:05:28 main:574] : INFO : Epoch 1821 | loss: 0.0311702 | val_loss: 0.0311849 | Time: 1864.27 ms [2022-04-02 04:05:30 main:574] : INFO : Epoch 1822 | loss: 0.0311692 | val_loss: 0.0311855 | Time: 1931.62 ms [2022-04-02 04:05:32 main:574] : INFO : Epoch 1823 | loss: 0.0311704 | val_loss: 0.0311861 | Time: 1874.67 ms [2022-04-02 04:05:34 main:574] : INFO : Epoch 1824 | loss: 0.0311722 | val_loss: 0.0311848 | Time: 1885.59 ms [2022-04-02 04:05:36 main:574] : INFO : Epoch 1825 | loss: 0.031171 | val_loss: 0.0311864 | Time: 1976.93 ms [2022-04-02 04:05:38 main:574] : INFO : Epoch 1826 | loss: 0.0311705 | val_loss: 0.031186 | Time: 1872.86 ms [2022-04-02 04:05:40 main:574] : INFO : Epoch 1827 | loss: 0.0311709 | val_loss: 0.031194 | Time: 1870.83 ms [2022-04-02 04:05:42 main:574] : INFO : Epoch 1828 | loss: 0.0311722 | val_loss: 0.0311941 | Time: 1848.37 ms [2022-04-02 04:05:44 main:574] : INFO : Epoch 1829 | loss: 0.0311725 | val_loss: 0.0311902 | Time: 1914.62 ms [2022-04-02 04:05:45 main:574] : INFO : Epoch 1830 | loss: 0.0311694 | val_loss: 0.0311878 | Time: 1862.05 ms [2022-04-02 04:05:47 main:574] : INFO : Epoch 1831 | loss: 0.0311688 | val_loss: 0.0311874 | Time: 1857.21 ms [2022-04-02 04:05:49 main:574] : INFO : Epoch 1832 | loss: 0.0311712 | val_loss: 0.0311852 | Time: 1884.26 ms [2022-04-02 04:05:51 main:574] : INFO : Epoch 1833 | loss: 0.031169 | val_loss: 0.0311863 | Time: 1913.38 ms [2022-04-02 04:05:53 main:574] : INFO : Epoch 1834 | loss: 0.0311677 | val_loss: 0.0311885 | Time: 1892.95 ms [2022-04-02 04:05:55 main:574] : INFO : Epoch 1835 | loss: 0.03117 | val_loss: 0.0311909 | Time: 1891.99 ms [2022-04-02 04:05:57 main:574] : INFO : Epoch 1836 | loss: 0.0311707 | val_loss: 0.0311883 | Time: 1900.08 ms [2022-04-02 04:05:59 main:574] : INFO : Epoch 1837 | loss: 0.0311729 | val_loss: 0.0311929 | Time: 1897.42 ms [2022-04-02 04:06:01 main:574] : INFO : Epoch 1838 | loss: 0.0311708 | val_loss: 0.0311861 | Time: 1863.27 ms [2022-04-02 04:06:03 main:574] : INFO : Epoch 1839 | loss: 0.0311681 | val_loss: 0.0311905 | Time: 1873.05 ms [2022-04-02 04:06:04 main:574] : INFO : Epoch 1840 | loss: 0.0311695 | val_loss: 0.0311846 | Time: 1940.5 ms [2022-04-02 04:06:06 main:574] : INFO : Epoch 1841 | loss: 0.0311684 | val_loss: 0.0311852 | Time: 1893.71 ms [2022-04-02 04:06:08 main:574] : INFO : Epoch 1842 | loss: 0.0311701 | val_loss: 0.031187 | Time: 1860.3 ms [2022-04-02 04:06:10 main:574] : INFO : Epoch 1843 | loss: 0.031171 | val_loss: 0.0311896 | Time: 1887.23 ms [2022-04-02 04:06:12 main:574] : INFO : Epoch 1844 | loss: 0.031176 | val_loss: 0.0311908 | Time: 1894.65 ms [2022-04-02 04:06:14 main:574] : INFO : Epoch 1845 | loss: 0.0311743 | val_loss: 0.0311907 | Time: 1941.23 ms [2022-04-02 04:06:16 main:574] : INFO : Epoch 1846 | loss: 0.0311758 | val_loss: 0.031188 | Time: 1850.41 ms [2022-04-02 04:06:18 main:574] : INFO : Epoch 1847 | loss: 0.031175 | val_loss: 0.0311868 | Time: 1929.48 ms [2022-04-02 04:06:20 main:574] : INFO : Epoch 1848 | loss: 0.0311767 | val_loss: 0.0311918 | Time: 1860.37 ms [2022-04-02 04:06:21 main:574] : INFO : Epoch 1849 | loss: 0.0311745 | val_loss: 0.0311874 | Time: 1865.45 ms [2022-04-02 04:06:23 main:574] : INFO : Epoch 1850 | loss: 0.0311737 | val_loss: 0.0311896 | Time: 1860.79 ms [2022-04-02 04:06:25 main:574] : INFO : Epoch 1851 | loss: 0.0311759 | val_loss: 0.0311922 | Time: 1957.71 ms [2022-04-02 04:06:27 main:574] : INFO : Epoch 1852 | loss: 0.0311771 | val_loss: 0.0311891 | Time: 1877.88 ms [2022-04-02 04:06:29 main:574] : INFO : Epoch 1853 | loss: 0.0311766 | val_loss: 0.0311881 | Time: 1889.07 ms [2022-04-02 04:06:31 main:574] : INFO : Epoch 1854 | loss: 0.031176 | val_loss: 0.0311901 | Time: 1911.51 ms [2022-04-02 04:06:33 main:574] : INFO : Epoch 1855 | loss: 0.0311727 | val_loss: 0.0311877 | Time: 1902.44 ms [2022-04-02 04:06:35 main:574] : INFO : Epoch 1856 | loss: 0.0311727 | val_loss: 0.0311861 | Time: 1862.22 ms [2022-04-02 04:06:37 main:574] : INFO : Epoch 1857 | loss: 0.0311932 | val_loss: 0.0311968 | Time: 1887.33 ms [2022-04-02 04:06:39 main:574] : INFO : Epoch 1858 | loss: 0.0311938 | val_loss: 0.0311934 | Time: 1927.08 ms [2022-04-02 04:06:40 main:574] : INFO : Epoch 1859 | loss: 0.0311869 | val_loss: 0.0311872 | Time: 1879.11 ms [2022-04-02 04:06:42 main:574] : INFO : Epoch 1860 | loss: 0.0311826 | val_loss: 0.031187 | Time: 1870.85 ms [2022-04-02 04:06:44 main:574] : INFO : Epoch 1861 | loss: 0.0311796 | val_loss: 0.0311874 | Time: 1893.77 ms [2022-04-02 04:06:46 main:574] : INFO : Epoch 1862 | loss: 0.031181 | val_loss: 0.0311852 | Time: 1901.2 ms [2022-04-02 04:06:48 main:574] : INFO : Epoch 1863 | loss: 0.0311771 | val_loss: 0.031184 | Time: 1864.53 ms [2022-04-02 04:06:50 main:574] : INFO : Epoch 1864 | loss: 0.0311767 | val_loss: 0.0311852 | Time: 1881.24 ms [2022-04-02 04:06:52 main:574] : INFO : Epoch 1865 | loss: 0.0311777 | val_loss: 0.0311851 | Time: 1941.38 ms [2022-04-02 04:06:54 main:574] : INFO : Epoch 1866 | loss: 0.0311774 | val_loss: 0.0311837 | Time: 1851.68 ms [2022-04-02 04:06:56 main:574] : INFO : Epoch 1867 | loss: 0.0311755 | val_loss: 0.0311838 | Time: 1867 ms [2022-04-02 04:06:57 main:574] : INFO : Epoch 1868 | loss: 0.0311756 | val_loss: 0.0311832 | Time: 1859.03 ms [2022-04-02 04:06:59 main:574] : INFO : Epoch 1869 | loss: 0.0311748 | val_loss: 0.0311845 | Time: 1913.71 ms [2022-04-02 04:07:01 main:574] : INFO : Epoch 1870 | loss: 0.0311782 | val_loss: 0.0311832 | Time: 1902.67 ms [2022-04-02 04:07:03 main:574] : INFO : Epoch 1871 | loss: 0.0311782 | val_loss: 0.0311991 | Time: 1876.89 ms [2022-04-02 04:07:05 main:574] : INFO : Epoch 1872 | loss: 0.0311757 | val_loss: 0.0311829 | Time: 1853.25 ms [2022-04-02 04:07:07 main:574] : INFO : Epoch 1873 | loss: 0.0311712 | val_loss: 0.0311834 | Time: 1902 ms [2022-04-02 04:07:09 main:574] : INFO : Epoch 1874 | loss: 0.0311737 | val_loss: 0.0311837 | Time: 1872.78 ms [2022-04-02 04:07:11 main:574] : INFO : Epoch 1875 | loss: 0.0311709 | val_loss: 0.0311832 | Time: 1849.22 ms [2022-04-02 04:07:13 main:574] : INFO : Epoch 1876 | loss: 0.0311722 | val_loss: 0.0311938 | Time: 1926.57 ms [2022-04-02 04:07:14 main:574] : INFO : Epoch 1877 | loss: 0.0311724 | val_loss: 0.0311864 | Time: 1860.58 ms [2022-04-02 04:07:16 main:574] : INFO : Epoch 1878 | loss: 0.031169 | val_loss: 0.0311853 | Time: 1867.61 ms [2022-04-02 04:07:18 main:574] : INFO : Epoch 1879 | loss: 0.0311702 | val_loss: 0.0311864 | Time: 1914.48 ms [2022-04-02 04:07:20 main:574] : INFO : Epoch 1880 | loss: 0.0311693 | val_loss: 0.0311872 | Time: 1905.65 ms [2022-04-02 04:07:22 main:574] : INFO : Epoch 1881 | loss: 0.0311705 | val_loss: 0.0311884 | Time: 1878.06 ms [2022-04-02 04:07:24 main:574] : INFO : Epoch 1882 | loss: 0.0311785 | val_loss: 0.0311882 | Time: 1849.64 ms [2022-04-02 04:07:26 main:574] : INFO : Epoch 1883 | loss: 0.0311743 | val_loss: 0.0311861 | Time: 1869.1 ms [2022-04-02 04:07:28 main:574] : INFO : Epoch 1884 | loss: 0.031177 | val_loss: 0.0311879 | Time: 1926.39 ms [2022-04-02 04:07:30 main:574] : INFO : Epoch 1885 | loss: 0.0311748 | val_loss: 0.0311821 | Time: 1919.18 ms [2022-04-02 04:07:31 main:574] : INFO : Epoch 1886 | loss: 0.0311703 | val_loss: 0.0311825 | Time: 1863.84 ms [2022-04-02 04:07:33 main:574] : INFO : Epoch 1887 | loss: 0.0311706 | val_loss: 0.0311838 | Time: 1952.84 ms [2022-04-02 04:07:35 main:574] : INFO : Epoch 1888 | loss: 0.0311697 | val_loss: 0.0311836 | Time: 1878.73 ms [2022-04-02 04:07:37 main:574] : INFO : Epoch 1889 | loss: 0.0311695 | val_loss: 0.0311821 | Time: 1883.79 ms [2022-04-02 04:07:39 main:574] : INFO : Epoch 1890 | loss: 0.0311703 | val_loss: 0.0311832 | Time: 1854.77 ms [2022-04-02 04:07:41 main:574] : INFO : Epoch 1891 | loss: 0.0311727 | val_loss: 0.0311968 | Time: 1906.68 ms [2022-04-02 04:07:43 main:574] : INFO : Epoch 1892 | loss: 0.0311751 | val_loss: 0.0311853 | Time: 1868.7 ms [2022-04-02 04:07:45 main:574] : INFO : Epoch 1893 | loss: 0.0311689 | val_loss: 0.0311823 | Time: 1857.37 ms [2022-04-02 04:07:47 main:574] : INFO : Epoch 1894 | loss: 0.0311674 | val_loss: 0.031187 | Time: 1872.15 ms [2022-04-02 04:07:49 main:574] : INFO : Epoch 1895 | loss: 0.0311695 | val_loss: 0.0311833 | Time: 1927.53 ms [2022-04-02 04:07:50 main:574] : INFO : Epoch 1896 | loss: 0.031168 | val_loss: 0.0311868 | Time: 1916.14 ms [2022-04-02 04:07:52 main:574] : INFO : Epoch 1897 | loss: 0.03117 | val_loss: 0.0311826 | Time: 1853.79 ms [2022-04-02 04:07:54 main:574] : INFO : Epoch 1898 | loss: 0.031171 | val_loss: 0.0311883 | Time: 1939.04 ms [2022-04-02 04:07:56 main:574] : INFO : Epoch 1899 | loss: 0.0311733 | val_loss: 0.0311851 | Time: 1861.76 ms [2022-04-02 04:07:58 main:574] : INFO : Epoch 1900 | loss: 0.0311729 | val_loss: 0.0311897 | Time: 1863.52 ms [2022-04-02 04:08:00 main:574] : INFO : Epoch 1901 | loss: 0.0311724 | val_loss: 0.0311856 | Time: 1850.21 ms [2022-04-02 04:08:02 main:574] : INFO : Epoch 1902 | loss: 0.0311688 | val_loss: 0.0311859 | Time: 1910.96 ms [2022-04-02 04:08:04 main:574] : INFO : Epoch 1903 | loss: 0.0311682 | val_loss: 0.0311846 | Time: 2037.23 ms [2022-04-02 04:08:06 main:574] : INFO : Epoch 1904 | loss: 0.0311693 | val_loss: 0.0311839 | Time: 1927.46 ms [2022-04-02 04:08:08 main:574] : INFO : Epoch 1905 | loss: 0.0311672 | val_loss: 0.0311821 | Time: 1887.66 ms [2022-04-02 04:08:10 main:574] : INFO : Epoch 1906 | loss: 0.0311659 | val_loss: 0.0311827 | Time: 1940.92 ms [2022-04-02 04:08:11 main:574] : INFO : Epoch 1907 | loss: 0.0311673 | val_loss: 0.0311844 | Time: 1870.41 ms [2022-04-02 04:08:13 main:574] : INFO : Epoch 1908 | loss: 0.0311697 | val_loss: 0.0311837 | Time: 1874.81 ms [2022-04-02 04:08:15 main:574] : INFO : Epoch 1909 | loss: 0.0311747 | val_loss: 0.0311843 | Time: 1933.93 ms [2022-04-02 04:08:17 main:574] : INFO : Epoch 1910 | loss: 0.0311703 | val_loss: 0.0311885 | Time: 1872.88 ms [2022-04-02 04:08:19 main:574] : INFO : Epoch 1911 | loss: 0.031167 | val_loss: 0.0311841 | Time: 1876.97 ms [2022-04-02 04:08:21 main:574] : INFO : Epoch 1912 | loss: 0.031167 | val_loss: 0.0311847 | Time: 1845.55 ms [2022-04-02 04:08:23 main:574] : INFO : Epoch 1913 | loss: 0.0311677 | val_loss: 0.031186 | Time: 1933.29 ms [2022-04-02 04:08:25 main:574] : INFO : Epoch 1914 | loss: 0.031172 | val_loss: 0.0311883 | Time: 1864.73 ms [2022-04-02 04:08:27 main:574] : INFO : Epoch 1915 | loss: 0.0311715 | val_loss: 0.0311848 | Time: 1865.99 ms [2022-04-02 04:08:28 main:574] : INFO : Epoch 1916 | loss: 0.0311753 | val_loss: 0.031187 | Time: 1863.26 ms [2022-04-02 04:08:30 main:574] : INFO : Epoch 1917 | loss: 0.0311724 | val_loss: 0.0311835 | Time: 1977.99 ms [2022-04-02 04:08:32 main:574] : INFO : Epoch 1918 | loss: 0.0311737 | val_loss: 0.0311853 | Time: 1864.25 ms [2022-04-02 04:08:34 main:574] : INFO : Epoch 1919 | loss: 0.0311719 | val_loss: 0.0311856 | Time: 1919.04 ms [2022-04-02 04:08:36 main:574] : INFO : Epoch 1920 | loss: 0.0311674 | val_loss: 0.0311841 | Time: 1948.16 ms [2022-04-02 04:08:38 main:574] : INFO : Epoch 1921 | loss: 0.0311675 | val_loss: 0.0311892 | Time: 1896.79 ms [2022-04-02 04:08:40 main:574] : INFO : Epoch 1922 | loss: 0.0311684 | val_loss: 0.0311878 | Time: 1900.97 ms [2022-04-02 04:08:42 main:574] : INFO : Epoch 1923 | loss: 0.0311693 | val_loss: 0.0311849 | Time: 1890.21 ms [2022-04-02 04:08:44 main:574] : INFO : Epoch 1924 | loss: 0.0311702 | val_loss: 0.0311807 | Time: 1948.85 ms [2022-04-02 04:08:46 main:574] : INFO : Epoch 1925 | loss: 0.0311669 | val_loss: 0.0311843 | Time: 1904.68 ms [2022-04-02 04:08:48 main:574] : INFO : Epoch 1926 | loss: 0.0311674 | val_loss: 0.0311801 | Time: 1895.08 ms [2022-04-02 04:08:49 main:574] : INFO : Epoch 1927 | loss: 0.0311676 | val_loss: 0.0311816 | Time: 1878.93 ms [2022-04-02 04:08:51 main:574] : INFO : Epoch 1928 | loss: 0.0311644 | val_loss: 0.031181 | Time: 1931.59 ms [2022-04-02 04:08:53 main:574] : INFO : Epoch 1929 | loss: 0.0311674 | val_loss: 0.0311836 | Time: 1872.76 ms [2022-04-02 04:08:55 main:574] : INFO : Epoch 1930 | loss: 0.0311649 | val_loss: 0.031181 | Time: 1852.55 ms [2022-04-02 04:08:57 main:574] : INFO : Epoch 1931 | loss: 0.0311633 | val_loss: 0.0311808 | Time: 1898.6 ms [2022-04-02 04:08:59 main:574] : INFO : Epoch 1932 | loss: 0.0311624 | val_loss: 0.031179 | Time: 1875.8 ms [2022-04-02 04:09:01 main:574] : INFO : Epoch 1933 | loss: 0.0311651 | val_loss: 0.0311823 | Time: 1858.64 ms [2022-04-02 04:09:03 main:574] : INFO : Epoch 1934 | loss: 0.0311671 | val_loss: 0.0311883 | Time: 1876.31 ms [2022-04-02 04:09:05 main:574] : INFO : Epoch 1935 | loss: 0.0311699 | val_loss: 0.0311814 | Time: 1905.68 ms [2022-04-02 04:09:06 main:574] : INFO : Epoch 1936 | loss: 0.031165 | val_loss: 0.0311829 | Time: 1863.38 ms [2022-04-02 04:09:08 main:574] : INFO : Epoch 1937 | loss: 0.0311673 | val_loss: 0.031185 | Time: 1853.29 ms [2022-04-02 04:09:10 main:574] : INFO : Epoch 1938 | loss: 0.0311646 | val_loss: 0.0311859 | Time: 1899.44 ms [2022-04-02 04:09:12 main:574] : INFO : Epoch 1939 | loss: 0.0311649 | val_loss: 0.031181 | Time: 1927.65 ms [2022-04-02 04:09:14 main:574] : INFO : Epoch 1940 | loss: 0.0311656 | val_loss: 0.0311846 | Time: 1876.65 ms [2022-04-02 04:09:16 main:574] : INFO : Epoch 1941 | loss: 0.0311639 | val_loss: 0.0311789 | Time: 1854.63 ms [2022-04-02 04:09:18 main:574] : INFO : Epoch 1942 | loss: 0.0311647 | val_loss: 0.0311804 | Time: 1938.73 ms [2022-04-02 04:09:20 main:574] : INFO : Epoch 1943 | loss: 0.031165 | val_loss: 0.0311853 | Time: 1877.24 ms [2022-04-02 04:09:22 main:574] : INFO : Epoch 1944 | loss: 0.0311622 | val_loss: 0.0311802 | Time: 1869.09 ms [2022-04-02 04:09:23 main:574] : INFO : Epoch 1945 | loss: 0.0311624 | val_loss: 0.031182 | Time: 1897.28 ms [2022-04-02 04:09:25 main:574] : INFO : Epoch 1946 | loss: 0.0311637 | val_loss: 0.0311827 | Time: 1940.81 ms [2022-04-02 04:09:27 main:574] : INFO : Epoch 1947 | loss: 0.0311622 | val_loss: 0.031181 | Time: 1869.95 ms [2022-04-02 04:09:29 main:574] : INFO : Epoch 1948 | loss: 0.0311616 | val_loss: 0.0311809 | Time: 1894.7 ms [2022-04-02 04:09:31 main:574] : INFO : Epoch 1949 | loss: 0.0311619 | val_loss: 0.0311859 | Time: 1871.4 ms [2022-04-02 04:09:33 main:574] : INFO : Epoch 1950 | loss: 0.0311629 | val_loss: 0.0311811 | Time: 1951.04 ms [2022-04-02 04:09:35 main:574] : INFO : Epoch 1951 | loss: 0.0311622 | val_loss: 0.03118 | Time: 1878.73 ms [2022-04-02 04:09:37 main:574] : INFO : Epoch 1952 | loss: 0.0311603 | val_loss: 0.0311805 | Time: 1876.02 ms [2022-04-02 04:09:39 main:574] : INFO : Epoch 1953 | loss: 0.0311607 | val_loss: 0.0311855 | Time: 1964.77 ms [2022-04-02 04:09:41 main:574] : INFO : Epoch 1954 | loss: 0.0311598 | val_loss: 0.0311818 | Time: 1869.69 ms [2022-04-02 04:09:42 main:574] : INFO : Epoch 1955 | loss: 0.0311615 | val_loss: 0.0311834 | Time: 1869.16 ms [2022-04-02 04:09:44 main:574] : INFO : Epoch 1956 | loss: 0.0311634 | val_loss: 0.0311841 | Time: 1889.12 ms [2022-04-02 04:09:46 main:574] : INFO : Epoch 1957 | loss: 0.0311634 | val_loss: 0.0311804 | Time: 1917.54 ms [2022-04-02 04:09:48 main:574] : INFO : Epoch 1958 | loss: 0.0311607 | val_loss: 0.0311797 | Time: 1893.76 ms [2022-04-02 04:09:50 main:574] : INFO : Epoch 1959 | loss: 0.0311587 | val_loss: 0.0311843 | Time: 1880.94 ms [2022-04-02 04:09:52 main:574] : INFO : Epoch 1960 | loss: 0.0311617 | val_loss: 0.03118 | Time: 1912.68 ms [2022-04-02 04:09:54 main:574] : INFO : Epoch 1961 | loss: 0.0311611 | val_loss: 0.0311807 | Time: 1926.41 ms [2022-04-02 04:09:56 main:574] : INFO : Epoch 1962 | loss: 0.0311617 | val_loss: 0.0311831 | Time: 1865.59 ms [2022-04-02 04:09:58 main:574] : INFO : Epoch 1963 | loss: 0.0311619 | val_loss: 0.0311805 | Time: 1857.4 ms [2022-04-02 04:10:00 main:574] : INFO : Epoch 1964 | loss: 0.0311603 | val_loss: 0.0311855 | Time: 1932.82 ms [2022-04-02 04:10:01 main:574] : INFO : Epoch 1965 | loss: 0.031165 | val_loss: 0.0311804 | Time: 1874.67 ms [2022-04-02 04:10:03 main:574] : INFO : Epoch 1966 | loss: 0.031162 | val_loss: 0.0311803 | Time: 1891.65 ms [2022-04-02 04:10:05 main:574] : INFO : Epoch 1967 | loss: 0.031169 | val_loss: 0.0311863 | Time: 1873.78 ms [2022-04-02 04:10:07 main:574] : INFO : Epoch 1968 | loss: 0.0311681 | val_loss: 0.0311848 | Time: 1937.05 ms [2022-04-02 04:10:09 main:574] : INFO : Epoch 1969 | loss: 0.0311648 | val_loss: 0.0311831 | Time: 1884.42 ms [2022-04-02 04:10:11 main:574] : INFO : Epoch 1970 | loss: 0.0311629 | val_loss: 0.0311852 | Time: 1932.64 ms [2022-04-02 04:10:13 main:574] : INFO : Epoch 1971 | loss: 0.0311594 | val_loss: 0.0311816 | Time: 1997.33 ms [2022-04-02 04:10:15 main:574] : INFO : Epoch 1972 | loss: 0.0311604 | val_loss: 0.0311824 | Time: 1910.14 ms [2022-04-02 04:10:17 main:574] : INFO : Epoch 1973 | loss: 0.0311609 | val_loss: 0.0311825 | Time: 1878.86 ms [2022-04-02 04:10:19 main:574] : INFO : Epoch 1974 | loss: 0.0311649 | val_loss: 0.0311821 | Time: 1863.83 ms [2022-04-02 04:10:21 main:574] : INFO : Epoch 1975 | loss: 0.0311675 | val_loss: 0.0311855 | Time: 1947.32 ms [2022-04-02 04:10:22 main:574] : INFO : Epoch 1976 | loss: 0.0311667 | val_loss: 0.0311861 | Time: 1853.73 ms [2022-04-02 04:10:24 main:574] : INFO : Epoch 1977 | loss: 0.0311642 | val_loss: 0.0311841 | Time: 1890.91 ms [2022-04-02 04:10:26 main:574] : INFO : Epoch 1978 | loss: 0.0311606 | val_loss: 0.0311875 | Time: 1862.98 ms [2022-04-02 04:10:28 main:574] : INFO : Epoch 1979 | loss: 0.0311593 | val_loss: 0.0311838 | Time: 1955.67 ms [2022-04-02 04:10:30 main:574] : INFO : Epoch 1980 | loss: 0.0311583 | val_loss: 0.0311857 | Time: 1909.35 ms [2022-04-02 04:10:32 main:574] : INFO : Epoch 1981 | loss: 0.0311571 | val_loss: 0.0311837 | Time: 1875.41 ms [2022-04-02 04:10:34 main:574] : INFO : Epoch 1982 | loss: 0.0311582 | val_loss: 0.0311891 | Time: 1930.41 ms [2022-04-02 04:10:36 main:574] : INFO : Epoch 1983 | loss: 0.0311629 | val_loss: 0.0311859 | Time: 1871.57 ms [2022-04-02 04:10:38 main:574] : INFO : Epoch 1984 | loss: 0.0311597 | val_loss: 0.031184 | Time: 1870.32 ms [2022-04-02 04:10:40 main:574] : INFO : Epoch 1985 | loss: 0.0311598 | val_loss: 0.0311916 | Time: 1912.25 ms [2022-04-02 04:10:42 main:574] : INFO : Epoch 1986 | loss: 0.0311599 | val_loss: 0.0311855 | Time: 1933.41 ms [2022-04-02 04:10:43 main:574] : INFO : Epoch 1987 | loss: 0.0311573 | val_loss: 0.0311883 | Time: 1878.06 ms [2022-04-02 04:10:45 main:574] : INFO : Epoch 1988 | loss: 0.0311578 | val_loss: 0.0311832 | Time: 1862.34 ms [2022-04-02 04:10:47 main:574] : INFO : Epoch 1989 | loss: 0.0311595 | val_loss: 0.0311867 | Time: 1874.43 ms [2022-04-02 04:10:49 main:574] : INFO : Epoch 1990 | loss: 0.03116 | val_loss: 0.0311822 | Time: 1942.37 ms [2022-04-02 04:10:51 main:574] : INFO : Epoch 1991 | loss: 0.0311627 | val_loss: 0.0311843 | Time: 1912.23 ms [2022-04-02 04:10:53 main:574] : INFO : Epoch 1992 | loss: 0.0311618 | val_loss: 0.0311792 | Time: 1896.38 ms [2022-04-02 04:10:55 main:574] : INFO : Epoch 1993 | loss: 0.0311591 | val_loss: 0.031181 | Time: 1940.8 ms [2022-04-02 04:10:57 main:574] : INFO : Epoch 1994 | loss: 0.0311596 | val_loss: 0.0311812 | Time: 1856.75 ms [2022-04-02 04:10:59 main:574] : INFO : Epoch 1995 | loss: 0.0311578 | val_loss: 0.0311828 | Time: 1875.42 ms [2022-04-02 04:11:00 main:574] : INFO : Epoch 1996 | loss: 0.0311621 | val_loss: 0.0311929 | Time: 1853.69 ms [2022-04-02 04:11:02 main:574] : INFO : Epoch 1997 | loss: 0.0311674 | val_loss: 0.0311862 | Time: 1915.79 ms [2022-04-02 04:11:04 main:574] : INFO : Epoch 1998 | loss: 0.031158 | val_loss: 0.0311873 | Time: 1878.56 ms [2022-04-02 04:11:06 main:574] : INFO : Epoch 1999 | loss: 0.0311602 | val_loss: 0.0311871 | Time: 1878.5 ms [2022-04-02 04:11:08 main:574] : INFO : Epoch 2000 | loss: 0.031158 | val_loss: 0.031183 | Time: 1881.81 ms [2022-04-02 04:11:10 main:574] : INFO : Epoch 2001 | loss: 0.0311607 | val_loss: 0.031183 | Time: 1922.63 ms [2022-04-02 04:11:12 main:574] : INFO : Epoch 2002 | loss: 0.0311615 | val_loss: 0.0311829 | Time: 1879.88 ms [2022-04-02 04:11:14 main:574] : INFO : Epoch 2003 | loss: 0.0311597 | val_loss: 0.0311834 | Time: 1866.27 ms [2022-04-02 04:11:16 main:574] : INFO : Epoch 2004 | loss: 0.0311601 | val_loss: 0.031183 | Time: 1910.11 ms [2022-04-02 04:11:18 main:574] : INFO : Epoch 2005 | loss: 0.0311604 | val_loss: 0.0311827 | Time: 1874.21 ms [2022-04-02 04:11:19 main:574] : INFO : Epoch 2006 | loss: 0.0311589 | val_loss: 0.0311836 | Time: 1903.76 ms [2022-04-02 04:11:21 main:574] : INFO : Epoch 2007 | loss: 0.0311603 | val_loss: 0.0311808 | Time: 1887.82 ms [2022-04-02 04:11:23 main:574] : INFO : Epoch 2008 | loss: 0.03116 | val_loss: 0.0311816 | Time: 1937.13 ms [2022-04-02 04:11:25 main:574] : INFO : Epoch 2009 | loss: 0.0311579 | val_loss: 0.0311793 | Time: 1879.92 ms [2022-04-02 04:11:27 main:574] : INFO : Epoch 2010 | loss: 0.0311577 | val_loss: 0.0311833 | Time: 1859.92 ms [2022-04-02 04:11:29 main:574] : INFO : Epoch 2011 | loss: 0.031158 | val_loss: 0.0311828 | Time: 1882.87 ms [2022-04-02 04:11:31 main:574] : INFO : Epoch 2012 | loss: 0.0311568 | val_loss: 0.0311834 | Time: 1922.3 ms [2022-04-02 04:11:33 main:574] : INFO : Epoch 2013 | loss: 0.0311615 | val_loss: 0.0311886 | Time: 1888.83 ms [2022-04-02 04:11:35 main:574] : INFO : Epoch 2014 | loss: 0.0311595 | val_loss: 0.0311813 | Time: 1910.57 ms [2022-04-02 04:11:37 main:574] : INFO : Epoch 2015 | loss: 0.031157 | val_loss: 0.0311875 | Time: 1906.27 ms [2022-04-02 04:11:38 main:574] : INFO : Epoch 2016 | loss: 0.0311572 | val_loss: 0.0311823 | Time: 1877.28 ms [2022-04-02 04:11:40 main:574] : INFO : Epoch 2017 | loss: 0.0311568 | val_loss: 0.0311841 | Time: 1883.18 ms [2022-04-02 04:11:42 main:574] : INFO : Epoch 2018 | loss: 0.031158 | val_loss: 0.0311842 | Time: 1878.05 ms [2022-04-02 04:11:44 main:574] : INFO : Epoch 2019 | loss: 0.0311557 | val_loss: 0.0311844 | Time: 1911.79 ms [2022-04-02 04:11:46 main:574] : INFO : Epoch 2020 | loss: 0.0311583 | val_loss: 0.0311938 | Time: 1874.87 ms [2022-04-02 04:11:48 main:574] : INFO : Epoch 2021 | loss: 0.031157 | val_loss: 0.0311856 | Time: 1919.95 ms [2022-04-02 04:11:50 main:574] : INFO : Epoch 2022 | loss: 0.0311627 | val_loss: 0.0311846 | Time: 1999.07 ms [2022-04-02 04:11:52 main:574] : INFO : Epoch 2023 | loss: 0.0311618 | val_loss: 0.0311819 | Time: 1899.69 ms [2022-04-02 04:11:54 main:574] : INFO : Epoch 2024 | loss: 0.0311609 | val_loss: 0.0311821 | Time: 1907.42 ms [2022-04-02 04:11:56 main:574] : INFO : Epoch 2025 | loss: 0.0311624 | val_loss: 0.0311833 | Time: 1883.26 ms [2022-04-02 04:11:58 main:574] : INFO : Epoch 2026 | loss: 0.0311617 | val_loss: 0.0311813 | Time: 1915.95 ms [2022-04-02 04:11:59 main:574] : INFO : Epoch 2027 | loss: 0.0311617 | val_loss: 0.0311834 | Time: 1882.67 ms [2022-04-02 04:12:01 main:574] : INFO : Epoch 2028 | loss: 0.0311614 | val_loss: 0.0311856 | Time: 1870.15 ms [2022-04-02 04:12:03 main:574] : INFO : Epoch 2029 | loss: 0.0311624 | val_loss: 0.0311862 | Time: 1863.65 ms [2022-04-02 04:12:05 main:574] : INFO : Epoch 2030 | loss: 0.0311615 | val_loss: 0.0311866 | Time: 1937.7 ms [2022-04-02 04:12:07 main:574] : INFO : Epoch 2031 | loss: 0.0311615 | val_loss: 0.0311817 | Time: 1878.04 ms [2022-04-02 04:12:09 main:574] : INFO : Epoch 2032 | loss: 0.0311596 | val_loss: 0.0311854 | Time: 1849.38 ms [2022-04-02 04:12:11 main:574] : INFO : Epoch 2033 | loss: 0.0311607 | val_loss: 0.0311843 | Time: 1954.94 ms [2022-04-02 04:12:13 main:574] : INFO : Epoch 2034 | loss: 0.0311613 | val_loss: 0.0311799 | Time: 1848.57 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti) [2022-04-05 06:52:28 main:435] : INFO : Set logging level to 1 [2022-04-05 06:52:28 main:441] : INFO : Running in BOINC Client mode [2022-04-05 06:52:28 main:444] : INFO : Resolving all filenames [2022-04-05 06:52:28 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-05 06:52:28 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-05 06:52:28 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-05 06:52:28 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-05 06:52:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-05 06:52:28 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-05 06:52:28 main:474] : INFO : Configuration: [2022-04-05 06:52:28 main:475] : INFO : Model type: GRU [2022-04-05 06:52:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-05 06:52:28 main:477] : INFO : Max Epochs: 2048 [2022-04-05 06:52:28 main:478] : INFO : Batch Size: 128 [2022-04-05 06:52:28 main:479] : INFO : Learning Rate: 0.01 [2022-04-05 06:52:28 main:480] : INFO : Patience: 10 [2022-04-05 06:52:28 main:481] : INFO : Hidden Width: 12 [2022-04-05 06:52:28 main:482] : INFO : # Recurrent Layers: 4 [2022-04-05 06:52:28 main:483] : INFO : # Backend Layers: 4 [2022-04-05 06:52:28 main:484] : INFO : # Threads: 1 [2022-04-05 06:52:28 main:486] : INFO : Preparing Dataset [2022-04-05 06:52:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-05 06:52:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-05 06:52:32 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-05 06:52:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-05 06:52:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-05 06:52:32 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-05 06:52:32 main:494] : INFO : Creating Model [2022-04-05 06:52:32 main:507] : INFO : Preparing config file [2022-04-05 06:52:32 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-05 06:52:32 main:512] : INFO : Loading config [2022-04-05 06:52:32 main:514] : INFO : Loading state [2022-04-05 06:52:35 main:559] : INFO : Loading DataLoader into Memory [2022-04-05 06:52:35 main:562] : INFO : Starting Training [2022-04-05 06:52:37 main:574] : INFO : Epoch 2035 | loss: 0.0312056 | val_loss: 0.0311931 | Time: 2714.17 ms [2022-04-05 06:52:39 main:574] : INFO : Epoch 2036 | loss: 0.0311707 | val_loss: 0.0311835 | Time: 1832.99 ms [2022-04-05 06:52:41 main:574] : INFO : Epoch 2037 | loss: 0.0311724 | val_loss: 0.031185 | Time: 1883.01 ms [2022-04-05 06:52:43 main:574] : INFO : Epoch 2038 | loss: 0.0311707 | val_loss: 0.0311741 | Time: 1856.79 ms [2022-04-05 06:52:45 main:574] : INFO : Epoch 2039 | loss: 0.0311693 | val_loss: 0.0311727 | Time: 1842.9 ms [2022-04-05 06:52:47 main:574] : INFO : Epoch 2040 | loss: 0.0311685 | val_loss: 0.031171 | Time: 1840.22 ms [2022-04-05 06:52:48 main:574] : INFO : Epoch 2041 | loss: 0.0311693 | val_loss: 0.0311728 | Time: 1886.5 ms [2022-04-05 06:52:50 main:574] : INFO : Epoch 2042 | loss: 0.0311693 | val_loss: 0.0311721 | Time: 1829.09 ms [2022-04-05 06:52:52 main:574] : INFO : Epoch 2043 | loss: 0.0311677 | val_loss: 0.0311715 | Time: 1859.48 ms [2022-04-05 06:52:54 main:574] : INFO : Epoch 2044 | loss: 0.0311673 | val_loss: 0.0311832 | Time: 1824.62 ms [2022-04-05 06:52:56 main:574] : INFO : Epoch 2045 | loss: 0.0311681 | val_loss: 0.0311701 | Time: 1889.18 ms [2022-04-05 06:52:58 main:574] : INFO : Epoch 2046 | loss: 0.0311661 | val_loss: 0.0311739 | Time: 1841.64 ms [2022-04-05 06:53:00 main:574] : INFO : Epoch 2047 | loss: 0.0311708 | val_loss: 0.0311747 | Time: 1826 ms [2022-04-05 06:53:01 main:574] : INFO : Epoch 2048 | loss: 0.0311656 | val_loss: 0.0311701 | Time: 1879.1 ms [2022-04-05 06:53:01 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311701 [2022-04-05 06:53:02 main:603] : INFO : Saving end state to config to file [2022-04-05 06:53:02 main:608] : INFO : Success, exiting.. 06:53:02 (52656): 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)