Task 11537295
| Name | ParityModified-1639965076-22981-3-0_0 |
| Workunit | 8761867 |
| Created | 13 Feb 2022, 20:22:35 UTC |
| Sent | 25 Feb 2022, 16:40:45 UTC |
| Report deadline | 5 Mar 2022, 16:40:45 UTC |
| Received | 13 Mar 2022, 20:09:49 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18384 |
| Run time | 4 hours 30 min 39 sec |
| CPU time | 4 hours 16 min 12 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 1,880.04 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.40 GB |
| Peak swap size | 3.58 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0 16:31:52 main:574] : INFO : Epoch 1658 | loss: 0.0311716 | val_loss: 0.0311793 | Time: 6011.69 ms [2022-03-10 16:31:58 main:574] : INFO : Epoch 1659 | loss: 0.0311711 | val_loss: 0.031177 | Time: 5986 ms [2022-03-10 16:32:04 main:574] : INFO : Epoch 1660 | loss: 0.0311743 | val_loss: 0.0311829 | Time: 5912.85 ms [2022-03-10 16:32:10 main:574] : INFO : Epoch 1661 | loss: 0.0311863 | val_loss: 0.0311834 | Time: 5791.15 ms [2022-03-10 16:32:16 main:574] : INFO : Epoch 1662 | loss: 0.0311835 | val_loss: 0.0311835 | Time: 6083.35 ms [2022-03-10 16:32:22 main:574] : INFO : Epoch 1663 | loss: 0.0311833 | val_loss: 0.0311813 | Time: 6037.39 ms [2022-03-10 16:32:28 main:574] : INFO : Epoch 1664 | loss: 0.031182 | val_loss: 0.0311785 | Time: 5878.73 ms [2022-03-10 16:32:44 main:574] : INFO : Epoch 1665 | loss: 0.0311867 | val_loss: 0.0311836 | Time: 15744 ms [2022-03-10 16:32:48 main:574] : INFO : Epoch 1666 | loss: 0.0311824 | val_loss: 0.0311806 | Time: 4204.32 ms [2022-03-10 16:32:53 main:574] : INFO : Epoch 1667 | loss: 0.0311842 | val_loss: 0.0311839 | Time: 4979.02 ms [2022-03-10 16:32:59 main:574] : INFO : Epoch 1668 | loss: 0.0311924 | val_loss: 0.0312047 | Time: 6012.42 ms [2022-03-10 16:33:05 main:574] : INFO : Epoch 1669 | loss: 0.0311969 | val_loss: 0.0312005 | Time: 6014.8 ms [2022-03-10 16:33:11 main:574] : INFO : Epoch 1670 | loss: 0.0311949 | val_loss: 0.0311979 | Time: 5896.51 ms [2022-03-10 16:33:17 main:574] : INFO : Epoch 1671 | loss: 0.0311942 | val_loss: 0.0311969 | Time: 5880.07 ms [2022-03-10 16:33:23 main:574] : INFO : Epoch 1672 | loss: 0.0311933 | val_loss: 0.0311978 | Time: 6096.01 ms [2022-03-10 16:33:29 main:574] : INFO : Epoch 1673 | loss: 0.0311926 | val_loss: 0.0311956 | Time: 5917.07 ms [2022-03-10 16:33:35 main:574] : INFO : Epoch 1674 | loss: 0.0311921 | val_loss: 0.031197 | Time: 6017.84 ms [2022-03-10 16:33:41 main:574] : INFO : Epoch 1675 | loss: 0.0311907 | val_loss: 0.0311942 | Time: 5975.37 ms [2022-03-10 16:33:46 main:574] : INFO : Epoch 1676 | loss: 0.0311899 | val_loss: 0.0311918 | Time: 5908.94 ms [2022-03-10 16:33:52 main:574] : INFO : Epoch 1677 | loss: 0.0311895 | val_loss: 0.0311926 | Time: 5870.96 ms [2022-03-10 16:33:58 main:574] : INFO : Epoch 1678 | loss: 0.0311898 | val_loss: 0.0311923 | Time: 6049.27 ms [2022-03-10 16:34:04 main:574] : INFO : Epoch 1679 | loss: 0.0311878 | val_loss: 0.031192 | Time: 6071.42 ms [2022-03-10 16:34:10 main:574] : INFO : Epoch 1680 | loss: 0.031188 | val_loss: 0.0311918 | Time: 5889.67 ms [2022-03-10 16:34:16 main:574] : INFO : Epoch 1681 | loss: 0.031187 | val_loss: 0.0311912 | Time: 6019.27 ms [2022-03-10 16:34:23 main:574] : INFO : Epoch 1682 | loss: 0.0311866 | val_loss: 0.0311903 | Time: 6235.29 ms [2022-03-10 16:34:29 main:574] : INFO : Epoch 1683 | loss: 0.0311858 | val_loss: 0.0311914 | Time: 6298.48 ms [2022-03-10 16:34:35 main:574] : INFO : Epoch 1684 | loss: 0.0311855 | val_loss: 0.0311895 | Time: 6224.14 ms [2022-03-10 16:34:41 main:574] : INFO : Epoch 1685 | loss: 0.0311876 | val_loss: 0.0311912 | Time: 6295.88 ms [2022-03-10 16:34:48 main:574] : INFO : Epoch 1686 | loss: 0.0311909 | val_loss: 0.0311891 | Time: 6356.07 ms [2022-03-10 16:34:54 main:574] : INFO : Epoch 1687 | loss: 0.0311882 | val_loss: 0.0311897 | Time: 6273.7 ms [2022-03-10 16:35:00 main:574] : INFO : Epoch 1688 | loss: 0.0311869 | val_loss: 0.0311871 | Time: 6321.09 ms [2022-03-10 16:35:07 main:574] : INFO : Epoch 1689 | loss: 0.0311858 | val_loss: 0.0311866 | Time: 6218.98 ms [2022-03-10 16:35:13 main:574] : INFO : Epoch 1690 | loss: 0.0311842 | val_loss: 0.0311872 | Time: 6208.69 ms [2022-03-10 16:35:19 main:574] : INFO : Epoch 1691 | loss: 0.0311838 | val_loss: 0.0311895 | Time: 6362.22 ms [2022-03-10 16:35:25 main:574] : INFO : Epoch 1692 | loss: 0.0311843 | val_loss: 0.0311905 | Time: 6208.65 ms [2022-03-10 16:35:32 main:574] : INFO : Epoch 1693 | loss: 0.0311851 | val_loss: 0.0311866 | Time: 6263.72 ms [2022-03-10 16:35:48 main:574] : INFO : Epoch 1694 | loss: 0.0311817 | val_loss: 0.0311868 | Time: 16109.1 ms [2022-03-10 16:35:54 main:574] : INFO : Epoch 1695 | loss: 0.0311828 | val_loss: 0.0311869 | Time: 6362.43 ms [2022-03-10 16:36:00 main:574] : INFO : Epoch 1696 | loss: 0.0311824 | val_loss: 0.0311877 | Time: 6276.43 ms [2022-03-10 16:36:07 main:574] : INFO : Epoch 1697 | loss: 0.031183 | val_loss: 0.0311852 | Time: 6168.93 ms [2022-03-10 16:36:13 main:574] : INFO : Epoch 1698 | loss: 0.0311834 | val_loss: 0.0311862 | Time: 6364.3 ms [2022-03-10 16:36:19 main:574] : INFO : Epoch 1699 | loss: 0.0311825 | val_loss: 0.031186 | Time: 6362.34 ms [2022-03-10 16:36:26 main:574] : INFO : Epoch 1700 | loss: 0.0311815 | val_loss: 0.0311896 | Time: 6250.14 ms [2022-03-10 16:36:32 main:574] : INFO : Epoch 1701 | loss: 0.0311827 | val_loss: 0.0311861 | Time: 6135.45 ms [2022-03-10 16:36:38 main:574] : INFO : Epoch 1702 | loss: 0.0311812 | val_loss: 0.0311846 | Time: 6281.8 ms [2022-03-10 16:36:44 main:574] : INFO : Epoch 1703 | loss: 0.0311812 | val_loss: 0.0311857 | Time: 6310.72 ms [2022-03-10 16:36:51 main:574] : INFO : Epoch 1704 | loss: 0.0311812 | val_loss: 0.0311858 | Time: 6258.77 ms [2022-03-10 16:36:57 main:574] : INFO : Epoch 1705 | loss: 0.031182 | val_loss: 0.0311845 | Time: 6191.93 ms [2022-03-10 16:37:03 main:574] : INFO : Epoch 1706 | loss: 0.0311806 | val_loss: 0.0311848 | Time: 6202.67 ms [2022-03-10 16:37:09 main:574] : INFO : Epoch 1707 | loss: 0.0311805 | val_loss: 0.0311893 | Time: 6368.04 ms [2022-03-10 16:37:16 main:574] : INFO : Epoch 1708 | loss: 0.0311799 | val_loss: 0.031184 | Time: 6556.48 ms [2022-03-10 16:37:23 main:574] : INFO : Epoch 1709 | loss: 0.0311817 | val_loss: 0.0311912 | Time: 6630.74 ms [2022-03-10 16:37:29 main:574] : INFO : Epoch 1710 | loss: 0.0311848 | val_loss: 0.0311832 | Time: 6694.21 ms [2022-03-10 16:37:36 main:574] : INFO : Epoch 1711 | loss: 0.0311805 | val_loss: 0.0311825 | Time: 6757.59 ms [2022-03-10 16:37:42 main:574] : INFO : Epoch 1712 | loss: 0.0311799 | val_loss: 0.0311853 | Time: 6388.63 ms [2022-03-10 16:37:49 main:574] : INFO : Epoch 1713 | loss: 0.0311805 | val_loss: 0.0311843 | Time: 6311.23 ms [2022-03-10 16:37:55 main:574] : INFO : Epoch 1714 | loss: 0.0311787 | val_loss: 0.0311844 | Time: 6260.78 ms [2022-03-10 16:38:01 main:574] : INFO : Epoch 1715 | loss: 0.0311783 | val_loss: 0.0311836 | Time: 6299.03 ms [2022-03-10 16:38:08 main:574] : INFO : Epoch 1716 | loss: 0.0311773 | val_loss: 0.0311854 | Time: 6291.01 ms [2022-03-10 16:38:14 main:574] : INFO : Epoch 1717 | loss: 0.0311785 | val_loss: 0.0311871 | Time: 6167.42 ms [2022-03-10 16:38:20 main:574] : INFO : Epoch 1718 | loss: 0.0311772 | val_loss: 0.0311873 | Time: 6236.63 ms [2022-03-10 16:38:26 main:574] : INFO : Epoch 1719 | loss: 0.03118 | val_loss: 0.0311866 | Time: 6138.16 ms [2022-03-10 16:38:32 main:574] : INFO : Epoch 1720 | loss: 0.0311804 | val_loss: 0.0311856 | Time: 6183.28 ms [2022-03-10 16:38:39 main:574] : INFO : Epoch 1721 | loss: 0.0311803 | val_loss: 0.0311852 | Time: 6327.03 ms [2022-03-10 16:38:55 main:574] : INFO : Epoch 1722 | loss: 0.0311803 | val_loss: 0.0311863 | Time: 16360.7 ms [2022-03-10 16:39:01 main:574] : INFO : Epoch 1723 | loss: 0.0311822 | val_loss: 0.0311863 | Time: 6259.11 ms [2022-03-10 16:39:08 main:574] : INFO : Epoch 1724 | loss: 0.0311837 | val_loss: 0.0311866 | Time: 6470.43 ms [2022-03-10 16:39:14 main:574] : INFO : Epoch 1725 | loss: 0.0311823 | val_loss: 0.0311851 | Time: 6321.93 ms [2022-03-10 16:39:20 main:574] : INFO : Epoch 1726 | loss: 0.0311833 | val_loss: 0.0311868 | Time: 6144.57 ms [2022-03-10 16:39:27 main:574] : INFO : Epoch 1727 | loss: 0.0311821 | val_loss: 0.0311844 | Time: 6256.4 ms [2022-03-10 16:39:33 main:574] : INFO : Epoch 1728 | loss: 0.0311834 | val_loss: 0.0311846 | Time: 6415.6 ms [2022-03-10 16:39:40 main:574] : INFO : Epoch 1729 | loss: 0.0311817 | val_loss: 0.0311852 | Time: 7331 ms [2022-03-10 16:39:48 main:574] : INFO : Epoch 1730 | loss: 0.031181 | val_loss: 0.0311836 | Time: 7515.03 ms [2022-03-10 16:39:55 main:574] : INFO : Epoch 1731 | loss: 0.0311802 | val_loss: 0.0311843 | Time: 7588.12 ms [2022-03-10 16:40:03 main:574] : INFO : Epoch 1732 | loss: 0.0311795 | val_loss: 0.0311844 | Time: 7362.95 ms [2022-03-10 16:40:10 main:574] : INFO : Epoch 1733 | loss: 0.0311788 | val_loss: 0.0311841 | Time: 7406.75 ms [2022-03-10 16:40:17 main:574] : INFO : Epoch 1734 | loss: 0.0311798 | val_loss: 0.031189 | Time: 6727.01 ms [2022-03-10 16:40:23 main:574] : INFO : Epoch 1735 | loss: 0.0311806 | val_loss: 0.0311834 | Time: 6295.52 ms [2022-03-10 16:40:30 main:574] : INFO : Epoch 1736 | loss: 0.0311779 | val_loss: 0.031183 | Time: 6799.09 ms [2022-03-10 16:40:37 main:574] : INFO : Epoch 1737 | loss: 0.0311777 | val_loss: 0.0311846 | Time: 6595.59 ms [2022-03-10 16:40:43 main:574] : INFO : Epoch 1738 | loss: 0.031178 | val_loss: 0.0311868 | Time: 6637.62 ms [2022-03-10 16:40:50 main:574] : INFO : Epoch 1739 | loss: 0.0311762 | val_loss: 0.0311841 | Time: 6342.43 ms [2022-03-10 16:40:56 main:574] : INFO : Epoch 1740 | loss: 0.0311758 | val_loss: 0.0311847 | Time: 6315.69 ms [2022-03-10 16:41:02 main:574] : INFO : Epoch 1741 | loss: 0.0311755 | val_loss: 0.0311846 | Time: 6305.97 ms [2022-03-10 16:41:08 main:574] : INFO : Epoch 1742 | loss: 0.0311756 | val_loss: 0.0311829 | Time: 6187.84 ms [2022-03-10 16:41:15 main:574] : INFO : Epoch 1743 | loss: 0.0311758 | val_loss: 0.0311868 | Time: 6354.7 ms [2022-03-10 16:41:21 main:574] : INFO : Epoch 1744 | loss: 0.0311754 | val_loss: 0.0311911 | Time: 6340.02 ms [2022-03-10 16:41:27 main:574] : INFO : Epoch 1745 | loss: 0.0311746 | val_loss: 0.0311838 | Time: 6136.19 ms [2022-03-10 16:41:34 main:574] : INFO : Epoch 1746 | loss: 0.0311749 | val_loss: 0.031185 | Time: 6364.27 ms [2022-03-10 16:41:41 main:574] : INFO : Epoch 1747 | loss: 0.0311792 | val_loss: 0.0311843 | Time: 6975.33 ms [2022-03-10 16:41:57 main:574] : INFO : Epoch 1748 | loss: 0.0311807 | val_loss: 0.0311902 | Time: 16381.4 ms [2022-03-10 16:42:03 main:574] : INFO : Epoch 1749 | loss: 0.0311788 | val_loss: 0.0311875 | Time: 6389.57 ms [2022-03-10 16:42:10 main:574] : INFO : Epoch 1750 | loss: 0.0311777 | val_loss: 0.0311872 | Time: 6260.04 ms [2022-03-10 16:42:16 main:574] : INFO : Epoch 1751 | loss: 0.0311776 | val_loss: 0.0311841 | Time: 6231.34 ms [2022-03-10 16:42:22 main:574] : INFO : Epoch 1752 | loss: 0.0311772 | val_loss: 0.0311851 | Time: 6128.66 ms [2022-03-10 16:42:28 main:574] : INFO : Epoch 1753 | loss: 0.0311794 | val_loss: 0.0311853 | Time: 6306.93 ms [2022-03-10 16:42:35 main:574] : INFO : Epoch 1754 | loss: 0.0311793 | val_loss: 0.0311833 | Time: 6476.32 ms [2022-03-10 16:42:41 main:574] : INFO : Epoch 1755 | loss: 0.0311765 | val_loss: 0.0311839 | Time: 6377.48 ms [2022-03-10 16:42:48 main:574] : INFO : Epoch 1756 | loss: 0.0311756 | val_loss: 0.0311838 | Time: 6548.04 ms [2022-03-10 16:42:54 main:574] : INFO : Epoch 1757 | loss: 0.0311749 | val_loss: 0.0311842 | Time: 6436.38 ms [2022-03-10 16:43:01 main:574] : INFO : Epoch 1758 | loss: 0.0311767 | val_loss: 0.0311851 | Time: 6542.79 ms [2022-03-10 16:43:07 main:574] : INFO : Epoch 1759 | loss: 0.031177 | val_loss: 0.0311834 | Time: 6365.65 ms [2022-03-10 16:43:14 main:574] : INFO : Epoch 1760 | loss: 0.0311773 | val_loss: 0.0311825 | Time: 6410.09 ms [2022-03-10 16:43:20 main:574] : INFO : Epoch 1761 | loss: 0.0311771 | val_loss: 0.0311833 | Time: 6430.96 ms [2022-03-10 16:43:26 main:574] : INFO : Epoch 1762 | loss: 0.031177 | val_loss: 0.0311834 | Time: 6398.9 ms [2022-03-10 16:43:33 main:574] : INFO : Epoch 1763 | loss: 0.0311764 | val_loss: 0.031184 | Time: 6474.83 ms [2022-03-10 16:43:39 main:574] : INFO : Epoch 1764 | loss: 0.0311766 | val_loss: 0.031184 | Time: 6336.94 ms [2022-03-10 16:43:46 main:574] : INFO : Epoch 1765 | loss: 0.0311758 | val_loss: 0.0311857 | Time: 6652.37 ms [2022-03-10 16:43:52 main:574] : INFO : Epoch 1766 | loss: 0.031178 | val_loss: 0.0311846 | Time: 6508.97 ms [2022-03-10 16:43:59 main:574] : INFO : Epoch 1767 | loss: 0.0311752 | val_loss: 0.0311842 | Time: 6444.26 ms [2022-03-10 16:44:05 main:574] : INFO : Epoch 1768 | loss: 0.0311753 | val_loss: 0.0311837 | Time: 6395.14 ms [2022-03-10 16:44:12 main:574] : INFO : Epoch 1769 | loss: 0.03118 | val_loss: 0.0311864 | Time: 6433.29 ms [2022-03-10 16:44:18 main:574] : INFO : Epoch 1770 | loss: 0.03118 | val_loss: 0.0311831 | Time: 6359.43 ms [2022-03-10 16:44:25 main:574] : INFO : Epoch 1771 | loss: 0.0311746 | val_loss: 0.0311838 | Time: 6662.93 ms [2022-03-10 16:44:31 main:574] : INFO : Epoch 1772 | loss: 0.0311749 | val_loss: 0.0311852 | Time: 6521.45 ms [2022-03-10 16:44:38 main:574] : INFO : Epoch 1773 | loss: 0.0311766 | val_loss: 0.0311844 | Time: 6744.92 ms [2022-03-10 16:44:45 main:574] : INFO : Epoch 1774 | loss: 0.0311751 | val_loss: 0.0311881 | Time: 6915.61 ms [2022-03-10 16:44:51 main:574] : INFO : Epoch 1775 | loss: 0.0311753 | val_loss: 0.0311847 | Time: 6559.86 ms [2022-03-10 16:44:58 main:574] : INFO : Epoch 1776 | loss: 0.0311746 | val_loss: 0.0311837 | Time: 6407.79 ms [2022-03-10 16:45:04 main:574] : INFO : Epoch 1777 | loss: 0.0311746 | val_loss: 0.0311867 | Time: 6504.44 ms [2022-03-10 16:45:11 main:574] : INFO : Epoch 1778 | loss: 0.031178 | val_loss: 0.0311858 | Time: 6366.48 ms [2022-03-10 16:45:17 main:574] : INFO : Epoch 1779 | loss: 0.0311757 | val_loss: 0.0311839 | Time: 6653.51 ms [2022-03-10 16:45:24 main:574] : INFO : Epoch 1780 | loss: 0.0311741 | val_loss: 0.0311832 | Time: 6544.01 ms [2022-03-10 16:45:30 main:574] : INFO : Epoch 1781 | loss: 0.0311732 | val_loss: 0.0311827 | Time: 6379.37 ms [2022-03-10 16:45:37 main:574] : INFO : Epoch 1782 | loss: 0.0311722 | val_loss: 0.0311836 | Time: 6367.48 ms [2022-03-10 16:45:43 main:574] : INFO : Epoch 1783 | loss: 0.0311721 | val_loss: 0.031185 | Time: 6584.87 ms [2022-03-10 16:45:50 main:574] : INFO : Epoch 1784 | loss: 0.031173 | val_loss: 0.0311839 | Time: 6628.74 ms [2022-03-10 16:45:57 main:574] : INFO : Epoch 1785 | loss: 0.031173 | val_loss: 0.0311873 | Time: 7046.56 ms [2022-03-10 16:46:04 main:574] : INFO : Epoch 1786 | loss: 0.0311738 | val_loss: 0.031185 | Time: 6598.56 ms [2022-03-10 16:46:10 main:574] : INFO : Epoch 1787 | loss: 0.0311714 | val_loss: 0.031184 | Time: 6488.7 ms [2022-03-10 16:46:16 main:574] : INFO : Epoch 1788 | loss: 0.0311707 | val_loss: 0.0311851 | Time: 6320.46 ms [2022-03-10 16:46:23 main:574] : INFO : Epoch 1789 | loss: 0.0311716 | val_loss: 0.0311846 | Time: 6440.05 ms [2022-03-10 16:46:29 main:574] : INFO : Epoch 1790 | loss: 0.0311729 | val_loss: 0.0311842 | Time: 6532.7 ms [2022-03-10 16:46:36 main:574] : INFO : Epoch 1791 | loss: 0.0311745 | val_loss: 0.031183 | Time: 6507.12 ms [2022-03-10 16:46:42 main:574] : INFO : Epoch 1792 | loss: 0.031174 | val_loss: 0.0311828 | Time: 6452.33 ms [2022-03-10 16:46:49 main:574] : INFO : Epoch 1793 | loss: 0.0311733 | val_loss: 0.0311808 | Time: 6483.78 ms [2022-03-10 16:46:55 main:574] : INFO : Epoch 1794 | loss: 0.0311728 | val_loss: 0.0311831 | Time: 6387.22 ms [2022-03-10 16:47:02 main:574] : INFO : Epoch 1795 | loss: 0.0311728 | val_loss: 0.0311846 | Time: 6482.92 ms [2022-03-10 16:47:08 main:574] : INFO : Epoch 1796 | loss: 0.0311734 | val_loss: 0.0311883 | Time: 6418.77 ms [2022-03-10 16:47:15 main:574] : INFO : Epoch 1797 | loss: 0.0311798 | val_loss: 0.0311824 | Time: 6464.67 ms [2022-03-10 16:47:21 main:574] : INFO : Epoch 1798 | loss: 0.0311819 | val_loss: 0.0311871 | Time: 6548.66 ms [2022-03-10 16:47:28 main:574] : INFO : Epoch 1799 | loss: 0.0311822 | val_loss: 0.0311907 | Time: 6534.74 ms [2022-03-10 16:47:34 main:574] : INFO : Epoch 1800 | loss: 0.0311876 | val_loss: 0.0311907 | Time: 6585.7 ms [2022-03-10 16:47:41 main:574] : INFO : Epoch 1801 | loss: 0.0311856 | val_loss: 0.0311896 | Time: 6830.65 ms [2022-03-10 16:47:48 main:574] : INFO : Epoch 1802 | loss: 0.0311798 | val_loss: 0.031182 | Time: 7010.54 ms [2022-03-10 16:47:55 main:574] : INFO : Epoch 1803 | loss: 0.0311804 | val_loss: 0.0311859 | Time: 6824.03 ms [2022-03-10 16:48:02 main:574] : INFO : Epoch 1804 | loss: 0.0311766 | val_loss: 0.0311831 | Time: 6956.52 ms [2022-03-10 16:48:09 main:574] : INFO : Epoch 1805 | loss: 0.0311759 | val_loss: 0.0311828 | Time: 6827.18 ms [2022-03-10 16:48:15 main:574] : INFO : Epoch 1806 | loss: 0.0311754 | val_loss: 0.0311819 | Time: 6422.69 ms [2022-03-10 16:48:22 main:574] : INFO : Epoch 1807 | loss: 0.0311775 | val_loss: 0.0311847 | Time: 6337.2 ms [2022-03-10 16:48:28 main:574] : INFO : Epoch 1808 | loss: 0.0311766 | val_loss: 0.0311845 | Time: 6552.8 ms [2022-03-10 16:48:35 main:574] : INFO : Epoch 1809 | loss: 0.0311771 | val_loss: 0.0311864 | Time: 6564.46 ms [2022-03-10 16:48:41 main:574] : INFO : Epoch 1810 | loss: 0.0311762 | val_loss: 0.0311848 | Time: 6409.89 ms [2022-03-10 16:48:48 main:574] : INFO : Epoch 1811 | loss: 0.0311775 | val_loss: 0.0311832 | Time: 6449.75 ms [2022-03-10 16:48:54 main:574] : INFO : Epoch 1812 | loss: 0.0311754 | val_loss: 0.0311834 | Time: 6557.67 ms [2022-03-10 16:49:01 main:574] : INFO : Epoch 1813 | loss: 0.0311758 | val_loss: 0.031184 | Time: 6415.36 ms [2022-03-10 16:49:07 main:574] : INFO : Epoch 1814 | loss: 0.0311788 | val_loss: 0.0311861 | Time: 6386.37 ms [2022-03-10 16:49:13 main:574] : INFO : Epoch 1815 | loss: 0.0311779 | val_loss: 0.0311839 | Time: 6222.29 ms [2022-03-10 16:49:20 main:574] : INFO : Epoch 1816 | loss: 0.0311771 | val_loss: 0.0311845 | Time: 6485.42 ms [2022-03-10 16:49:26 main:574] : INFO : Epoch 1817 | loss: 0.0311763 | val_loss: 0.031182 | Time: 6417.16 ms [2022-03-10 16:49:33 main:574] : INFO : Epoch 1818 | loss: 0.0311753 | val_loss: 0.0311834 | Time: 6528.03 ms [2022-03-10 16:49:39 main:574] : INFO : Epoch 1819 | loss: 0.0311755 | val_loss: 0.0311826 | Time: 6379.04 ms [2022-03-10 16:49:45 main:574] : INFO : Epoch 1820 | loss: 0.0311751 | val_loss: 0.0311836 | Time: 6370.01 ms [2022-03-10 16:49:52 main:574] : INFO : Epoch 1821 | loss: 0.0311751 | val_loss: 0.0311854 | Time: 6663.68 ms [2022-03-10 16:49:59 main:574] : INFO : Epoch 1822 | loss: 0.0311745 | val_loss: 0.0311847 | Time: 6577.36 ms [2022-03-10 16:50:05 main:574] : INFO : Epoch 1823 | loss: 0.0311739 | val_loss: 0.0311857 | Time: 6416.13 ms [2022-03-10 16:50:11 main:574] : INFO : Epoch 1824 | loss: 0.0311732 | val_loss: 0.031184 | Time: 6404.54 ms [2022-03-10 16:50:18 main:574] : INFO : Epoch 1825 | loss: 0.0311735 | val_loss: 0.0311843 | Time: 6537.1 ms [2022-03-10 16:50:24 main:574] : INFO : Epoch 1826 | loss: 0.0311736 | val_loss: 0.0311869 | Time: 6287.25 ms [2022-03-10 16:50:31 main:574] : INFO : Epoch 1827 | loss: 0.0311733 | val_loss: 0.0311835 | Time: 6458.13 ms [2022-03-10 16:50:37 main:574] : INFO : Epoch 1828 | loss: 0.0311737 | val_loss: 0.0311848 | Time: 6442.18 ms [2022-03-10 16:50:44 main:574] : INFO : Epoch 1829 | loss: 0.0311726 | val_loss: 0.0311861 | Time: 6524.37 ms [2022-03-10 16:50:50 main:574] : INFO : Epoch 1830 | loss: 0.0311726 | val_loss: 0.031184 | Time: 6498.58 ms [2022-03-10 16:50:57 main:574] : INFO : Epoch 1831 | loss: 0.031172 | val_loss: 0.0311874 | Time: 6340.48 ms [2022-03-10 16:51:03 main:574] : INFO : Epoch 1832 | loss: 0.0311729 | val_loss: 0.0311847 | Time: 6437.34 ms [2022-03-10 16:51:10 main:574] : INFO : Epoch 1833 | loss: 0.0311723 | val_loss: 0.0311847 | Time: 6560.51 ms [2022-03-10 16:51:16 main:574] : INFO : Epoch 1834 | loss: 0.0311729 | val_loss: 0.0311865 | Time: 6420.35 ms [2022-03-10 16:51:22 main:574] : INFO : Epoch 1835 | loss: 0.0311718 | val_loss: 0.031186 | Time: 6418.57 ms [2022-03-10 16:51:29 main:574] : INFO : Epoch 1836 | loss: 0.0311728 | val_loss: 0.0311862 | Time: 6304.68 ms [2022-03-10 16:51:35 main:574] : INFO : Epoch 1837 | loss: 0.0311721 | val_loss: 0.0311834 | Time: 6418.33 ms [2022-03-10 16:51:42 main:574] : INFO : Epoch 1838 | loss: 0.0311708 | val_loss: 0.0311838 | Time: 6807.96 ms [2022-03-11 14:40:30 main:574] : INFO : Epoch 1839 | loss: 0.0311715 | val_loss: 0.0311847 | Time: 7.85275e+07 ms [2022-03-11 14:40:36 main:574] : INFO : Epoch 1840 | loss: 0.0311731 | val_loss: 0.0311849 | Time: 6029.56 ms [2022-03-11 14:40:42 main:574] : INFO : Epoch 1841 | loss: 0.0311734 | val_loss: 0.0311851 | Time: 6886.01 ms [2022-03-11 14:40:49 main:574] : INFO : Epoch 1842 | loss: 0.0311763 | val_loss: 0.0311899 | Time: 6715.1 ms [2022-03-11 14:40:56 main:574] : INFO : Epoch 1843 | loss: 0.0311743 | val_loss: 0.0311869 | Time: 6626.06 ms [2022-03-12 14:39:05 main:574] : INFO : Epoch 1844 | loss: 0.0311763 | val_loss: 0.0311832 | Time: 8.62887e+07 ms [2022-03-12 14:39:22 main:574] : INFO : Epoch 1845 | loss: 0.0311765 | val_loss: 0.0311844 | Time: 17799.1 ms [2022-03-12 14:39:30 main:574] : INFO : Epoch 1846 | loss: 0.0311747 | val_loss: 0.0311836 | Time: 7477.89 ms [2022-03-12 14:39:36 main:574] : INFO : Epoch 1847 | loss: 0.0311738 | val_loss: 0.0311827 | Time: 6214.26 ms [2022-03-12 14:39:42 main:574] : INFO : Epoch 1848 | loss: 0.031173 | val_loss: 0.0311817 | Time: 6258.75 ms [2022-03-12 14:39:49 main:574] : INFO : Epoch 1849 | loss: 0.031174 | val_loss: 0.0311806 | Time: 6123.21 ms [2022-03-12 14:39:55 main:574] : INFO : Epoch 1850 | loss: 0.0311728 | val_loss: 0.0311801 | Time: 6265.31 ms [2022-03-12 14:40:01 main:574] : INFO : Epoch 1851 | loss: 0.031172 | val_loss: 0.0311829 | Time: 6543.01 ms [2022-03-12 14:40:08 main:574] : INFO : Epoch 1852 | loss: 0.0311723 | val_loss: 0.0311839 | Time: 6676.93 ms [2022-03-12 14:40:15 main:574] : INFO : Epoch 1853 | loss: 0.0311724 | val_loss: 0.0311801 | Time: 6616.91 ms [2022-03-12 14:40:21 main:574] : INFO : Epoch 1854 | loss: 0.0311705 | val_loss: 0.0311797 | Time: 6642.17 ms [2022-03-12 14:40:28 main:574] : INFO : Epoch 1855 | loss: 0.0311708 | val_loss: 0.0311809 | Time: 6530.3 ms [2022-03-12 14:40:34 main:574] : INFO : Epoch 1856 | loss: 0.0311707 | val_loss: 0.0311809 | Time: 6360.63 ms [2022-03-12 14:40:40 main:574] : INFO : Epoch 1857 | loss: 0.0311706 | val_loss: 0.0311807 | Time: 6116.85 ms [2022-03-12 14:40:46 main:574] : INFO : Epoch 1858 | loss: 0.0311709 | val_loss: 0.0311811 | Time: 6080.39 ms [2022-03-12 14:40:53 main:574] : INFO : Epoch 1859 | loss: 0.0311699 | val_loss: 0.0311832 | Time: 6224 ms [2022-03-12 14:40:59 main:574] : INFO : Epoch 1860 | loss: 0.0311697 | val_loss: 0.0311825 | Time: 6203.33 ms [2022-03-12 14:41:06 main:574] : INFO : Epoch 1861 | loss: 0.0311696 | val_loss: 0.0311821 | Time: 6784.22 ms [2022-03-12 14:41:12 main:574] : INFO : Epoch 1862 | loss: 0.0311697 | val_loss: 0.0311849 | Time: 6625.37 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX350) [2022-03-13 14:19:20 main:435] : INFO : Set logging level to 1 [2022-03-13 14:19:20 main:441] : INFO : Running in BOINC Client mode [2022-03-13 14:19:20 main:444] : INFO : Resolving all filenames [2022-03-13 14:19:20 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 14:19:20 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 14:19:20 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 14:19:20 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-13 14:19:20 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 14:19:20 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 14:19:20 main:474] : INFO : Configuration: [2022-03-13 14:19:20 main:475] : INFO : Model type: GRU [2022-03-13 14:19:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 14:19:20 main:477] : INFO : Max Epochs: 2048 [2022-03-13 14:19:20 main:478] : INFO : Batch Size: 128 [2022-03-13 14:19:20 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 14:19:20 main:480] : INFO : Patience: 10 [2022-03-13 14:19:20 main:481] : INFO : Hidden Width: 12 [2022-03-13 14:19:20 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 14:19:20 main:483] : INFO : # Backend Layers: 4 [2022-03-13 14:19:20 main:484] : INFO : # Threads: 1 [2022-03-13 14:19:20 main:486] : INFO : Preparing Dataset [2022-03-13 14:19:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 14:19:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 14:19:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 14:19:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 14:19:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 14:19:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 14:19:23 main:494] : INFO : Creating Model [2022-03-13 14:19:23 main:507] : INFO : Preparing config file [2022-03-13 14:19:23 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 14:19:23 main:512] : INFO : Loading config [2022-03-13 14:19:23 main:514] : INFO : Loading state [2022-03-13 14:19:25 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 14:19:25 main:562] : INFO : Starting Training [2022-03-13 14:19:31 main:574] : INFO : Epoch 1846 | loss: 0.0312155 | val_loss: 0.0311836 | Time: 6336.81 ms [2022-03-13 14:19:37 main:574] : INFO : Epoch 1847 | loss: 0.031181 | val_loss: 0.0311812 | Time: 6464.18 ms [2022-03-13 14:19:44 main:574] : INFO : Epoch 1848 | loss: 0.0311773 | val_loss: 0.0311802 | Time: 6527.57 ms [2022-03-13 14:19:50 main:574] : INFO : Epoch 1849 | loss: 0.031179 | val_loss: 0.0311834 | Time: 6512.63 ms [2022-03-13 14:19:57 main:574] : INFO : Epoch 1850 | loss: 0.0311778 | val_loss: 0.0311821 | Time: 6454.5 ms [2022-03-13 14:20:03 main:574] : INFO : Epoch 1851 | loss: 0.031178 | val_loss: 0.0311826 | Time: 6502.07 ms [2022-03-13 14:20:10 main:574] : INFO : Epoch 1852 | loss: 0.0311779 | val_loss: 0.0311828 | Time: 6649.26 ms [2022-03-13 14:20:17 main:574] : INFO : Epoch 1853 | loss: 0.0311799 | val_loss: 0.0311814 | Time: 7306.1 ms [2022-03-13 14:20:30 main:574] : INFO : Epoch 1854 | loss: 0.0311799 | val_loss: 0.0311828 | Time: 12106.6 ms [2022-03-13 14:20:47 main:574] : INFO : Epoch 1855 | loss: 0.0311791 | val_loss: 0.031182 | Time: 17935.6 ms [2022-03-13 14:20:54 main:574] : INFO : Epoch 1856 | loss: 0.031179 | val_loss: 0.0311799 | Time: 6853.85 ms [2022-03-13 14:21:01 main:574] : INFO : Epoch 1857 | loss: 0.0311792 | val_loss: 0.0311807 | Time: 6910.74 ms [2022-03-13 14:21:08 main:574] : INFO : Epoch 1858 | loss: 0.0311761 | val_loss: 0.0311794 | Time: 6754.64 ms [2022-03-13 14:21:15 main:574] : INFO : Epoch 1859 | loss: 0.0311756 | val_loss: 0.0311786 | Time: 7216.35 ms [2022-03-13 14:21:23 main:574] : INFO : Epoch 1860 | loss: 0.0311769 | val_loss: 0.0311806 | Time: 7308.38 ms [2022-03-13 14:21:30 main:574] : INFO : Epoch 1861 | loss: 0.0311764 | val_loss: 0.0311804 | Time: 7528.59 ms [2022-03-13 14:21:38 main:574] : INFO : Epoch 1862 | loss: 0.0311761 | val_loss: 0.0311805 | Time: 7429.31 ms [2022-03-13 14:21:45 main:574] : INFO : Epoch 1863 | loss: 0.031175 | val_loss: 0.0311849 | Time: 7517.5 ms [2022-03-13 14:21:53 main:574] : INFO : Epoch 1864 | loss: 0.0311764 | val_loss: 0.0311799 | Time: 7466.6 ms [2022-03-13 14:22:00 main:574] : INFO : Epoch 1865 | loss: 0.0311756 | val_loss: 0.0311823 | Time: 7557.19 ms [2022-03-13 14:22:08 main:574] : INFO : Epoch 1866 | loss: 0.0311748 | val_loss: 0.0311782 | Time: 7526.97 ms [2022-03-13 14:22:15 main:574] : INFO : Epoch 1867 | loss: 0.0311746 | val_loss: 0.0311791 | Time: 7377.91 ms [2022-03-13 14:22:23 main:574] : INFO : Epoch 1868 | loss: 0.0311747 | val_loss: 0.0311802 | Time: 7760.8 ms [2022-03-13 14:22:30 main:574] : INFO : Epoch 1869 | loss: 0.0311771 | val_loss: 0.0311853 | Time: 7545.52 ms [2022-03-13 14:22:37 main:574] : INFO : Epoch 1870 | loss: 0.0311752 | val_loss: 0.0311801 | Time: 6979.71 ms [2022-03-13 14:22:44 main:574] : INFO : Epoch 1871 | loss: 0.0311729 | val_loss: 0.0311801 | Time: 7056.5 ms [2022-03-13 14:22:51 main:574] : INFO : Epoch 1872 | loss: 0.0311727 | val_loss: 0.0311797 | Time: 6859.03 ms [2022-03-13 14:22:58 main:574] : INFO : Epoch 1873 | loss: 0.0311721 | val_loss: 0.0311793 | Time: 6842.68 ms [2022-03-13 14:23:05 main:574] : INFO : Epoch 1874 | loss: 0.0311721 | val_loss: 0.0311822 | Time: 7222.92 ms [2022-03-13 14:23:13 main:574] : INFO : Epoch 1875 | loss: 0.0311729 | val_loss: 0.0311792 | Time: 7225.26 ms [2022-03-13 14:23:20 main:574] : INFO : Epoch 1876 | loss: 0.0311726 | val_loss: 0.0311792 | Time: 7889.97 ms [2022-03-13 14:23:28 main:574] : INFO : Epoch 1877 | loss: 0.0311729 | val_loss: 0.0311801 | Time: 7878.25 ms [2022-03-13 14:23:36 main:574] : INFO : Epoch 1878 | loss: 0.0311735 | val_loss: 0.0311815 | Time: 7914.84 ms [2022-03-13 14:23:44 main:574] : INFO : Epoch 1879 | loss: 0.0311798 | val_loss: 0.0311813 | Time: 7760.21 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX350) [2022-03-13 14:34:10 main:435] : INFO : Set logging level to 1 [2022-03-13 14:34:10 main:441] : INFO : Running in BOINC Client mode [2022-03-13 14:34:10 main:444] : INFO : Resolving all filenames [2022-03-13 14:34:10 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 14:34:10 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 14:34:10 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 14:34:10 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-13 14:34:10 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 14:34:10 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 14:34:10 main:474] : INFO : Configuration: [2022-03-13 14:34:10 main:475] : INFO : Model type: GRU [2022-03-13 14:34:10 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 14:34:10 main:477] : INFO : Max Epochs: 2048 [2022-03-13 14:34:10 main:478] : INFO : Batch Size: 128 [2022-03-13 14:34:10 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 14:34:10 main:480] : INFO : Patience: 10 [2022-03-13 14:34:10 main:481] : INFO : Hidden Width: 12 [2022-03-13 14:34:10 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 14:34:10 main:483] : INFO : # Backend Layers: 4 [2022-03-13 14:34:10 main:484] : INFO : # Threads: 1 [2022-03-13 14:34:10 main:486] : INFO : Preparing Dataset [2022-03-13 14:34:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 14:34:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 14:34:13 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 14:34:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 14:34:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 14:34:13 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 14:34:13 main:494] : INFO : Creating Model [2022-03-13 14:34:13 main:507] : INFO : Preparing config file [2022-03-13 14:34:13 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 14:34:13 main:512] : INFO : Loading config [2022-03-13 14:34:13 main:514] : INFO : Loading state [2022-03-13 14:34:14 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 14:34:14 main:562] : INFO : Starting Training [2022-03-13 14:34:20 main:574] : INFO : Epoch 1869 | loss: 0.031253 | val_loss: 0.0311962 | Time: 6207.45 ms [2022-03-13 14:34:27 main:574] : INFO : Epoch 1870 | loss: 0.0311868 | val_loss: 0.0311868 | Time: 6723.45 ms [2022-03-13 14:34:33 main:574] : INFO : Epoch 1871 | loss: 0.0311825 | val_loss: 0.0311903 | Time: 6611.58 ms [2022-03-13 14:34:40 main:574] : INFO : Epoch 1872 | loss: 0.0311809 | val_loss: 0.0311806 | Time: 6409.98 ms [2022-03-13 14:34:47 main:574] : INFO : Epoch 1873 | loss: 0.0311772 | val_loss: 0.0311787 | Time: 6805.8 ms [2022-03-13 14:34:54 main:574] : INFO : Epoch 1874 | loss: 0.0311756 | val_loss: 0.0311756 | Time: 7072.28 ms [2022-03-13 14:35:01 main:574] : INFO : Epoch 1875 | loss: 0.0311722 | val_loss: 0.0311768 | Time: 7082.6 ms [2022-03-13 14:35:08 main:574] : INFO : Epoch 1876 | loss: 0.0311719 | val_loss: 0.0311789 | Time: 7690.87 ms [2022-03-13 14:35:16 main:574] : INFO : Epoch 1877 | loss: 0.0311719 | val_loss: 0.0311803 | Time: 7739.47 ms [2022-03-13 14:35:24 main:574] : INFO : Epoch 1878 | loss: 0.0311729 | val_loss: 0.0311802 | Time: 7417.76 ms [2022-03-13 14:35:31 main:574] : INFO : Epoch 1879 | loss: 0.0311728 | val_loss: 0.0311795 | Time: 7261.18 ms [2022-03-13 14:35:38 main:574] : INFO : Epoch 1880 | loss: 0.0311753 | val_loss: 0.0311804 | Time: 7210.56 ms [2022-03-13 14:35:45 main:574] : INFO : Epoch 1881 | loss: 0.0311738 | val_loss: 0.0311778 | Time: 7171.17 ms [2022-03-13 14:35:52 main:574] : INFO : Epoch 1882 | loss: 0.031175 | val_loss: 0.0311778 | Time: 7017.92 ms [2022-03-13 14:35:59 main:574] : INFO : Epoch 1883 | loss: 0.0311748 | val_loss: 0.0311758 | Time: 6306.89 ms [2022-03-13 14:36:04 main:574] : INFO : Epoch 1884 | loss: 0.031174 | val_loss: 0.0311782 | Time: 5631.61 ms [2022-03-13 14:36:10 main:574] : INFO : Epoch 1885 | loss: 0.0311721 | val_loss: 0.0311775 | Time: 5481.95 ms [2022-03-13 14:36:15 main:574] : INFO : Epoch 1886 | loss: 0.0311711 | val_loss: 0.0311753 | Time: 5616.12 ms [2022-03-13 14:36:21 main:574] : INFO : Epoch 1887 | loss: 0.0311727 | val_loss: 0.0311767 | Time: 6039.5 ms [2022-03-13 14:36:28 main:574] : INFO : Epoch 1888 | loss: 0.0311724 | val_loss: 0.0311777 | Time: 6088.2 ms [2022-03-13 14:36:34 main:574] : INFO : Epoch 1889 | loss: 0.0311725 | val_loss: 0.0311781 | Time: 6338.14 ms [2022-03-13 14:36:40 main:574] : INFO : Epoch 1890 | loss: 0.0311712 | val_loss: 0.031177 | Time: 5863.65 ms [2022-03-13 14:36:46 main:574] : INFO : Epoch 1891 | loss: 0.0311709 | val_loss: 0.0311764 | Time: 6110.53 ms [2022-03-13 14:36:52 main:574] : INFO : Epoch 1892 | loss: 0.0311721 | val_loss: 0.0311774 | Time: 6092.24 ms [2022-03-13 14:36:58 main:574] : INFO : Epoch 1893 | loss: 0.0311728 | val_loss: 0.0311765 | Time: 6214.57 ms [2022-03-13 14:37:04 main:574] : INFO : Epoch 1894 | loss: 0.0311732 | val_loss: 0.0311765 | Time: 6260.16 ms [2022-03-13 14:37:11 main:574] : INFO : Epoch 1895 | loss: 0.0311711 | val_loss: 0.0311796 | Time: 6212.52 ms [2022-03-13 14:37:16 main:574] : INFO : Epoch 1896 | loss: 0.031171 | val_loss: 0.0311773 | Time: 5738.25 ms [2022-03-13 14:37:22 main:574] : INFO : Epoch 1897 | loss: 0.0311712 | val_loss: 0.0311764 | Time: 6047.61 ms [2022-03-13 14:37:28 main:574] : INFO : Epoch 1898 | loss: 0.0311711 | val_loss: 0.0311771 | Time: 5924.92 ms [2022-03-13 14:37:35 main:574] : INFO : Epoch 1899 | loss: 0.031169 | val_loss: 0.0311764 | Time: 6299.2 ms [2022-03-13 14:37:41 main:574] : INFO : Epoch 1900 | loss: 0.0311707 | val_loss: 0.0311771 | Time: 6251.39 ms [2022-03-13 14:37:47 main:574] : INFO : Epoch 1901 | loss: 0.0311702 | val_loss: 0.0311797 | Time: 6185.25 ms [2022-03-13 14:37:53 main:574] : INFO : Epoch 1902 | loss: 0.031172 | val_loss: 0.0311775 | Time: 6245.94 ms [2022-03-13 14:37:59 main:574] : INFO : Epoch 1903 | loss: 0.0311695 | val_loss: 0.0311765 | Time: 6072.78 ms [2022-03-13 14:38:06 main:574] : INFO : Epoch 1904 | loss: 0.0311692 | val_loss: 0.0311772 | Time: 6379.78 ms [2022-03-13 14:38:12 main:574] : INFO : Epoch 1905 | loss: 0.03117 | val_loss: 0.0311764 | Time: 6118.92 ms [2022-03-13 14:38:18 main:574] : INFO : Epoch 1906 | loss: 0.0311682 | val_loss: 0.0311775 | Time: 6138.49 ms [2022-03-13 14:38:24 main:574] : INFO : Epoch 1907 | loss: 0.0311723 | val_loss: 0.031179 | Time: 5987.01 ms [2022-03-13 14:38:30 main:574] : INFO : Epoch 1908 | loss: 0.0311758 | val_loss: 0.0311857 | Time: 6242.91 ms [2022-03-13 14:38:37 main:574] : INFO : Epoch 1909 | loss: 0.031177 | val_loss: 0.0311803 | Time: 6347.87 ms [2022-03-13 14:38:43 main:574] : INFO : Epoch 1910 | loss: 0.0311759 | val_loss: 0.0311822 | Time: 6220.85 ms [2022-03-13 14:38:49 main:574] : INFO : Epoch 1911 | loss: 0.0311748 | val_loss: 0.0311817 | Time: 6309.71 ms [2022-03-13 14:38:55 main:574] : INFO : Epoch 1912 | loss: 0.0311734 | val_loss: 0.0311782 | Time: 6150.44 ms [2022-03-13 14:39:02 main:574] : INFO : Epoch 1913 | loss: 0.0311717 | val_loss: 0.0311772 | Time: 6305.78 ms [2022-03-13 14:39:08 main:574] : INFO : Epoch 1914 | loss: 0.03117 | val_loss: 0.0311777 | Time: 6364.9 ms [2022-03-13 14:39:14 main:574] : INFO : Epoch 1915 | loss: 0.0311722 | val_loss: 0.0311809 | Time: 6248.58 ms [2022-03-13 14:39:21 main:574] : INFO : Epoch 1916 | loss: 0.0311725 | val_loss: 0.0311795 | Time: 6464.01 ms [2022-03-13 14:39:27 main:574] : INFO : Epoch 1917 | loss: 0.0311708 | val_loss: 0.0311774 | Time: 6390.48 ms [2022-03-13 14:39:34 main:574] : INFO : Epoch 1918 | loss: 0.0311694 | val_loss: 0.0311757 | Time: 6392.45 ms [2022-03-13 14:39:40 main:574] : INFO : Epoch 1919 | loss: 0.0311699 | val_loss: 0.0311793 | Time: 6165.26 ms [2022-03-13 14:39:46 main:574] : INFO : Epoch 1920 | loss: 0.0311697 | val_loss: 0.0311788 | Time: 6533.64 ms [2022-03-13 14:39:52 main:574] : INFO : Epoch 1921 | loss: 0.0311708 | val_loss: 0.0311807 | Time: 6157.07 ms [2022-03-13 14:39:59 main:574] : INFO : Epoch 1922 | loss: 0.0311724 | val_loss: 0.0311836 | Time: 6298.09 ms [2022-03-13 14:40:05 main:574] : INFO : Epoch 1923 | loss: 0.0311739 | val_loss: 0.0311794 | Time: 6314.26 ms [2022-03-13 14:40:11 main:574] : INFO : Epoch 1924 | loss: 0.0311726 | val_loss: 0.0311796 | Time: 5888.94 ms [2022-03-13 14:40:17 main:574] : INFO : Epoch 1925 | loss: 0.0311723 | val_loss: 0.0311794 | Time: 6369.26 ms [2022-03-13 14:40:24 main:574] : INFO : Epoch 1926 | loss: 0.0311735 | val_loss: 0.0311766 | Time: 6458.6 ms [2022-03-13 14:40:30 main:574] : INFO : Epoch 1927 | loss: 0.0311732 | val_loss: 0.0311769 | Time: 6246.54 ms [2022-03-13 14:40:36 main:574] : INFO : Epoch 1928 | loss: 0.0311728 | val_loss: 0.0311772 | Time: 6211.81 ms [2022-03-13 14:40:43 main:574] : INFO : Epoch 1929 | loss: 0.0311715 | val_loss: 0.0311749 | Time: 6383.65 ms [2022-03-13 14:40:49 main:574] : INFO : Epoch 1930 | loss: 0.0311721 | val_loss: 0.0311807 | Time: 6373.75 ms [2022-03-13 14:40:56 main:574] : INFO : Epoch 1931 | loss: 0.0311824 | val_loss: 0.0311827 | Time: 6771.45 ms [2022-03-13 14:41:02 main:574] : INFO : Epoch 1932 | loss: 0.031183 | val_loss: 0.0311824 | Time: 6515.77 ms [2022-03-13 14:41:10 main:574] : INFO : Epoch 1933 | loss: 0.0311819 | val_loss: 0.0311831 | Time: 7240.53 ms [2022-03-13 14:41:17 main:574] : INFO : Epoch 1934 | loss: 0.0311807 | val_loss: 0.0311849 | Time: 7522.78 ms [2022-03-13 14:41:24 main:574] : INFO : Epoch 1935 | loss: 0.0311797 | val_loss: 0.0311843 | Time: 7075.59 ms [2022-03-13 14:41:31 main:574] : INFO : Epoch 1936 | loss: 0.0311856 | val_loss: 0.0311931 | Time: 7188.92 ms [2022-03-13 14:41:38 main:574] : INFO : Epoch 1937 | loss: 0.0311908 | val_loss: 0.031187 | Time: 6576.92 ms [2022-03-13 14:41:45 main:574] : INFO : Epoch 1938 | loss: 0.0311872 | val_loss: 0.0311884 | Time: 6946.11 ms [2022-03-13 14:41:52 main:574] : INFO : Epoch 1939 | loss: 0.0311837 | val_loss: 0.0311823 | Time: 6756.57 ms [2022-03-13 14:41:58 main:574] : INFO : Epoch 1940 | loss: 0.0311846 | val_loss: 0.0311882 | Time: 6736.11 ms [2022-03-13 14:42:06 main:574] : INFO : Epoch 1941 | loss: 0.0311843 | val_loss: 0.0311845 | Time: 7167.42 ms [2022-03-13 14:42:13 main:574] : INFO : Epoch 1942 | loss: 0.0311832 | val_loss: 0.0311826 | Time: 7083.96 ms [2022-03-13 14:42:20 main:574] : INFO : Epoch 1943 | loss: 0.0311814 | val_loss: 0.0311833 | Time: 7430.75 ms [2022-03-13 14:42:27 main:574] : INFO : Epoch 1944 | loss: 0.031182 | val_loss: 0.0311837 | Time: 6998.41 ms [2022-03-13 14:42:34 main:574] : INFO : Epoch 1945 | loss: 0.031181 | val_loss: 0.0311831 | Time: 6772.27 ms [2022-03-13 14:42:41 main:574] : INFO : Epoch 1946 | loss: 0.0311809 | val_loss: 0.0311811 | Time: 6694.36 ms [2022-03-13 14:42:47 main:574] : INFO : Epoch 1947 | loss: 0.0311808 | val_loss: 0.031182 | Time: 6813.94 ms [2022-03-13 14:42:54 main:574] : INFO : Epoch 1948 | loss: 0.0311805 | val_loss: 0.0311819 | Time: 6977.74 ms [2022-03-13 14:43:01 main:574] : INFO : Epoch 1949 | loss: 0.0311816 | val_loss: 0.0311813 | Time: 6913.55 ms [2022-03-13 14:43:08 main:574] : INFO : Epoch 1950 | loss: 0.0311802 | val_loss: 0.0311826 | Time: 6435.47 ms [2022-03-13 14:43:14 main:574] : INFO : Epoch 1951 | loss: 0.031178 | val_loss: 0.0311814 | Time: 6400.23 ms [2022-03-13 14:43:21 main:574] : INFO : Epoch 1952 | loss: 0.0311772 | val_loss: 0.0311813 | Time: 6730.78 ms [2022-03-13 14:43:28 main:574] : INFO : Epoch 1953 | loss: 0.0311771 | val_loss: 0.0311809 | Time: 6985.7 ms [2022-03-13 14:43:35 main:574] : INFO : Epoch 1954 | loss: 0.0311766 | val_loss: 0.0311811 | Time: 7088.17 ms [2022-03-13 14:43:42 main:574] : INFO : Epoch 1955 | loss: 0.0311762 | val_loss: 0.0311817 | Time: 6882.77 ms [2022-03-13 14:43:48 main:574] : INFO : Epoch 1956 | loss: 0.0311789 | val_loss: 0.0311818 | Time: 6541.3 ms [2022-03-13 14:43:55 main:574] : INFO : Epoch 1957 | loss: 0.0311779 | val_loss: 0.0311814 | Time: 6812.63 ms [2022-03-13 14:44:02 main:574] : INFO : Epoch 1958 | loss: 0.0311773 | val_loss: 0.0311811 | Time: 6746.46 ms [2022-03-13 14:44:09 main:574] : INFO : Epoch 1959 | loss: 0.0311786 | val_loss: 0.0311813 | Time: 6955.71 ms [2022-03-13 14:44:16 main:574] : INFO : Epoch 1960 | loss: 0.0311772 | val_loss: 0.0311804 | Time: 6700.12 ms [2022-03-13 14:44:22 main:574] : INFO : Epoch 1961 | loss: 0.0311768 | val_loss: 0.0311821 | Time: 6742.58 ms [2022-03-13 14:44:29 main:574] : INFO : Epoch 1962 | loss: 0.0311767 | val_loss: 0.03118 | Time: 6800.49 ms [2022-03-13 14:44:36 main:574] : INFO : Epoch 1963 | loss: 0.0311767 | val_loss: 0.0311788 | Time: 6802.18 ms [2022-03-13 14:44:43 main:574] : INFO : Epoch 1964 | loss: 0.0311756 | val_loss: 0.0311786 | Time: 6678.7 ms [2022-03-13 14:44:49 main:574] : INFO : Epoch 1965 | loss: 0.0311761 | val_loss: 0.0311785 | Time: 6539.18 ms [2022-03-13 14:44:56 main:574] : INFO : Epoch 1966 | loss: 0.0311742 | val_loss: 0.0311797 | Time: 6643.63 ms [2022-03-13 14:45:02 main:574] : INFO : Epoch 1967 | loss: 0.0311738 | val_loss: 0.0311803 | Time: 6588.39 ms [2022-03-13 14:45:09 main:574] : INFO : Epoch 1968 | loss: 0.0311743 | val_loss: 0.0311817 | Time: 6815.42 ms [2022-03-13 14:45:16 main:574] : INFO : Epoch 1969 | loss: 0.0311756 | val_loss: 0.0311807 | Time: 6637.88 ms [2022-03-13 14:45:22 main:574] : INFO : Epoch 1970 | loss: 0.0311758 | val_loss: 0.0311815 | Time: 6464.78 ms [2022-03-13 14:45:29 main:574] : INFO : Epoch 1971 | loss: 0.0311741 | val_loss: 0.0311818 | Time: 6699.8 ms [2022-03-13 14:45:36 main:574] : INFO : Epoch 1972 | loss: 0.0311753 | val_loss: 0.0311827 | Time: 6874.33 ms [2022-03-13 14:45:43 main:574] : INFO : Epoch 1973 | loss: 0.0311734 | val_loss: 0.0311805 | Time: 6700.79 ms [2022-03-13 14:45:49 main:574] : INFO : Epoch 1974 | loss: 0.031175 | val_loss: 0.0311803 | Time: 6794.52 ms [2022-03-13 14:45:56 main:574] : INFO : Epoch 1975 | loss: 0.0311731 | val_loss: 0.0311815 | Time: 6880.59 ms [2022-03-13 14:46:03 main:574] : INFO : Epoch 1976 | loss: 0.0311731 | val_loss: 0.0311812 | Time: 6905.86 ms [2022-03-13 14:46:10 main:574] : INFO : Epoch 1977 | loss: 0.0311734 | val_loss: 0.0311811 | Time: 7171.63 ms [2022-03-13 14:46:17 main:574] : INFO : Epoch 1978 | loss: 0.0311747 | val_loss: 0.0311828 | Time: 6880.19 ms [2022-03-13 14:46:24 main:574] : INFO : Epoch 1979 | loss: 0.0311733 | val_loss: 0.0311817 | Time: 6530.75 ms [2022-03-13 14:46:31 main:574] : INFO : Epoch 1980 | loss: 0.0311733 | val_loss: 0.0311811 | Time: 7226.35 ms [2022-03-13 14:46:38 main:574] : INFO : Epoch 1981 | loss: 0.0311742 | val_loss: 0.0311805 | Time: 7046.17 ms [2022-03-13 14:46:45 main:574] : INFO : Epoch 1982 | loss: 0.0311763 | val_loss: 0.0311834 | Time: 6847.47 ms [2022-03-13 14:46:52 main:574] : INFO : Epoch 1983 | loss: 0.0311754 | val_loss: 0.0311882 | Time: 6830.2 ms [2022-03-13 14:46:59 main:574] : INFO : Epoch 1984 | loss: 0.0311753 | val_loss: 0.03118 | Time: 6841.32 ms [2022-03-13 14:47:06 main:574] : INFO : Epoch 1985 | loss: 0.0311731 | val_loss: 0.031182 | Time: 7209.93 ms [2022-03-13 14:47:13 main:574] : INFO : Epoch 1986 | loss: 0.0311723 | val_loss: 0.0311804 | Time: 6600.67 ms [2022-03-13 14:47:19 main:574] : INFO : Epoch 1987 | loss: 0.0311736 | val_loss: 0.0311804 | Time: 6618.06 ms [2022-03-13 14:47:26 main:574] : INFO : Epoch 1988 | loss: 0.0311714 | val_loss: 0.0311802 | Time: 7044.52 ms [2022-03-13 14:47:33 main:574] : INFO : Epoch 1989 | loss: 0.0311719 | val_loss: 0.03118 | Time: 6587.36 ms [2022-03-13 14:47:40 main:574] : INFO : Epoch 1990 | loss: 0.0311723 | val_loss: 0.0311799 | Time: 6844.39 ms [2022-03-13 14:47:46 main:574] : INFO : Epoch 1991 | loss: 0.0311722 | val_loss: 0.0311799 | Time: 6610.18 ms [2022-03-13 14:47:53 main:574] : INFO : Epoch 1992 | loss: 0.0311716 | val_loss: 0.0311796 | Time: 6666.77 ms [2022-03-13 14:48:00 main:574] : INFO : Epoch 1993 | loss: 0.0311717 | val_loss: 0.0311807 | Time: 7143.58 ms [2022-03-13 14:48:07 main:574] : INFO : Epoch 1994 | loss: 0.0311731 | val_loss: 0.0311798 | Time: 6926.31 ms [2022-03-13 14:48:14 main:574] : INFO : Epoch 1995 | loss: 0.0311732 | val_loss: 0.0311793 | Time: 6468.46 ms [2022-03-13 14:48:21 main:574] : INFO : Epoch 1996 | loss: 0.0311728 | val_loss: 0.0311799 | Time: 6972.2 ms [2022-03-13 14:48:27 main:574] : INFO : Epoch 1997 | loss: 0.0311745 | val_loss: 0.0311818 | Time: 6679.77 ms [2022-03-13 14:48:34 main:574] : INFO : Epoch 1998 | loss: 0.0311745 | val_loss: 0.0311808 | Time: 7077.53 ms [2022-03-13 14:48:41 main:574] : INFO : Epoch 1999 | loss: 0.0311743 | val_loss: 0.0311775 | Time: 7018.39 ms [2022-03-13 14:48:48 main:574] : INFO : Epoch 2000 | loss: 0.0311737 | val_loss: 0.0311789 | Time: 6759.6 ms [2022-03-13 14:48:55 main:574] : INFO : Epoch 2001 | loss: 0.031175 | val_loss: 0.0311779 | Time: 6564.15 ms [2022-03-13 14:49:02 main:574] : INFO : Epoch 2002 | loss: 0.0311729 | val_loss: 0.0311765 | Time: 7135.01 ms [2022-03-13 14:49:09 main:574] : INFO : Epoch 2003 | loss: 0.0311723 | val_loss: 0.0311789 | Time: 6892.45 ms [2022-03-13 14:49:16 main:574] : INFO : Epoch 2004 | loss: 0.0311721 | val_loss: 0.0311765 | Time: 6868.92 ms [2022-03-13 14:49:22 main:574] : INFO : Epoch 2005 | loss: 0.031171 | val_loss: 0.0311764 | Time: 6666.73 ms [2022-03-13 14:49:30 main:574] : INFO : Epoch 2006 | loss: 0.0311717 | val_loss: 0.0311804 | Time: 7291.09 ms [2022-03-13 14:49:37 main:574] : INFO : Epoch 2007 | loss: 0.0311717 | val_loss: 0.0311774 | Time: 7409.89 ms [2022-03-13 14:49:44 main:574] : INFO : Epoch 2008 | loss: 0.0311706 | val_loss: 0.0311766 | Time: 6605.67 ms [2022-03-13 14:49:50 main:574] : INFO : Epoch 2009 | loss: 0.0311713 | val_loss: 0.031178 | Time: 6685.71 ms [2022-03-13 14:49:58 main:574] : INFO : Epoch 2010 | loss: 0.0311728 | val_loss: 0.0311801 | Time: 7394.81 ms [2022-03-13 14:50:05 main:574] : INFO : Epoch 2011 | loss: 0.0311724 | val_loss: 0.0311804 | Time: 7650.59 ms [2022-03-13 14:50:13 main:574] : INFO : Epoch 2012 | loss: 0.0311727 | val_loss: 0.0311784 | Time: 7488.01 ms [2022-03-13 14:50:20 main:574] : INFO : Epoch 2013 | loss: 0.0311723 | val_loss: 0.0311777 | Time: 6956.86 ms [2022-03-13 14:50:27 main:574] : INFO : Epoch 2014 | loss: 0.0311723 | val_loss: 0.0311787 | Time: 6723.88 ms [2022-03-13 14:50:33 main:574] : INFO : Epoch 2015 | loss: 0.0311726 | val_loss: 0.0311772 | Time: 6802.38 ms [2022-03-13 14:50:41 main:574] : INFO : Epoch 2016 | loss: 0.0311703 | val_loss: 0.0311779 | Time: 7459.43 ms [2022-03-13 14:50:48 main:574] : INFO : Epoch 2017 | loss: 0.0311697 | val_loss: 0.0311801 | Time: 7038.35 ms [2022-03-13 14:50:54 main:574] : INFO : Epoch 2018 | loss: 0.0311705 | val_loss: 0.0311802 | Time: 6667.2 ms [2022-03-13 14:51:01 main:574] : INFO : Epoch 2019 | loss: 0.0311709 | val_loss: 0.031178 | Time: 6935.8 ms [2022-03-13 14:51:08 main:574] : INFO : Epoch 2020 | loss: 0.03117 | val_loss: 0.0311778 | Time: 6548.54 ms [2022-03-13 14:51:15 main:574] : INFO : Epoch 2021 | loss: 0.0311707 | val_loss: 0.0311756 | Time: 6724.88 ms [2022-03-13 14:51:21 main:574] : INFO : Epoch 2022 | loss: 0.0311695 | val_loss: 0.0311763 | Time: 6660.85 ms [2022-03-13 14:51:28 main:574] : INFO : Epoch 2023 | loss: 0.0311707 | val_loss: 0.0311796 | Time: 6701.81 ms [2022-03-13 14:51:35 main:574] : INFO : Epoch 2024 | loss: 0.0311783 | val_loss: 0.0311849 | Time: 6681.51 ms [2022-03-13 14:51:41 main:574] : INFO : Epoch 2025 | loss: 0.0311775 | val_loss: 0.0311771 | Time: 6343.03 ms [2022-03-13 14:51:48 main:574] : INFO : Epoch 2026 | loss: 0.0311744 | val_loss: 0.0311756 | Time: 6636.92 ms [2022-03-13 14:51:54 main:574] : INFO : Epoch 2027 | loss: 0.0311721 | val_loss: 0.0311814 | Time: 6288.4 ms [2022-03-13 14:52:01 main:574] : INFO : Epoch 2028 | loss: 0.0311737 | val_loss: 0.0311766 | Time: 6719.49 ms [2022-03-13 14:52:08 main:574] : INFO : Epoch 2029 | loss: 0.0311726 | val_loss: 0.0311771 | Time: 7162.63 ms [2022-03-13 14:52:14 main:574] : INFO : Epoch 2030 | loss: 0.0311715 | val_loss: 0.0311841 | Time: 6339.7 ms [2022-03-13 14:52:21 main:574] : INFO : Epoch 2031 | loss: 0.0311918 | val_loss: 0.0311971 | Time: 6302.69 ms [2022-03-13 14:52:27 main:574] : INFO : Epoch 2032 | loss: 0.0311957 | val_loss: 0.0311993 | Time: 6346.06 ms [2022-03-13 14:52:34 main:574] : INFO : Epoch 2033 | loss: 0.0311965 | val_loss: 0.0311978 | Time: 6707.9 ms [2022-03-13 14:52:40 main:574] : INFO : Epoch 2034 | loss: 0.0311952 | val_loss: 0.0311954 | Time: 6490.67 ms [2022-03-13 14:52:47 main:574] : INFO : Epoch 2035 | loss: 0.0311929 | val_loss: 0.0311964 | Time: 6509.75 ms [2022-03-13 14:52:53 main:574] : INFO : Epoch 2036 | loss: 0.031195 | val_loss: 0.0311944 | Time: 6312.81 ms [2022-03-13 14:53:00 main:574] : INFO : Epoch 2037 | loss: 0.0311926 | val_loss: 0.0311934 | Time: 6696.91 ms [2022-03-13 14:53:06 main:574] : INFO : Epoch 2038 | loss: 0.0311909 | val_loss: 0.0311919 | Time: 6410.71 ms [2022-03-13 14:53:13 main:574] : INFO : Epoch 2039 | loss: 0.0311913 | val_loss: 0.0311936 | Time: 6592.92 ms [2022-03-13 14:53:19 main:574] : INFO : Epoch 2040 | loss: 0.03119 | val_loss: 0.0311919 | Time: 6502.33 ms [2022-03-13 14:53:26 main:574] : INFO : Epoch 2041 | loss: 0.0311897 | val_loss: 0.0311921 | Time: 6736.49 ms [2022-03-13 14:53:33 main:574] : INFO : Epoch 2042 | loss: 0.0311908 | val_loss: 0.031194 | Time: 7382.67 ms [2022-03-13 14:53:41 main:574] : INFO : Epoch 2043 | loss: 0.0311898 | val_loss: 0.0311978 | Time: 7144.68 ms [2022-03-13 14:53:47 main:574] : INFO : Epoch 2044 | loss: 0.0311885 | val_loss: 0.0311924 | Time: 6620.08 ms [2022-03-13 14:53:54 main:574] : INFO : Epoch 2045 | loss: 0.0311886 | val_loss: 0.0311915 | Time: 6648.01 ms [2022-03-13 14:54:00 main:574] : INFO : Epoch 2046 | loss: 0.0311877 | val_loss: 0.031191 | Time: 6397.34 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX350) [2022-03-13 16:08:13 main:435] : INFO : Set logging level to 1 [2022-03-13 16:08:13 main:441] : INFO : Running in BOINC Client mode [2022-03-13 16:08:13 main:444] : INFO : Resolving all filenames [2022-03-13 16:08:13 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 16:08:13 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 16:08:13 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 16:08:13 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-13 16:08:13 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 16:08:13 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 16:08:13 main:474] : INFO : Configuration: [2022-03-13 16:08:13 main:475] : INFO : Model type: GRU [2022-03-13 16:08:13 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 16:08:13 main:477] : INFO : Max Epochs: 2048 [2022-03-13 16:08:13 main:478] : INFO : Batch Size: 128 [2022-03-13 16:08:13 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 16:08:13 main:480] : INFO : Patience: 10 [2022-03-13 16:08:13 main:481] : INFO : Hidden Width: 12 [2022-03-13 16:08:13 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 16:08:13 main:483] : INFO : # Backend Layers: 4 [2022-03-13 16:08:13 main:484] : INFO : # Threads: 1 [2022-03-13 16:08:13 main:486] : INFO : Preparing Dataset [2022-03-13 16:08:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 16:08:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 16:08:17 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 16:08:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 16:08:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 16:08:17 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 16:08:17 main:494] : INFO : Creating Model [2022-03-13 16:08:17 main:507] : INFO : Preparing config file [2022-03-13 16:08:17 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 16:08:17 main:512] : INFO : Loading config [2022-03-13 16:08:17 main:514] : INFO : Loading state [2022-03-13 16:08:19 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 16:08:19 main:562] : INFO : Starting Training [2022-03-13 16:08:25 main:574] : INFO : Epoch 2034 | loss: 0.031221 | val_loss: 0.0312039 | Time: 6172.22 ms [2022-03-13 16:08:31 main:574] : INFO : Epoch 2035 | loss: 0.0312011 | val_loss: 0.0311987 | Time: 5672.09 ms [2022-03-13 16:08:36 main:574] : INFO : Epoch 2036 | loss: 0.0311966 | val_loss: 0.0311955 | Time: 5645.54 ms [2022-03-13 16:08:42 main:574] : INFO : Epoch 2037 | loss: 0.0311978 | val_loss: 0.0311989 | Time: 5544.66 ms [2022-03-13 16:08:47 main:574] : INFO : Epoch 2038 | loss: 0.0311979 | val_loss: 0.0312022 | Time: 5462.39 ms [2022-03-13 16:08:52 main:574] : INFO : Epoch 2039 | loss: 0.0311983 | val_loss: 0.0311966 | Time: 5171.05 ms [2022-03-13 16:08:58 main:574] : INFO : Epoch 2040 | loss: 0.0311945 | val_loss: 0.0311954 | Time: 5259.61 ms [2022-03-13 16:09:03 main:574] : INFO : Epoch 2041 | loss: 0.0311928 | val_loss: 0.0311959 | Time: 5382.59 ms [2022-03-13 16:09:08 main:574] : INFO : Epoch 2042 | loss: 0.0311931 | val_loss: 0.0311941 | Time: 5302.62 ms [2022-03-13 16:09:15 main:574] : INFO : Epoch 2043 | loss: 0.031192 | val_loss: 0.0311951 | Time: 6277.22 ms [2022-03-13 16:09:21 main:574] : INFO : Epoch 2044 | loss: 0.0311923 | val_loss: 0.0311962 | Time: 6611.21 ms [2022-03-13 16:09:27 main:574] : INFO : Epoch 2045 | loss: 0.031192 | val_loss: 0.0311959 | Time: 6137.8 ms [2022-03-13 16:09:33 main:574] : INFO : Epoch 2046 | loss: 0.0311901 | val_loss: 0.0311959 | Time: 5828.27 ms [2022-03-13 16:09:39 main:574] : INFO : Epoch 2047 | loss: 0.0311898 | val_loss: 0.0311967 | Time: 5830.71 ms [2022-03-13 16:09:45 main:574] : INFO : Epoch 2048 | loss: 0.0311911 | val_loss: 0.0311941 | Time: 5762.32 ms [2022-03-13 16:09:45 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311941 [2022-03-13 16:09:45 main:603] : INFO : Saving end state to config to file [2022-03-13 16:09:45 main:608] : INFO : Success, exiting.. 16:09:45 (10384): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)