Task 12953408
| Name | ParityModified-1647040754-31571-0_0 |
| Workunit | 10085740 |
| Created | 11 Mar 2022, 23:19:18 UTC |
| Sent | 13 Mar 2022, 9:45:35 UTC |
| Report deadline | 21 Mar 2022, 9:45:35 UTC |
| Received | 12 Apr 2022, 19:10:07 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 57 min 12 sec |
| CPU time | 55 min 31 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 4,174.91 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0 main:574] : INFO : Epoch 1634 | loss: 0.0311942 | val_loss: 0.031197 | Time: 1646.6 ms [2022-04-12 13:46:21 main:574] : INFO : Epoch 1635 | loss: 0.0311926 | val_loss: 0.0312003 | Time: 1652.05 ms [2022-04-12 13:46:23 main:574] : INFO : Epoch 1636 | loss: 0.0311935 | val_loss: 0.0311979 | Time: 1650.97 ms [2022-04-12 13:46:25 main:574] : INFO : Epoch 1637 | loss: 0.0311925 | val_loss: 0.0312003 | Time: 1650.1 ms [2022-04-12 13:46:26 main:574] : INFO : Epoch 1638 | loss: 0.0311925 | val_loss: 0.0311993 | Time: 1649.65 ms [2022-04-12 13:46:28 main:574] : INFO : Epoch 1639 | loss: 0.0311938 | val_loss: 0.0311962 | Time: 1650.87 ms [2022-04-12 13:46:30 main:574] : INFO : Epoch 1640 | loss: 0.0311938 | val_loss: 0.0311969 | Time: 1647.69 ms [2022-04-12 13:46:31 main:574] : INFO : Epoch 1641 | loss: 0.031192 | val_loss: 0.0311971 | Time: 1647.88 ms [2022-04-12 13:46:33 main:574] : INFO : Epoch 1642 | loss: 0.0311912 | val_loss: 0.0311962 | Time: 1640.63 ms [2022-04-12 13:46:35 main:574] : INFO : Epoch 1643 | loss: 0.031192 | val_loss: 0.0311986 | Time: 1647.85 ms [2022-04-12 13:46:36 main:574] : INFO : Epoch 1644 | loss: 0.0311912 | val_loss: 0.0311967 | Time: 1650.89 ms [2022-04-12 13:46:38 main:574] : INFO : Epoch 1645 | loss: 0.0311922 | val_loss: 0.0311997 | Time: 1645.78 ms [2022-04-12 13:46:39 main:574] : INFO : Epoch 1646 | loss: 0.0311914 | val_loss: 0.0311982 | Time: 1648.7 ms [2022-04-12 13:46:41 main:574] : INFO : Epoch 1647 | loss: 0.0311925 | val_loss: 0.0312027 | Time: 1653 ms [2022-04-12 13:46:43 main:574] : INFO : Epoch 1648 | loss: 0.0311978 | val_loss: 0.0311992 | Time: 1639.06 ms [2022-04-12 13:46:44 main:574] : INFO : Epoch 1649 | loss: 0.0311915 | val_loss: 0.0311963 | Time: 1642.57 ms [2022-04-12 13:46:46 main:574] : INFO : Epoch 1650 | loss: 0.0311923 | val_loss: 0.0311983 | Time: 1654.32 ms [2022-04-12 13:46:48 main:574] : INFO : Epoch 1651 | loss: 0.0311924 | val_loss: 0.0311993 | Time: 1650.53 ms [2022-04-12 13:46:49 main:574] : INFO : Epoch 1652 | loss: 0.0311924 | val_loss: 0.0312027 | Time: 1640.39 ms [2022-04-12 13:46:51 main:574] : INFO : Epoch 1653 | loss: 0.031195 | val_loss: 0.0311977 | Time: 1648.95 ms [2022-04-12 13:46:53 main:574] : INFO : Epoch 1654 | loss: 0.0311934 | val_loss: 0.0311982 | Time: 1645.39 ms [2022-04-12 13:46:54 main:574] : INFO : Epoch 1655 | loss: 0.0311934 | val_loss: 0.0311972 | Time: 1645.83 ms [2022-04-12 13:46:56 main:574] : INFO : Epoch 1656 | loss: 0.0311934 | val_loss: 0.0311975 | Time: 1657.67 ms [2022-04-12 13:46:58 main:574] : INFO : Epoch 1657 | loss: 0.0311919 | val_loss: 0.0311961 | Time: 1645.37 ms [2022-04-12 13:46:59 main:574] : INFO : Epoch 1658 | loss: 0.031192 | val_loss: 0.0311975 | Time: 1640.81 ms [2022-04-12 13:47:01 main:574] : INFO : Epoch 1659 | loss: 0.0311897 | val_loss: 0.0311959 | Time: 1646.25 ms [2022-04-12 13:47:03 main:574] : INFO : Epoch 1660 | loss: 0.0311895 | val_loss: 0.0311975 | Time: 1642.02 ms [2022-04-12 13:47:04 main:574] : INFO : Epoch 1661 | loss: 0.0311923 | val_loss: 0.0312001 | Time: 1638.6 ms [2022-04-12 13:47:06 main:574] : INFO : Epoch 1662 | loss: 0.0311947 | val_loss: 0.0312163 | Time: 1655.5 ms [2022-04-12 13:47:08 main:574] : INFO : Epoch 1663 | loss: 0.0311968 | val_loss: 0.0311968 | Time: 1642.62 ms [2022-04-12 13:47:09 main:574] : INFO : Epoch 1664 | loss: 0.0311934 | val_loss: 0.0311985 | Time: 1652.76 ms [2022-04-12 13:47:11 main:574] : INFO : Epoch 1665 | loss: 0.0311962 | val_loss: 0.0311988 | Time: 1660.91 ms [2022-04-12 13:47:13 main:574] : INFO : Epoch 1666 | loss: 0.0311935 | val_loss: 0.0312002 | Time: 1670.13 ms [2022-04-12 13:47:14 main:574] : INFO : Epoch 1667 | loss: 0.0311953 | val_loss: 0.0311998 | Time: 1642.8 ms [2022-04-12 13:47:16 main:574] : INFO : Epoch 1668 | loss: 0.031193 | val_loss: 0.0311986 | Time: 1646.08 ms [2022-04-12 13:47:18 main:574] : INFO : Epoch 1669 | loss: 0.0311915 | val_loss: 0.0311988 | Time: 1645.69 ms [2022-04-12 13:47:19 main:574] : INFO : Epoch 1670 | loss: 0.0311926 | val_loss: 0.0311957 | Time: 1642.86 ms [2022-04-12 13:47:21 main:574] : INFO : Epoch 1671 | loss: 0.0311926 | val_loss: 0.0311947 | Time: 1649.98 ms [2022-04-12 13:47:22 main:574] : INFO : Epoch 1672 | loss: 0.0311922 | val_loss: 0.0312053 | Time: 1643.19 ms [2022-04-12 13:47:24 main:574] : INFO : Epoch 1673 | loss: 0.0311955 | val_loss: 0.031199 | Time: 1642.05 ms [2022-04-12 13:47:26 main:574] : INFO : Epoch 1674 | loss: 0.0311954 | val_loss: 0.0312007 | Time: 1649.41 ms [2022-04-12 13:47:27 main:574] : INFO : Epoch 1675 | loss: 0.0311939 | val_loss: 0.0312036 | Time: 1652.38 ms [2022-04-12 13:47:29 main:574] : INFO : Epoch 1676 | loss: 0.0311915 | val_loss: 0.0311968 | Time: 1639.24 ms [2022-04-12 13:47:31 main:574] : INFO : Epoch 1677 | loss: 0.0311903 | val_loss: 0.0311973 | Time: 1645.47 ms [2022-04-12 13:47:32 main:574] : INFO : Epoch 1678 | loss: 0.0311891 | val_loss: 0.0312014 | Time: 1644.08 ms [2022-04-12 13:47:34 main:574] : INFO : Epoch 1679 | loss: 0.0311921 | val_loss: 0.0312001 | Time: 1653.46 ms [2022-04-12 13:47:36 main:574] : INFO : Epoch 1680 | loss: 0.0311897 | val_loss: 0.0311963 | Time: 1643.94 ms [2022-04-12 13:47:37 main:574] : INFO : Epoch 1681 | loss: 0.0311893 | val_loss: 0.0311973 | Time: 1647.04 ms [2022-04-12 13:47:39 main:574] : INFO : Epoch 1682 | loss: 0.0311881 | val_loss: 0.0312008 | Time: 1646.52 ms [2022-04-12 13:47:41 main:574] : INFO : Epoch 1683 | loss: 0.0311888 | val_loss: 0.0311962 | Time: 1653.63 ms [2022-04-12 13:47:42 main:574] : INFO : Epoch 1684 | loss: 0.031189 | val_loss: 0.0311959 | Time: 1637.52 ms [2022-04-12 13:47:44 main:574] : INFO : Epoch 1685 | loss: 0.0311924 | val_loss: 0.0311997 | Time: 1646.16 ms [2022-04-12 13:47:46 main:574] : INFO : Epoch 1686 | loss: 0.0311886 | val_loss: 0.0312037 | Time: 1661.07 ms [2022-04-12 13:47:47 main:574] : INFO : Epoch 1687 | loss: 0.0311927 | val_loss: 0.031211 | Time: 1650.41 ms [2022-04-12 13:47:49 main:574] : INFO : Epoch 1688 | loss: 0.0311964 | val_loss: 0.0312061 | Time: 1636.83 ms [2022-04-12 13:47:51 main:574] : INFO : Epoch 1689 | loss: 0.0311943 | val_loss: 0.0312031 | Time: 1644.78 ms [2022-04-12 13:47:52 main:574] : INFO : Epoch 1690 | loss: 0.0311923 | val_loss: 0.0311988 | Time: 1641.18 ms [2022-04-12 13:47:54 main:574] : INFO : Epoch 1691 | loss: 0.0311883 | val_loss: 0.0311977 | Time: 1650.8 ms [2022-04-12 13:47:56 main:574] : INFO : Epoch 1692 | loss: 0.0311879 | val_loss: 0.0312002 | Time: 1651.47 ms [2022-04-12 13:47:57 main:574] : INFO : Epoch 1693 | loss: 0.0311889 | val_loss: 0.0312044 | Time: 1650.6 ms [2022-04-12 13:47:59 main:574] : INFO : Epoch 1694 | loss: 0.0311913 | val_loss: 0.0311977 | Time: 1640.39 ms [2022-04-12 13:48:01 main:574] : INFO : Epoch 1695 | loss: 0.0311932 | val_loss: 0.0312081 | Time: 1647.5 ms [2022-04-12 13:48:02 main:574] : INFO : Epoch 1696 | loss: 0.0311958 | val_loss: 0.0312111 | Time: 1635.62 ms [2022-04-12 13:48:04 main:574] : INFO : Epoch 1697 | loss: 0.0311965 | val_loss: 0.0312029 | Time: 1642.68 ms [2022-04-12 13:48:05 main:574] : INFO : Epoch 1698 | loss: 0.0311915 | val_loss: 0.0312147 | Time: 1655.89 ms [2022-04-12 13:48:07 main:574] : INFO : Epoch 1699 | loss: 0.0311931 | val_loss: 0.0311982 | Time: 1668.11 ms [2022-04-12 13:48:09 main:574] : INFO : Epoch 1700 | loss: 0.0311884 | val_loss: 0.0312054 | Time: 1640.61 ms [2022-04-12 13:48:10 main:574] : INFO : Epoch 1701 | loss: 0.0311891 | val_loss: 0.0311988 | Time: 1652.5 ms [2022-04-12 13:48:12 main:574] : INFO : Epoch 1702 | loss: 0.0311885 | val_loss: 0.0311966 | Time: 1639.06 ms [2022-04-12 13:48:14 main:574] : INFO : Epoch 1703 | loss: 0.0311899 | val_loss: 0.031197 | Time: 1644.33 ms [2022-04-12 13:48:15 main:574] : INFO : Epoch 1704 | loss: 0.0311876 | val_loss: 0.0311972 | Time: 1644.32 ms [2022-04-12 13:48:17 main:574] : INFO : Epoch 1705 | loss: 0.0311931 | val_loss: 0.0312037 | Time: 1649.81 ms [2022-04-12 13:48:19 main:574] : INFO : Epoch 1706 | loss: 0.0311951 | val_loss: 0.0311999 | Time: 1643.91 ms [2022-04-12 13:48:20 main:574] : INFO : Epoch 1707 | loss: 0.0311912 | val_loss: 0.0311971 | Time: 1642.3 ms [2022-04-12 13:48:22 main:574] : INFO : Epoch 1708 | loss: 0.0311897 | val_loss: 0.0311967 | Time: 1643.85 ms [2022-04-12 13:48:24 main:574] : INFO : Epoch 1709 | loss: 0.0311897 | val_loss: 0.0312009 | Time: 1651.14 ms [2022-04-12 13:48:25 main:574] : INFO : Epoch 1710 | loss: 0.0311881 | val_loss: 0.0311984 | Time: 1653.91 ms [2022-04-12 13:48:27 main:574] : INFO : Epoch 1711 | loss: 0.0311867 | val_loss: 0.0311981 | Time: 1647.04 ms [2022-04-12 13:48:29 main:574] : INFO : Epoch 1712 | loss: 0.0311883 | val_loss: 0.0311959 | Time: 1647.67 ms [2022-04-12 13:48:30 main:574] : INFO : Epoch 1713 | loss: 0.0311877 | val_loss: 0.0311981 | Time: 1643.55 ms [2022-04-12 13:48:32 main:574] : INFO : Epoch 1714 | loss: 0.0311876 | val_loss: 0.0311961 | Time: 1638.22 ms [2022-04-12 13:48:34 main:574] : INFO : Epoch 1715 | loss: 0.0311862 | val_loss: 0.0312012 | Time: 1643.08 ms [2022-04-12 13:48:35 main:574] : INFO : Epoch 1716 | loss: 0.0311871 | val_loss: 0.0311974 | Time: 1653.57 ms [2022-04-12 13:48:37 main:574] : INFO : Epoch 1717 | loss: 0.0311874 | val_loss: 0.0311969 | Time: 1645.28 ms [2022-04-12 13:48:39 main:574] : INFO : Epoch 1718 | loss: 0.0311909 | val_loss: 0.0312089 | Time: 1642.62 ms [2022-04-12 13:48:40 main:574] : INFO : Epoch 1719 | loss: 0.0311873 | val_loss: 0.0311983 | Time: 1648.46 ms [2022-04-12 13:48:42 main:574] : INFO : Epoch 1720 | loss: 0.0311847 | val_loss: 0.0311997 | Time: 1653.84 ms [2022-04-12 13:48:43 main:574] : INFO : Epoch 1721 | loss: 0.0311862 | val_loss: 0.0311988 | Time: 1643.57 ms [2022-04-12 13:48:45 main:574] : INFO : Epoch 1722 | loss: 0.031186 | val_loss: 0.0311978 | Time: 1651.41 ms [2022-04-12 13:48:47 main:574] : INFO : Epoch 1723 | loss: 0.0311858 | val_loss: 0.0311966 | Time: 1641.1 ms [2022-04-12 13:48:48 main:574] : INFO : Epoch 1724 | loss: 0.0311856 | val_loss: 0.0312005 | Time: 1642.17 ms [2022-04-12 13:48:50 main:574] : INFO : Epoch 1725 | loss: 0.0311869 | val_loss: 0.0311992 | Time: 1643.85 ms [2022-04-12 13:48:52 main:574] : INFO : Epoch 1726 | loss: 0.0311888 | val_loss: 0.0311991 | Time: 1647.89 ms [2022-04-12 13:48:53 main:574] : INFO : Epoch 1727 | loss: 0.03119 | val_loss: 0.0311989 | Time: 1645.27 ms [2022-04-12 13:48:55 main:574] : INFO : Epoch 1728 | loss: 0.0311887 | val_loss: 0.0311999 | Time: 1661.87 ms [2022-04-12 13:48:57 main:574] : INFO : Epoch 1729 | loss: 0.0311868 | val_loss: 0.0311957 | Time: 1647.59 ms [2022-04-12 13:48:58 main:574] : INFO : Epoch 1730 | loss: 0.0311875 | val_loss: 0.0311981 | Time: 1646.19 ms [2022-04-12 13:49:00 main:574] : INFO : Epoch 1731 | loss: 0.031185 | val_loss: 0.0311995 | Time: 1642.66 ms [2022-04-12 13:49:02 main:574] : INFO : Epoch 1732 | loss: 0.0311857 | val_loss: 0.0311964 | Time: 1648.49 ms [2022-04-12 13:49:03 main:574] : INFO : Epoch 1733 | loss: 0.0311894 | val_loss: 0.0311978 | Time: 1640.65 ms [2022-04-12 13:49:05 main:574] : INFO : Epoch 1734 | loss: 0.0311922 | val_loss: 0.0312006 | Time: 1645.12 ms [2022-04-12 13:49:07 main:574] : INFO : Epoch 1735 | loss: 0.0311905 | val_loss: 0.0312021 | Time: 1645.44 ms [2022-04-12 13:49:08 main:574] : INFO : Epoch 1736 | loss: 0.0311871 | val_loss: 0.0311998 | Time: 1647.67 ms [2022-04-12 13:49:10 main:574] : INFO : Epoch 1737 | loss: 0.0311882 | val_loss: 0.0312008 | Time: 1641.51 ms [2022-04-12 13:49:12 main:574] : INFO : Epoch 1738 | loss: 0.0311855 | val_loss: 0.0311965 | Time: 1657.8 ms [2022-04-12 13:49:13 main:574] : INFO : Epoch 1739 | loss: 0.0311845 | val_loss: 0.0311965 | Time: 1639.11 ms [2022-04-12 13:49:15 main:574] : INFO : Epoch 1740 | loss: 0.0311834 | val_loss: 0.0312016 | Time: 1655.19 ms [2022-04-12 13:49:17 main:574] : INFO : Epoch 1741 | loss: 0.0311841 | val_loss: 0.0312012 | Time: 1646.93 ms [2022-04-12 13:49:18 main:574] : INFO : Epoch 1742 | loss: 0.0311847 | val_loss: 0.0311948 | Time: 1645.73 ms [2022-04-12 13:49:20 main:574] : INFO : Epoch 1743 | loss: 0.0311958 | val_loss: 0.0311952 | Time: 1633.99 ms [2022-04-12 13:49:21 main:574] : INFO : Epoch 1744 | loss: 0.031194 | val_loss: 0.0311947 | Time: 1649.09 ms [2022-04-12 13:49:23 main:574] : INFO : Epoch 1745 | loss: 0.0311956 | val_loss: 0.0311972 | Time: 1643.44 ms [2022-04-12 13:49:25 main:574] : INFO : Epoch 1746 | loss: 0.0311946 | val_loss: 0.031195 | Time: 1649.38 ms [2022-04-12 13:49:26 main:574] : INFO : Epoch 1747 | loss: 0.0311936 | val_loss: 0.0312037 | Time: 1648.62 ms [2022-04-12 13:49:28 main:574] : INFO : Epoch 1748 | loss: 0.0312023 | val_loss: 0.031196 | Time: 1648.36 ms [2022-04-12 13:49:30 main:574] : INFO : Epoch 1749 | loss: 0.0311978 | val_loss: 0.0311957 | Time: 1638.4 ms [2022-04-12 13:49:31 main:574] : INFO : Epoch 1750 | loss: 0.0311983 | val_loss: 0.0311982 | Time: 1638.79 ms [2022-04-12 13:49:33 main:574] : INFO : Epoch 1751 | loss: 0.0311978 | val_loss: 0.0311952 | Time: 1634.51 ms [2022-04-12 13:49:35 main:574] : INFO : Epoch 1752 | loss: 0.031197 | val_loss: 0.0311945 | Time: 1658.12 ms [2022-04-12 13:49:36 main:574] : INFO : Epoch 1753 | loss: 0.0311948 | val_loss: 0.0311962 | Time: 1649.48 ms [2022-04-12 13:49:38 main:574] : INFO : Epoch 1754 | loss: 0.0311953 | val_loss: 0.0311954 | Time: 1646.45 ms [2022-04-12 13:49:40 main:574] : INFO : Epoch 1755 | loss: 0.0311936 | val_loss: 0.0311938 | Time: 1643.54 ms [2022-04-12 13:49:41 main:574] : INFO : Epoch 1756 | loss: 0.0311934 | val_loss: 0.0311979 | Time: 1657.79 ms [2022-04-12 13:49:43 main:574] : INFO : Epoch 1757 | loss: 0.0311958 | val_loss: 0.0311955 | Time: 1641.25 ms [2022-04-12 13:49:45 main:574] : INFO : Epoch 1758 | loss: 0.031194 | val_loss: 0.0311967 | Time: 1648.91 ms [2022-04-12 13:49:46 main:574] : INFO : Epoch 1759 | loss: 0.0311925 | val_loss: 0.0311946 | Time: 1646.38 ms [2022-04-12 13:49:48 main:574] : INFO : Epoch 1760 | loss: 0.0311919 | val_loss: 0.031197 | Time: 1653.49 ms [2022-04-12 13:49:50 main:574] : INFO : Epoch 1761 | loss: 0.0311921 | val_loss: 0.0311946 | Time: 1638.49 ms [2022-04-12 13:49:51 main:574] : INFO : Epoch 1762 | loss: 0.031192 | val_loss: 0.0311955 | Time: 1646.4 ms [2022-04-12 13:49:53 main:574] : INFO : Epoch 1763 | loss: 0.0311951 | val_loss: 0.031196 | Time: 1638.59 ms [2022-04-12 13:49:55 main:574] : INFO : Epoch 1764 | loss: 0.0311951 | val_loss: 0.0311965 | Time: 1653.82 ms [2022-04-12 13:49:56 main:574] : INFO : Epoch 1765 | loss: 0.0311953 | val_loss: 0.0311997 | Time: 1655.72 ms [2022-04-12 13:49:58 main:574] : INFO : Epoch 1766 | loss: 0.0311929 | val_loss: 0.0311933 | Time: 1643.55 ms [2022-04-12 13:49:59 main:574] : INFO : Epoch 1767 | loss: 0.0311917 | val_loss: 0.0311931 | Time: 1641.33 ms [2022-04-12 13:50:01 main:574] : INFO : Epoch 1768 | loss: 0.0311927 | val_loss: 0.0311935 | Time: 1659.95 ms [2022-04-12 13:50:03 main:574] : INFO : Epoch 1769 | loss: 0.0311968 | val_loss: 0.0311929 | Time: 1638.44 ms [2022-04-12 13:50:04 main:574] : INFO : Epoch 1770 | loss: 0.0311961 | val_loss: 0.0311997 | Time: 1645.19 ms [2022-04-12 13:50:06 main:574] : INFO : Epoch 1771 | loss: 0.031195 | val_loss: 0.0311953 | Time: 1652.11 ms [2022-04-12 13:50:08 main:574] : INFO : Epoch 1772 | loss: 0.0311927 | val_loss: 0.0311943 | Time: 1654.59 ms [2022-04-12 13:50:09 main:574] : INFO : Epoch 1773 | loss: 0.0311998 | val_loss: 0.0312006 | Time: 1648.34 ms [2022-04-12 13:50:11 main:574] : INFO : Epoch 1774 | loss: 0.0311947 | val_loss: 0.031191 | Time: 1654.07 ms [2022-04-12 13:50:13 main:574] : INFO : Epoch 1775 | loss: 0.0311967 | val_loss: 0.0312129 | Time: 1638.3 ms [2022-04-12 13:50:14 main:574] : INFO : Epoch 1776 | loss: 0.0311964 | val_loss: 0.0311961 | Time: 1651.53 ms [2022-04-12 13:50:16 main:574] : INFO : Epoch 1777 | loss: 0.0311942 | val_loss: 0.0311908 | Time: 1646.58 ms [2022-04-12 13:50:18 main:574] : INFO : Epoch 1778 | loss: 0.031192 | val_loss: 0.0311912 | Time: 1648.84 ms [2022-04-12 13:50:19 main:574] : INFO : Epoch 1779 | loss: 0.0311916 | val_loss: 0.031191 | Time: 1641.47 ms [2022-04-12 13:50:21 main:574] : INFO : Epoch 1780 | loss: 0.0311908 | val_loss: 0.0311913 | Time: 1647.02 ms [2022-04-12 13:50:23 main:574] : INFO : Epoch 1781 | loss: 0.0311917 | val_loss: 0.0311966 | Time: 1646.63 ms [2022-04-12 13:50:24 main:574] : INFO : Epoch 1782 | loss: 0.0311958 | val_loss: 0.031205 | Time: 1683.21 ms [2022-04-12 13:50:26 main:574] : INFO : Epoch 1783 | loss: 0.0311933 | val_loss: 0.0311968 | Time: 1648.72 ms [2022-04-12 13:50:28 main:574] : INFO : Epoch 1784 | loss: 0.0311917 | val_loss: 0.0312003 | Time: 1655.9 ms [2022-04-12 13:50:29 main:574] : INFO : Epoch 1785 | loss: 0.0311936 | val_loss: 0.0311898 | Time: 1639.12 ms [2022-04-12 13:50:31 main:574] : INFO : Epoch 1786 | loss: 0.0311899 | val_loss: 0.0311902 | Time: 1644.55 ms [2022-04-12 13:50:33 main:574] : INFO : Epoch 1787 | loss: 0.0311913 | val_loss: 0.0311907 | Time: 1640.36 ms [2022-04-12 13:50:34 main:574] : INFO : Epoch 1788 | loss: 0.0311946 | val_loss: 0.0311903 | Time: 1643.28 ms [2022-04-12 13:50:36 main:574] : INFO : Epoch 1789 | loss: 0.0311914 | val_loss: 0.0311906 | Time: 1649.46 ms [2022-04-12 13:50:38 main:574] : INFO : Epoch 1790 | loss: 0.0311915 | val_loss: 0.0311902 | Time: 1650.92 ms [2022-04-12 13:50:39 main:574] : INFO : Epoch 1791 | loss: 0.0311912 | val_loss: 0.0311907 | Time: 1645.25 ms [2022-04-12 13:50:41 main:574] : INFO : Epoch 1792 | loss: 0.0311897 | val_loss: 0.0311925 | Time: 1658.6 ms [2022-04-12 13:50:43 main:574] : INFO : Epoch 1793 | loss: 0.0311912 | val_loss: 0.031197 | Time: 1650.71 ms [2022-04-12 13:50:44 main:574] : INFO : Epoch 1794 | loss: 0.0311902 | val_loss: 0.0311926 | Time: 1649.06 ms [2022-04-12 13:50:46 main:574] : INFO : Epoch 1795 | loss: 0.0311916 | val_loss: 0.0311902 | Time: 1644.81 ms [2022-04-12 13:50:47 main:574] : INFO : Epoch 1796 | loss: 0.0311915 | val_loss: 0.0311913 | Time: 1649.67 ms [2022-04-12 13:50:49 main:574] : INFO : Epoch 1797 | loss: 0.031194 | val_loss: 0.0312009 | Time: 1653.59 ms [2022-04-12 13:50:51 main:574] : INFO : Epoch 1798 | loss: 0.0311962 | val_loss: 0.0311925 | Time: 1644.92 ms [2022-04-12 13:50:52 main:574] : INFO : Epoch 1799 | loss: 0.0311898 | val_loss: 0.0311917 | Time: 1639.11 ms [2022-04-12 13:50:54 main:574] : INFO : Epoch 1800 | loss: 0.0311891 | val_loss: 0.0311899 | Time: 1646.82 ms [2022-04-12 13:50:56 main:574] : INFO : Epoch 1801 | loss: 0.0311883 | val_loss: 0.0311971 | Time: 1653.49 ms [2022-04-12 13:50:57 main:574] : INFO : Epoch 1802 | loss: 0.0311889 | val_loss: 0.03119 | Time: 1654.03 ms [2022-04-12 13:50:59 main:574] : INFO : Epoch 1803 | loss: 0.0311878 | val_loss: 0.0311933 | Time: 1641.43 ms [2022-04-12 13:51:01 main:574] : INFO : Epoch 1804 | loss: 0.0311885 | val_loss: 0.0311922 | Time: 1648.24 ms [2022-04-12 13:51:02 main:574] : INFO : Epoch 1805 | loss: 0.0311879 | val_loss: 0.0311904 | Time: 1644.25 ms [2022-04-12 13:51:04 main:574] : INFO : Epoch 1806 | loss: 0.0311884 | val_loss: 0.0311914 | Time: 1635.14 ms [2022-04-12 13:51:06 main:574] : INFO : Epoch 1807 | loss: 0.0311874 | val_loss: 0.0311902 | Time: 1648.94 ms [2022-04-12 13:51:07 main:574] : INFO : Epoch 1808 | loss: 0.031187 | val_loss: 0.0311913 | Time: 1648.97 ms [2022-04-12 13:51:09 main:574] : INFO : Epoch 1809 | loss: 0.0311877 | val_loss: 0.0311948 | Time: 1645.55 ms [2022-04-12 13:51:11 main:574] : INFO : Epoch 1810 | loss: 0.0311899 | val_loss: 0.0311913 | Time: 1647.37 ms [2022-04-12 13:51:12 main:574] : INFO : Epoch 1811 | loss: 0.031187 | val_loss: 0.0311904 | Time: 1646.05 ms [2022-04-12 13:51:14 main:574] : INFO : Epoch 1812 | loss: 0.0311867 | val_loss: 0.0311908 | Time: 1640.97 ms [2022-04-12 13:51:16 main:574] : INFO : Epoch 1813 | loss: 0.0311874 | val_loss: 0.0311915 | Time: 1650.61 ms [2022-04-12 13:51:17 main:574] : INFO : Epoch 1814 | loss: 0.0311867 | val_loss: 0.0311918 | Time: 1637.23 ms [2022-04-12 13:51:19 main:574] : INFO : Epoch 1815 | loss: 0.0311911 | val_loss: 0.0311908 | Time: 1640.52 ms [2022-04-12 13:51:21 main:574] : INFO : Epoch 1816 | loss: 0.0311886 | val_loss: 0.0311956 | Time: 1642.07 ms [2022-04-12 13:51:22 main:574] : INFO : Epoch 1817 | loss: 0.0311866 | val_loss: 0.0311907 | Time: 1650.45 ms [2022-04-12 13:51:24 main:574] : INFO : Epoch 1818 | loss: 0.0311883 | val_loss: 0.0311952 | Time: 1641.59 ms [2022-04-12 13:51:25 main:574] : INFO : Epoch 1819 | loss: 0.0311872 | val_loss: 0.0311933 | Time: 1653.11 ms [2022-04-12 13:51:27 main:574] : INFO : Epoch 1820 | loss: 0.0311872 | val_loss: 0.0311907 | Time: 1645.1 ms [2022-04-12 13:51:29 main:574] : INFO : Epoch 1821 | loss: 0.0311875 | val_loss: 0.0311972 | Time: 1640.9 ms [2022-04-12 13:51:30 main:574] : INFO : Epoch 1822 | loss: 0.0311878 | val_loss: 0.0311926 | Time: 1641.79 ms [2022-04-12 13:51:32 main:574] : INFO : Epoch 1823 | loss: 0.0311862 | val_loss: 0.0311918 | Time: 1646.15 ms [2022-04-12 13:51:34 main:574] : INFO : Epoch 1824 | loss: 0.031185 | val_loss: 0.0311932 | Time: 1643.96 ms [2022-04-12 13:51:35 main:574] : INFO : Epoch 1825 | loss: 0.0311864 | val_loss: 0.0311908 | Time: 1649.04 ms [2022-04-12 13:51:37 main:574] : INFO : Epoch 1826 | loss: 0.0311882 | val_loss: 0.0311926 | Time: 1640.13 ms [2022-04-12 13:51:39 main:574] : INFO : Epoch 1827 | loss: 0.0311862 | val_loss: 0.031192 | Time: 1641.2 ms [2022-04-12 13:51:40 main:574] : INFO : Epoch 1828 | loss: 0.0311846 | val_loss: 0.0311966 | Time: 1650.81 ms [2022-04-12 13:51:42 main:574] : INFO : Epoch 1829 | loss: 0.0311886 | val_loss: 0.0311932 | Time: 1653.45 ms [2022-04-12 13:51:44 main:574] : INFO : Epoch 1830 | loss: 0.0311842 | val_loss: 0.0311911 | Time: 1644.07 ms [2022-04-12 13:51:45 main:574] : INFO : Epoch 1831 | loss: 0.0311849 | val_loss: 0.0311919 | Time: 1646.96 ms [2022-04-12 13:51:47 main:574] : INFO : Epoch 1832 | loss: 0.0311851 | val_loss: 0.0311904 | Time: 1648.91 ms [2022-04-12 13:51:49 main:574] : INFO : Epoch 1833 | loss: 0.0311874 | val_loss: 0.0311949 | Time: 1647.06 ms [2022-04-12 13:51:50 main:574] : INFO : Epoch 1834 | loss: 0.0311897 | val_loss: 0.0311998 | Time: 1640.22 ms [2022-04-12 13:51:52 main:574] : INFO : Epoch 1835 | loss: 0.0311907 | val_loss: 0.0312049 | Time: 1644.9 ms [2022-04-12 13:51:54 main:574] : INFO : Epoch 1836 | loss: 0.0311898 | val_loss: 0.0311917 | Time: 1641.45 ms [2022-04-12 13:51:55 main:574] : INFO : Epoch 1837 | loss: 0.0311935 | val_loss: 0.0311999 | Time: 1650.62 ms [2022-04-12 13:51:57 main:574] : INFO : Epoch 1838 | loss: 0.0311866 | val_loss: 0.0311956 | Time: 1647.5 ms [2022-04-12 13:51:59 main:574] : INFO : Epoch 1839 | loss: 0.0311857 | val_loss: 0.0311917 | Time: 1645.93 ms [2022-04-12 13:52:00 main:574] : INFO : Epoch 1840 | loss: 0.0311857 | val_loss: 0.0311934 | Time: 1645.75 ms [2022-04-12 13:52:02 main:574] : INFO : Epoch 1841 | loss: 0.0311862 | val_loss: 0.0311935 | Time: 1648.71 ms [2022-04-12 13:52:03 main:574] : INFO : Epoch 1842 | loss: 0.0311869 | val_loss: 0.0311923 | Time: 1641.97 ms [2022-04-12 13:52:05 main:574] : INFO : Epoch 1843 | loss: 0.0311862 | val_loss: 0.0311931 | Time: 1645.84 ms [2022-04-12 13:52:07 main:574] : INFO : Epoch 1844 | loss: 0.0311842 | val_loss: 0.031192 | Time: 1646.54 ms [2022-04-12 13:52:08 main:574] : INFO : Epoch 1845 | loss: 0.031184 | val_loss: 0.0311939 | Time: 1645.51 ms [2022-04-12 13:52:10 main:574] : INFO : Epoch 1846 | loss: 0.0311835 | val_loss: 0.0311926 | Time: 1641.33 ms [2022-04-12 13:52:12 main:574] : INFO : Epoch 1847 | loss: 0.0311842 | val_loss: 0.0311914 | Time: 1648.36 ms [2022-04-12 13:52:13 main:574] : INFO : Epoch 1848 | loss: 0.0311837 | val_loss: 0.0311909 | Time: 1644.94 ms [2022-04-12 13:52:15 main:574] : INFO : Epoch 1849 | loss: 0.031183 | val_loss: 0.031201 | Time: 1643.38 ms [2022-04-12 13:52:17 main:574] : INFO : Epoch 1850 | loss: 0.0311856 | val_loss: 0.0311956 | Time: 1644.44 ms [2022-04-12 13:52:18 main:574] : INFO : Epoch 1851 | loss: 0.0311833 | val_loss: 0.0311917 | Time: 1645.44 ms [2022-04-12 13:52:20 main:574] : INFO : Epoch 1852 | loss: 0.0311829 | val_loss: 0.0311938 | Time: 1639.54 ms [2022-04-12 13:52:22 main:574] : INFO : Epoch 1853 | loss: 0.0311835 | val_loss: 0.0311906 | Time: 1643.71 ms [2022-04-12 13:52:23 main:574] : INFO : Epoch 1854 | loss: 0.0311843 | val_loss: 0.0311915 | Time: 1640.39 ms [2022-04-12 13:52:25 main:574] : INFO : Epoch 1855 | loss: 0.0311824 | val_loss: 0.0311913 | Time: 1646.65 ms [2022-04-12 13:52:27 main:574] : INFO : Epoch 1856 | loss: 0.0311824 | val_loss: 0.0311962 | Time: 1657.05 ms [2022-04-12 13:52:28 main:574] : INFO : Epoch 1857 | loss: 0.0311825 | val_loss: 0.0311919 | Time: 1646.53 ms [2022-04-12 13:52:30 main:574] : INFO : Epoch 1858 | loss: 0.0311865 | val_loss: 0.0311932 | Time: 1637.76 ms [2022-04-12 13:52:32 main:574] : INFO : Epoch 1859 | loss: 0.0311833 | val_loss: 0.0311926 | Time: 1645.76 ms [2022-04-12 13:52:33 main:574] : INFO : Epoch 1860 | loss: 0.0311832 | val_loss: 0.0311928 | Time: 1643.04 ms [2022-04-12 13:52:35 main:574] : INFO : Epoch 1861 | loss: 0.0311833 | val_loss: 0.031191 | Time: 1645.35 ms [2022-04-12 13:52:36 main:574] : INFO : Epoch 1862 | loss: 0.0311824 | val_loss: 0.0311909 | Time: 1643.79 ms [2022-04-12 13:52:38 main:574] : INFO : Epoch 1863 | loss: 0.0311824 | val_loss: 0.0311919 | Time: 1649.82 ms [2022-04-12 13:52:40 main:574] : INFO : Epoch 1864 | loss: 0.0311822 | val_loss: 0.0311924 | Time: 1641.7 ms [2022-04-12 13:52:41 main:574] : INFO : Epoch 1865 | loss: 0.0311816 | val_loss: 0.0311916 | Time: 1647.81 ms [2022-04-12 13:52:43 main:574] : INFO : Epoch 1866 | loss: 0.0311822 | val_loss: 0.0311927 | Time: 1642.23 ms [2022-04-12 13:52:45 main:574] : INFO : Epoch 1867 | loss: 0.0311829 | val_loss: 0.0311931 | Time: 1645.58 ms [2022-04-12 13:52:46 main:574] : INFO : Epoch 1868 | loss: 0.0311811 | val_loss: 0.0311925 | Time: 1659.13 ms [2022-04-12 13:52:48 main:574] : INFO : Epoch 1869 | loss: 0.0311829 | val_loss: 0.031193 | Time: 1650.59 ms [2022-04-12 13:52:50 main:574] : INFO : Epoch 1870 | loss: 0.031182 | val_loss: 0.0311908 | Time: 1635.19 ms [2022-04-12 13:52:51 main:574] : INFO : Epoch 1871 | loss: 0.0311901 | val_loss: 0.0312143 | Time: 1639 ms [2022-04-12 13:52:53 main:574] : INFO : Epoch 1872 | loss: 0.0312199 | val_loss: 0.0312134 | Time: 1643.99 ms [2022-04-12 13:52:55 main:574] : INFO : Epoch 1873 | loss: 0.0312086 | val_loss: 0.031217 | Time: 1645.57 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-04-12 13:53:30 main:435] : INFO : Set logging level to 1 [2022-04-12 13:53:30 main:441] : INFO : Running in BOINC Client mode [2022-04-12 13:53:30 main:444] : INFO : Resolving all filenames [2022-04-12 13:53:30 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-12 13:53:30 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-12 13:53:30 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-12 13:53:30 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-04-12 13:53:30 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-12 13:53:30 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-12 13:53:30 main:474] : INFO : Configuration: [2022-04-12 13:53:30 main:475] : INFO : Model type: GRU [2022-04-12 13:53:30 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-12 13:53:30 main:477] : INFO : Max Epochs: 2048 [2022-04-12 13:53:30 main:478] : INFO : Batch Size: 128 [2022-04-12 13:53:30 main:479] : INFO : Learning Rate: 0.01 [2022-04-12 13:53:30 main:480] : INFO : Patience: 10 [2022-04-12 13:53:30 main:481] : INFO : Hidden Width: 12 [2022-04-12 13:53:30 main:482] : INFO : # Recurrent Layers: 4 [2022-04-12 13:53:30 main:483] : INFO : # Backend Layers: 4 [2022-04-12 13:53:30 main:484] : INFO : # Threads: 1 [2022-04-12 13:53:30 main:486] : INFO : Preparing Dataset [2022-04-12 13:53:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-12 13:53:31 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-12 13:53:32 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-12 13:53:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-12 13:53:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-12 13:53:32 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-12 13:53:32 main:494] : INFO : Creating Model [2022-04-12 13:53:32 main:507] : INFO : Preparing config file [2022-04-12 13:53:32 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-12 13:53:32 main:512] : INFO : Loading config [2022-04-12 13:53:32 main:514] : INFO : Loading state [2022-04-12 13:53:33 main:559] : INFO : Loading DataLoader into Memory [2022-04-12 13:53:33 main:562] : INFO : Starting Training [2022-04-12 13:53:34 main:574] : INFO : Epoch 1843 | loss: 0.0312915 | val_loss: 0.031221 | Time: 1833.54 ms [2022-04-12 13:53:36 main:574] : INFO : Epoch 1844 | loss: 0.0312125 | val_loss: 0.031195 | Time: 1634.46 ms [2022-04-12 13:53:38 main:574] : INFO : Epoch 1845 | loss: 0.0311967 | val_loss: 0.0311915 | Time: 1633.58 ms [2022-04-12 13:53:39 main:574] : INFO : Epoch 1846 | loss: 0.031193 | val_loss: 0.0311939 | Time: 1629.16 ms [2022-04-12 13:53:41 main:574] : INFO : Epoch 1847 | loss: 0.0311919 | val_loss: 0.031196 | Time: 1637.4 ms [2022-04-12 13:53:43 main:574] : INFO : Epoch 1848 | loss: 0.0311918 | val_loss: 0.0311909 | Time: 1637.5 ms [2022-04-12 13:53:44 main:574] : INFO : Epoch 1849 | loss: 0.0311918 | val_loss: 0.031192 | Time: 1654.96 ms [2022-04-12 13:53:46 main:574] : INFO : Epoch 1850 | loss: 0.0311898 | val_loss: 0.0311894 | Time: 1657.95 ms [2022-04-12 13:53:48 main:574] : INFO : Epoch 1851 | loss: 0.0311877 | val_loss: 0.0311886 | Time: 1645.17 ms [2022-04-12 13:53:49 main:574] : INFO : Epoch 1852 | loss: 0.0311877 | val_loss: 0.0311889 | Time: 1644.38 ms [2022-04-12 13:53:51 main:574] : INFO : Epoch 1853 | loss: 0.0311889 | val_loss: 0.0311884 | Time: 1634.57 ms [2022-04-12 13:53:52 main:574] : INFO : Epoch 1854 | loss: 0.0311858 | val_loss: 0.0311858 | Time: 1635.72 ms [2022-04-12 13:53:54 main:574] : INFO : Epoch 1855 | loss: 0.0311847 | val_loss: 0.0311863 | Time: 1635.14 ms [2022-04-12 13:53:56 main:574] : INFO : Epoch 1856 | loss: 0.031183 | val_loss: 0.0311846 | Time: 1648.53 ms [2022-04-12 13:53:57 main:574] : INFO : Epoch 1857 | loss: 0.0311815 | val_loss: 0.0311884 | Time: 1639.92 ms [2022-04-12 13:53:59 main:574] : INFO : Epoch 1858 | loss: 0.0311828 | val_loss: 0.0311872 | Time: 1642.85 ms [2022-04-12 13:54:01 main:574] : INFO : Epoch 1859 | loss: 0.0311848 | val_loss: 0.0311866 | Time: 1636.73 ms [2022-04-12 13:54:02 main:574] : INFO : Epoch 1860 | loss: 0.03118 | val_loss: 0.0311822 | Time: 1637.08 ms [2022-04-12 13:54:04 main:574] : INFO : Epoch 1861 | loss: 0.0311823 | val_loss: 0.0311888 | Time: 1630.47 ms [2022-04-12 13:54:06 main:574] : INFO : Epoch 1862 | loss: 0.0311812 | val_loss: 0.031182 | Time: 1643.7 ms [2022-04-12 13:54:07 main:574] : INFO : Epoch 1863 | loss: 0.0311757 | val_loss: 0.0311792 | Time: 1643.12 ms [2022-04-12 13:54:09 main:574] : INFO : Epoch 1864 | loss: 0.031176 | val_loss: 0.0311819 | Time: 1640.41 ms [2022-04-12 13:54:11 main:574] : INFO : Epoch 1865 | loss: 0.0311805 | val_loss: 0.0311798 | Time: 1637.56 ms [2022-04-12 13:54:12 main:574] : INFO : Epoch 1866 | loss: 0.0311798 | val_loss: 0.0311784 | Time: 1633.77 ms [2022-04-12 13:54:14 main:574] : INFO : Epoch 1867 | loss: 0.0311775 | val_loss: 0.0311902 | Time: 1636.52 ms [2022-04-12 13:54:16 main:574] : INFO : Epoch 1868 | loss: 0.0311767 | val_loss: 0.031178 | Time: 1646.18 ms [2022-04-12 13:54:17 main:574] : INFO : Epoch 1869 | loss: 0.0311738 | val_loss: 0.031174 | Time: 1644.85 ms [2022-04-12 13:54:19 main:574] : INFO : Epoch 1870 | loss: 0.0311745 | val_loss: 0.0311725 | Time: 1637.52 ms [2022-04-12 13:54:20 main:574] : INFO : Epoch 1871 | loss: 0.0311728 | val_loss: 0.0311723 | Time: 1632.52 ms [2022-04-12 13:54:22 main:574] : INFO : Epoch 1872 | loss: 0.0311721 | val_loss: 0.0311727 | Time: 1637.72 ms [2022-04-12 13:54:24 main:574] : INFO : Epoch 1873 | loss: 0.0311708 | val_loss: 0.0311698 | Time: 1634.7 ms [2022-04-12 13:54:25 main:574] : INFO : Epoch 1874 | loss: 0.0311696 | val_loss: 0.0311711 | Time: 1643.65 ms [2022-04-12 13:54:27 main:574] : INFO : Epoch 1875 | loss: 0.0311702 | val_loss: 0.0311707 | Time: 1645.04 ms [2022-04-12 13:54:29 main:574] : INFO : Epoch 1876 | loss: 0.0311672 | val_loss: 0.0311694 | Time: 1642.61 ms [2022-04-12 13:54:30 main:574] : INFO : Epoch 1877 | loss: 0.031168 | val_loss: 0.0311702 | Time: 1632.53 ms [2022-04-12 13:54:32 main:574] : INFO : Epoch 1878 | loss: 0.0311693 | val_loss: 0.031175 | Time: 1634.62 ms [2022-04-12 13:54:34 main:574] : INFO : Epoch 1879 | loss: 0.0311704 | val_loss: 0.0311713 | Time: 1642.11 ms [2022-04-12 13:54:35 main:574] : INFO : Epoch 1880 | loss: 0.0311766 | val_loss: 0.0311819 | Time: 1640.53 ms [2022-04-12 13:54:37 main:574] : INFO : Epoch 1881 | loss: 0.0311776 | val_loss: 0.0311756 | Time: 1641.98 ms [2022-04-12 13:54:39 main:574] : INFO : Epoch 1882 | loss: 0.0311746 | val_loss: 0.0311747 | Time: 1638.4 ms [2022-04-12 13:54:40 main:574] : INFO : Epoch 1883 | loss: 0.0311762 | val_loss: 0.0311742 | Time: 1635.86 ms [2022-04-12 13:54:42 main:574] : INFO : Epoch 1884 | loss: 0.0311734 | val_loss: 0.0311723 | Time: 1643.69 ms [2022-04-12 13:54:43 main:574] : INFO : Epoch 1885 | loss: 0.0311792 | val_loss: 0.0311735 | Time: 1645.36 ms [2022-04-12 13:54:45 main:574] : INFO : Epoch 1886 | loss: 0.0311709 | val_loss: 0.0311733 | Time: 1635.25 ms [2022-04-12 13:54:47 main:574] : INFO : Epoch 1887 | loss: 0.0311714 | val_loss: 0.0311695 | Time: 1646.64 ms [2022-04-12 13:54:48 main:574] : INFO : Epoch 1888 | loss: 0.0311681 | val_loss: 0.0311705 | Time: 1640.2 ms [2022-04-12 13:54:50 main:574] : INFO : Epoch 1889 | loss: 0.0311657 | val_loss: 0.0311708 | Time: 1637.36 ms [2022-04-12 13:54:52 main:574] : INFO : Epoch 1890 | loss: 0.0311656 | val_loss: 0.0311706 | Time: 1634.26 ms [2022-04-12 13:54:53 main:574] : INFO : Epoch 1891 | loss: 0.0311672 | val_loss: 0.0311688 | Time: 1639.74 ms [2022-04-12 13:54:55 main:574] : INFO : Epoch 1892 | loss: 0.0311653 | val_loss: 0.0311694 | Time: 1635.37 ms [2022-04-12 13:54:57 main:574] : INFO : Epoch 1893 | loss: 0.031165 | val_loss: 0.0311689 | Time: 1649.96 ms [2022-04-12 13:54:58 main:574] : INFO : Epoch 1894 | loss: 0.0311644 | val_loss: 0.0311701 | Time: 1633.17 ms [2022-04-12 13:55:00 main:574] : INFO : Epoch 1895 | loss: 0.0311628 | val_loss: 0.0311688 | Time: 1645.41 ms [2022-04-12 13:55:02 main:574] : INFO : Epoch 1896 | loss: 0.0311623 | val_loss: 0.031167 | Time: 1637.96 ms [2022-04-12 13:55:03 main:574] : INFO : Epoch 1897 | loss: 0.0311655 | val_loss: 0.031167 | Time: 1638.74 ms [2022-04-12 13:55:05 main:574] : INFO : Epoch 1898 | loss: 0.0311627 | val_loss: 0.0311658 | Time: 1631.36 ms [2022-04-12 13:55:07 main:574] : INFO : Epoch 1899 | loss: 0.0311621 | val_loss: 0.0311689 | Time: 1649.42 ms [2022-04-12 13:55:08 main:574] : INFO : Epoch 1900 | loss: 0.0311614 | val_loss: 0.0311679 | Time: 1637.52 ms [2022-04-12 13:55:10 main:574] : INFO : Epoch 1901 | loss: 0.0311608 | val_loss: 0.0311668 | Time: 1640.52 ms [2022-04-12 13:55:11 main:574] : INFO : Epoch 1902 | loss: 0.0311615 | val_loss: 0.0311722 | Time: 1636.76 ms [2022-04-12 13:55:13 main:574] : INFO : Epoch 1903 | loss: 0.0311616 | val_loss: 0.0311677 | Time: 1648.12 ms [2022-04-12 13:55:15 main:574] : INFO : Epoch 1904 | loss: 0.0311593 | val_loss: 0.0311699 | Time: 1630.85 ms [2022-04-12 13:55:16 main:574] : INFO : Epoch 1905 | loss: 0.0311602 | val_loss: 0.0311669 | Time: 1649.46 ms [2022-04-12 13:55:18 main:574] : INFO : Epoch 1906 | loss: 0.0311572 | val_loss: 0.0311666 | Time: 1629.93 ms [2022-04-12 13:55:20 main:574] : INFO : Epoch 1907 | loss: 0.0311567 | val_loss: 0.0311682 | Time: 1645.44 ms [2022-04-12 13:55:21 main:574] : INFO : Epoch 1908 | loss: 0.0311566 | val_loss: 0.031169 | Time: 1637.97 ms [2022-04-12 13:55:23 main:574] : INFO : Epoch 1909 | loss: 0.0311564 | val_loss: 0.0311735 | Time: 1647.37 ms [2022-04-12 13:55:25 main:574] : INFO : Epoch 1910 | loss: 0.0311564 | val_loss: 0.0311682 | Time: 1635.62 ms [2022-04-12 13:55:26 main:574] : INFO : Epoch 1911 | loss: 0.0311543 | val_loss: 0.0311664 | Time: 1652.45 ms [2022-04-12 13:55:28 main:574] : INFO : Epoch 1912 | loss: 0.0311572 | val_loss: 0.0311689 | Time: 1635.3 ms [2022-04-12 13:55:30 main:574] : INFO : Epoch 1913 | loss: 0.0311577 | val_loss: 0.0311715 | Time: 1643.35 ms [2022-04-12 13:55:31 main:574] : INFO : Epoch 1914 | loss: 0.0311595 | val_loss: 0.0311671 | Time: 1631.68 ms [2022-04-12 13:55:33 main:574] : INFO : Epoch 1915 | loss: 0.0311568 | val_loss: 0.031179 | Time: 1650.28 ms [2022-04-12 13:55:35 main:574] : INFO : Epoch 1916 | loss: 0.0311604 | val_loss: 0.0311681 | Time: 1635.35 ms [2022-04-12 13:55:36 main:574] : INFO : Epoch 1917 | loss: 0.0311573 | val_loss: 0.0311671 | Time: 1646.67 ms [2022-04-12 13:55:38 main:574] : INFO : Epoch 1918 | loss: 0.0311597 | val_loss: 0.0311697 | Time: 1639.66 ms [2022-04-12 13:55:39 main:574] : INFO : Epoch 1919 | loss: 0.0311564 | val_loss: 0.0311682 | Time: 1644.22 ms [2022-04-12 13:55:41 main:574] : INFO : Epoch 1920 | loss: 0.0311545 | val_loss: 0.0311689 | Time: 1641.71 ms [2022-04-12 13:55:43 main:574] : INFO : Epoch 1921 | loss: 0.0311556 | val_loss: 0.0311667 | Time: 1641.9 ms [2022-04-12 13:55:44 main:574] : INFO : Epoch 1922 | loss: 0.031156 | val_loss: 0.0311685 | Time: 1628.39 ms [2022-04-12 13:55:46 main:574] : INFO : Epoch 1923 | loss: 0.0311536 | val_loss: 0.0311661 | Time: 1645.43 ms [2022-04-12 13:55:48 main:574] : INFO : Epoch 1924 | loss: 0.0311531 | val_loss: 0.0311683 | Time: 1649.1 ms [2022-04-12 13:55:49 main:574] : INFO : Epoch 1925 | loss: 0.031152 | val_loss: 0.0311685 | Time: 1638.91 ms [2022-04-12 13:55:51 main:574] : INFO : Epoch 1926 | loss: 0.0311514 | val_loss: 0.0311653 | Time: 1634.55 ms [2022-04-12 13:55:53 main:574] : INFO : Epoch 1927 | loss: 0.0311523 | val_loss: 0.031167 | Time: 1647.55 ms [2022-04-12 13:55:54 main:574] : INFO : Epoch 1928 | loss: 0.0311517 | val_loss: 0.0311663 | Time: 1633.19 ms [2022-04-12 13:55:56 main:574] : INFO : Epoch 1929 | loss: 0.0311515 | val_loss: 0.0311679 | Time: 1650.08 ms [2022-04-12 13:55:58 main:574] : INFO : Epoch 1930 | loss: 0.0311509 | val_loss: 0.0311696 | Time: 1641.36 ms [2022-04-12 13:55:59 main:574] : INFO : Epoch 1931 | loss: 0.0311531 | val_loss: 0.0311676 | Time: 1639.47 ms [2022-04-12 13:56:01 main:574] : INFO : Epoch 1932 | loss: 0.0311525 | val_loss: 0.0311731 | Time: 1635.9 ms [2022-04-12 13:56:03 main:574] : INFO : Epoch 1933 | loss: 0.0311544 | val_loss: 0.0311677 | Time: 1639.1 ms [2022-04-12 13:56:04 main:574] : INFO : Epoch 1934 | loss: 0.0311508 | val_loss: 0.0311692 | Time: 1636.12 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-04-12 14:06:25 main:435] : INFO : Set logging level to 1 [2022-04-12 14:06:25 main:441] : INFO : Running in BOINC Client mode [2022-04-12 14:06:25 main:444] : INFO : Resolving all filenames [2022-04-12 14:06:25 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-12 14:06:25 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-12 14:06:25 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-12 14:06:25 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-04-12 14:06:25 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-12 14:06:25 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-12 14:06:25 main:474] : INFO : Configuration: [2022-04-12 14:06:25 main:475] : INFO : Model type: GRU [2022-04-12 14:06:25 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-12 14:06:25 main:477] : INFO : Max Epochs: 2048 [2022-04-12 14:06:25 main:478] : INFO : Batch Size: 128 [2022-04-12 14:06:25 main:479] : INFO : Learning Rate: 0.01 [2022-04-12 14:06:25 main:480] : INFO : Patience: 10 [2022-04-12 14:06:25 main:481] : INFO : Hidden Width: 12 [2022-04-12 14:06:25 main:482] : INFO : # Recurrent Layers: 4 [2022-04-12 14:06:25 main:483] : INFO : # Backend Layers: 4 [2022-04-12 14:06:25 main:484] : INFO : # Threads: 1 [2022-04-12 14:06:25 main:486] : INFO : Preparing Dataset [2022-04-12 14:06:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-12 14:06:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-12 14:06:27 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-12 14:06:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-12 14:06:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-12 14:06:27 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-12 14:06:27 main:494] : INFO : Creating Model [2022-04-12 14:06:27 main:507] : INFO : Preparing config file [2022-04-12 14:06:27 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-12 14:06:27 main:512] : INFO : Loading config [2022-04-12 14:06:27 main:514] : INFO : Loading state [2022-04-12 14:06:28 main:559] : INFO : Loading DataLoader into Memory [2022-04-12 14:06:28 main:562] : INFO : Starting Training [2022-04-12 14:06:29 main:574] : INFO : Epoch 1924 | loss: 0.0312633 | val_loss: 0.0312018 | Time: 1850.14 ms [2022-04-12 14:06:31 main:574] : INFO : Epoch 1925 | loss: 0.0311717 | val_loss: 0.031172 | Time: 1634.9 ms [2022-04-12 14:06:33 main:574] : INFO : Epoch 1926 | loss: 0.0311587 | val_loss: 0.0311711 | Time: 1630.44 ms [2022-04-12 14:06:34 main:574] : INFO : Epoch 1927 | loss: 0.0311579 | val_loss: 0.0311682 | Time: 1635.69 ms [2022-04-12 14:06:36 main:574] : INFO : Epoch 1928 | loss: 0.0311555 | val_loss: 0.0311665 | Time: 1646.62 ms [2022-04-12 14:06:38 main:574] : INFO : Epoch 1929 | loss: 0.0311539 | val_loss: 0.031164 | Time: 1645.04 ms [2022-04-12 14:06:39 main:574] : INFO : Epoch 1930 | loss: 0.0311536 | val_loss: 0.0311672 | Time: 1644.11 ms [2022-04-12 14:06:41 main:574] : INFO : Epoch 1931 | loss: 0.0311518 | val_loss: 0.0311681 | Time: 1647.64 ms [2022-04-12 14:06:43 main:574] : INFO : Epoch 1932 | loss: 0.031152 | val_loss: 0.0311675 | Time: 1642.75 ms [2022-04-12 14:06:44 main:574] : INFO : Epoch 1933 | loss: 0.03115 | val_loss: 0.0311656 | Time: 1642.48 ms [2022-04-12 14:06:46 main:574] : INFO : Epoch 1934 | loss: 0.0311507 | val_loss: 0.0311671 | Time: 1651.77 ms [2022-04-12 14:06:48 main:574] : INFO : Epoch 1935 | loss: 0.0311502 | val_loss: 0.0311698 | Time: 1653.15 ms [2022-04-12 14:06:49 main:574] : INFO : Epoch 1936 | loss: 0.0311511 | val_loss: 0.031169 | Time: 1651.51 ms [2022-04-12 14:06:51 main:574] : INFO : Epoch 1937 | loss: 0.0311512 | val_loss: 0.0311655 | Time: 1643.84 ms [2022-04-12 14:06:53 main:574] : INFO : Epoch 1938 | loss: 0.031154 | val_loss: 0.0311688 | Time: 1639.18 ms [2022-04-12 14:06:54 main:574] : INFO : Epoch 1939 | loss: 0.0311518 | val_loss: 0.0311663 | Time: 1647.03 ms [2022-04-12 14:06:56 main:574] : INFO : Epoch 1940 | loss: 0.0311519 | val_loss: 0.0311706 | Time: 1640.85 ms [2022-04-12 14:06:58 main:574] : INFO : Epoch 1941 | loss: 0.0311509 | val_loss: 0.0311723 | Time: 1647.46 ms [2022-04-12 14:06:59 main:574] : INFO : Epoch 1942 | loss: 0.0311488 | val_loss: 0.0311677 | Time: 1638.12 ms [2022-04-12 14:07:01 main:574] : INFO : Epoch 1943 | loss: 0.031149 | val_loss: 0.0311726 | Time: 1646.94 ms [2022-04-12 14:07:02 main:574] : INFO : Epoch 1944 | loss: 0.0311498 | val_loss: 0.0311692 | Time: 1642.91 ms [2022-04-12 14:07:04 main:574] : INFO : Epoch 1945 | loss: 0.0311498 | val_loss: 0.0311687 | Time: 1652.44 ms [2022-04-12 14:07:06 main:574] : INFO : Epoch 1946 | loss: 0.0311491 | val_loss: 0.031174 | Time: 1634.54 ms [2022-04-12 14:07:07 main:574] : INFO : Epoch 1947 | loss: 0.0311482 | val_loss: 0.0311731 | Time: 1656.06 ms [2022-04-12 14:07:09 main:574] : INFO : Epoch 1948 | loss: 0.0311449 | val_loss: 0.0311708 | Time: 1637.79 ms [2022-04-12 14:07:11 main:574] : INFO : Epoch 1949 | loss: 0.0311455 | val_loss: 0.0311716 | Time: 1650.7 ms [2022-04-12 14:07:12 main:574] : INFO : Epoch 1950 | loss: 0.0311442 | val_loss: 0.0311716 | Time: 1634.89 ms [2022-04-12 14:07:14 main:574] : INFO : Epoch 1951 | loss: 0.0311447 | val_loss: 0.0311714 | Time: 1646.36 ms [2022-04-12 14:07:16 main:574] : INFO : Epoch 1952 | loss: 0.0311433 | val_loss: 0.031172 | Time: 1643.16 ms [2022-04-12 14:07:17 main:574] : INFO : Epoch 1953 | loss: 0.0311428 | val_loss: 0.0311782 | Time: 1646.72 ms [2022-04-12 14:07:19 main:574] : INFO : Epoch 1954 | loss: 0.0311433 | val_loss: 0.031172 | Time: 1645.03 ms [2022-04-12 14:07:21 main:574] : INFO : Epoch 1955 | loss: 0.0311431 | val_loss: 0.0311735 | Time: 1646.23 ms [2022-04-12 14:07:22 main:574] : INFO : Epoch 1956 | loss: 0.0311429 | val_loss: 0.0311706 | Time: 1635.73 ms [2022-04-12 14:07:24 main:574] : INFO : Epoch 1957 | loss: 0.031144 | val_loss: 0.0311731 | Time: 1647.51 ms [2022-04-12 14:07:26 main:574] : INFO : Epoch 1958 | loss: 0.0311432 | val_loss: 0.0311725 | Time: 1646.14 ms [2022-04-12 14:07:27 main:574] : INFO : Epoch 1959 | loss: 0.0311407 | val_loss: 0.0311737 | Time: 1657.84 ms [2022-04-12 14:07:29 main:574] : INFO : Epoch 1960 | loss: 0.0311415 | val_loss: 0.0311672 | Time: 1633.28 ms [2022-04-12 14:07:31 main:574] : INFO : Epoch 1961 | loss: 0.0311415 | val_loss: 0.0311728 | Time: 1647.97 ms [2022-04-12 14:07:32 main:574] : INFO : Epoch 1962 | loss: 0.0311415 | val_loss: 0.0311717 | Time: 1646.09 ms [2022-04-12 14:07:34 main:574] : INFO : Epoch 1963 | loss: 0.0311433 | val_loss: 0.0311749 | Time: 1644.16 ms [2022-04-12 14:07:35 main:574] : INFO : Epoch 1964 | loss: 0.0311416 | val_loss: 0.0311679 | Time: 1638.08 ms [2022-04-12 14:07:37 main:574] : INFO : Epoch 1965 | loss: 0.0311418 | val_loss: 0.0311721 | Time: 1656.21 ms [2022-04-12 14:07:39 main:574] : INFO : Epoch 1966 | loss: 0.0311429 | val_loss: 0.0311727 | Time: 1641.24 ms [2022-04-12 14:07:40 main:574] : INFO : Epoch 1967 | loss: 0.0311412 | val_loss: 0.0311734 | Time: 1653.87 ms [2022-04-12 14:07:42 main:574] : INFO : Epoch 1968 | loss: 0.0311419 | val_loss: 0.0311726 | Time: 1642.92 ms [2022-04-12 14:07:44 main:574] : INFO : Epoch 1969 | loss: 0.0311417 | val_loss: 0.0311727 | Time: 1644.71 ms [2022-04-12 14:07:45 main:574] : INFO : Epoch 1970 | loss: 0.0311391 | val_loss: 0.0311697 | Time: 1648.79 ms [2022-04-12 14:07:47 main:574] : INFO : Epoch 1971 | loss: 0.0311377 | val_loss: 0.0311744 | Time: 1653.05 ms [2022-04-12 14:07:49 main:574] : INFO : Epoch 1972 | loss: 0.0311369 | val_loss: 0.0311738 | Time: 1639.43 ms [2022-04-12 14:07:50 main:574] : INFO : Epoch 1973 | loss: 0.0311373 | val_loss: 0.0311751 | Time: 1642.23 ms [2022-04-12 14:07:52 main:574] : INFO : Epoch 1974 | loss: 0.0311399 | val_loss: 0.0311695 | Time: 1637.68 ms [2022-04-12 14:07:54 main:574] : INFO : Epoch 1975 | loss: 0.0311387 | val_loss: 0.0311731 | Time: 1647.97 ms [2022-04-12 14:07:55 main:574] : INFO : Epoch 1976 | loss: 0.0311372 | val_loss: 0.0311739 | Time: 1642.09 ms [2022-04-12 14:07:57 main:574] : INFO : Epoch 1977 | loss: 0.0311373 | val_loss: 0.0311759 | Time: 1651.49 ms [2022-04-12 14:07:59 main:574] : INFO : Epoch 1978 | loss: 0.0311381 | val_loss: 0.0311764 | Time: 1642.95 ms [2022-04-12 14:08:00 main:574] : INFO : Epoch 1979 | loss: 0.0311394 | val_loss: 0.0311729 | Time: 1647.31 ms [2022-04-12 14:08:02 main:574] : INFO : Epoch 1980 | loss: 0.0311393 | val_loss: 0.0311751 | Time: 1644.36 ms [2022-04-12 14:08:04 main:574] : INFO : Epoch 1981 | loss: 0.0311392 | val_loss: 0.0311751 | Time: 1645.37 ms [2022-04-12 14:08:05 main:574] : INFO : Epoch 1982 | loss: 0.0311355 | val_loss: 0.0311709 | Time: 1643.02 ms [2022-04-12 14:08:07 main:574] : INFO : Epoch 1983 | loss: 0.0311372 | val_loss: 0.0311757 | Time: 1647.1 ms [2022-04-12 14:08:09 main:574] : INFO : Epoch 1984 | loss: 0.0311358 | val_loss: 0.0311765 | Time: 1650.29 ms [2022-04-12 14:08:10 main:574] : INFO : Epoch 1985 | loss: 0.0311367 | val_loss: 0.0311737 | Time: 1644.34 ms [2022-04-12 14:08:12 main:574] : INFO : Epoch 1986 | loss: 0.0311407 | val_loss: 0.0311726 | Time: 1646.75 ms [2022-04-12 14:08:13 main:574] : INFO : Epoch 1987 | loss: 0.0311424 | val_loss: 0.031176 | Time: 1641.8 ms [2022-04-12 14:08:15 main:574] : INFO : Epoch 1988 | loss: 0.0311442 | val_loss: 0.0311756 | Time: 1647.78 ms [2022-04-12 14:08:17 main:574] : INFO : Epoch 1989 | loss: 0.0311465 | val_loss: 0.0311698 | Time: 1648.6 ms [2022-04-12 14:08:18 main:574] : INFO : Epoch 1990 | loss: 0.0311435 | val_loss: 0.0311782 | Time: 1647.9 ms [2022-04-12 14:08:20 main:574] : INFO : Epoch 1991 | loss: 0.0311416 | val_loss: 0.0311769 | Time: 1643.64 ms [2022-04-12 14:08:22 main:574] : INFO : Epoch 1992 | loss: 0.031144 | val_loss: 0.0311855 | Time: 1642.18 ms [2022-04-12 14:08:23 main:574] : INFO : Epoch 1993 | loss: 0.0311431 | val_loss: 0.031174 | Time: 1643.4 ms [2022-04-12 14:08:25 main:574] : INFO : Epoch 1994 | loss: 0.0311378 | val_loss: 0.0311755 | Time: 1644.71 ms [2022-04-12 14:08:27 main:574] : INFO : Epoch 1995 | loss: 0.0311367 | val_loss: 0.0311757 | Time: 1657.97 ms [2022-04-12 14:08:28 main:574] : INFO : Epoch 1996 | loss: 0.0311355 | val_loss: 0.0311777 | Time: 1645.75 ms [2022-04-12 14:08:30 main:574] : INFO : Epoch 1997 | loss: 0.0311321 | val_loss: 0.0311716 | Time: 1642.79 ms [2022-04-12 14:08:32 main:574] : INFO : Epoch 1998 | loss: 0.0311364 | val_loss: 0.0311761 | Time: 1639.64 ms [2022-04-12 14:08:33 main:574] : INFO : Epoch 1999 | loss: 0.0311365 | val_loss: 0.0311759 | Time: 1639.14 ms [2022-04-12 14:08:35 main:574] : INFO : Epoch 2000 | loss: 0.0311335 | val_loss: 0.0311748 | Time: 1643.93 ms [2022-04-12 14:08:37 main:574] : INFO : Epoch 2001 | loss: 0.0311324 | val_loss: 0.0311762 | Time: 1646.26 ms [2022-04-12 14:08:38 main:574] : INFO : Epoch 2002 | loss: 0.031132 | val_loss: 0.0311761 | Time: 1658.65 ms [2022-04-12 14:08:40 main:574] : INFO : Epoch 2003 | loss: 0.0311306 | val_loss: 0.0311851 | Time: 1639.29 ms [2022-04-12 14:08:42 main:574] : INFO : Epoch 2004 | loss: 0.031134 | val_loss: 0.0311743 | Time: 1651.49 ms [2022-04-12 14:08:43 main:574] : INFO : Epoch 2005 | loss: 0.031134 | val_loss: 0.0311735 | Time: 1651.36 ms [2022-04-12 14:08:45 main:574] : INFO : Epoch 2006 | loss: 0.0311378 | val_loss: 0.0311726 | Time: 1643.47 ms [2022-04-12 14:08:47 main:574] : INFO : Epoch 2007 | loss: 0.031136 | val_loss: 0.0311719 | Time: 1643.63 ms [2022-04-12 14:08:48 main:574] : INFO : Epoch 2008 | loss: 0.0311348 | val_loss: 0.0311827 | Time: 1648.52 ms [2022-04-12 14:08:50 main:574] : INFO : Epoch 2009 | loss: 0.0311329 | val_loss: 0.0311765 | Time: 1635.51 ms [2022-04-12 14:08:51 main:574] : INFO : Epoch 2010 | loss: 0.0311353 | val_loss: 0.031171 | Time: 1648.95 ms [2022-04-12 14:08:53 main:574] : INFO : Epoch 2011 | loss: 0.0311416 | val_loss: 0.0311711 | Time: 1642.12 ms [2022-04-12 14:08:55 main:574] : INFO : Epoch 2012 | loss: 0.0311417 | val_loss: 0.0311715 | Time: 1639.67 ms [2022-04-12 14:08:56 main:574] : INFO : Epoch 2013 | loss: 0.031139 | val_loss: 0.0311768 | Time: 1645.88 ms [2022-04-12 14:08:58 main:574] : INFO : Epoch 2014 | loss: 0.0311373 | val_loss: 0.0311699 | Time: 1656.03 ms [2022-04-12 14:09:00 main:574] : INFO : Epoch 2015 | loss: 0.0311351 | val_loss: 0.0311723 | Time: 1638.92 ms [2022-04-12 14:09:01 main:574] : INFO : Epoch 2016 | loss: 0.031136 | val_loss: 0.0311763 | Time: 1646.58 ms [2022-04-12 14:09:03 main:574] : INFO : Epoch 2017 | loss: 0.0311386 | val_loss: 0.0311667 | Time: 1637.86 ms [2022-04-12 14:09:05 main:574] : INFO : Epoch 2018 | loss: 0.0311422 | val_loss: 0.0311752 | Time: 1653.12 ms [2022-04-12 14:09:06 main:574] : INFO : Epoch 2019 | loss: 0.0311394 | val_loss: 0.031167 | Time: 1649.21 ms [2022-04-12 14:09:08 main:574] : INFO : Epoch 2020 | loss: 0.0311371 | val_loss: 0.0311696 | Time: 1647.09 ms [2022-04-12 14:09:10 main:574] : INFO : Epoch 2021 | loss: 0.0311366 | val_loss: 0.0311712 | Time: 1632.81 ms [2022-04-12 14:09:11 main:574] : INFO : Epoch 2022 | loss: 0.0311377 | val_loss: 0.0311688 | Time: 1649.1 ms [2022-04-12 14:09:13 main:574] : INFO : Epoch 2023 | loss: 0.0311377 | val_loss: 0.0311739 | Time: 1639.94 ms [2022-04-12 14:09:15 main:574] : INFO : Epoch 2024 | loss: 0.0311377 | val_loss: 0.0311716 | Time: 1650.2 ms [2022-04-12 14:09:16 main:574] : INFO : Epoch 2025 | loss: 0.0311406 | val_loss: 0.0311774 | Time: 1648.09 ms [2022-04-12 14:09:18 main:574] : INFO : Epoch 2026 | loss: 0.0311356 | val_loss: 0.0311687 | Time: 1650.53 ms [2022-04-12 14:09:20 main:574] : INFO : Epoch 2027 | loss: 0.0311324 | val_loss: 0.0311774 | Time: 1637.93 ms [2022-04-12 14:09:21 main:574] : INFO : Epoch 2028 | loss: 0.03113 | val_loss: 0.0311727 | Time: 1649.16 ms [2022-04-12 14:09:23 main:574] : INFO : Epoch 2029 | loss: 0.0311287 | val_loss: 0.0311743 | Time: 1636.94 ms [2022-04-12 14:09:24 main:574] : INFO : Epoch 2030 | loss: 0.0311309 | val_loss: 0.031172 | Time: 1645.84 ms [2022-04-12 14:09:26 main:574] : INFO : Epoch 2031 | loss: 0.0311288 | val_loss: 0.0311921 | Time: 1648.77 ms [2022-04-12 14:09:28 main:574] : INFO : Epoch 2032 | loss: 0.0311333 | val_loss: 0.0311774 | Time: 1646.79 ms [2022-04-12 14:09:29 main:574] : INFO : Epoch 2033 | loss: 0.0311284 | val_loss: 0.0311776 | Time: 1633.61 ms [2022-04-12 14:09:31 main:574] : INFO : Epoch 2034 | loss: 0.0311291 | val_loss: 0.031177 | Time: 1646 ms [2022-04-12 14:09:33 main:574] : INFO : Epoch 2035 | loss: 0.0311274 | val_loss: 0.0311841 | Time: 1637.82 ms [2022-04-12 14:09:34 main:574] : INFO : Epoch 2036 | loss: 0.0311317 | val_loss: 0.0311757 | Time: 1640.57 ms [2022-04-12 14:09:36 main:574] : INFO : Epoch 2037 | loss: 0.0311341 | val_loss: 0.0311839 | Time: 1640.34 ms [2022-04-12 14:09:38 main:574] : INFO : Epoch 2038 | loss: 0.0311305 | val_loss: 0.0311752 | Time: 1652.55 ms [2022-04-12 14:09:39 main:574] : INFO : Epoch 2039 | loss: 0.0311287 | val_loss: 0.0311762 | Time: 1633.26 ms [2022-04-12 14:09:41 main:574] : INFO : Epoch 2040 | loss: 0.0311277 | val_loss: 0.0311826 | Time: 1649.35 ms [2022-04-12 14:09:43 main:574] : INFO : Epoch 2041 | loss: 0.0311302 | val_loss: 0.031177 | Time: 1637 ms [2022-04-12 14:09:44 main:574] : INFO : Epoch 2042 | loss: 0.031128 | val_loss: 0.0311812 | Time: 1648.47 ms [2022-04-12 14:09:46 main:574] : INFO : Epoch 2043 | loss: 0.0311251 | val_loss: 0.0311773 | Time: 1647.25 ms [2022-04-12 14:09:48 main:574] : INFO : Epoch 2044 | loss: 0.0311243 | val_loss: 0.0311893 | Time: 1653.69 ms [2022-04-12 14:09:49 main:574] : INFO : Epoch 2045 | loss: 0.0311242 | val_loss: 0.0311804 | Time: 1642.06 ms [2022-04-12 14:09:51 main:574] : INFO : Epoch 2046 | loss: 0.0311269 | val_loss: 0.0311822 | Time: 1649.67 ms [2022-04-12 14:09:53 main:574] : INFO : Epoch 2047 | loss: 0.0311246 | val_loss: 0.0311806 | Time: 1642.83 ms [2022-04-12 14:09:54 main:574] : INFO : Epoch 2048 | loss: 0.0311231 | val_loss: 0.0311904 | Time: 1638.24 ms [2022-04-12 14:09:54 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311904 [2022-04-12 14:09:54 main:603] : INFO : Saving end state to config to file [2022-04-12 14:09:54 main:608] : INFO : Success, exiting.. 14:09:54 (20844): 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)