Task 13506928

Name ParityModified-1645992113-4585-3-0_0
Workunit 10606470
Created 21 Mar 2022, 13:48:27 UTC
Sent 1 Apr 2022, 5:44:49 UTC
Report deadline 9 Apr 2022, 5:44:49 UTC
Received 5 Apr 2022, 23:28:54 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 10690
Run time 1 hours 0 min 32 sec
CPU time 59 min 16 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,114.64 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.31 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311743 | val_loss: 0.0311828 | Time: 1711.68 ms
[2022-04-06 01:18:42	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311749 | val_loss: 0.0311837 | Time: 1711.58 ms
[2022-04-06 01:18:44	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311752 | val_loss: 0.0311837 | Time: 1768.14 ms
[2022-04-06 01:18:45	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311797 | val_loss: 0.0311844 | Time: 1764.39 ms
[2022-04-06 01:18:47	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311774 | val_loss: 0.0311854 | Time: 1730.24 ms
[2022-04-06 01:18:49	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311759 | val_loss: 0.0311837 | Time: 1711.34 ms
[2022-04-06 01:18:51	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311775 | val_loss: 0.0311859 | Time: 1717.05 ms
[2022-04-06 01:18:52	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311767 | val_loss: 0.0311828 | Time: 1706.32 ms
[2022-04-06 01:18:54	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311751 | val_loss: 0.0311823 | Time: 1722.73 ms
[2022-04-06 01:18:56	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311753 | val_loss: 0.031187 | Time: 1724.75 ms
[2022-04-06 01:18:58	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311752 | val_loss: 0.031181 | Time: 1959.07 ms
[2022-04-06 01:19:00	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311739 | val_loss: 0.0311836 | Time: 1895.24 ms
[2022-04-06 01:19:01	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311742 | val_loss: 0.0311817 | Time: 1774.82 ms
[2022-04-06 01:19:03	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.031176 | val_loss: 0.0311812 | Time: 1788.69 ms
[2022-04-06 01:19:05	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311807 | val_loss: 0.0311825 | Time: 1706.94 ms
[2022-04-06 01:19:07	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311796 | val_loss: 0.031182 | Time: 1777.85 ms
[2022-04-06 01:19:08	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311796 | val_loss: 0.0311822 | Time: 1732.61 ms
[2022-04-06 01:19:10	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311802 | val_loss: 0.0311827 | Time: 1743.67 ms
[2022-04-06 01:19:12	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311794 | val_loss: 0.0311883 | Time: 1762.11 ms
[2022-04-06 01:19:14	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311842 | val_loss: 0.0311913 | Time: 1728.31 ms
[2022-04-06 01:19:15	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311852 | val_loss: 0.0311961 | Time: 1835.9 ms
[2022-04-06 01:19:17	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311817 | val_loss: 0.0311817 | Time: 1837.2 ms
[2022-04-06 01:19:19	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311787 | val_loss: 0.0311829 | Time: 1763.2 ms
[2022-04-06 01:19:21	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311771 | val_loss: 0.0311857 | Time: 1768.05 ms
[2022-04-06 01:19:23	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311761 | val_loss: 0.0311827 | Time: 1817.39 ms
[2022-04-06 01:19:24	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311761 | val_loss: 0.0311827 | Time: 1766.59 ms
[2022-04-06 01:19:26	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311761 | val_loss: 0.0311825 | Time: 1708.34 ms
[2022-04-06 01:19:28	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311747 | val_loss: 0.0311811 | Time: 1785 ms
[2022-04-06 01:19:30	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311745 | val_loss: 0.0311817 | Time: 1795.21 ms
[2022-04-06 01:19:31	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311736 | val_loss: 0.0311816 | Time: 1712.33 ms
[2022-04-06 01:19:33	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311756 | val_loss: 0.0311837 | Time: 1819.55 ms
[2022-04-06 01:19:35	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311762 | val_loss: 0.0311818 | Time: 1787.06 ms
[2022-04-06 01:19:37	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311742 | val_loss: 0.0311829 | Time: 1703.44 ms
[2022-04-06 01:19:39	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311734 | val_loss: 0.0311815 | Time: 1728.6 ms
[2022-04-06 01:19:40	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311735 | val_loss: 0.0311817 | Time: 1762.46 ms
[2022-04-06 01:19:42	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311757 | val_loss: 0.0311846 | Time: 1724.07 ms
[2022-04-06 01:19:44	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311743 | val_loss: 0.0311832 | Time: 1711.99 ms
[2022-04-06 01:19:45	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311735 | val_loss: 0.031182 | Time: 1717.45 ms
[2022-04-06 01:19:47	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 1709.97 ms
[2022-04-06 01:19:49	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311722 | val_loss: 0.031183 | Time: 1787.94 ms
[2022-04-06 01:19:51	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311756 | val_loss: 0.031184 | Time: 1714.33 ms
[2022-04-06 01:19:52	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311749 | val_loss: 0.0311815 | Time: 1742.41 ms
[2022-04-06 01:19:54	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031175 | val_loss: 0.0311803 | Time: 1762.51 ms
[2022-04-06 01:19:56	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311731 | val_loss: 0.0311799 | Time: 1741.45 ms
[2022-04-06 01:19:58	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311734 | val_loss: 0.0311824 | Time: 1744.08 ms
[2022-04-06 01:19:59	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031174 | val_loss: 0.0311806 | Time: 1709.37 ms
[2022-04-06 01:20:01	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311732 | val_loss: 0.0311829 | Time: 1717.41 ms
[2022-04-06 01:20:03	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311762 | val_loss: 0.0311838 | Time: 1792.06 ms
[2022-04-06 01:20:05	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311729 | val_loss: 0.0311823 | Time: 1791.02 ms
[2022-04-06 01:20:06	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311771 | val_loss: 0.0311871 | Time: 1697.36 ms
[2022-04-06 01:20:08	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311749 | val_loss: 0.0311825 | Time: 1769.72 ms
[2022-04-06 01:20:10	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311744 | val_loss: 0.0311835 | Time: 1751.41 ms
[2022-04-06 01:20:12	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311726 | val_loss: 0.0311895 | Time: 1812.12 ms
[2022-04-06 01:20:13	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311809 | val_loss: 0.0311986 | Time: 1719.74 ms
[2022-04-06 01:20:15	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.03118 | val_loss: 0.0311836 | Time: 1782.08 ms
[2022-04-06 01:20:17	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311751 | val_loss: 0.0311858 | Time: 1775.44 ms
[2022-04-06 01:20:19	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311746 | val_loss: 0.0311931 | Time: 1689.15 ms
[2022-04-06 01:20:20	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311749 | val_loss: 0.0311825 | Time: 1714.97 ms
[2022-04-06 01:20:22	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311719 | val_loss: 0.0311833 | Time: 1788.47 ms
[2022-04-06 01:20:24	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311721 | val_loss: 0.0311825 | Time: 1884.83 ms
[2022-04-06 01:20:26	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311758 | val_loss: 0.0311833 | Time: 1738.31 ms
[2022-04-06 01:20:28	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031173 | val_loss: 0.031183 | Time: 1744.7 ms
[2022-04-06 01:20:29	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311728 | val_loss: 0.0311824 | Time: 1719.01 ms
[2022-04-06 01:20:31	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311737 | val_loss: 0.0311911 | Time: 1753.52 ms
[2022-04-06 01:20:33	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311732 | val_loss: 0.0311843 | Time: 1781.61 ms
[2022-04-06 01:20:35	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311728 | val_loss: 0.0311823 | Time: 1803.76 ms
[2022-04-06 01:20:36	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311729 | val_loss: 0.0311817 | Time: 1655.24 ms
[2022-04-06 01:20:38	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311719 | val_loss: 0.0311835 | Time: 1753.71 ms
[2022-04-06 01:20:40	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311728 | val_loss: 0.0311843 | Time: 1724.38 ms
[2022-04-06 01:20:42	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311719 | val_loss: 0.0311859 | Time: 1760.17 ms
[2022-04-06 01:20:43	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031173 | val_loss: 0.0311828 | Time: 1702.27 ms
[2022-04-06 01:20:45	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311738 | val_loss: 0.0311831 | Time: 1837.6 ms
[2022-04-06 01:20:47	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311741 | val_loss: 0.0311829 | Time: 1751.22 ms
[2022-04-06 01:20:49	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311716 | val_loss: 0.0311818 | Time: 1784.22 ms
[2022-04-06 01:20:50	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311716 | val_loss: 0.031186 | Time: 1799.25 ms
[2022-04-06 01:20:52	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311736 | val_loss: 0.0311842 | Time: 1774.58 ms
[2022-04-06 01:20:54	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031174 | val_loss: 0.0311849 | Time: 1767.88 ms
[2022-04-06 01:20:56	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031174 | val_loss: 0.0311828 | Time: 1745.82 ms
[2022-04-06 01:20:58	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311726 | val_loss: 0.0311829 | Time: 1799.83 ms
[2022-04-06 01:20:59	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311729 | val_loss: 0.0311822 | Time: 1762.89 ms
[2022-04-06 01:21:01	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311737 | val_loss: 0.0311848 | Time: 1688.6 ms
[2022-04-06 01:21:03	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031173 | val_loss: 0.0311882 | Time: 1792.28 ms
[2022-04-06 01:21:05	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311733 | val_loss: 0.0311901 | Time: 1791.25 ms
[2022-04-06 01:21:06	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311749 | val_loss: 0.0311842 | Time: 1677.18 ms
[2022-04-06 01:21:08	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311717 | val_loss: 0.0311814 | Time: 1737.61 ms
[2022-04-06 01:21:10	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311713 | val_loss: 0.0311825 | Time: 1794.15 ms
[2022-04-06 01:21:12	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311721 | val_loss: 0.0311817 | Time: 1759.01 ms
[2022-04-06 01:21:13	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311742 | val_loss: 0.0311824 | Time: 1768.83 ms
[2022-04-06 01:21:15	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311728 | val_loss: 0.0311814 | Time: 1756.6 ms
[2022-04-06 01:21:17	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311716 | val_loss: 0.0311817 | Time: 1824.95 ms
[2022-04-06 01:21:19	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311702 | val_loss: 0.0311821 | Time: 1761.45 ms
[2022-04-06 01:21:21	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.031173 | val_loss: 0.031183 | Time: 1738.48 ms
[2022-04-06 01:21:22	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311723 | val_loss: 0.0311826 | Time: 1746.67 ms
[2022-04-06 01:21:24	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311718 | val_loss: 0.0311832 | Time: 1784.65 ms
[2022-04-06 01:21:26	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311734 | val_loss: 0.0311819 | Time: 1770.06 ms
[2022-04-06 01:21:28	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311745 | val_loss: 0.0311852 | Time: 1824.29 ms
[2022-04-06 01:21:29	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311752 | val_loss: 0.0311846 | Time: 1798.69 ms
[2022-04-06 01:21:31	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311797 | val_loss: 0.0311873 | Time: 1832.88 ms
[2022-04-06 01:21:33	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311814 | val_loss: 0.0311863 | Time: 1759.8 ms
[2022-04-06 01:21:35	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311807 | val_loss: 0.0311854 | Time: 1722 ms
[2022-04-06 01:21:37	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311823 | val_loss: 0.0311893 | Time: 1796.9 ms
[2022-04-06 01:21:38	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311808 | val_loss: 0.0311874 | Time: 1746.81 ms
[2022-04-06 01:21:40	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311798 | val_loss: 0.0311867 | Time: 1770.79 ms
[2022-04-06 01:21:42	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311793 | val_loss: 0.0311873 | Time: 1768.09 ms
[2022-04-06 01:21:44	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311964 | val_loss: 0.0312148 | Time: 1764.34 ms
[2022-04-06 01:21:45	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0312166 | val_loss: 0.0312134 | Time: 1666.83 ms
[2022-04-06 01:21:47	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0312092 | val_loss: 0.0312071 | Time: 1810.3 ms
[2022-04-06 01:21:49	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0312068 | val_loss: 0.0312061 | Time: 1773.82 ms
[2022-04-06 01:21:51	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312033 | val_loss: 0.0312001 | Time: 1789.75 ms
[2022-04-06 01:21:52	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0312006 | val_loss: 0.0312026 | Time: 1758.8 ms
[2022-04-06 01:21:54	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311988 | val_loss: 0.0312002 | Time: 1658.23 ms
[2022-04-06 01:21:56	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311988 | val_loss: 0.0312 | Time: 1734.7 ms
[2022-04-06 01:21:58	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.031197 | val_loss: 0.0311995 | Time: 1745.48 ms
[2022-04-06 01:21:59	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311951 | val_loss: 0.0311946 | Time: 1697.35 ms
[2022-04-06 01:22:01	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311946 | val_loss: 0.0311975 | Time: 1738.9 ms
[2022-04-06 01:22:03	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031194 | val_loss: 0.0311934 | Time: 1725.42 ms
[2022-04-06 01:22:05	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311937 | val_loss: 0.031198 | Time: 1784.93 ms
[2022-04-06 01:22:06	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311953 | val_loss: 0.0311933 | Time: 1741.62 ms
[2022-04-06 01:22:08	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311929 | val_loss: 0.0311929 | Time: 1782.48 ms
[2022-04-06 01:22:10	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311936 | val_loss: 0.0311946 | Time: 1794.22 ms
[2022-04-06 01:22:12	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311928 | val_loss: 0.0311936 | Time: 1812.73 ms
[2022-04-06 01:22:14	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311929 | val_loss: 0.0311956 | Time: 1781.03 ms
[2022-04-06 01:22:15	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311935 | val_loss: 0.0311975 | Time: 1772.13 ms
[2022-04-06 01:22:17	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311914 | val_loss: 0.0311944 | Time: 1654.04 ms
[2022-04-06 01:22:19	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311923 | val_loss: 0.0311972 | Time: 1751.75 ms
[2022-04-06 01:22:20	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311944 | val_loss: 0.0311921 | Time: 1734.49 ms
[2022-04-06 01:22:22	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311904 | val_loss: 0.0311942 | Time: 1741.65 ms
[2022-04-06 01:22:24	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311919 | val_loss: 0.0311922 | Time: 1760.7 ms
[2022-04-06 01:22:26	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311888 | val_loss: 0.0311906 | Time: 1755.69 ms
[2022-04-06 01:22:27	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311962 | val_loss: 0.0311954 | Time: 1759.65 ms
[2022-04-06 01:22:29	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311927 | val_loss: 0.0311942 | Time: 1738.23 ms
[2022-04-06 01:22:31	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311925 | val_loss: 0.031195 | Time: 1814.51 ms
[2022-04-06 01:22:33	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311927 | val_loss: 0.0311939 | Time: 1731 ms
[2022-04-06 01:22:35	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311924 | val_loss: 0.0311966 | Time: 1806.76 ms
[2022-04-06 01:22:36	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311919 | val_loss: 0.0311918 | Time: 1808.71 ms
[2022-04-06 01:22:38	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311906 | val_loss: 0.0311904 | Time: 1775.98 ms
[2022-04-06 01:22:40	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.03119 | val_loss: 0.0311895 | Time: 1755.92 ms
[2022-04-06 01:22:42	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311891 | val_loss: 0.0311903 | Time: 1730.56 ms
[2022-04-06 01:22:43	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311886 | val_loss: 0.0311962 | Time: 1778.67 ms
[2022-04-06 01:22:45	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311901 | val_loss: 0.0311934 | Time: 1734.89 ms
[2022-04-06 01:22:47	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311875 | val_loss: 0.0311912 | Time: 1845.38 ms
[2022-04-06 01:22:49	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311881 | val_loss: 0.0311904 | Time: 1781.34 ms
[2022-04-06 01:22:51	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311894 | val_loss: 0.0311935 | Time: 1779.7 ms
[2022-04-06 01:22:52	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311892 | val_loss: 0.0311921 | Time: 1757.38 ms
[2022-04-06 01:22:54	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311867 | val_loss: 0.0311908 | Time: 1717.78 ms
[2022-04-06 01:22:56	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311925 | val_loss: 0.0311924 | Time: 1741.9 ms
[2022-04-06 01:22:58	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.03119 | val_loss: 0.0311964 | Time: 1696.84 ms
[2022-04-06 01:22:59	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311901 | val_loss: 0.0311924 | Time: 1714.45 ms
[2022-04-06 01:23:01	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311875 | val_loss: 0.0311921 | Time: 1762.67 ms
[2022-04-06 01:23:03	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311887 | val_loss: 0.0311921 | Time: 1723.71 ms
[2022-04-06 01:23:05	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031189 | val_loss: 0.0311914 | Time: 1793.82 ms
[2022-04-06 01:23:06	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311858 | val_loss: 0.0311909 | Time: 1766.07 ms
[2022-04-06 01:23:08	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311868 | val_loss: 0.0311926 | Time: 1672.19 ms
[2022-04-06 01:23:10	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311897 | val_loss: 0.0312048 | Time: 1734.35 ms
[2022-04-06 01:23:12	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312082 | val_loss: 0.0312074 | Time: 1783.77 ms
[2022-04-06 01:23:13	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312069 | val_loss: 0.0312056 | Time: 1778.6 ms
[2022-04-06 01:23:15	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312063 | val_loss: 0.0312027 | Time: 1775.9 ms
[2022-04-06 01:23:17	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312058 | val_loss: 0.0312017 | Time: 1732.47 ms
[2022-04-06 01:23:19	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312029 | val_loss: 0.0312002 | Time: 1766.6 ms
[2022-04-06 01:23:20	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312022 | val_loss: 0.0312022 | Time: 1740.17 ms
[2022-04-06 01:23:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312041 | val_loss: 0.031206 | Time: 1806.74 ms
[2022-04-06 01:23:24	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312069 | val_loss: 0.0312044 | Time: 1814.78 ms
[2022-04-06 01:23:26	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312113 | val_loss: 0.0312055 | Time: 1817.57 ms
[2022-04-06 01:23:28	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312043 | val_loss: 0.0311993 | Time: 1769.21 ms
[2022-04-06 01:23:29	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312038 | val_loss: 0.0312022 | Time: 1773.27 ms
[2022-04-06 01:23:31	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031202 | val_loss: 0.0311987 | Time: 1768.9 ms
[2022-04-06 01:23:33	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312012 | val_loss: 0.0311971 | Time: 1734.26 ms
[2022-04-06 01:23:35	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312048 | val_loss: 0.0311983 | Time: 1749.29 ms
[2022-04-06 01:23:36	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0312018 | val_loss: 0.0311981 | Time: 1718.17 ms
[2022-04-06 01:23:38	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311997 | val_loss: 0.0311981 | Time: 1730.89 ms
[2022-04-06 01:23:40	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031199 | val_loss: 0.0312012 | Time: 1830.82 ms
[2022-04-06 01:23:42	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312045 | val_loss: 0.0312079 | Time: 1812.9 ms
[2022-04-06 01:23:44	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0312048 | val_loss: 0.0312054 | Time: 1814.17 ms
[2022-04-06 01:23:45	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312018 | val_loss: 0.0311956 | Time: 1728.23 ms
[2022-04-06 01:23:47	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311983 | val_loss: 0.0311947 | Time: 1719.72 ms
[2022-04-06 01:23:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311971 | val_loss: 0.0311947 | Time: 1761.06 ms
[2022-04-06 01:23:50	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311972 | val_loss: 0.0311971 | Time: 1720.94 ms
[2022-04-06 01:23:52	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311972 | val_loss: 0.0311972 | Time: 1763.37 ms
[2022-04-06 01:23:54	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311979 | val_loss: 0.0311954 | Time: 1781.87 ms
[2022-04-06 01:23:56	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311965 | val_loss: 0.0311957 | Time: 1738.09 ms
[2022-04-06 01:23:58	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311965 | val_loss: 0.0311981 | Time: 1770.56 ms
[2022-04-06 01:23:59	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311999 | val_loss: 0.0311956 | Time: 1726.15 ms
[2022-04-06 01:24:01	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311988 | val_loss: 0.0311936 | Time: 1767.55 ms
[2022-04-06 01:24:03	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311976 | val_loss: 0.0311995 | Time: 1808.87 ms
[2022-04-06 01:24:05	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031198 | val_loss: 0.0311956 | Time: 1783.79 ms
[2022-04-06 01:24:06	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311944 | val_loss: 0.0311945 | Time: 1678.39 ms
[2022-04-06 01:24:08	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311943 | val_loss: 0.0311932 | Time: 1752.56 ms
[2022-04-06 01:24:10	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311939 | val_loss: 0.0311926 | Time: 1731.56 ms
[2022-04-06 01:24:12	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311936 | val_loss: 0.0311937 | Time: 1805.25 ms
[2022-04-06 01:24:13	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311932 | val_loss: 0.0311922 | Time: 1731.24 ms
[2022-04-06 01:24:15	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311938 | val_loss: 0.0311955 | Time: 1745.85 ms
[2022-04-06 01:24:17	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311948 | val_loss: 0.0311943 | Time: 1709.86 ms
[2022-04-06 01:24:19	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311945 | val_loss: 0.0311942 | Time: 1789.99 ms
[2022-04-06 01:24:20	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311937 | val_loss: 0.0311931 | Time: 1706.15 ms
[2022-04-06 01:24:22	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311943 | val_loss: 0.0311932 | Time: 1783.74 ms
[2022-04-06 01:24:24	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311942 | val_loss: 0.0311926 | Time: 1695.02 ms
[2022-04-06 01:24:26	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.031192 | val_loss: 0.0311928 | Time: 1716.98 ms
[2022-04-06 01:24:27	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311927 | val_loss: 0.0311925 | Time: 1779.65 ms
[2022-04-06 01:24:29	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311916 | val_loss: 0.0311965 | Time: 1746.51 ms
[2022-04-06 01:24:31	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031192 | val_loss: 0.0311923 | Time: 1774.11 ms
[2022-04-06 01:24:33	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311923 | val_loss: 0.0311937 | Time: 1787.08 ms
[2022-04-06 01:24:34	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311959 | val_loss: 0.0311947 | Time: 1765.39 ms
[2022-04-06 01:24:36	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311918 | val_loss: 0.0311928 | Time: 1777.06 ms
[2022-04-06 01:24:38	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311916 | val_loss: 0.0311928 | Time: 1798.17 ms
[2022-04-06 01:24:40	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031194 | val_loss: 0.0311959 | Time: 1754.19 ms
[2022-04-06 01:24:42	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311933 | val_loss: 0.0311935 | Time: 1782.54 ms
[2022-04-06 01:24:43	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311996 | val_loss: 0.0311965 | Time: 1757.79 ms
[2022-04-06 01:24:45	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312008 | val_loss: 0.0311967 | Time: 1725.4 ms
[2022-04-06 01:24:47	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312 | val_loss: 0.0311979 | Time: 1836 ms
[2022-04-06 01:24:49	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311997 | val_loss: 0.0311952 | Time: 1784.42 ms
[2022-04-06 01:24:50	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311984 | val_loss: 0.0311974 | Time: 1777.74 ms
[2022-04-06 01:24:52	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312037 | val_loss: 0.0311971 | Time: 1747.12 ms
[2022-04-06 01:24:54	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311998 | val_loss: 0.0311943 | Time: 1775.15 ms
[2022-04-06 01:24:56	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311972 | val_loss: 0.0311938 | Time: 1754.91 ms
[2022-04-06 01:24:58	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311977 | val_loss: 0.0311945 | Time: 1796.88 ms
[2022-04-06 01:24:59	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311992 | val_loss: 0.0311933 | Time: 1691.7 ms
[2022-04-06 01:25:01	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311967 | val_loss: 0.031194 | Time: 1717.61 ms
[2022-04-06 01:25:03	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311967 | val_loss: 0.031193 | Time: 1718.03 ms
[2022-04-06 01:25:04	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311969 | val_loss: 0.0311937 | Time: 1738.49 ms
[2022-04-06 01:25:06	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311967 | val_loss: 0.0311922 | Time: 1753.77 ms
[2022-04-06 01:25:08	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311959 | val_loss: 0.0311964 | Time: 1747.41 ms
[2022-04-06 01:25:10	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311965 | val_loss: 0.0311945 | Time: 1743.01 ms
[2022-04-06 01:25:11	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031196 | val_loss: 0.031193 | Time: 1787.59 ms
[2022-04-06 01:25:13	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311975 | val_loss: 0.0311941 | Time: 1696.73 ms
[2022-04-06 01:25:15	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311959 | val_loss: 0.0311915 | Time: 1749.49 ms
[2022-04-06 01:25:17	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311969 | val_loss: 0.0312067 | Time: 1746.86 ms
[2022-04-06 01:25:18	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031197 | val_loss: 0.0311916 | Time: 1821.87 ms
[2022-04-06 01:25:20	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311927 | val_loss: 0.0311896 | Time: 1720.5 ms
[2022-04-06 01:25:22	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311922 | val_loss: 0.0311914 | Time: 1826.05 ms
[2022-04-06 01:25:24	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311917 | val_loss: 0.0311894 | Time: 1752.78 ms
[2022-04-06 01:25:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311912 | val_loss: 0.0311932 | Time: 1755.43 ms
[2022-04-06 01:25:27	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311929 | val_loss: 0.0311904 | Time: 1746.88 ms
[2022-04-06 01:25:29	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311944 | val_loss: 0.0311907 | Time: 1773.23 ms
[2022-04-06 01:25:31	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311926 | val_loss: 0.0311898 | Time: 1717.57 ms
[2022-04-06 01:25:32	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031191 | val_loss: 0.0311889 | Time: 1665.21 ms
[2022-04-06 01:25:34	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311928 | val_loss: 0.031196 | Time: 1713.74 ms
[2022-04-06 01:25:36	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311938 | val_loss: 0.0311941 | Time: 1686.32 ms
[2022-04-06 01:25:38	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311919 | val_loss: 0.0311936 | Time: 1706.13 ms
[2022-04-06 01:25:39	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311904 | val_loss: 0.0311898 | Time: 1796.07 ms
[2022-04-06 01:25:41	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311893 | val_loss: 0.0311893 | Time: 1690.45 ms
[2022-04-06 01:25:43	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311911 | val_loss: 0.0311898 | Time: 1679.13 ms
[2022-04-06 01:25:44	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311894 | val_loss: 0.0311894 | Time: 1748.84 ms
[2022-04-06 01:25:46	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311918 | val_loss: 0.0311992 | Time: 1783.5 ms
[2022-04-06 01:25:48	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311953 | val_loss: 0.0311935 | Time: 1771.48 ms
[2022-04-06 01:25:50	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311916 | val_loss: 0.0311909 | Time: 1709.23 ms
[2022-04-06 01:25:52	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311894 | val_loss: 0.0311895 | Time: 1743.95 ms
[2022-04-06 01:25:53	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.03119 | val_loss: 0.0311898 | Time: 1741.36 ms
[2022-04-06 01:25:55	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311891 | val_loss: 0.0311906 | Time: 1866.02 ms
[2022-04-06 01:25:57	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311906 | val_loss: 0.0311969 | Time: 1684.52 ms
[2022-04-06 01:25:59	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311893 | val_loss: 0.0311912 | Time: 1732.26 ms
[2022-04-06 01:26:00	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311898 | val_loss: 0.0311899 | Time: 1872.57 ms
[2022-04-06 01:26:02	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311909 | val_loss: 0.0311945 | Time: 1704.29 ms
[2022-04-06 01:26:04	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311954 | val_loss: 0.0311964 | Time: 1788.05 ms
[2022-04-06 01:26:06	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311948 | val_loss: 0.0311972 | Time: 1824.67 ms
[2022-04-06 01:26:08	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311932 | val_loss: 0.0311947 | Time: 1781.75 ms
[2022-04-06 01:26:09	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311924 | val_loss: 0.0311953 | Time: 1806.14 ms
[2022-04-06 01:26:11	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311924 | val_loss: 0.0311964 | Time: 1656.54 ms
[2022-04-06 01:26:13	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311922 | val_loss: 0.0311967 | Time: 1758.03 ms
[2022-04-06 01:26:15	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031191 | val_loss: 0.0312006 | Time: 1765.95 ms
[2022-04-06 01:26:16	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311925 | val_loss: 0.0311964 | Time: 1702.62 ms
[2022-04-06 01:26:18	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311913 | val_loss: 0.0311978 | Time: 1707.54 ms
[2022-04-06 01:26:20	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311921 | val_loss: 0.0311971 | Time: 1773.49 ms
[2022-04-06 01:26:22	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311914 | val_loss: 0.0311959 | Time: 1753.75 ms
[2022-04-06 01:26:23	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311895 | val_loss: 0.0311949 | Time: 1712.7 ms
[2022-04-06 01:26:25	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311891 | val_loss: 0.0311988 | Time: 1733.17 ms
[2022-04-06 01:26:27	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311909 | val_loss: 0.0311961 | Time: 1740.47 ms
[2022-04-06 01:26:28	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311905 | val_loss: 0.0311947 | Time: 1758.59 ms
[2022-04-06 01:26:30	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311909 | val_loss: 0.0311948 | Time: 1764.94 ms
[2022-04-06 01:26:32	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311892 | val_loss: 0.0311952 | Time: 1763.49 ms
[2022-04-06 01:26:34	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311899 | val_loss: 0.0311933 | Time: 1810.99 ms
[2022-04-06 01:26:36	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311904 | val_loss: 0.0311985 | Time: 1752.94 ms
[2022-04-06 01:26:37	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311896 | val_loss: 0.0311951 | Time: 1651.97 ms
[2022-04-06 01:26:39	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311905 | val_loss: 0.0311943 | Time: 1746.5 ms
[2022-04-06 01:26:41	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311888 | val_loss: 0.0311926 | Time: 1766.86 ms
[2022-04-06 01:26:42	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311885 | val_loss: 0.0311957 | Time: 1717.42 ms
[2022-04-06 01:26:44	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311887 | val_loss: 0.0311925 | Time: 1680.33 ms
[2022-04-06 01:26:46	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311893 | val_loss: 0.0311983 | Time: 1816.94 ms
[2022-04-06 01:26:48	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311894 | val_loss: 0.0311981 | Time: 1717.08 ms
[2022-04-06 01:26:49	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311902 | val_loss: 0.0311968 | Time: 1775.34 ms
[2022-04-06 01:26:51	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311901 | val_loss: 0.0311939 | Time: 1747.06 ms
[2022-04-06 01:26:53	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311908 | val_loss: 0.0311965 | Time: 1814.75 ms
[2022-04-06 01:26:55	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311889 | val_loss: 0.0311959 | Time: 1753.48 ms
[2022-04-06 01:26:57	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311888 | val_loss: 0.0311946 | Time: 1709.72 ms
[2022-04-06 01:26:58	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.031189 | val_loss: 0.0311929 | Time: 1841.24 ms
[2022-04-06 01:27:00	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311886 | val_loss: 0.0311963 | Time: 1847.45 ms
[2022-04-06 01:27:02	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311889 | val_loss: 0.0311929 | Time: 1747.92 ms
[2022-04-06 01:27:04	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311895 | val_loss: 0.0311973 | Time: 1821 ms
[2022-04-06 01:27:05	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311894 | val_loss: 0.0311935 | Time: 1704.88 ms
[2022-04-06 01:27:07	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311879 | val_loss: 0.031196 | Time: 1816.83 ms
[2022-04-06 01:27:09	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311902 | val_loss: 0.0311943 | Time: 1691.29 ms
[2022-04-06 01:27:11	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311889 | val_loss: 0.0311987 | Time: 1719.45 ms
[2022-04-06 01:27:13	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311882 | val_loss: 0.0311996 | Time: 1779 ms
[2022-04-06 01:27:14	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311881 | val_loss: 0.0311927 | Time: 1730.13 ms
[2022-04-06 01:27:16	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311885 | val_loss: 0.0311963 | Time: 1721.26 ms
[2022-04-06 01:27:18	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311926 | val_loss: 0.0311965 | Time: 1697.12 ms
[2022-04-06 01:27:20	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311884 | val_loss: 0.0311915 | Time: 1854.66 ms
[2022-04-06 01:27:21	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311855 | val_loss: 0.0311909 | Time: 1749.03 ms
[2022-04-06 01:27:23	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311863 | val_loss: 0.0311941 | Time: 1687.38 ms
[2022-04-06 01:27:25	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031193 | val_loss: 0.0311945 | Time: 1728.25 ms
[2022-04-06 01:27:26	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311888 | val_loss: 0.031194 | Time: 1755.92 ms
[2022-04-06 01:27:28	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031189 | val_loss: 0.0311978 | Time: 1741.09 ms
[2022-04-06 01:27:30	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311928 | val_loss: 0.0311962 | Time: 1778.97 ms
[2022-04-06 01:27:32	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312035 | val_loss: 0.0312241 | Time: 1758.09 ms
[2022-04-06 01:27:33	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0344568 | val_loss: 0.0338077 | Time: 1728.18 ms
[2022-04-06 01:27:35	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0553152 | val_loss: 0.0348758 | Time: 1753.29 ms
[2022-04-06 01:27:37	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0345141 | val_loss: 0.0326438 | Time: 1775.44 ms
[2022-04-06 01:27:39	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0317306 | val_loss: 0.0313032 | Time: 1681.55 ms
[2022-04-06 01:27:40	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0313017 | val_loss: 0.031263 | Time: 1681.77 ms
[2022-04-06 01:27:42	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0312409 | val_loss: 0.0312271 | Time: 1742.72 ms
[2022-04-06 01:27:44	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0312239 | val_loss: 0.0312211 | Time: 1726.51 ms
[2022-04-06 01:27:46	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0312179 | val_loss: 0.0312169 | Time: 1704.99 ms
[2022-04-06 01:27:47	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0312137 | val_loss: 0.0312136 | Time: 1741.43 ms
[2022-04-06 01:27:49	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0312093 | val_loss: 0.0312097 | Time: 1769.94 ms
[2022-04-06 01:27:51	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0312058 | val_loss: 0.031207 | Time: 1748.37 ms
[2022-04-06 01:27:53	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031203 | val_loss: 0.0312044 | Time: 1749.15 ms
[2022-04-06 01:27:54	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0312004 | val_loss: 0.0312023 | Time: 1793.92 ms
[2022-04-06 01:27:56	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311989 | val_loss: 0.0312019 | Time: 1752.69 ms
[2022-04-06 01:27:58	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311966 | val_loss: 0.0311991 | Time: 1792.53 ms
[2022-04-06 01:28:00	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311947 | val_loss: 0.0311969 | Time: 1802.29 ms
[2022-04-06 01:28:02	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311939 | val_loss: 0.031196 | Time: 1778.11 ms
[2022-04-06 01:28:03	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311923 | val_loss: 0.0311959 | Time: 1807.86 ms
[2022-04-06 01:28:05	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311917 | val_loss: 0.0311945 | Time: 1817.72 ms
[2022-04-06 01:28:07	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311908 | val_loss: 0.0311942 | Time: 1870.48 ms
[2022-04-06 01:28:09	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311904 | val_loss: 0.0311939 | Time: 1773.31 ms
[2022-04-06 01:28:11	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311899 | val_loss: 0.0311927 | Time: 1783.57 ms
[2022-04-06 01:28:12	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311891 | val_loss: 0.0311923 | Time: 1735.25 ms
[2022-04-06 01:28:14	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311888 | val_loss: 0.0311932 | Time: 1699.98 ms
[2022-04-06 01:28:16	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311882 | val_loss: 0.0311918 | Time: 1770.14 ms
[2022-04-06 01:28:18	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311888 | val_loss: 0.0311934 | Time: 1717.83 ms
[2022-04-06 01:28:19	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.031188 | val_loss: 0.0311907 | Time: 1786.88 ms
[2022-04-06 01:28:21	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311878 | val_loss: 0.0311909 | Time: 1671.27 ms
[2022-04-06 01:28:23	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311881 | val_loss: 0.0311925 | Time: 1719.9 ms
[2022-04-06 01:28:25	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311891 | val_loss: 0.031192 | Time: 1799.12 ms
[2022-04-06 01:28:26	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311881 | val_loss: 0.0311921 | Time: 1769.31 ms
[2022-04-06 01:28:28	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311881 | val_loss: 0.0311953 | Time: 1753.29 ms
[2022-04-06 01:28:30	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311885 | val_loss: 0.0311912 | Time: 1782.88 ms
[2022-04-06 01:28:32	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311868 | val_loss: 0.0311907 | Time: 1756.25 ms
[2022-04-06 01:28:33	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311864 | val_loss: 0.0311909 | Time: 1725.96 ms
[2022-04-06 01:28:35	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311869 | val_loss: 0.0311947 | Time: 1790.16 ms
[2022-04-06 01:28:37	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311868 | val_loss: 0.0311909 | Time: 1779.6 ms
[2022-04-06 01:28:39	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031186 | val_loss: 0.0311908 | Time: 1756.29 ms
[2022-04-06 01:28:40	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311867 | val_loss: 0.0311923 | Time: 1779.66 ms
[2022-04-06 01:28:42	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.031187 | val_loss: 0.0311948 | Time: 1730.64 ms
[2022-04-06 01:28:44	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311878 | val_loss: 0.0311908 | Time: 1754.17 ms
[2022-04-06 01:28:46	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031187 | val_loss: 0.0311947 | Time: 1753.41 ms
[2022-04-06 01:28:47	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311885 | val_loss: 0.0311923 | Time: 1703.81 ms
[2022-04-06 01:28:49	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311859 | val_loss: 0.0311907 | Time: 1759.1 ms
[2022-04-06 01:28:51	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311852 | val_loss: 0.0311904 | Time: 1772.43 ms
[2022-04-06 01:28:53	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311848 | val_loss: 0.0311902 | Time: 1764.1 ms
[2022-04-06 01:28:55	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031185 | val_loss: 0.0311904 | Time: 1776.63 ms
[2022-04-06 01:28:56	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311849 | val_loss: 0.0311921 | Time: 1732.76 ms
[2022-04-06 01:28:58	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311859 | val_loss: 0.0311921 | Time: 1686.64 ms
[2022-04-06 01:29:00	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311866 | val_loss: 0.0311909 | Time: 1733.05 ms
[2022-04-06 01:29:01	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311852 | val_loss: 0.0311908 | Time: 1797.35 ms
[2022-04-06 01:29:03	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311853 | val_loss: 0.0311926 | Time: 1753.82 ms
[2022-04-06 01:29:05	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311849 | val_loss: 0.0311911 | Time: 1803.72 ms
[2022-04-06 01:29:07	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311849 | val_loss: 0.0311904 | Time: 1750.69 ms
[2022-04-06 01:29:08	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311855 | val_loss: 0.031191 | Time: 1681.08 ms
[2022-04-06 01:29:10	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311847 | val_loss: 0.031192 | Time: 1871.36 ms
[2022-04-06 01:29:12	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311859 | val_loss: 0.031193 | Time: 1802.62 ms
[2022-04-06 01:29:14	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311848 | val_loss: 0.0311893 | Time: 1778.33 ms
[2022-04-06 01:29:16	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311834 | val_loss: 0.0311901 | Time: 1752.03 ms
[2022-04-06 01:29:17	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311838 | val_loss: 0.031193 | Time: 1760.25 ms
[2022-04-06 01:29:19	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311839 | val_loss: 0.0311897 | Time: 1804.72 ms
[2022-04-06 01:29:21	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311831 | val_loss: 0.0311901 | Time: 1785.75 ms
[2022-04-06 01:29:23	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311841 | val_loss: 0.03119 | Time: 1764.66 ms
[2022-04-06 01:29:25	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311836 | val_loss: 0.0311902 | Time: 1753.91 ms
[2022-04-06 01:29:26	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311839 | val_loss: 0.0311907 | Time: 1716.22 ms
[2022-04-06 01:29:28	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311833 | val_loss: 0.0311902 | Time: 1780 ms
[2022-04-06 01:29:30	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311826 | val_loss: 0.0311937 | Time: 1780.59 ms
[2022-04-06 01:29:32	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311846 | val_loss: 0.0311901 | Time: 1768.09 ms
[2022-04-06 01:29:33	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311824 | val_loss: 0.0311891 | Time: 1738.03 ms
[2022-04-06 01:29:35	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311823 | val_loss: 0.0311906 | Time: 1714.48 ms
[2022-04-06 01:29:37	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311821 | val_loss: 0.0311885 | Time: 1725.47 ms
[2022-04-06 01:29:39	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311832 | val_loss: 0.0311905 | Time: 1793.06 ms
[2022-04-06 01:29:40	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311827 | val_loss: 0.0311882 | Time: 1835.75 ms
[2022-04-06 01:29:42	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311817 | val_loss: 0.0311882 | Time: 1687.44 ms
[2022-04-06 01:29:44	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.031182 | val_loss: 0.0311917 | Time: 1779.64 ms
[2022-04-06 01:29:46	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311826 | val_loss: 0.0311883 | Time: 1692.45 ms
[2022-04-06 01:29:47	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311816 | val_loss: 0.0311894 | Time: 1758.69 ms
[2022-04-06 01:29:49	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311816 | val_loss: 0.0311878 | Time: 1770.91 ms
[2022-04-06 01:29:51	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311835 | val_loss: 0.0311936 | Time: 1810.89 ms
[2022-04-06 01:29:53	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.031186 | val_loss: 0.0311889 | Time: 1708.86 ms
[2022-04-06 01:29:54	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031186 | val_loss: 0.0311897 | Time: 1741.54 ms
[2022-04-06 01:29:56	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031185 | val_loss: 0.031189 | Time: 1736.93 ms
[2022-04-06 01:29:58	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031185 | val_loss: 0.03119 | Time: 1725.32 ms
[2022-04-06 01:30:00	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031187 | val_loss: 0.031191 | Time: 1683.41 ms
[2022-04-06 01:30:01	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311863 | val_loss: 0.0311884 | Time: 1754.59 ms
[2022-04-06 01:30:03	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311857 | val_loss: 0.0311897 | Time: 1682.09 ms
[2022-04-06 01:30:05	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311858 | val_loss: 0.03119 | Time: 1726.36 ms
[2022-04-06 01:30:07	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.031185 | val_loss: 0.0311885 | Time: 1788.5 ms
[2022-04-06 01:30:08	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311845 | val_loss: 0.0311887 | Time: 1736.56 ms
[2022-04-06 01:30:10	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311857 | val_loss: 0.0311873 | Time: 1728.19 ms
[2022-04-06 01:30:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311843 | val_loss: 0.0311892 | Time: 1867.66 ms
[2022-04-06 01:30:14	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311838 | val_loss: 0.031188 | Time: 1717.63 ms
[2022-04-06 01:30:15	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031184 | val_loss: 0.031188 | Time: 1772.77 ms
[2022-04-06 01:30:17	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031184 | val_loss: 0.0311878 | Time: 1771.5 ms
[2022-04-06 01:30:19	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311833 | val_loss: 0.0311873 | Time: 1831.26 ms
[2022-04-06 01:30:21	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311835 | val_loss: 0.0311867 | Time: 1760.92 ms
[2022-04-06 01:30:23	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311827 | val_loss: 0.0311871 | Time: 1804.41 ms
[2022-04-06 01:30:24	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031184 | val_loss: 0.0311869 | Time: 1831.5 ms
[2022-04-06 01:30:26	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311838 | val_loss: 0.0311869 | Time: 1728.06 ms
[2022-04-06 01:30:28	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311825 | val_loss: 0.0311871 | Time: 1704.07 ms
[2022-04-06 01:30:30	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311823 | val_loss: 0.0311866 | Time: 1763.96 ms
[2022-04-06 01:30:31	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311835 | val_loss: 0.0311864 | Time: 1810.84 ms
[2022-04-06 01:30:33	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031182 | val_loss: 0.0311877 | Time: 1834.9 ms
[2022-04-06 01:30:35	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311823 | val_loss: 0.0311863 | Time: 1789.4 ms
[2022-04-06 01:30:37	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311825 | val_loss: 0.0311865 | Time: 1760.39 ms
[2022-04-06 01:30:39	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311824 | val_loss: 0.0311872 | Time: 1729.45 ms
[2022-04-06 01:30:40	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311822 | val_loss: 0.0311867 | Time: 1781.68 ms
[2022-04-06 01:30:42	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311825 | val_loss: 0.0311872 | Time: 1757.11 ms
[2022-04-06 01:30:44	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311812 | val_loss: 0.0311876 | Time: 1727.51 ms
[2022-04-06 01:30:46	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311815 | val_loss: 0.0311868 | Time: 1755.93 ms
[2022-04-06 01:30:47	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311819 | val_loss: 0.0311864 | Time: 1707.39 ms
[2022-04-06 01:30:49	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311827 | val_loss: 0.0311891 | Time: 1796.38 ms
[2022-04-06 01:30:51	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031183 | val_loss: 0.0311885 | Time: 1705.83 ms
[2022-04-06 01:30:53	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311818 | val_loss: 0.0311892 | Time: 1783.89 ms
[2022-04-06 01:30:54	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031183 | val_loss: 0.0311869 | Time: 1796.79 ms
[2022-04-06 01:30:56	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311818 | val_loss: 0.0311865 | Time: 1706.61 ms
[2022-04-06 01:30:58	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.031181 | val_loss: 0.0311859 | Time: 1819.42 ms
[2022-04-06 01:31:00	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311808 | val_loss: 0.0311869 | Time: 1759.39 ms
[2022-04-06 01:31:01	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311809 | val_loss: 0.0311889 | Time: 1724.29 ms
[2022-04-06 01:31:03	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311806 | val_loss: 0.0311863 | Time: 1796.25 ms
[2022-04-06 01:31:05	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031181 | val_loss: 0.0311864 | Time: 1776.06 ms
[2022-04-06 01:31:07	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311805 | val_loss: 0.0311873 | Time: 1781.51 ms
[2022-04-06 01:31:09	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311815 | val_loss: 0.0311884 | Time: 1777.85 ms
[2022-04-06 01:31:10	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311821 | val_loss: 0.0311898 | Time: 1767.89 ms
[2022-04-06 01:31:12	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311814 | val_loss: 0.031188 | Time: 1755.53 ms
[2022-04-06 01:31:14	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311815 | val_loss: 0.0311903 | Time: 1762.15 ms
[2022-04-06 01:31:16	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311817 | val_loss: 0.0311868 | Time: 1737.42 ms
[2022-04-06 01:31:17	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311805 | val_loss: 0.0311866 | Time: 1740.35 ms
[2022-04-06 01:31:19	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.03118 | val_loss: 0.0311873 | Time: 1751.62 ms
[2022-04-06 01:31:21	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311816 | val_loss: 0.0311888 | Time: 1794.77 ms
[2022-04-06 01:31:23	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311806 | val_loss: 0.0311874 | Time: 1798.85 ms
[2022-04-06 01:31:25	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311818 | val_loss: 0.0311877 | Time: 1840.38 ms
[2022-04-06 01:31:26	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311817 | val_loss: 0.0311894 | Time: 1779.75 ms
[2022-04-06 01:31:28	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311809 | val_loss: 0.0311888 | Time: 1702.3 ms
[2022-04-06 01:31:30	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311825 | val_loss: 0.031189 | Time: 1752.04 ms
[2022-04-06 01:31:32	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311813 | val_loss: 0.0311922 | Time: 1749.42 ms
[2022-04-06 01:31:33	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311847 | val_loss: 0.0311919 | Time: 1797.82 ms
[2022-04-06 01:31:35	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311834 | val_loss: 0.0311929 | Time: 1732.73 ms
[2022-04-06 01:31:37	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311819 | val_loss: 0.0311865 | Time: 1741.99 ms
[2022-04-06 01:31:39	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311805 | val_loss: 0.0311865 | Time: 1754.36 ms
[2022-04-06 01:31:40	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311805 | val_loss: 0.0311867 | Time: 1737.33 ms
[2022-04-06 01:31:42	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311808 | val_loss: 0.0311879 | Time: 1778.7 ms
[2022-04-06 01:31:44	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031181 | val_loss: 0.0311867 | Time: 1735.62 ms
[2022-04-06 01:31:46	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311807 | val_loss: 0.0311869 | Time: 1734.35 ms
[2022-04-06 01:31:47	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311803 | val_loss: 0.0311862 | Time: 1789.88 ms
[2022-04-06 01:31:49	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311799 | val_loss: 0.0311867 | Time: 1704.51 ms
[2022-04-06 01:31:51	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311809 | val_loss: 0.0311878 | Time: 1782.85 ms
[2022-04-06 01:31:53	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311811 | val_loss: 0.0311876 | Time: 1755.7 ms
[2022-04-06 01:31:54	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311804 | val_loss: 0.0311868 | Time: 1772.53 ms
[2022-04-06 01:31:56	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.03118 | val_loss: 0.0311874 | Time: 1718.65 ms
[2022-04-06 01:31:58	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311795 | val_loss: 0.0311887 | Time: 1722.43 ms
[2022-04-06 01:32:00	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311794 | val_loss: 0.0311881 | Time: 1728.11 ms
[2022-04-06 01:32:01	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311792 | val_loss: 0.0311877 | Time: 1767.74 ms
[2022-04-06 01:32:03	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311801 | val_loss: 0.0311873 | Time: 1716.81 ms
[2022-04-06 01:32:05	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311836 | val_loss: 0.0311872 | Time: 1745.43 ms
[2022-04-06 01:32:07	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311803 | val_loss: 0.0311866 | Time: 1741.41 ms
[2022-04-06 01:32:08	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311798 | val_loss: 0.031187 | Time: 1739.52 ms
[2022-04-06 01:32:10	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311797 | val_loss: 0.0311876 | Time: 1765.43 ms
[2022-04-06 01:32:12	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311789 | val_loss: 0.0311876 | Time: 1787.14 ms
[2022-04-06 01:32:14	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311808 | val_loss: 0.0311912 | Time: 1723.18 ms
[2022-04-06 01:32:15	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311812 | val_loss: 0.0311876 | Time: 1803.51 ms
[2022-04-06 01:32:17	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311805 | val_loss: 0.0311883 | Time: 1834.31 ms
[2022-04-06 01:32:19	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311809 | val_loss: 0.031187 | Time: 1738.77 ms
[2022-04-06 01:32:21	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311813 | val_loss: 0.0311929 | Time: 1782.32 ms
[2022-04-06 01:32:23	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311851 | val_loss: 0.0312071 | Time: 1815.66 ms
[2022-04-06 01:32:24	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311855 | val_loss: 0.0311926 | Time: 1720.76 ms
[2022-04-06 01:32:26	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311804 | val_loss: 0.031188 | Time: 1764.85 ms
[2022-04-06 01:32:28	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311792 | val_loss: 0.0311876 | Time: 1829.75 ms
[2022-04-06 01:32:30	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311784 | val_loss: 0.0311888 | Time: 1836.03 ms
[2022-04-06 01:32:32	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311783 | val_loss: 0.0311877 | Time: 1759.33 ms
[2022-04-06 01:32:33	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031179 | val_loss: 0.031189 | Time: 1799.85 ms
[2022-04-06 01:32:35	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311791 | val_loss: 0.0311887 | Time: 1771.45 ms
[2022-04-06 01:32:37	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311797 | val_loss: 0.0311912 | Time: 1736.16 ms
[2022-04-06 01:32:39	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311794 | val_loss: 0.0311878 | Time: 1719.07 ms
[2022-04-06 01:32:40	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311804 | val_loss: 0.0311953 | Time: 1740.35 ms
[2022-04-06 01:32:42	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311805 | val_loss: 0.0311916 | Time: 1766.59 ms
[2022-04-06 01:32:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311795 | val_loss: 0.031189 | Time: 1723.76 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660 SUPER)
[2022-04-06 02:28:30	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-06 02:28:30	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-06 02:28:30	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-06 02:28:30	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-06 02:28:30	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-06 02:28:30	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-06 02:28:30	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-06 02:28:30	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-06 02:28:30	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-06 02:28:30	                main:474]	:	INFO	:	Configuration: 
[2022-04-06 02:28:30	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-06 02:28:30	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-06 02:28:30	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-06 02:28:30	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-06 02:28:30	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-06 02:28:30	                main:480]	:	INFO	:	    Patience: 10
[2022-04-06 02:28:30	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-06 02:28:30	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-06 02:28:30	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-06 02:28:30	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-06 02:28:30	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-06 02:28:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-06 02:28:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-06 02:28:32	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-06 02:28:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-06 02:28:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-06 02:28:32	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-06 02:28:32	                main:494]	:	INFO	:	Creating Model
[2022-04-06 02:28:32	                main:507]	:	INFO	:	Preparing config file
[2022-04-06 02:28:32	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-06 02:28:32	                main:512]	:	INFO	:	Loading config
[2022-04-06 02:28:32	                main:514]	:	INFO	:	Loading state
[2022-04-06 02:28:34	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-06 02:28:34	                main:562]	:	INFO	:	Starting Training
[2022-04-06 02:28:36	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0320382 | val_loss: 0.0314742 | Time: 2057.73 ms
[2022-04-06 02:28:37	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031352 | val_loss: 0.0312691 | Time: 1763.05 ms
[2022-04-06 02:28:37	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312691
[2022-04-06 02:28:37	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-06 02:28:37	                main:608]	:	INFO	:	Success, exiting..
02:28:37 (4636): 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)