Task 7860748

Name ParityModified-1631730680-4648-2_0
Workunit 5488155
Created 6 Oct 2021, 11:50:33 UTC
Sent 13 Oct 2021, 7:25:21 UTC
Report deadline 20 Oct 2021, 7:25:21 UTC
Received 14 Oct 2021, 17:39:30 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 157
Run time 7 hours 2 min 40 sec
CPU time 6 hours 18 min 19 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,473.94 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
 | val_loss: 0.0311657 | Time: 11496.5 ms
[2021-10-14 09:43:17	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311143 | val_loss: 0.031158 | Time: 11384.6 ms
[2021-10-14 09:43:29	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311091 | val_loss: 0.0311627 | Time: 11728.2 ms
[2021-10-14 09:43:41	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311047 | val_loss: 0.0311612 | Time: 12040.5 ms
[2021-10-14 09:43:53	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311103 | val_loss: 0.0311664 | Time: 11443 ms
[2021-10-14 09:44:04	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311033 | val_loss: 0.0311675 | Time: 11351.8 ms
[2021-10-14 09:44:16	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311001 | val_loss: 0.0311661 | Time: 11626.7 ms
[2021-10-14 09:44:28	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031096 | val_loss: 0.0311549 | Time: 11565.6 ms
[2021-10-14 09:44:39	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0310954 | val_loss: 0.0311657 | Time: 11403.2 ms
[2021-10-14 09:44:51	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0310994 | val_loss: 0.0311546 | Time: 11438 ms
[2021-10-14 09:45:02	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311224 | val_loss: 0.0311593 | Time: 11478.9 ms
[2021-10-14 09:45:14	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311134 | val_loss: 0.031158 | Time: 11438.3 ms
[2021-10-14 09:45:25	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311121 | val_loss: 0.0311557 | Time: 11427.7 ms
[2021-10-14 09:45:37	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311105 | val_loss: 0.0311625 | Time: 11461.4 ms
[2021-10-14 09:45:48	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311035 | val_loss: 0.0311612 | Time: 11236.4 ms
[2021-10-14 09:45:59	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311 | val_loss: 0.0311576 | Time: 11202 ms
[2021-10-14 09:46:11	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311015 | val_loss: 0.0311748 | Time: 11735.3 ms
[2021-10-14 09:46:23	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0310968 | val_loss: 0.0311655 | Time: 11417.3 ms
[2021-10-14 09:46:34	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031092 | val_loss: 0.0311647 | Time: 11402.6 ms
[2021-10-14 09:46:46	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.031095 | val_loss: 0.0311671 | Time: 11442.3 ms
[2021-10-14 09:46:57	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310926 | val_loss: 0.0311665 | Time: 11386.4 ms
[2021-10-14 09:47:09	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0310946 | val_loss: 0.0311712 | Time: 11399.1 ms
[2021-10-14 09:47:20	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0310912 | val_loss: 0.0311633 | Time: 11463.9 ms
[2021-10-14 09:47:31	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310908 | val_loss: 0.0311651 | Time: 11354.9 ms
[2021-10-14 09:47:43	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310908 | val_loss: 0.03116 | Time: 11406.2 ms
[2021-10-14 09:47:54	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310935 | val_loss: 0.0311685 | Time: 11285.4 ms
[2021-10-14 09:48:06	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310917 | val_loss: 0.0311674 | Time: 11554.7 ms
[2021-10-14 09:48:17	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0310921 | val_loss: 0.0311635 | Time: 11413 ms
[2021-10-14 09:48:29	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0310933 | val_loss: 0.0311673 | Time: 11442.6 ms
[2021-10-14 09:48:41	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0310881 | val_loss: 0.03117 | Time: 11613.9 ms
[2021-10-14 09:48:52	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0310904 | val_loss: 0.0311674 | Time: 11607 ms
[2021-10-14 09:49:04	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0310953 | val_loss: 0.0311749 | Time: 11285.9 ms
[2021-10-14 09:49:15	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0310906 | val_loss: 0.0311652 | Time: 11431.4 ms
[2021-10-14 09:49:27	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310923 | val_loss: 0.0311719 | Time: 11511.9 ms
[2021-10-14 09:49:38	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311099 | val_loss: 0.0311665 | Time: 11481.2 ms
[2021-10-14 09:49:50	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311103 | val_loss: 0.0311658 | Time: 11446.9 ms
[2021-10-14 09:50:01	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311053 | val_loss: 0.0311697 | Time: 11321.1 ms
[2021-10-14 09:50:13	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310989 | val_loss: 0.0311683 | Time: 11402.7 ms
[2021-10-14 09:50:24	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310989 | val_loss: 0.0311828 | Time: 11367.5 ms
[2021-10-14 09:50:36	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311217 | val_loss: 0.0311621 | Time: 11495.4 ms
[2021-10-14 09:50:47	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311176 | val_loss: 0.0311672 | Time: 11388.5 ms
[2021-10-14 09:50:59	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311071 | val_loss: 0.0311726 | Time: 11360.6 ms
[2021-10-14 09:51:10	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311004 | val_loss: 0.0311599 | Time: 11413.4 ms
[2021-10-14 09:51:21	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310974 | val_loss: 0.0311659 | Time: 11307.7 ms
[2021-10-14 09:51:33	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310997 | val_loss: 0.0311618 | Time: 11376.8 ms
[2021-10-14 09:51:44	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310965 | val_loss: 0.0311733 | Time: 11230.5 ms
[2021-10-14 09:51:56	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310976 | val_loss: 0.0311607 | Time: 11582.4 ms
[2021-10-14 09:52:07	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310973 | val_loss: 0.031167 | Time: 11296.9 ms
[2021-10-14 09:52:19	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310956 | val_loss: 0.0311708 | Time: 11420.8 ms
[2021-10-14 09:52:30	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310946 | val_loss: 0.0311672 | Time: 11381.9 ms
[2021-10-14 09:52:42	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310909 | val_loss: 0.0311635 | Time: 11466.9 ms
[2021-10-14 09:52:53	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310894 | val_loss: 0.0311693 | Time: 11343.2 ms
[2021-10-14 09:53:05	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310903 | val_loss: 0.0311713 | Time: 11291.3 ms
[2021-10-14 09:53:16	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310883 | val_loss: 0.0311655 | Time: 11378.8 ms
[2021-10-14 09:53:28	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310861 | val_loss: 0.0311702 | Time: 11486.7 ms
[2021-10-14 09:53:40	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310856 | val_loss: 0.0311734 | Time: 12151.2 ms
[2021-10-14 09:53:52	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310827 | val_loss: 0.031174 | Time: 11554.1 ms
[2021-10-14 09:54:03	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310908 | val_loss: 0.0311643 | Time: 11531.6 ms
[2021-10-14 09:54:15	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310894 | val_loss: 0.0311618 | Time: 11422.6 ms
[2021-10-14 09:54:26	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310879 | val_loss: 0.0311764 | Time: 11421.2 ms
[2021-10-14 09:54:38	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310833 | val_loss: 0.0311792 | Time: 11392.2 ms
[2021-10-14 09:54:50	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310836 | val_loss: 0.0311768 | Time: 11536.1 ms
[2021-10-14 09:55:01	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310857 | val_loss: 0.0311651 | Time: 11444.1 ms
[2021-10-14 09:55:13	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310846 | val_loss: 0.0311699 | Time: 11562 ms
[2021-10-14 09:55:24	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310818 | val_loss: 0.0311728 | Time: 11401.1 ms
[2021-10-14 09:55:36	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310799 | val_loss: 0.031172 | Time: 11631.3 ms
[2021-10-14 09:55:47	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031078 | val_loss: 0.0311834 | Time: 11256.8 ms
[2021-10-14 09:55:59	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311011 | val_loss: 0.0311838 | Time: 11435.5 ms
[2021-10-14 09:56:10	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311063 | val_loss: 0.0311721 | Time: 11588 ms
[2021-10-14 09:56:22	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031101 | val_loss: 0.0311724 | Time: 11525.2 ms
[2021-10-14 09:56:34	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311188 | val_loss: 0.0311648 | Time: 11408 ms
[2021-10-14 09:56:45	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311154 | val_loss: 0.0311603 | Time: 11639.5 ms
[2021-10-14 09:56:57	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311055 | val_loss: 0.0311589 | Time: 11559.6 ms
[2021-10-14 09:57:08	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311018 | val_loss: 0.031166 | Time: 11492 ms
[2021-10-14 09:57:20	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311008 | val_loss: 0.0311588 | Time: 11294.4 ms
[2021-10-14 09:57:31	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310954 | val_loss: 0.0311648 | Time: 11328.1 ms
[2021-10-14 09:57:43	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310942 | val_loss: 0.0311592 | Time: 11357.4 ms
[2021-10-14 09:57:54	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310915 | val_loss: 0.0311635 | Time: 11529.4 ms
[2021-10-14 09:58:06	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310913 | val_loss: 0.0311607 | Time: 11297.4 ms
[2021-10-14 09:58:17	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310879 | val_loss: 0.0311668 | Time: 11547.6 ms
[2021-10-14 09:58:29	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310949 | val_loss: 0.0311764 | Time: 11611.6 ms
[2021-10-14 09:58:41	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311031 | val_loss: 0.0311677 | Time: 11430.9 ms
[2021-10-14 09:58:52	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031097 | val_loss: 0.0311646 | Time: 11404.9 ms
[2021-10-14 09:59:04	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311065 | val_loss: 0.0311617 | Time: 11525.1 ms
[2021-10-14 09:59:15	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311037 | val_loss: 0.0311599 | Time: 11655 ms
[2021-10-14 09:59:27	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.031096 | val_loss: 0.03117 | Time: 11432.7 ms
[2021-10-14 09:59:39	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310918 | val_loss: 0.0311675 | Time: 11997.5 ms
[2021-10-14 09:59:50	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310903 | val_loss: 0.0311718 | Time: 11434.2 ms
[2021-10-14 10:00:02	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310862 | val_loss: 0.0311696 | Time: 11362.9 ms
[2021-10-14 10:00:14	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310856 | val_loss: 0.0311632 | Time: 11936.3 ms
[2021-10-14 10:00:26	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310865 | val_loss: 0.0311659 | Time: 12056.9 ms
[2021-10-14 10:00:38	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310851 | val_loss: 0.0311691 | Time: 11883 ms
[2021-10-14 10:00:50	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310881 | val_loss: 0.0311656 | Time: 11764.5 ms
[2021-10-14 10:01:02	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310911 | val_loss: 0.031171 | Time: 11919 ms
[2021-10-14 10:01:14	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310882 | val_loss: 0.0311706 | Time: 11895 ms
[2021-10-14 10:01:26	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310845 | val_loss: 0.0311754 | Time: 12029.1 ms
[2021-10-14 10:01:38	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310831 | val_loss: 0.0311741 | Time: 12101 ms
[2021-10-14 10:01:50	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310864 | val_loss: 0.0311725 | Time: 11948.6 ms
[2021-10-14 10:02:02	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310845 | val_loss: 0.0311666 | Time: 12097.2 ms
[2021-10-14 10:02:14	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310851 | val_loss: 0.031174 | Time: 12011.7 ms
[2021-10-14 10:02:27	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311005 | val_loss: 0.0311692 | Time: 12015.5 ms
[2021-10-14 10:02:39	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031107 | val_loss: 0.0311745 | Time: 12199.9 ms
[2021-10-14 10:02:51	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031107 | val_loss: 0.0311654 | Time: 12097.6 ms
[2021-10-14 10:03:03	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031094 | val_loss: 0.0311693 | Time: 12199 ms
[2021-10-14 10:03:15	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310953 | val_loss: 0.0311646 | Time: 12075.4 ms
[2021-10-14 10:03:28	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310951 | val_loss: 0.0311639 | Time: 12244.8 ms
[2021-10-14 10:03:42	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310902 | val_loss: 0.0311652 | Time: 14094.9 ms
[2021-10-14 10:03:54	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310866 | val_loss: 0.0311691 | Time: 12071.7 ms
[2021-10-14 10:04:06	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310846 | val_loss: 0.0311606 | Time: 12043.6 ms
[2021-10-14 10:04:18	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031085 | val_loss: 0.031161 | Time: 12006.3 ms
[2021-10-14 10:04:30	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310858 | val_loss: 0.0311663 | Time: 12135.4 ms
[2021-10-14 10:04:43	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031084 | val_loss: 0.0311605 | Time: 12026.5 ms
[2021-10-14 10:04:55	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310893 | val_loss: 0.0311664 | Time: 12044.4 ms
[2021-10-14 10:05:07	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310888 | val_loss: 0.0311667 | Time: 12117.9 ms
[2021-10-14 10:05:19	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310891 | val_loss: 0.0311629 | Time: 11841.9 ms
[2021-10-14 10:05:31	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310886 | val_loss: 0.0311662 | Time: 12014.8 ms
[2021-10-14 10:05:43	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310901 | val_loss: 0.0311642 | Time: 12089 ms
[2021-10-14 10:05:55	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310876 | val_loss: 0.0311663 | Time: 12258.8 ms
[2021-10-14 10:06:08	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031092 | val_loss: 0.031161 | Time: 12028.3 ms
[2021-10-14 10:06:20	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031096 | val_loss: 0.0311702 | Time: 12005.1 ms
[2021-10-14 10:06:32	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310935 | val_loss: 0.0311579 | Time: 12175.8 ms
[2021-10-14 10:06:44	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310874 | val_loss: 0.0311628 | Time: 12217.2 ms
[2021-10-14 10:06:57	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310868 | val_loss: 0.0311704 | Time: 12868.4 ms
[2021-10-14 10:07:09	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310897 | val_loss: 0.0311676 | Time: 12097.5 ms
[2021-10-14 10:07:22	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310958 | val_loss: 0.0311622 | Time: 12373.7 ms
[2021-10-14 10:07:34	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310908 | val_loss: 0.0311685 | Time: 12498.4 ms
[2021-10-14 10:07:47	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310874 | val_loss: 0.0311615 | Time: 12228.6 ms
[2021-10-14 10:07:59	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310904 | val_loss: 0.0311603 | Time: 12290.7 ms
[2021-10-14 10:08:11	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310899 | val_loss: 0.0311687 | Time: 12160.1 ms
[2021-10-14 10:08:24	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310881 | val_loss: 0.0311597 | Time: 12261.3 ms
[2021-10-14 10:08:36	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310896 | val_loss: 0.0311675 | Time: 12056.9 ms
[2021-10-14 10:08:48	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310899 | val_loss: 0.0311641 | Time: 12068 ms
[2021-10-14 10:09:00	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031092 | val_loss: 0.031164 | Time: 12202.5 ms
[2021-10-14 10:09:13	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312414 | val_loss: 0.0337764 | Time: 12112.4 ms
[2021-10-14 10:09:25	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.059979 | val_loss: 0.0869126 | Time: 12063.1 ms
[2021-10-14 10:09:37	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0381719 | val_loss: 0.033087 | Time: 12326.2 ms
[2021-10-14 10:09:49	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0334143 | val_loss: 0.0318188 | Time: 12064.2 ms
[2021-10-14 10:10:01	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0314473 | val_loss: 0.0312963 | Time: 12192.7 ms
[2021-10-14 10:10:14	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312918 | val_loss: 0.0312665 | Time: 11954 ms
[2021-10-14 10:10:26	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312641 | val_loss: 0.0312593 | Time: 12178.8 ms
[2021-10-14 10:10:38	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312578 | val_loss: 0.0312573 | Time: 12159.8 ms
[2021-10-14 10:10:50	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312556 | val_loss: 0.0312554 | Time: 12180.8 ms
[2021-10-14 10:11:03	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.031254 | val_loss: 0.0312536 | Time: 12443.6 ms
[2021-10-14 10:11:15	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312525 | val_loss: 0.0312523 | Time: 12129.1 ms
[2021-10-14 10:11:27	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0312516 | val_loss: 0.0312512 | Time: 12167.1 ms
[2021-10-14 10:11:39	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0312504 | val_loss: 0.0312501 | Time: 12072 ms
[2021-10-14 10:11:52	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312495 | val_loss: 0.0312491 | Time: 12209.1 ms
[2021-10-14 10:12:04	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0312487 | val_loss: 0.031248 | Time: 12332 ms
[2021-10-14 10:12:16	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0312488 | val_loss: 0.031251 | Time: 12060.2 ms
[2021-10-14 10:12:28	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312478 | val_loss: 0.0312475 | Time: 12039.1 ms
[2021-10-14 10:12:41	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312465 | val_loss: 0.0312455 | Time: 12289.8 ms
[2021-10-14 10:12:53	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312456 | val_loss: 0.0312454 | Time: 12029 ms
[2021-10-14 10:13:05	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0312451 | val_loss: 0.0312442 | Time: 12149.9 ms
[2021-10-14 10:13:17	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312441 | val_loss: 0.0312431 | Time: 11892.1 ms
[2021-10-14 10:13:30	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312434 | val_loss: 0.0312423 | Time: 12715.2 ms
[2021-10-14 10:13:44	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312431 | val_loss: 0.0312418 | Time: 13764.4 ms
[2021-10-14 10:13:56	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312424 | val_loss: 0.0312408 | Time: 12148.1 ms
[2021-10-14 10:14:08	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312413 | val_loss: 0.0312401 | Time: 12232.5 ms
[2021-10-14 10:14:21	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312406 | val_loss: 0.0312396 | Time: 12785.4 ms
[2021-10-14 10:14:34	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312396 | val_loss: 0.0312391 | Time: 12250.6 ms
[2021-10-14 10:14:46	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312391 | val_loss: 0.0312379 | Time: 12198 ms
[2021-10-14 10:14:58	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312386 | val_loss: 0.0312373 | Time: 11974.3 ms
[2021-10-14 10:15:10	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312379 | val_loss: 0.0312377 | Time: 11968.4 ms
[2021-10-14 10:15:22	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312383 | val_loss: 0.031238 | Time: 12186.1 ms
[2021-10-14 10:15:35	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312371 | val_loss: 0.031237 | Time: 12267.9 ms
[2021-10-14 10:15:47	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312358 | val_loss: 0.031238 | Time: 11953.7 ms
[2021-10-14 10:15:59	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0312354 | val_loss: 0.0312349 | Time: 12130.6 ms
[2021-10-14 10:16:11	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312339 | val_loss: 0.031234 | Time: 12012.6 ms
[2021-10-14 10:16:23	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312332 | val_loss: 0.0312327 | Time: 12045.6 ms
[2021-10-14 10:16:36	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312325 | val_loss: 0.0312356 | Time: 12167.3 ms
[2021-10-14 10:16:48	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312321 | val_loss: 0.0312315 | Time: 12126 ms
[2021-10-14 10:17:00	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312305 | val_loss: 0.0312302 | Time: 12127.2 ms
[2021-10-14 10:17:12	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312296 | val_loss: 0.031229 | Time: 12148 ms
[2021-10-14 10:17:24	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312288 | val_loss: 0.0312286 | Time: 12075.6 ms
[2021-10-14 10:17:37	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312277 | val_loss: 0.0312287 | Time: 12384.1 ms
[2021-10-14 10:17:49	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312278 | val_loss: 0.0312255 | Time: 12050.3 ms
[2021-10-14 10:18:01	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312259 | val_loss: 0.0312277 | Time: 12154.8 ms
[2021-10-14 10:18:13	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312247 | val_loss: 0.0312239 | Time: 12035.4 ms
[2021-10-14 10:18:25	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312236 | val_loss: 0.0312226 | Time: 12095.3 ms
[2021-10-14 10:18:38	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312238 | val_loss: 0.0312229 | Time: 12165.3 ms
[2021-10-14 10:18:50	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312225 | val_loss: 0.031222 | Time: 12202 ms
[2021-10-14 10:19:02	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312211 | val_loss: 0.0312236 | Time: 12239.7 ms
[2021-10-14 10:19:15	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312203 | val_loss: 0.0312184 | Time: 12331.8 ms
[2021-10-14 10:19:27	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312183 | val_loss: 0.031221 | Time: 12003.8 ms
[2021-10-14 10:19:39	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312172 | val_loss: 0.0312163 | Time: 12155.2 ms
[2021-10-14 10:19:51	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312153 | val_loss: 0.0312143 | Time: 12080.2 ms
[2021-10-14 10:20:03	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312146 | val_loss: 0.0312149 | Time: 12005.2 ms
[2021-10-14 10:20:15	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312135 | val_loss: 0.0312132 | Time: 11966.5 ms
[2021-10-14 10:20:27	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312121 | val_loss: 0.0312118 | Time: 12067.7 ms
[2021-10-14 10:20:40	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312105 | val_loss: 0.03121 | Time: 12032.6 ms
[2021-10-14 10:20:52	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031209 | val_loss: 0.0312103 | Time: 12102.8 ms
[2021-10-14 10:21:04	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031208 | val_loss: 0.0312082 | Time: 12194.1 ms
[2021-10-14 10:21:16	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312067 | val_loss: 0.0312067 | Time: 11844 ms
[2021-10-14 10:21:28	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0312054 | val_loss: 0.0312085 | Time: 12210.2 ms
[2021-10-14 10:21:40	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312046 | val_loss: 0.0312047 | Time: 11823.7 ms
[2021-10-14 10:21:52	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312027 | val_loss: 0.0312011 | Time: 11937.7 ms
[2021-10-14 10:22:04	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312008 | val_loss: 0.0312 | Time: 12101 ms
[2021-10-14 10:22:17	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311995 | val_loss: 0.0311988 | Time: 12077.6 ms
[2021-10-14 10:22:29	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311983 | val_loss: 0.0311981 | Time: 12122.4 ms
[2021-10-14 10:22:41	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311972 | val_loss: 0.0311978 | Time: 12072.6 ms
[2021-10-14 10:22:53	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311971 | val_loss: 0.0311957 | Time: 12108 ms
[2021-10-14 10:23:05	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311949 | val_loss: 0.0311943 | Time: 12101.8 ms
[2021-10-14 10:23:18	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311936 | val_loss: 0.0311928 | Time: 12368 ms
[2021-10-14 10:23:30	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311927 | val_loss: 0.0311945 | Time: 12272.5 ms
[2021-10-14 10:23:44	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311917 | val_loss: 0.0311913 | Time: 13909.6 ms
[2021-10-14 10:23:56	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311914 | val_loss: 0.0311906 | Time: 11959.2 ms
[2021-10-14 10:24:08	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311912 | val_loss: 0.0311941 | Time: 12179.2 ms
[2021-10-14 10:24:21	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311915 | val_loss: 0.0311945 | Time: 12158.3 ms
[2021-10-14 10:24:33	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311908 | val_loss: 0.0311883 | Time: 12024.5 ms
[2021-10-14 10:24:45	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311891 | val_loss: 0.0311926 | Time: 12146.9 ms
[2021-10-14 10:24:57	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311875 | val_loss: 0.0311898 | Time: 12195 ms
[2021-10-14 10:25:09	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311866 | val_loss: 0.0311867 | Time: 12128.4 ms
[2021-10-14 10:25:22	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311873 | val_loss: 0.0311874 | Time: 12143.5 ms
[2021-10-14 10:25:34	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.031186 | val_loss: 0.0311898 | Time: 11979.7 ms
[2021-10-14 10:25:46	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031186 | val_loss: 0.0311878 | Time: 11941.1 ms
[2021-10-14 10:25:58	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311854 | val_loss: 0.0311846 | Time: 12149.7 ms
[2021-10-14 10:26:12	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031186 | val_loss: 0.0311859 | Time: 13614 ms
[2021-10-14 10:26:26	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311832 | val_loss: 0.031186 | Time: 14336.5 ms
[2021-10-14 10:26:40	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311826 | val_loss: 0.0311876 | Time: 14223.7 ms
[2021-10-14 10:26:55	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311821 | val_loss: 0.0311829 | Time: 14383.2 ms
[2021-10-14 10:27:08	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311812 | val_loss: 0.0311829 | Time: 13476.9 ms
[2021-10-14 10:27:22	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311837 | val_loss: 0.0311935 | Time: 13651.9 ms
[2021-10-14 10:27:34	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311828 | val_loss: 0.031183 | Time: 12095.2 ms
[2021-10-14 10:27:46	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311815 | val_loss: 0.0311811 | Time: 12079.9 ms
[2021-10-14 10:27:59	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311817 | val_loss: 0.0311829 | Time: 12019.3 ms
[2021-10-14 10:28:11	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031181 | val_loss: 0.0311822 | Time: 12135.9 ms
[2021-10-14 10:28:23	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311809 | val_loss: 0.0311849 | Time: 11960.6 ms
[2021-10-14 10:28:35	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031182 | val_loss: 0.031181 | Time: 12041.9 ms
[2021-10-14 10:28:47	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311809 | val_loss: 0.0311832 | Time: 12063.8 ms
[2021-10-14 10:28:59	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311794 | val_loss: 0.0311812 | Time: 12183.2 ms
[2021-10-14 10:29:12	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311796 | val_loss: 0.0311808 | Time: 12339.7 ms
[2021-10-14 10:29:24	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311795 | val_loss: 0.0311802 | Time: 12110.3 ms
[2021-10-14 10:29:36	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311806 | val_loss: 0.0311799 | Time: 12058.4 ms
[2021-10-14 10:29:48	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311805 | val_loss: 0.0311822 | Time: 12151.8 ms
[2021-10-14 10:30:01	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311787 | val_loss: 0.0311817 | Time: 12399.9 ms
[2021-10-14 10:30:13	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311791 | val_loss: 0.0311798 | Time: 12067.6 ms
[2021-10-14 10:30:25	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311809 | val_loss: 0.0311841 | Time: 12060.6 ms
[2021-10-14 10:30:38	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311798 | val_loss: 0.0311791 | Time: 12293.9 ms
[2021-10-14 10:30:50	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311771 | val_loss: 0.0311796 | Time: 12240.7 ms
[2021-10-14 10:31:02	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311767 | val_loss: 0.0311784 | Time: 12117.1 ms
[2021-10-14 10:31:14	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311772 | val_loss: 0.03118 | Time: 11971 ms
[2021-10-14 10:31:26	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311783 | val_loss: 0.0311781 | Time: 12096.9 ms
[2021-10-14 10:31:38	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311803 | val_loss: 0.0311788 | Time: 11967.5 ms
[2021-10-14 10:31:51	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311796 | val_loss: 0.0311821 | Time: 12065.4 ms
[2021-10-14 10:32:03	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311777 | val_loss: 0.0311795 | Time: 12130.6 ms
[2021-10-14 10:32:15	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311772 | val_loss: 0.03118 | Time: 12156.6 ms
[2021-10-14 10:32:27	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311766 | val_loss: 0.0311808 | Time: 11913.9 ms
[2021-10-14 10:32:39	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311778 | val_loss: 0.0311793 | Time: 12281.9 ms
[2021-10-14 10:32:52	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311793 | val_loss: 0.0311782 | Time: 12071.8 ms
[2021-10-14 10:33:04	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311815 | val_loss: 0.031181 | Time: 12086.5 ms
[2021-10-14 10:33:16	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031176 | val_loss: 0.031178 | Time: 11942.3 ms
[2021-10-14 10:33:28	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311761 | val_loss: 0.0311865 | Time: 12269.4 ms
[2021-10-14 10:33:42	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311801 | val_loss: 0.0311883 | Time: 13910.6 ms
[2021-10-14 10:33:54	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311873 | val_loss: 0.0311768 | Time: 12087.5 ms
[2021-10-14 10:34:06	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311813 | val_loss: 0.0311784 | Time: 12039.8 ms
[2021-10-14 10:34:19	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311762 | val_loss: 0.0311764 | Time: 11998.5 ms
[2021-10-14 10:34:31	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311738 | val_loss: 0.0311779 | Time: 12216.3 ms
[2021-10-14 10:34:43	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311743 | val_loss: 0.0311806 | Time: 12130 ms
[2021-10-14 10:34:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311736 | val_loss: 0.0311762 | Time: 11910.5 ms
[2021-10-14 10:35:07	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311738 | val_loss: 0.031176 | Time: 12140.1 ms
[2021-10-14 10:35:19	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311737 | val_loss: 0.0311757 | Time: 12028.9 ms
[2021-10-14 10:35:31	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311746 | val_loss: 0.0311787 | Time: 12039.1 ms
[2021-10-14 10:35:43	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311774 | val_loss: 0.0311888 | Time: 11803.4 ms
[2021-10-14 10:35:55	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311789 | val_loss: 0.0311773 | Time: 11741.2 ms
[2021-10-14 10:36:07	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311759 | val_loss: 0.0311771 | Time: 11868.5 ms
[2021-10-14 10:36:19	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311738 | val_loss: 0.0311806 | Time: 12238.4 ms
[2021-10-14 10:36:31	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311753 | val_loss: 0.031179 | Time: 11846.5 ms
[2021-10-14 10:36:44	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311722 | val_loss: 0.0311751 | Time: 12354.3 ms
[2021-10-14 10:36:56	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311721 | val_loss: 0.031177 | Time: 12135.4 ms
[2021-10-14 10:37:08	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311775 | val_loss: 0.0311772 | Time: 12176.2 ms
[2021-10-14 10:37:20	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311783 | val_loss: 0.0311768 | Time: 11895.8 ms
[2021-10-14 10:37:32	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311728 | val_loss: 0.0311768 | Time: 12145.6 ms
[2021-10-14 10:37:45	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031172 | val_loss: 0.0311748 | Time: 12320.8 ms
[2021-10-14 10:37:57	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311731 | val_loss: 0.0311905 | Time: 12064.8 ms
[2021-10-14 10:38:10	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311744 | val_loss: 0.031175 | Time: 12591.4 ms
[2021-10-14 10:38:22	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311715 | val_loss: 0.0311763 | Time: 12101 ms
[2021-10-14 10:38:34	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031171 | val_loss: 0.0311762 | Time: 12096.6 ms
[2021-10-14 10:38:46	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311756 | val_loss: 0.03118 | Time: 12046.8 ms
[2021-10-14 10:38:58	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311783 | val_loss: 0.031185 | Time: 11779.5 ms
[2021-10-14 10:39:10	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.03118 | val_loss: 0.0311848 | Time: 12019.6 ms
[2021-10-14 10:39:22	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311785 | val_loss: 0.0311741 | Time: 11804 ms
[2021-10-14 10:39:34	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031175 | val_loss: 0.0311751 | Time: 11942.2 ms
[2021-10-14 10:39:46	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311735 | val_loss: 0.0311777 | Time: 12163.4 ms
[2021-10-14 10:39:58	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311728 | val_loss: 0.0311747 | Time: 11955.7 ms
[2021-10-14 10:40:10	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311713 | val_loss: 0.0311741 | Time: 11875.9 ms
[2021-10-14 10:40:22	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311718 | val_loss: 0.0311747 | Time: 12063.9 ms
[2021-10-14 10:40:34	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311703 | val_loss: 0.0311721 | Time: 11868.8 ms
[2021-10-14 10:40:46	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311696 | val_loss: 0.0311727 | Time: 11733 ms
[2021-10-14 10:40:58	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311704 | val_loss: 0.0311733 | Time: 11853.5 ms
[2021-10-14 10:41:10	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311696 | val_loss: 0.0311742 | Time: 11918.7 ms
[2021-10-14 10:41:22	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311704 | val_loss: 0.0311752 | Time: 11980.6 ms
[2021-10-14 10:41:34	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311734 | val_loss: 0.0311726 | Time: 12203.9 ms
[2021-10-14 10:41:47	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311713 | val_loss: 0.0311736 | Time: 12021.7 ms
[2021-10-14 10:41:59	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311699 | val_loss: 0.031175 | Time: 12056.2 ms
[2021-10-14 10:42:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311704 | val_loss: 0.0311727 | Time: 12103 ms
[2021-10-14 10:42:24	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311691 | val_loss: 0.0311829 | Time: 13105.9 ms
[2021-10-14 10:42:39	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311706 | val_loss: 0.0311746 | Time: 14673.7 ms
[2021-10-14 10:42:51	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031172 | val_loss: 0.0311781 | Time: 11891.2 ms
[2021-10-14 10:43:03	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311708 | val_loss: 0.031178 | Time: 12128 ms
[2021-10-14 10:43:15	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311704 | val_loss: 0.0311795 | Time: 11962.4 ms
[2021-10-14 10:43:27	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311718 | val_loss: 0.0311898 | Time: 12108.3 ms
[2021-10-14 10:43:41	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311756 | val_loss: 0.0311778 | Time: 13604.5 ms
[2021-10-14 10:43:53	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.031172 | val_loss: 0.0311836 | Time: 12076.1 ms
[2021-10-14 10:44:06	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311703 | val_loss: 0.0311977 | Time: 12263.7 ms
[2021-10-14 10:44:18	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311758 | val_loss: 0.0311776 | Time: 12422 ms
[2021-10-14 10:44:30	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311672 | val_loss: 0.0311759 | Time: 12074.7 ms
[2021-10-14 10:44:42	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311713 | val_loss: 0.0311746 | Time: 12094.5 ms
[2021-10-14 10:44:54	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311714 | val_loss: 0.0311759 | Time: 12012.9 ms
[2021-10-14 10:45:07	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311687 | val_loss: 0.0311737 | Time: 11971 ms
[2021-10-14 10:45:19	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311719 | val_loss: 0.0311791 | Time: 12189.5 ms
[2021-10-14 10:45:31	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031179 | val_loss: 0.0311774 | Time: 12141.9 ms
[2021-10-14 10:45:43	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311805 | val_loss: 0.0311776 | Time: 12043.6 ms
[2021-10-14 10:45:55	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031173 | val_loss: 0.0311754 | Time: 11913.8 ms
[2021-10-14 10:46:07	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311746 | val_loss: 0.0311784 | Time: 12078 ms
[2021-10-14 10:46:21	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311713 | val_loss: 0.0311739 | Time: 13585.4 ms
[2021-10-14 10:46:33	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311723 | val_loss: 0.0311736 | Time: 12225.9 ms
[2021-10-14 10:46:46	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.031169 | val_loss: 0.0311738 | Time: 12718.8 ms
[2021-10-14 10:46:58	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311689 | val_loss: 0.0311725 | Time: 12144.6 ms
[2021-10-14 10:47:11	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311684 | val_loss: 0.0311758 | Time: 12227.2 ms
[2021-10-14 10:47:23	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311711 | val_loss: 0.0311744 | Time: 11947.9 ms
[2021-10-14 10:47:35	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311718 | val_loss: 0.0311728 | Time: 12100.9 ms
[2021-10-14 10:47:47	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311668 | val_loss: 0.0311735 | Time: 12287.4 ms
[2021-10-14 10:47:59	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311711 | val_loss: 0.031182 | Time: 12206.4 ms
[2021-10-14 10:48:12	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311776 | val_loss: 0.0311803 | Time: 12127.6 ms
[2021-10-14 10:48:24	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.031168 | val_loss: 0.0311749 | Time: 12219.7 ms
[2021-10-14 10:48:36	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311664 | val_loss: 0.0311746 | Time: 12194.4 ms
[2021-10-14 10:48:48	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311675 | val_loss: 0.0311718 | Time: 11926.8 ms
[2021-10-14 10:49:00	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311685 | val_loss: 0.0311834 | Time: 12006.3 ms
[2021-10-14 10:49:12	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311722 | val_loss: 0.0311881 | Time: 12123.6 ms
[2021-10-14 10:49:25	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031172 | val_loss: 0.0311834 | Time: 12141.9 ms
[2021-10-14 10:49:37	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311678 | val_loss: 0.0311739 | Time: 12128.7 ms
[2021-10-14 10:49:49	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311648 | val_loss: 0.0311715 | Time: 12026.1 ms
[2021-10-14 10:50:01	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311667 | val_loss: 0.0311715 | Time: 12215.7 ms
[2021-10-14 10:50:13	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311653 | val_loss: 0.0311715 | Time: 11979.5 ms
[2021-10-14 10:50:25	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.031166 | val_loss: 0.031174 | Time: 11875.4 ms
[2021-10-14 10:50:37	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311696 | val_loss: 0.0311751 | Time: 12076.8 ms
[2021-10-14 10:50:50	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311717 | val_loss: 0.031177 | Time: 12154.1 ms
[2021-10-14 10:51:02	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311693 | val_loss: 0.0311747 | Time: 12117.6 ms
[2021-10-14 10:51:14	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311696 | val_loss: 0.0311812 | Time: 12112.5 ms
[2021-10-14 10:51:26	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311721 | val_loss: 0.0311728 | Time: 12332.7 ms
[2021-10-14 10:51:38	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311676 | val_loss: 0.0311747 | Time: 12132.6 ms
[2021-10-14 10:51:51	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311688 | val_loss: 0.0311739 | Time: 12203.2 ms
[2021-10-14 10:52:03	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311669 | val_loss: 0.0311745 | Time: 12157.3 ms
[2021-10-14 10:52:15	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311651 | val_loss: 0.0311735 | Time: 11825.2 ms
[2021-10-14 10:52:27	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311659 | val_loss: 0.0311733 | Time: 12348.1 ms
[2021-10-14 10:52:40	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311639 | val_loss: 0.0311729 | Time: 12487.6 ms
[2021-10-14 10:52:52	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311662 | val_loss: 0.0311746 | Time: 12228.4 ms
[2021-10-14 10:53:04	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311663 | val_loss: 0.0311784 | Time: 12031.2 ms
[2021-10-14 10:53:16	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311693 | val_loss: 0.0311785 | Time: 11965.3 ms
[2021-10-14 10:53:28	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311667 | val_loss: 0.0311776 | Time: 12100.4 ms
[2021-10-14 10:53:43	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311688 | val_loss: 0.0311903 | Time: 14300.3 ms
[2021-10-14 10:53:55	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311715 | val_loss: 0.0311754 | Time: 12346.6 ms
[2021-10-14 10:54:08	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311628 | val_loss: 0.0311723 | Time: 12197.3 ms
[2021-10-14 10:54:20	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311627 | val_loss: 0.0311777 | Time: 11970.3 ms
[2021-10-14 10:54:32	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311637 | val_loss: 0.0311749 | Time: 12021.2 ms
[2021-10-14 10:54:44	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031163 | val_loss: 0.0311728 | Time: 12170.1 ms
[2021-10-14 10:54:56	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311645 | val_loss: 0.0311775 | Time: 11930.1 ms
[2021-10-14 10:55:08	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311667 | val_loss: 0.0311833 | Time: 11851.5 ms
[2021-10-14 10:55:20	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311677 | val_loss: 0.0311764 | Time: 11883.1 ms
[2021-10-14 10:55:32	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311648 | val_loss: 0.0311702 | Time: 12142.2 ms
[2021-10-14 10:55:44	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311625 | val_loss: 0.0311733 | Time: 12268.9 ms
[2021-10-14 10:55:57	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311644 | val_loss: 0.0311728 | Time: 12173.9 ms
[2021-10-14 10:56:09	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311632 | val_loss: 0.0311717 | Time: 12051.6 ms
[2021-10-14 10:56:21	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311612 | val_loss: 0.0311738 | Time: 11980.6 ms
[2021-10-14 10:56:33	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031162 | val_loss: 0.0311726 | Time: 12119.2 ms
[2021-10-14 10:56:45	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311618 | val_loss: 0.0311707 | Time: 12114.8 ms
[2021-10-14 10:56:57	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311659 | val_loss: 0.0311693 | Time: 11982.3 ms
[2021-10-14 10:57:09	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311612 | val_loss: 0.0311711 | Time: 12006.8 ms
[2021-10-14 10:57:21	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311594 | val_loss: 0.0311713 | Time: 12067.5 ms
[2021-10-14 10:57:34	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311608 | val_loss: 0.0311686 | Time: 12208.7 ms
[2021-10-14 10:57:46	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311619 | val_loss: 0.0311886 | Time: 12226.3 ms
[2021-10-14 10:57:58	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311652 | val_loss: 0.0311796 | Time: 12193.6 ms
[2021-10-14 10:58:10	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311648 | val_loss: 0.0311735 | Time: 12182.2 ms
[2021-10-14 10:58:23	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311616 | val_loss: 0.0311692 | Time: 11968.5 ms
[2021-10-14 10:58:35	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311624 | val_loss: 0.0311763 | Time: 12225.4 ms
[2021-10-14 10:58:47	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311648 | val_loss: 0.0311735 | Time: 12122.2 ms
[2021-10-14 10:58:59	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311615 | val_loss: 0.0311707 | Time: 12163.7 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-10-14 11:22:57	                main:435]	:	INFO	:	Set logging level to 1
[2021-10-14 11:22:57	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-10-14 11:22:57	                main:444]	:	INFO	:	Resolving all filenames
[2021-10-14 11:22:57	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-10-14 11:22:57	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2_0_r1704753386_1 (exists = 1)
[2021-10-14 11:22:57	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2_0_r1704753386_0 (exists = 0)
[2021-10-14 11:22:57	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2 (exists = 1)
[2021-10-14 11:22:57	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-10-14 11:22:57	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-10-14 11:22:57	                main:474]	:	INFO	:	Configuration: 
[2021-10-14 11:22:57	                main:475]	:	INFO	:	    Model type: GRU
[2021-10-14 11:22:57	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-10-14 11:22:57	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-10-14 11:22:57	                main:478]	:	INFO	:	    Batch Size: 128
[2021-10-14 11:22:57	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-10-14 11:22:57	                main:480]	:	INFO	:	    Patience: 10
[2021-10-14 11:22:58	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-10-14 11:22:58	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-10-14 11:22:58	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-10-14 11:22:58	                main:484]	:	INFO	:	    # Threads: 1
[2021-10-14 11:22:58	                main:486]	:	INFO	:	Preparing Dataset
[2021-10-14 11:22:58	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:22:58	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:23:01	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-10-14 11:23:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:23:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:23:02	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-10-14 11:23:02	                main:494]	:	INFO	:	Creating Model
[2021-10-14 11:23:02	                main:507]	:	INFO	:	Preparing config file
[2021-10-14 11:23:02	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-10-14 11:23:02	                main:512]	:	INFO	:	Loading config
[2021-10-14 11:23:02	                main:514]	:	INFO	:	Loading state
[2021-10-14 11:23:03	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-10-14 11:23:03	                main:562]	:	INFO	:	Starting Training
[2021-10-14 11:23:15	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0328783 | val_loss: 0.0314515 | Time: 11872 ms
[2021-10-14 11:23:27	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0313764 | val_loss: 0.0312614 | Time: 11404.3 ms
[2021-10-14 11:23:38	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031247 | val_loss: 0.0312327 | Time: 11516 ms
[2021-10-14 11:23:50	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312132 | val_loss: 0.0311988 | Time: 11284.7 ms
[2021-10-14 11:24:01	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311907 | val_loss: 0.0311841 | Time: 11463.8 ms
[2021-10-14 11:24:13	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311776 | val_loss: 0.0311767 | Time: 11676.2 ms
[2021-10-14 11:24:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311714 | val_loss: 0.0311721 | Time: 11778.8 ms
[2021-10-14 11:24:37	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311678 | val_loss: 0.031169 | Time: 11739.1 ms
[2021-10-14 11:24:48	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311666 | val_loss: 0.031168 | Time: 11620.6 ms
[2021-10-14 11:25:00	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311655 | val_loss: 0.0311668 | Time: 11507.2 ms
[2021-10-14 11:25:12	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311636 | val_loss: 0.031165 | Time: 11627.8 ms
[2021-10-14 11:25:23	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311617 | val_loss: 0.0311655 | Time: 11630.3 ms
[2021-10-14 11:25:35	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311612 | val_loss: 0.0311627 | Time: 11755.6 ms
[2021-10-14 11:25:47	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311592 | val_loss: 0.0311628 | Time: 11698.4 ms
[2021-10-14 11:25:59	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311577 | val_loss: 0.0311679 | Time: 11685.9 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-10-14 11:28:04	                main:435]	:	INFO	:	Set logging level to 1
[2021-10-14 11:28:04	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-10-14 11:28:04	                main:444]	:	INFO	:	Resolving all filenames
[2021-10-14 11:28:04	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-10-14 11:28:04	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2_0_r1704753386_1 (exists = 1)
[2021-10-14 11:28:04	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2_0_r1704753386_0 (exists = 0)
[2021-10-14 11:28:04	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631730680-4648-2 (exists = 1)
[2021-10-14 11:28:04	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-10-14 11:28:04	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-10-14 11:28:04	                main:474]	:	INFO	:	Configuration: 
[2021-10-14 11:28:04	                main:475]	:	INFO	:	    Model type: GRU
[2021-10-14 11:28:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-10-14 11:28:05	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-10-14 11:28:05	                main:478]	:	INFO	:	    Batch Size: 128
[2021-10-14 11:28:05	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-10-14 11:28:05	                main:480]	:	INFO	:	    Patience: 10
[2021-10-14 11:28:05	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-10-14 11:28:05	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-10-14 11:28:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-10-14 11:28:05	                main:484]	:	INFO	:	    # Threads: 1
[2021-10-14 11:28:05	                main:486]	:	INFO	:	Preparing Dataset
[2021-10-14 11:28:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:28:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:28:08	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-10-14 11:28:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:28:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-14 11:28:09	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-10-14 11:28:09	                main:494]	:	INFO	:	Creating Model
[2021-10-14 11:28:09	                main:507]	:	INFO	:	Preparing config file
[2021-10-14 11:28:09	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-10-14 11:28:09	                main:512]	:	INFO	:	Loading config
[2021-10-14 11:28:09	                main:514]	:	INFO	:	Loading state
[2021-10-14 11:28:11	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-10-14 11:28:11	                main:562]	:	INFO	:	Starting Training
[2021-10-14 11:28:23	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0316364 | val_loss: 0.0312633 | Time: 11778.4 ms
[2021-10-14 11:28:34	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312133 | val_loss: 0.0311969 | Time: 11339.2 ms
[2021-10-14 11:28:45	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311783 | val_loss: 0.0311737 | Time: 11278.5 ms
[2021-10-14 11:28:57	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311653 | val_loss: 0.0311651 | Time: 11274.7 ms
[2021-10-14 11:29:08	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311605 | val_loss: 0.0311646 | Time: 11639.6 ms
[2021-10-14 11:29:20	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311602 | val_loss: 0.0311636 | Time: 11684.4 ms
[2021-10-14 11:29:33	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311607 | val_loss: 0.0311608 | Time: 12328.6 ms
[2021-10-14 11:29:44	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311572 | val_loss: 0.0311632 | Time: 11738 ms
[2021-10-14 11:29:56	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311577 | val_loss: 0.0311579 | Time: 11727.5 ms
[2021-10-14 11:30:08	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031156 | val_loss: 0.0311578 | Time: 11573.2 ms
[2021-10-14 11:30:20	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311544 | val_loss: 0.0311602 | Time: 11588.8 ms
[2021-10-14 11:30:31	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311544 | val_loss: 0.0311616 | Time: 11548.7 ms
[2021-10-14 11:30:43	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311554 | val_loss: 0.0311733 | Time: 11553.9 ms
[2021-10-14 11:30:54	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311571 | val_loss: 0.031159 | Time: 11515.3 ms
[2021-10-14 11:31:06	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311613 | val_loss: 0.0311768 | Time: 11588.5 ms
[2021-10-14 11:31:18	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311592 | val_loss: 0.0311566 | Time: 11728.1 ms
[2021-10-14 11:31:30	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311538 | val_loss: 0.0311631 | Time: 11879.9 ms
[2021-10-14 11:31:42	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311563 | val_loss: 0.0311572 | Time: 11635.5 ms
[2021-10-14 11:31:53	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311512 | val_loss: 0.0311577 | Time: 11677.8 ms
[2021-10-14 11:32:05	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311507 | val_loss: 0.0311576 | Time: 11556 ms
[2021-10-14 11:32:16	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311513 | val_loss: 0.0311584 | Time: 11505.1 ms
[2021-10-14 11:32:28	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311521 | val_loss: 0.0311559 | Time: 11833.3 ms
[2021-10-14 11:32:40	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311527 | val_loss: 0.0311586 | Time: 11532.9 ms
[2021-10-14 11:32:52	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311493 | val_loss: 0.0311575 | Time: 11759.8 ms
[2021-10-14 11:33:04	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031152 | val_loss: 0.03116 | Time: 11697.9 ms
[2021-10-14 11:33:15	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311538 | val_loss: 0.0311596 | Time: 11733.5 ms
[2021-10-14 11:33:27	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311525 | val_loss: 0.0311577 | Time: 11698.2 ms
[2021-10-14 11:33:39	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311505 | val_loss: 0.0311636 | Time: 11798.2 ms
[2021-10-14 11:33:51	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311532 | val_loss: 0.0311578 | Time: 11665.3 ms
[2021-10-14 11:34:03	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311498 | val_loss: 0.0311617 | Time: 11738.4 ms
[2021-10-14 11:34:14	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311484 | val_loss: 0.031156 | Time: 11444.3 ms
[2021-10-14 11:34:25	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311468 | val_loss: 0.0311609 | Time: 11381.1 ms
[2021-10-14 11:34:37	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311495 | val_loss: 0.0311581 | Time: 11444.5 ms
[2021-10-14 11:34:48	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311488 | val_loss: 0.0311603 | Time: 11181.5 ms
[2021-10-14 11:35:00	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.03115 | val_loss: 0.0311648 | Time: 11262 ms
[2021-10-14 11:35:11	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311498 | val_loss: 0.0311579 | Time: 11330.3 ms
[2021-10-14 11:35:22	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311462 | val_loss: 0.0311573 | Time: 11409.8 ms
[2021-10-14 11:35:34	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311517 | val_loss: 0.0311587 | Time: 11306.7 ms
[2021-10-14 11:35:45	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311492 | val_loss: 0.0311584 | Time: 11370.2 ms
[2021-10-14 11:35:57	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311447 | val_loss: 0.0311608 | Time: 11276.8 ms
[2021-10-14 11:36:08	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311455 | val_loss: 0.0311634 | Time: 11539.3 ms
[2021-10-14 11:36:20	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311536 | val_loss: 0.031168 | Time: 11522.8 ms
[2021-10-14 11:36:31	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311498 | val_loss: 0.0311595 | Time: 11441.1 ms
[2021-10-14 11:36:43	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311458 | val_loss: 0.0311638 | Time: 11469.9 ms
[2021-10-14 11:36:54	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311439 | val_loss: 0.0311593 | Time: 11357.1 ms
[2021-10-14 11:37:06	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311447 | val_loss: 0.0311613 | Time: 11239.2 ms
[2021-10-14 11:37:17	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311444 | val_loss: 0.03116 | Time: 11393 ms
[2021-10-14 11:37:29	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311443 | val_loss: 0.0311567 | Time: 11351.5 ms
[2021-10-14 11:37:40	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311452 | val_loss: 0.0311564 | Time: 11516 ms
[2021-10-14 11:37:51	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311488 | val_loss: 0.0311588 | Time: 11220.2 ms
[2021-10-14 11:38:03	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311475 | val_loss: 0.031159 | Time: 11351.1 ms
[2021-10-14 11:38:14	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311459 | val_loss: 0.0311567 | Time: 11450.9 ms
[2021-10-14 11:38:26	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311488 | val_loss: 0.0311624 | Time: 11271.2 ms
[2021-10-14 11:38:37	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311517 | val_loss: 0.0311576 | Time: 11285.3 ms
[2021-10-14 11:38:48	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311448 | val_loss: 0.0311564 | Time: 11331.8 ms
[2021-10-14 11:39:00	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311433 | val_loss: 0.0311546 | Time: 11280.4 ms
[2021-10-14 11:39:00	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311546
[2021-10-14 11:39:00	                main:603]	:	INFO	:	Saving end state to config to file
[2021-10-14 11:39:00	                main:608]	:	INFO	:	Success, exiting..
11:39:00 (15304): 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)