Task 7875575

Name ParityModified-1631733533-26285-2_0
Workunit 5502161
Created 7 Oct 2021, 6:53:00 UTC
Sent 13 Oct 2021, 7:25:21 UTC
Report deadline 20 Oct 2021, 7:25:21 UTC
Received 20 Oct 2021, 8:05:07 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 157
Run time 8 hours 17 min 7 sec
CPU time 6 hours 6 min 13 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>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
ime: 19529.3 ms
[2021-10-20 00:31:10	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310753 | val_loss: 0.031139 | Time: 19490.1 ms
[2021-10-20 00:31:28	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310838 | val_loss: 0.0311597 | Time: 17645.2 ms
[2021-10-20 00:31:46	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0310812 | val_loss: 0.0311444 | Time: 17597 ms
[2021-10-20 00:32:03	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0310758 | val_loss: 0.0311422 | Time: 17279.6 ms
[2021-10-20 00:32:21	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0310742 | val_loss: 0.031153 | Time: 17768 ms
[2021-10-20 00:32:39	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0310789 | val_loss: 0.0311537 | Time: 17674.7 ms
[2021-10-20 00:32:56	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311097 | val_loss: 0.0311535 | Time: 16977.9 ms
[2021-10-20 00:33:14	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311013 | val_loss: 0.0311363 | Time: 17827.7 ms
[2021-10-20 00:33:31	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0310926 | val_loss: 0.0311391 | Time: 17620.3 ms
[2021-10-20 00:33:48	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0310908 | val_loss: 0.0311514 | Time: 16321 ms
[2021-10-20 00:34:05	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0310895 | val_loss: 0.0311388 | Time: 17112.6 ms
[2021-10-20 00:34:23	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0310885 | val_loss: 0.0311456 | Time: 17740.3 ms
[2021-10-20 00:34:40	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0310854 | val_loss: 0.0311446 | Time: 16845.6 ms
[2021-10-20 00:34:57	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0310889 | val_loss: 0.0311486 | Time: 16932.1 ms
[2021-10-20 00:35:14	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310878 | val_loss: 0.031146 | Time: 17512.1 ms
[2021-10-20 00:35:32	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0310905 | val_loss: 0.0311431 | Time: 17772.5 ms
[2021-10-20 00:35:50	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0310868 | val_loss: 0.0311334 | Time: 17524.1 ms
[2021-10-20 00:36:07	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031084 | val_loss: 0.0311469 | Time: 17255.4 ms
[2021-10-20 00:36:25	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0310872 | val_loss: 0.031142 | Time: 17504.3 ms
[2021-10-20 00:36:43	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311007 | val_loss: 0.031147 | Time: 17620.7 ms
[2021-10-20 00:37:00	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031139 | val_loss: 0.0311557 | Time: 17724.7 ms
[2021-10-20 00:37:17	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.031138 | val_loss: 0.0311505 | Time: 16823 ms
[2021-10-20 00:37:35	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311307 | val_loss: 0.0311473 | Time: 17079.6 ms
[2021-10-20 00:37:52	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311282 | val_loss: 0.0311441 | Time: 17897.8 ms
[2021-10-20 00:38:10	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311218 | val_loss: 0.0311427 | Time: 17261.2 ms
[2021-10-20 00:38:27	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311229 | val_loss: 0.0311466 | Time: 17524.6 ms
[2021-10-20 00:38:45	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311258 | val_loss: 0.0311389 | Time: 17580.4 ms
[2021-10-20 00:39:03	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311193 | val_loss: 0.0311551 | Time: 18193.2 ms
[2021-10-20 00:39:21	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.031118 | val_loss: 0.0311372 | Time: 17361.7 ms
[2021-10-20 00:39:38	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.031111 | val_loss: 0.0311369 | Time: 17169.5 ms
[2021-10-20 00:39:55	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311091 | val_loss: 0.0311375 | Time: 16566 ms
[2021-10-20 00:40:11	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311073 | val_loss: 0.031149 | Time: 15832.4 ms
[2021-10-20 00:40:28	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031105 | val_loss: 0.0311352 | Time: 17049 ms
[2021-10-20 00:40:45	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311031 | val_loss: 0.0311349 | Time: 17192.3 ms
[2021-10-20 00:41:00	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.031105 | val_loss: 0.0311429 | Time: 15349.1 ms
[2021-10-20 00:41:15	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311034 | val_loss: 0.0311341 | Time: 14978.1 ms
[2021-10-20 00:41:31	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311021 | val_loss: 0.031137 | Time: 15113.5 ms
[2021-10-20 00:41:45	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311024 | val_loss: 0.0311406 | Time: 14673 ms
[2021-10-20 00:42:01	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311009 | val_loss: 0.0311428 | Time: 15142.4 ms
[2021-10-20 00:42:16	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310997 | val_loss: 0.0311375 | Time: 15518.8 ms
[2021-10-20 00:42:38	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311008 | val_loss: 0.0311311 | Time: 21793.5 ms
[2021-10-20 00:42:54	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310989 | val_loss: 0.031139 | Time: 16071.3 ms
[2021-10-20 00:43:10	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310967 | val_loss: 0.0311331 | Time: 15119.1 ms
[2021-10-20 00:43:25	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310951 | val_loss: 0.0311349 | Time: 15313.2 ms
[2021-10-20 00:43:40	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310968 | val_loss: 0.031139 | Time: 15125.4 ms
[2021-10-20 00:43:55	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310938 | val_loss: 0.0311331 | Time: 15006 ms
[2021-10-20 00:44:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310924 | val_loss: 0.0311386 | Time: 14747 ms
[2021-10-20 00:44:25	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310934 | val_loss: 0.0311382 | Time: 15353.6 ms
[2021-10-20 00:44:43	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031091 | val_loss: 0.0311319 | Time: 17344.9 ms
[2021-10-20 00:44:59	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310898 | val_loss: 0.0311352 | Time: 15844.2 ms
[2021-10-20 00:45:14	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031091 | val_loss: 0.0311343 | Time: 15162.8 ms
[2021-10-20 00:45:29	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310887 | val_loss: 0.0311315 | Time: 14635.4 ms
[2021-10-20 00:45:44	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310877 | val_loss: 0.0311434 | Time: 15449.6 ms
[2021-10-20 00:45:59	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310895 | val_loss: 0.0311479 | Time: 14480.5 ms
[2021-10-20 00:46:14	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310941 | val_loss: 0.0311502 | Time: 15228.3 ms
[2021-10-20 00:46:29	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031095 | val_loss: 0.0311407 | Time: 14937.2 ms
[2021-10-20 00:46:46	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310973 | val_loss: 0.0311382 | Time: 16655.5 ms
[2021-10-20 00:47:03	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310967 | val_loss: 0.0311453 | Time: 16734.1 ms
[2021-10-20 00:47:18	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310923 | val_loss: 0.0311321 | Time: 15243.9 ms
[2021-10-20 00:47:33	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310933 | val_loss: 0.0311351 | Time: 15418.2 ms
[2021-10-20 00:47:48	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310968 | val_loss: 0.0311553 | Time: 14886.4 ms
[2021-10-20 00:48:04	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310931 | val_loss: 0.0311423 | Time: 15219 ms
[2021-10-20 00:48:19	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310866 | val_loss: 0.0311431 | Time: 15250.6 ms
[2021-10-20 00:48:35	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310854 | val_loss: 0.0311495 | Time: 15679.6 ms
[2021-10-20 00:48:53	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310872 | val_loss: 0.0311399 | Time: 17797.8 ms
[2021-10-20 00:49:08	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310855 | val_loss: 0.0311374 | Time: 15708.2 ms
[2021-10-20 00:49:24	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310843 | val_loss: 0.0311432 | Time: 15988.5 ms
[2021-10-20 00:49:39	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310821 | val_loss: 0.0311593 | Time: 14533.4 ms
[2021-10-20 00:49:54	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310817 | val_loss: 0.031138 | Time: 15293.3 ms
[2021-10-20 00:50:09	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310849 | val_loss: 0.0311389 | Time: 14780.7 ms
[2021-10-20 00:50:25	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310884 | val_loss: 0.031148 | Time: 15469.7 ms
[2021-10-20 00:50:41	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310879 | val_loss: 0.031136 | Time: 15901.8 ms
[2021-10-20 00:50:59	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310897 | val_loss: 0.0311417 | Time: 17745.6 ms
[2021-10-20 00:51:14	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310866 | val_loss: 0.0311436 | Time: 15536.7 ms
[2021-10-20 00:51:29	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310861 | val_loss: 0.0311347 | Time: 14888.7 ms
[2021-10-20 00:51:44	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310848 | val_loss: 0.0311474 | Time: 15159.6 ms
[2021-10-20 00:51:59	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310844 | val_loss: 0.0311314 | Time: 14653.2 ms
[2021-10-20 00:52:15	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310826 | val_loss: 0.0311365 | Time: 15296.9 ms
[2021-10-20 00:52:30	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310838 | val_loss: 0.031145 | Time: 14826.9 ms
[2021-10-20 00:52:45	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310821 | val_loss: 0.031139 | Time: 15150 ms
[2021-10-20 00:53:03	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310807 | val_loss: 0.0311284 | Time: 18314.4 ms
[2021-10-20 00:53:19	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310834 | val_loss: 0.031145 | Time: 15737.8 ms
[2021-10-20 00:53:35	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310821 | val_loss: 0.0311483 | Time: 15802.1 ms
[2021-10-20 00:53:50	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.03109 | val_loss: 0.0311343 | Time: 15452.4 ms
[2021-10-20 00:54:06	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310955 | val_loss: 0.0311381 | Time: 15731.4 ms
[2021-10-20 00:54:21	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310927 | val_loss: 0.0311348 | Time: 15014 ms
[2021-10-20 00:54:37	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310956 | val_loss: 0.0311457 | Time: 15225.5 ms
[2021-10-20 00:54:52	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310945 | val_loss: 0.0311351 | Time: 15048.8 ms
[2021-10-20 00:55:07	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310958 | val_loss: 0.0311449 | Time: 15687.5 ms
[2021-10-20 00:55:25	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310978 | val_loss: 0.0311327 | Time: 17740 ms
[2021-10-20 00:55:41	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031098 | val_loss: 0.031138 | Time: 15642.9 ms
[2021-10-20 00:55:57	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031093 | val_loss: 0.0311353 | Time: 15837.7 ms
[2021-10-20 00:56:12	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310943 | val_loss: 0.031135 | Time: 15354.2 ms
[2021-10-20 00:56:27	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310917 | val_loss: 0.0311349 | Time: 14854.5 ms
[2021-10-20 00:56:43	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310917 | val_loss: 0.0311372 | Time: 15038.1 ms
[2021-10-20 00:56:58	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310899 | val_loss: 0.0311332 | Time: 15318.4 ms
[2021-10-20 00:57:13	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310852 | val_loss: 0.0311399 | Time: 14854.1 ms
[2021-10-20 00:57:29	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310878 | val_loss: 0.0311309 | Time: 15584.2 ms
[2021-10-20 00:57:45	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031088 | val_loss: 0.0311377 | Time: 15993.5 ms
[2021-10-20 00:58:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310869 | val_loss: 0.0311328 | Time: 17190 ms
[2021-10-20 00:58:18	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310832 | val_loss: 0.0311381 | Time: 16233.3 ms
[2021-10-20 00:58:33	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310827 | val_loss: 0.0311372 | Time: 15252.8 ms
[2021-10-20 00:58:49	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310793 | val_loss: 0.0311349 | Time: 15279.1 ms
[2021-10-20 00:59:04	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310794 | val_loss: 0.0311418 | Time: 15238.7 ms
[2021-10-20 00:59:20	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310826 | val_loss: 0.0311411 | Time: 15133.3 ms
[2021-10-20 00:59:35	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310801 | val_loss: 0.0311364 | Time: 15061.7 ms
[2021-10-20 00:59:50	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310815 | val_loss: 0.0311389 | Time: 14828.5 ms
[2021-10-20 01:00:05	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310823 | val_loss: 0.0311373 | Time: 14992.8 ms
[2021-10-20 01:00:23	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310808 | val_loss: 0.0311306 | Time: 17923.1 ms
[2021-10-20 01:00:38	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310827 | val_loss: 0.0311271 | Time: 15660.8 ms
[2021-10-20 01:00:55	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310835 | val_loss: 0.0311335 | Time: 16289.5 ms
[2021-10-20 01:01:10	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310876 | val_loss: 0.03113 | Time: 15036.4 ms
[2021-10-20 01:01:25	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031088 | val_loss: 0.0311299 | Time: 15630.6 ms
[2021-10-20 01:01:40	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310836 | val_loss: 0.0311395 | Time: 14731.5 ms
[2021-10-20 01:01:55	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310831 | val_loss: 0.0311431 | Time: 15086.3 ms
[2021-10-20 01:02:10	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310838 | val_loss: 0.0311361 | Time: 14632.6 ms
[2021-10-20 01:02:26	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310817 | val_loss: 0.0311373 | Time: 15688.6 ms
[2021-10-20 01:02:44	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310802 | val_loss: 0.0311408 | Time: 18034.6 ms
[2021-10-20 01:02:59	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310796 | val_loss: 0.0311445 | Time: 15278.4 ms
[2021-10-20 01:03:15	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310748 | val_loss: 0.0311337 | Time: 15337.9 ms
[2021-10-20 01:03:30	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310771 | val_loss: 0.0311443 | Time: 15560.2 ms
[2021-10-20 01:03:46	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310722 | val_loss: 0.0311411 | Time: 15115.6 ms
[2021-10-20 01:04:01	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310747 | val_loss: 0.0311345 | Time: 14886.1 ms
[2021-10-20 01:04:16	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310787 | val_loss: 0.0311356 | Time: 15361.1 ms
[2021-10-20 01:04:31	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310853 | val_loss: 0.0311336 | Time: 15210.7 ms
[2021-10-20 01:04:49	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310828 | val_loss: 0.0311304 | Time: 17615.5 ms
[2021-10-20 01:05:05	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310806 | val_loss: 0.0311366 | Time: 16271.9 ms
[2021-10-20 01:05:21	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310826 | val_loss: 0.0311314 | Time: 15758.1 ms
[2021-10-20 01:05:37	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310862 | val_loss: 0.0311323 | Time: 15437.6 ms
[2021-10-20 01:05:52	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.031086 | val_loss: 0.031159 | Time: 14959.6 ms
[2021-10-20 01:06:08	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310823 | val_loss: 0.0311408 | Time: 15779.4 ms
[2021-10-20 01:06:23	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310795 | val_loss: 0.0311311 | Time: 15023.7 ms
[2021-10-20 01:06:38	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031083 | val_loss: 0.0311461 | Time: 15205.3 ms
[2021-10-20 01:06:54	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310816 | val_loss: 0.0311574 | Time: 16364.1 ms
[2021-10-20 01:07:12	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310794 | val_loss: 0.0311589 | Time: 17630.8 ms
[2021-10-20 01:07:28	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310804 | val_loss: 0.0311419 | Time: 15595.8 ms
[2021-10-20 01:07:43	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0310818 | val_loss: 0.0311331 | Time: 15324 ms
[2021-10-20 01:07:59	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310784 | val_loss: 0.0311494 | Time: 15798.5 ms
[2021-10-20 01:08:14	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0310781 | val_loss: 0.0311396 | Time: 14979.1 ms
[2021-10-20 01:08:30	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310763 | val_loss: 0.0311519 | Time: 15325.5 ms
[2021-10-20 01:08:45	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310823 | val_loss: 0.0311358 | Time: 14940.4 ms
[2021-10-20 01:09:00	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0310846 | val_loss: 0.0311334 | Time: 15764.3 ms
[2021-10-20 01:09:16	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310805 | val_loss: 0.0311329 | Time: 15454.7 ms
[2021-10-20 01:09:34	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0310779 | val_loss: 0.0311399 | Time: 17481.3 ms
[2021-10-20 01:09:50	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0310771 | val_loss: 0.0311391 | Time: 16053.7 ms
[2021-10-20 01:10:05	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0310816 | val_loss: 0.0311351 | Time: 15512.3 ms
[2021-10-20 01:10:20	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310974 | val_loss: 0.0311389 | Time: 15098.7 ms
[2021-10-20 01:10:36	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0310901 | val_loss: 0.0311419 | Time: 15282.9 ms
[2021-10-20 01:10:51	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0310893 | val_loss: 0.0311318 | Time: 14989.6 ms
[2021-10-20 01:11:06	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310849 | val_loss: 0.0311298 | Time: 15448.1 ms
[2021-10-20 01:11:22	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031082 | val_loss: 0.0311412 | Time: 14993.5 ms
[2021-10-20 01:11:37	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0310784 | val_loss: 0.0311331 | Time: 15819.1 ms
[2021-10-20 01:11:56	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310771 | val_loss: 0.0311384 | Time: 17964.2 ms
[2021-10-20 01:12:11	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310788 | val_loss: 0.0311375 | Time: 15448.8 ms
[2021-10-20 01:12:27	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0310746 | val_loss: 0.0311338 | Time: 15549.4 ms
[2021-10-20 01:12:42	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0310827 | val_loss: 0.0311481 | Time: 14896.3 ms
[2021-10-20 01:12:57	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0310812 | val_loss: 0.031142 | Time: 15122.9 ms
[2021-10-20 01:13:12	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0310824 | val_loss: 0.0311476 | Time: 15417.5 ms
[2021-10-20 01:13:28	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0310834 | val_loss: 0.031148 | Time: 15101.8 ms
[2021-10-20 01:13:42	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310792 | val_loss: 0.0311486 | Time: 14777.7 ms
[2021-10-20 01:13:58	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310788 | val_loss: 0.0311457 | Time: 15803.7 ms
[2021-10-20 01:14:17	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310823 | val_loss: 0.0311473 | Time: 18123.7 ms
[2021-10-20 01:14:32	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310783 | val_loss: 0.0311544 | Time: 14909.2 ms
[2021-10-20 01:14:48	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0310743 | val_loss: 0.0311596 | Time: 15954.4 ms
[2021-10-20 01:15:03	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310729 | val_loss: 0.0311575 | Time: 15204.3 ms
[2021-10-20 01:15:18	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310726 | val_loss: 0.0311436 | Time: 15209.2 ms
[2021-10-20 01:15:33	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031085 | val_loss: 0.0311417 | Time: 15152.1 ms
[2021-10-20 01:15:48	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310804 | val_loss: 0.0311518 | Time: 15042.2 ms
[2021-10-20 01:16:04	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310788 | val_loss: 0.0311477 | Time: 15095.3 ms
[2021-10-20 01:16:20	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310755 | val_loss: 0.0311441 | Time: 16312.6 ms
[2021-10-20 01:16:38	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310739 | val_loss: 0.0311418 | Time: 18120 ms
[2021-10-20 01:16:54	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310749 | val_loss: 0.0311505 | Time: 15475.8 ms
[2021-10-20 01:17:09	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0310745 | val_loss: 0.0311493 | Time: 15221.5 ms
[2021-10-20 01:17:24	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310719 | val_loss: 0.0311483 | Time: 15005.6 ms
[2021-10-20 01:17:39	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310722 | val_loss: 0.0311499 | Time: 15224.1 ms
[2021-10-20 01:17:55	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031069 | val_loss: 0.0311486 | Time: 15194 ms
[2021-10-20 01:18:10	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0310715 | val_loss: 0.0311574 | Time: 15266 ms
[2021-10-20 01:18:26	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310755 | val_loss: 0.031143 | Time: 16383.4 ms
[2021-10-20 01:18:45	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310825 | val_loss: 0.0311421 | Time: 18012.7 ms
[2021-10-20 01:19:00	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311077 | val_loss: 0.0311388 | Time: 15218.4 ms
[2021-10-20 01:19:15	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310975 | val_loss: 0.0311581 | Time: 14841.7 ms
[2021-10-20 01:19:30	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310905 | val_loss: 0.0311375 | Time: 15283.2 ms
[2021-10-20 01:19:45	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031085 | val_loss: 0.0311416 | Time: 14848.1 ms
[2021-10-20 01:20:01	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310903 | val_loss: 0.0311506 | Time: 15716.5 ms
[2021-10-20 01:20:16	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310857 | val_loss: 0.0311381 | Time: 14987.9 ms
[2021-10-20 01:20:32	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310844 | val_loss: 0.0311453 | Time: 16237.1 ms
[2021-10-20 01:20:49	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310805 | val_loss: 0.0311644 | Time: 17306 ms
[2021-10-20 01:21:05	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310782 | val_loss: 0.0311415 | Time: 15217.8 ms
[2021-10-20 01:21:20	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310742 | val_loss: 0.0311446 | Time: 15435.1 ms
[2021-10-20 01:21:35	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310734 | val_loss: 0.0311426 | Time: 15012.9 ms
[2021-10-20 01:21:51	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310729 | val_loss: 0.0311426 | Time: 15316.5 ms
[2021-10-20 01:22:06	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310726 | val_loss: 0.0311458 | Time: 15097.6 ms
[2021-10-20 01:22:21	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310749 | val_loss: 0.0311544 | Time: 15174.3 ms
[2021-10-20 01:22:37	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310787 | val_loss: 0.0311466 | Time: 15417.5 ms
[2021-10-20 01:22:54	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310756 | val_loss: 0.0311349 | Time: 17259.9 ms
[2021-10-20 01:23:10	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310728 | val_loss: 0.031134 | Time: 16300.8 ms
[2021-10-20 01:23:26	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310711 | val_loss: 0.0311277 | Time: 15036 ms
[2021-10-20 01:23:41	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310737 | val_loss: 0.0311564 | Time: 15386.4 ms
[2021-10-20 01:23:57	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310875 | val_loss: 0.031141 | Time: 15873.4 ms
[2021-10-20 01:24:12	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310808 | val_loss: 0.0311457 | Time: 14985.4 ms
[2021-10-20 01:24:27	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310759 | val_loss: 0.0311361 | Time: 15025 ms
[2021-10-20 01:24:42	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0310732 | val_loss: 0.0311427 | Time: 14807 ms
[2021-10-20 01:24:57	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310721 | val_loss: 0.0311459 | Time: 15323.8 ms
[2021-10-20 01:25:15	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310697 | val_loss: 0.0311375 | Time: 17639.6 ms
[2021-10-20 01:25:32	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310712 | val_loss: 0.0311367 | Time: 16312.1 ms
[2021-10-20 01:25:47	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310682 | val_loss: 0.0311359 | Time: 14932.3 ms
[2021-10-20 01:26:02	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310689 | val_loss: 0.0311499 | Time: 15060.6 ms
[2021-10-20 01:26:17	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310899 | val_loss: 0.0311432 | Time: 15441.4 ms
[2021-10-20 01:26:33	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0310923 | val_loss: 0.0311453 | Time: 15316.5 ms
[2021-10-20 01:26:48	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0310936 | val_loss: 0.0311404 | Time: 15598.7 ms
[2021-10-20 01:27:04	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310864 | val_loss: 0.031142 | Time: 15151.4 ms
[2021-10-20 01:27:19	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0310844 | val_loss: 0.0311556 | Time: 15515.5 ms
[2021-10-20 01:27:37	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031082 | val_loss: 0.0311444 | Time: 18008.1 ms
[2021-10-20 01:27:53	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310755 | val_loss: 0.0311587 | Time: 15267.4 ms
[2021-10-20 01:28:08	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310829 | val_loss: 0.0311443 | Time: 15453.8 ms
[2021-10-20 01:28:23	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310787 | val_loss: 0.031137 | Time: 14882.8 ms
[2021-10-20 01:28:38	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0310741 | val_loss: 0.031134 | Time: 15269.9 ms
[2021-10-20 01:28:54	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0310723 | val_loss: 0.0311471 | Time: 15387.9 ms
[2021-10-20 01:29:09	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031076 | val_loss: 0.0311415 | Time: 15219.6 ms
[2021-10-20 01:29:24	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310707 | val_loss: 0.031144 | Time: 14968.1 ms
[2021-10-20 01:29:40	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0310716 | val_loss: 0.0311427 | Time: 15334 ms
[2021-10-20 01:29:57	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310731 | val_loss: 0.0311417 | Time: 17011.1 ms
[2021-10-20 01:30:14	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310758 | val_loss: 0.0311417 | Time: 16807.8 ms
[2021-10-20 01:30:30	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0310724 | val_loss: 0.0311426 | Time: 15717.5 ms
[2021-10-20 01:30:44	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0310695 | val_loss: 0.0311466 | Time: 14727.9 ms
[2021-10-20 01:31:02	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0310726 | val_loss: 0.0311463 | Time: 17547.7 ms
[2021-10-20 01:31:18	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0310709 | val_loss: 0.031139 | Time: 15669 ms
[2021-10-20 01:31:33	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0310713 | val_loss: 0.0311551 | Time: 14928.1 ms
[2021-10-20 01:31:48	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0310691 | val_loss: 0.031153 | Time: 15103 ms
[2021-10-20 01:32:04	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0310666 | val_loss: 0.0311667 | Time: 15852.4 ms
[2021-10-20 01:32:22	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0310656 | val_loss: 0.0311373 | Time: 18018.2 ms
[2021-10-20 01:32:37	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0310671 | val_loss: 0.031141 | Time: 15262.5 ms
[2021-10-20 01:32:52	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0310701 | val_loss: 0.0311442 | Time: 14851.4 ms
[2021-10-20 01:33:08	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.031072 | val_loss: 0.0311422 | Time: 15364.9 ms
[2021-10-20 01:33:23	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0310734 | val_loss: 0.0311594 | Time: 15011 ms
[2021-10-20 01:33:39	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0310681 | val_loss: 0.0311458 | Time: 15993.9 ms
[2021-10-20 01:33:54	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0310675 | val_loss: 0.0311396 | Time: 14910.1 ms
[2021-10-20 01:34:09	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310715 | val_loss: 0.031145 | Time: 14917.4 ms
[2021-10-20 01:34:27	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0310717 | val_loss: 0.0311369 | Time: 18165.1 ms
[2021-10-20 01:34:43	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0310788 | val_loss: 0.0311296 | Time: 15740.1 ms
[2021-10-20 01:34:58	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310785 | val_loss: 0.0311381 | Time: 15032.4 ms
[2021-10-20 01:35:13	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310776 | val_loss: 0.0311463 | Time: 14867.5 ms
[2021-10-20 01:35:28	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0310764 | val_loss: 0.0311422 | Time: 15325.7 ms
[2021-10-20 01:35:43	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0310766 | val_loss: 0.0311419 | Time: 14820 ms
[2021-10-20 01:35:58	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310748 | val_loss: 0.0311381 | Time: 15373 ms
[2021-10-20 01:36:13	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0310726 | val_loss: 0.0311472 | Time: 14691.1 ms
[2021-10-20 01:36:30	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0310719 | val_loss: 0.0311422 | Time: 16443.1 ms
[2021-10-20 01:36:48	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031076 | val_loss: 0.0311385 | Time: 18075.7 ms
[2021-10-20 01:37:03	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310896 | val_loss: 0.0311401 | Time: 14825.8 ms
[2021-10-20 01:37:18	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0310891 | val_loss: 0.0311468 | Time: 14979.1 ms
[2021-10-20 01:37:33	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0310858 | val_loss: 0.0311533 | Time: 14960.1 ms
[2021-10-20 01:37:48	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0310838 | val_loss: 0.0311413 | Time: 15240.3 ms
[2021-10-20 01:38:03	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310913 | val_loss: 0.0311325 | Time: 14882.9 ms
[2021-10-20 01:38:19	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0310915 | val_loss: 0.0311363 | Time: 15499.2 ms
[2021-10-20 01:38:34	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0310865 | val_loss: 0.0311307 | Time: 14709.1 ms
[2021-10-20 01:38:52	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0310825 | val_loss: 0.0311385 | Time: 18456.6 ms
[2021-10-20 01:39:09	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031098 | val_loss: 0.0311317 | Time: 16543.5 ms
[2021-10-20 01:39:24	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031104 | val_loss: 0.0311279 | Time: 14737.6 ms
[2021-10-20 01:39:39	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311223 | val_loss: 0.0311591 | Time: 14972.3 ms
[2021-10-20 01:39:54	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311327 | val_loss: 0.0311513 | Time: 14900.8 ms
[2021-10-20 01:40:09	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311276 | val_loss: 0.0311391 | Time: 15321.3 ms
[2021-10-20 01:40:24	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311191 | val_loss: 0.0311405 | Time: 14849.1 ms
[2021-10-20 01:40:40	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311164 | val_loss: 0.031142 | Time: 15478.1 ms
[2021-10-20 01:40:56	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311144 | val_loss: 0.0311363 | Time: 16183.7 ms
[2021-10-20 01:41:13	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311117 | val_loss: 0.0311361 | Time: 17478.9 ms
[2021-10-20 01:41:28	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311092 | val_loss: 0.0311364 | Time: 15069.9 ms
[2021-10-20 01:41:43	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311032 | val_loss: 0.0311431 | Time: 14821.6 ms
[2021-10-20 01:42:00	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0310997 | val_loss: 0.0311368 | Time: 15768.4 ms
[2021-10-20 01:42:14	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311003 | val_loss: 0.0311395 | Time: 14660.7 ms
[2021-10-20 01:42:33	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031103 | val_loss: 0.0311488 | Time: 19067 ms
[2021-10-20 01:42:49	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0310995 | val_loss: 0.0311315 | Time: 15861.9 ms
[2021-10-20 01:43:04	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0310967 | val_loss: 0.0311431 | Time: 14907.3 ms
[2021-10-20 01:43:21	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311004 | val_loss: 0.0311358 | Time: 16761.4 ms
[2021-10-20 01:43:38	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0310975 | val_loss: 0.0311297 | Time: 16875.4 ms
[2021-10-20 01:43:53	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311038 | val_loss: 0.0311483 | Time: 15148.2 ms
[2021-10-20 01:44:09	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311523 | val_loss: 0.0311817 | Time: 15270.2 ms
[2021-10-20 01:44:24	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031181 | val_loss: 0.0311891 | Time: 14660.1 ms
[2021-10-20 01:44:39	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311876 | val_loss: 0.0311902 | Time: 15418.6 ms
[2021-10-20 01:44:54	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311906 | val_loss: 0.0311964 | Time: 14843.2 ms
[2021-10-20 01:45:09	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311896 | val_loss: 0.0311985 | Time: 15262.8 ms
[2021-10-20 01:45:24	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311882 | val_loss: 0.0311949 | Time: 14609.7 ms
[2021-10-20 01:45:42	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311869 | val_loss: 0.0311939 | Time: 18076.8 ms
[2021-10-20 01:45:58	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311848 | val_loss: 0.031193 | Time: 15485.5 ms
[2021-10-20 01:46:13	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311876 | val_loss: 0.0311977 | Time: 15190.7 ms
[2021-10-20 01:46:28	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311862 | val_loss: 0.0311947 | Time: 14602 ms
[2021-10-20 01:46:43	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 15512 ms
[2021-10-20 01:46:58	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311829 | val_loss: 0.0311954 | Time: 14950.2 ms
[2021-10-20 01:47:14	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311843 | val_loss: 0.0311906 | Time: 15226.1 ms
[2021-10-20 01:47:29	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311829 | val_loss: 0.0311944 | Time: 15061.3 ms
[2021-10-20 01:47:44	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311841 | val_loss: 0.0311896 | Time: 15336.2 ms
[2021-10-20 01:48:03	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311803 | val_loss: 0.0311921 | Time: 18704.6 ms
[2021-10-20 01:48:18	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311802 | val_loss: 0.0311904 | Time: 14676.7 ms
[2021-10-20 01:48:33	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311807 | val_loss: 0.031189 | Time: 15379.7 ms
[2021-10-20 01:48:48	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311794 | val_loss: 0.031189 | Time: 15038.4 ms
[2021-10-20 01:49:03	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311792 | val_loss: 0.0311893 | Time: 15201.1 ms
[2021-10-20 01:49:18	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311792 | val_loss: 0.031191 | Time: 14806.6 ms
[2021-10-20 01:49:34	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031179 | val_loss: 0.0311901 | Time: 15182.7 ms
[2021-10-20 01:49:49	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311784 | val_loss: 0.0311883 | Time: 14988.9 ms
[2021-10-20 01:50:05	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311772 | val_loss: 0.0311883 | Time: 16742.2 ms
[2021-10-20 01:50:23	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031177 | val_loss: 0.0311874 | Time: 17054.1 ms
[2021-10-20 01:50:38	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031177 | val_loss: 0.0311884 | Time: 14964.9 ms
[2021-10-20 01:50:53	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311771 | val_loss: 0.0311877 | Time: 15299.1 ms
[2021-10-20 01:51:08	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311783 | val_loss: 0.031189 | Time: 15172.3 ms
[2021-10-20 01:51:23	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311769 | val_loss: 0.0311877 | Time: 15156.4 ms
[2021-10-20 01:51:39	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311761 | val_loss: 0.0311893 | Time: 15141.8 ms
[2021-10-20 01:51:54	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311752 | val_loss: 0.0311881 | Time: 15227.2 ms
[2021-10-20 01:52:09	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311753 | val_loss: 0.0311889 | Time: 15312.3 ms
[2021-10-20 01:52:27	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311784 | val_loss: 0.0311945 | Time: 18041.2 ms
[2021-10-20 01:52:44	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031179 | val_loss: 0.0311955 | Time: 15992.1 ms
[2021-10-20 01:52:59	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311767 | val_loss: 0.0311892 | Time: 15122.3 ms
[2021-10-20 01:53:14	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.031174 | val_loss: 0.0311913 | Time: 15119.1 ms
[2021-10-20 01:53:29	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311759 | val_loss: 0.0311893 | Time: 14771.6 ms
[2021-10-20 01:53:44	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311727 | val_loss: 0.031188 | Time: 15137.2 ms
[2021-10-20 01:54:00	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311727 | val_loss: 0.0311885 | Time: 15506.9 ms
[2021-10-20 01:54:14	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311722 | val_loss: 0.0311888 | Time: 14894 ms
[2021-10-20 01:54:31	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311725 | val_loss: 0.0311896 | Time: 16611.9 ms
[2021-10-20 01:54:49	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311721 | val_loss: 0.0311897 | Time: 17970.3 ms
[2021-10-20 01:55:04	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311718 | val_loss: 0.0311925 | Time: 15086.6 ms
[2021-10-20 01:55:19	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311724 | val_loss: 0.0311879 | Time: 14981.4 ms
[2021-10-20 01:55:34	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311733 | val_loss: 0.0311899 | Time: 14862.9 ms
[2021-10-20 01:55:49	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311734 | val_loss: 0.0311921 | Time: 15037.7 ms
[2021-10-20 01:56:05	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031174 | val_loss: 0.0311899 | Time: 14993.2 ms
[2021-10-20 01:56:20	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311719 | val_loss: 0.0311885 | Time: 15252.4 ms
[2021-10-20 01:56:35	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311724 | val_loss: 0.0311874 | Time: 14832.5 ms
[2021-10-20 01:56:50	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311749 | val_loss: 0.0311896 | Time: 15593.2 ms
[2021-10-20 01:57:09	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311728 | val_loss: 0.0311808 | Time: 17983.5 ms
[2021-10-20 01:57:24	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311722 | val_loss: 0.0311906 | Time: 15586.6 ms
[2021-10-20 01:57:39	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.03117 | val_loss: 0.0311816 | Time: 14903.9 ms
[2021-10-20 01:57:54	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311689 | val_loss: 0.031183 | Time: 15076.7 ms
[2021-10-20 01:58:10	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311698 | val_loss: 0.0311879 | Time: 15241.8 ms
[2021-10-20 01:58:25	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311705 | val_loss: 0.0311821 | Time: 14995.7 ms
[2021-10-20 01:58:40	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311709 | val_loss: 0.0311825 | Time: 15515.6 ms
[2021-10-20 01:58:55	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311673 | val_loss: 0.0311834 | Time: 14868.3 ms
[2021-10-20 01:59:11	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311664 | val_loss: 0.0311804 | Time: 15330.2 ms
[2021-10-20 01:59:25	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311657 | val_loss: 0.0311836 | Time: 14538.2 ms
[2021-10-20 01:59:43	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311665 | val_loss: 0.0311842 | Time: 17994.1 ms
[2021-10-20 01:59:59	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311676 | val_loss: 0.0311846 | Time: 15342.5 ms
[2021-10-20 02:00:14	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311691 | val_loss: 0.0311963 | Time: 15500.7 ms
[2021-10-20 02:00:30	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311712 | val_loss: 0.0311891 | Time: 15099 ms
[2021-10-20 02:00:45	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311695 | val_loss: 0.0311834 | Time: 15336.7 ms
[2021-10-20 02:01:00	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311663 | val_loss: 0.0311847 | Time: 15174.7 ms
[2021-10-20 02:01:15	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311646 | val_loss: 0.0311857 | Time: 14879.5 ms
[2021-10-20 02:01:31	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311645 | val_loss: 0.0311842 | Time: 15218.7 ms
[2021-10-20 02:01:45	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311642 | val_loss: 0.0311813 | Time: 14819.3 ms
[2021-10-20 02:02:03	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311636 | val_loss: 0.031187 | Time: 17258.4 ms
[2021-10-20 02:02:19	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311648 | val_loss: 0.0311832 | Time: 16518.1 ms
[2021-10-20 02:02:35	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311622 | val_loss: 0.0311851 | Time: 15178.9 ms
[2021-10-20 02:02:49	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311631 | val_loss: 0.0311903 | Time: 14690.2 ms
[2021-10-20 02:03:05	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311659 | val_loss: 0.0311843 | Time: 15256.8 ms
[2021-10-20 02:03:20	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311617 | val_loss: 0.0311875 | Time: 14986.4 ms
[2021-10-20 02:03:35	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311617 | val_loss: 0.0311805 | Time: 15355.4 ms
[2021-10-20 02:03:51	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311626 | val_loss: 0.0311823 | Time: 15423.3 ms
[2021-10-20 02:04:05	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.031162 | val_loss: 0.0311847 | Time: 14818.3 ms
[2021-10-20 02:04:21	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311632 | val_loss: 0.0311844 | Time: 15826.1 ms
[2021-10-20 02:04:39	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311619 | val_loss: 0.0311818 | Time: 17833.5 ms
[2021-10-20 02:04:55	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311604 | val_loss: 0.0311815 | Time: 15478.8 ms
[2021-10-20 02:05:10	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311625 | val_loss: 0.0311905 | Time: 14832.9 ms
[2021-10-20 02:05:25	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311645 | val_loss: 0.0311838 | Time: 15083.1 ms
[2021-10-20 02:05:40	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031165 | val_loss: 0.0311801 | Time: 14724 ms
[2021-10-20 02:05:55	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311632 | val_loss: 0.0311792 | Time: 15039.4 ms
[2021-10-20 02:06:10	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311632 | val_loss: 0.0311797 | Time: 14943.9 ms
[2021-10-20 02:06:25	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311612 | val_loss: 0.0311785 | Time: 15140.9 ms
[2021-10-20 02:06:41	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311617 | val_loss: 0.0311897 | Time: 16285.7 ms
[2021-10-20 02:06:59	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311628 | val_loss: 0.0311822 | Time: 17826.2 ms
[2021-10-20 02:07:15	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311605 | val_loss: 0.031179 | Time: 15678.2 ms
[2021-10-20 02:07:30	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311629 | val_loss: 0.0311803 | Time: 14802.7 ms
[2021-10-20 02:07:45	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311619 | val_loss: 0.0311852 | Time: 14981.8 ms
[2021-10-20 02:08:00	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311604 | val_loss: 0.0311818 | Time: 14957.7 ms
[2021-10-20 02:08:16	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311622 | val_loss: 0.0311787 | Time: 15520.8 ms
[2021-10-20 02:08:31	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311633 | val_loss: 0.0311754 | Time: 15153.6 ms
[2021-10-20 02:08:46	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031164 | val_loss: 0.0311844 | Time: 15015.9 ms
[2021-10-20 02:09:03	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311622 | val_loss: 0.0311823 | Time: 17173 ms
[2021-10-20 02:09:21	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031159 | val_loss: 0.0311791 | Time: 17830.5 ms
[2021-10-20 02:09:36	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311596 | val_loss: 0.0311799 | Time: 14797.9 ms
[2021-10-20 02:09:51	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311581 | val_loss: 0.0311763 | Time: 14899 ms
[2021-10-20 02:10:06	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311586 | val_loss: 0.0311829 | Time: 14755.7 ms
[2021-10-20 02:10:21	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311572 | val_loss: 0.0311836 | Time: 15052.4 ms
[2021-10-20 02:10:36	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311607 | val_loss: 0.0311829 | Time: 14959.8 ms
[2021-10-20 02:10:51	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311648 | val_loss: 0.0311906 | Time: 15121.3 ms
[2021-10-20 02:11:06	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0325891 | val_loss: 0.0324785 | Time: 15108.8 ms
[2021-10-20 02:11:22	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0340952 | val_loss: 0.0321022 | Time: 15787.8 ms
[2021-10-20 02:11:37	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0316374 | val_loss: 0.031385 | Time: 14770.1 ms
[2021-10-20 02:11:56	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0313081 | val_loss: 0.0312696 | Time: 18561.1 ms
[2021-10-20 02:12:11	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0312383 | val_loss: 0.0312247 | Time: 15209.6 ms
[2021-10-20 02:12:26	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312132 | val_loss: 0.0312014 | Time: 14847.6 ms
[2021-10-20 02:12:41	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311925 | val_loss: 0.031184 | Time: 14956.7 ms
[2021-10-20 02:12:56	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311778 | val_loss: 0.0311773 | Time: 15038.1 ms
[2021-10-20 02:13:11	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311736 | val_loss: 0.0311769 | Time: 15332.4 ms
[2021-10-20 02:13:27	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311723 | val_loss: 0.031176 | Time: 15210.8 ms
[2021-10-20 02:13:42	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311709 | val_loss: 0.031175 | Time: 15668 ms
[2021-10-20 02:13:57	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311699 | val_loss: 0.0311751 | Time: 15073.7 ms
[2021-10-20 02:14:13	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311704 | val_loss: 0.031176 | Time: 15427.6 ms
[2021-10-20 02:14:31	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311696 | val_loss: 0.0311766 | Time: 17625.8 ms
[2021-10-20 02:14:47	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311699 | val_loss: 0.0311756 | Time: 15826 ms
[2021-10-20 02:15:02	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311684 | val_loss: 0.0311753 | Time: 15332.1 ms
[2021-10-20 02:15:17	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311679 | val_loss: 0.0311747 | Time: 14511.5 ms
[2021-10-20 02:15:32	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311686 | val_loss: 0.031174 | Time: 15086.3 ms
[2021-10-20 02:15:47	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311671 | val_loss: 0.0311738 | Time: 14964.6 ms
[2021-10-20 02:16:02	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311668 | val_loss: 0.0311748 | Time: 15567.1 ms
[2021-10-20 02:16:18	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311667 | val_loss: 0.0311731 | Time: 15366 ms
[2021-10-20 02:16:33	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311659 | val_loss: 0.0311743 | Time: 15463.8 ms
[2021-10-20 02:16:49	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311651 | val_loss: 0.0311738 | Time: 15384.4 ms
[2021-10-20 02:17:06	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311642 | val_loss: 0.031174 | Time: 16438.4 ms
[2021-10-20 02:17:23	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311636 | val_loss: 0.0311748 | Time: 17051.6 ms
[2021-10-20 02:17:38	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311629 | val_loss: 0.0311736 | Time: 14850.4 ms
[2021-10-20 02:17:53	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031162 | val_loss: 0.031174 | Time: 15286.7 ms
[2021-10-20 02:18:08	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311621 | val_loss: 0.0311765 | Time: 15031.4 ms
[2021-10-20 02:18:23	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311614 | val_loss: 0.0311772 | Time: 15282.8 ms
[2021-10-20 02:18:38	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311608 | val_loss: 0.0311789 | Time: 14978.5 ms
[2021-10-20 02:18:54	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311599 | val_loss: 0.0311774 | Time: 15893 ms
[2021-10-20 02:19:09	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311602 | val_loss: 0.0311763 | Time: 15020.1 ms
[2021-10-20 02:19:25	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311626 | val_loss: 0.0311827 | Time: 15304.3 ms
[2021-10-20 02:19:42	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311633 | val_loss: 0.0311783 | Time: 17120.2 ms
[2021-10-20 02:19:59	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311619 | val_loss: 0.031182 | Time: 17017.1 ms
[2021-10-20 02:20:14	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311622 | val_loss: 0.0311808 | Time: 15109.1 ms
[2021-10-20 02:20:29	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311632 | val_loss: 0.0311798 | Time: 14774.9 ms
[2021-10-20 02:20:44	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311611 | val_loss: 0.0311796 | Time: 15043.1 ms
[2021-10-20 02:21:00	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311601 | val_loss: 0.0311843 | Time: 15120.1 ms
[2021-10-20 02:21:15	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311602 | val_loss: 0.031184 | Time: 15340.8 ms
[2021-10-20 02:21:30	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311601 | val_loss: 0.0311823 | Time: 15223.8 ms
[2021-10-20 02:21:46	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311604 | val_loss: 0.0311853 | Time: 15352.5 ms
[2021-10-20 02:22:01	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311607 | val_loss: 0.0311789 | Time: 15215.8 ms
[2021-10-20 02:22:16	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311614 | val_loss: 0.031179 | Time: 15253.5 ms
[2021-10-20 02:22:34	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311605 | val_loss: 0.0311787 | Time: 18012.7 ms
[2021-10-20 02:22:50	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311591 | val_loss: 0.0311797 | Time: 15517.9 ms
[2021-10-20 02:23:06	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311581 | val_loss: 0.0311793 | Time: 15427.1 ms
[2021-10-20 02:23:20	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311571 | val_loss: 0.0311754 | Time: 14857.6 ms
[2021-10-20 02:23:36	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311565 | val_loss: 0.0311726 | Time: 15346.4 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-10-20 02:56:49	                main:435]	:	INFO	:	Set logging level to 1
[2021-10-20 02:56:49	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-10-20 02:56:49	                main:444]	:	INFO	:	Resolving all filenames
[2021-10-20 02:56:49	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-10-20 02:56:49	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2_0_r981832688_1 (exists = 1)
[2021-10-20 02:56:49	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2_0_r981832688_0 (exists = 0)
[2021-10-20 02:56:49	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2 (exists = 1)
[2021-10-20 02:56:49	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-10-20 02:56:49	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-10-20 02:56:49	                main:474]	:	INFO	:	Configuration: 
[2021-10-20 02:56:49	                main:475]	:	INFO	:	    Model type: GRU
[2021-10-20 02:56:49	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-10-20 02:56:49	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-10-20 02:56:49	                main:478]	:	INFO	:	    Batch Size: 128
[2021-10-20 02:56:49	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-10-20 02:56:50	                main:480]	:	INFO	:	    Patience: 10
[2021-10-20 02:56:50	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-10-20 02:56:50	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-10-20 02:56:50	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-10-20 02:56:50	                main:484]	:	INFO	:	    # Threads: 1
[2021-10-20 02:56:50	                main:486]	:	INFO	:	Preparing Dataset
[2021-10-20 02:56:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 02:56:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 02:56:54	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-10-20 02:56:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 02:56:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 02:56:55	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-10-20 02:56:55	                main:494]	:	INFO	:	Creating Model
[2021-10-20 02:56:55	                main:507]	:	INFO	:	Preparing config file
[2021-10-20 02:56:55	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-10-20 02:56:55	                main:512]	:	INFO	:	Loading config
[2021-10-20 02:56:55	                main:514]	:	INFO	:	Loading state
[2021-10-20 02:56:58	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-10-20 02:56:58	                main:562]	:	INFO	:	Starting Training
[2021-10-20 02:57:13	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031754 | val_loss: 0.0313679 | Time: 14966.3 ms
[2021-10-20 02:57:28	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312584 | val_loss: 0.0312177 | Time: 14837.3 ms
[2021-10-20 02:57:42	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311938 | val_loss: 0.0311796 | Time: 14759 ms
[2021-10-20 02:57:58	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311625 | val_loss: 0.0311775 | Time: 15118.2 ms
[2021-10-20 02:58:13	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311629 | val_loss: 0.0311731 | Time: 14825 ms
[2021-10-20 02:58:28	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031159 | val_loss: 0.0311708 | Time: 15304.1 ms
[2021-10-20 02:58:43	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311601 | val_loss: 0.0311664 | Time: 14854.1 ms
[2021-10-20 02:59:17	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311581 | val_loss: 0.0311661 | Time: 31462.3 ms
[2021-10-20 02:59:32	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311586 | val_loss: 0.0311712 | Time: 14541.4 ms
[2021-10-20 02:59:47	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031157 | val_loss: 0.0311674 | Time: 14962.3 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-10-20 03:01:58	                main:435]	:	INFO	:	Set logging level to 1
[2021-10-20 03:01:58	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-10-20 03:01:58	                main:444]	:	INFO	:	Resolving all filenames
[2021-10-20 03:01:58	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-10-20 03:01:58	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2_0_r981832688_1 (exists = 1)
[2021-10-20 03:01:58	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2_0_r981832688_0 (exists = 0)
[2021-10-20 03:01:58	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733533-26285-2 (exists = 1)
[2021-10-20 03:01:58	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-10-20 03:01:58	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-10-20 03:01:58	                main:474]	:	INFO	:	Configuration: 
[2021-10-20 03:01:58	                main:475]	:	INFO	:	    Model type: GRU
[2021-10-20 03:01:58	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-10-20 03:01:58	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-10-20 03:01:59	                main:478]	:	INFO	:	    Batch Size: 128
[2021-10-20 03:01:59	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-10-20 03:01:59	                main:480]	:	INFO	:	    Patience: 10
[2021-10-20 03:01:59	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-10-20 03:01:59	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-10-20 03:01:59	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-10-20 03:01:59	                main:484]	:	INFO	:	    # Threads: 1
[2021-10-20 03:01:59	                main:486]	:	INFO	:	Preparing Dataset
[2021-10-20 03:01:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 03:02:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 03:02:06	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-10-20 03:02:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 03:02:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-20 03:02:06	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-10-20 03:02:06	                main:494]	:	INFO	:	Creating Model
[2021-10-20 03:02:06	                main:507]	:	INFO	:	Preparing config file
[2021-10-20 03:02:06	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-10-20 03:02:07	                main:512]	:	INFO	:	Loading config
[2021-10-20 03:02:07	                main:514]	:	INFO	:	Loading state
[2021-10-20 03:02:11	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-10-20 03:02:11	                main:562]	:	INFO	:	Starting Training
[2021-10-20 03:02:30	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0315172 | val_loss: 0.0312629 | Time: 18591.3 ms
[2021-10-20 03:02:47	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312518 | val_loss: 0.0312404 | Time: 17236.4 ms
[2021-10-20 03:03:05	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312238 | val_loss: 0.0312091 | Time: 18318.9 ms
[2021-10-20 03:03:23	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311844 | val_loss: 0.0311774 | Time: 17733.2 ms
[2021-10-20 03:03:41	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311595 | val_loss: 0.0311705 | Time: 18030.4 ms
[2021-10-20 03:04:00	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311609 | val_loss: 0.0311736 | Time: 18462.8 ms
[2021-10-20 03:04:17	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311623 | val_loss: 0.0311699 | Time: 17489.2 ms
[2021-10-20 03:04:35	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311622 | val_loss: 0.0311686 | Time: 17580.2 ms
[2021-10-20 03:04:52	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311601 | val_loss: 0.0311668 | Time: 16768.1 ms
[2021-10-20 03:04:52	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311668
[2021-10-20 03:04:52	                main:603]	:	INFO	:	Saving end state to config to file
[2021-10-20 03:04:52	                main:608]	:	INFO	:	Success, exiting..
03:04:52 (11608): 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)