Task 10411229

Name ParityModified-1639957034-642-1-0_0
Workunit 7756438
Created 3 Jan 2022, 16:31:50 UTC
Sent 17 Jan 2022, 23:30:09 UTC
Report deadline 25 Jan 2022, 23:30:09 UTC
Received 2 Feb 2022, 4:57:07 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 10909
Run time 5 hours 37 min 12 sec
CPU time 5 hours 8 min 16 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,378.82 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>

[2022-01-30 15:13:10	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0310152 | val_loss: 0.0312735 | Time: 10815.4 ms
[2022-01-30 15:13:21	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0310087 | val_loss: 0.031269 | Time: 11358.6 ms
[2022-01-30 15:13:32	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0309982 | val_loss: 0.0312983 | Time: 10862.5 ms
[2022-01-30 15:13:43	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0310019 | val_loss: 0.0312678 | Time: 10393.1 ms
[2022-01-30 15:13:54	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0309943 | val_loss: 0.031279 | Time: 10629.9 ms
[2022-01-30 15:14:06	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0309927 | val_loss: 0.0312723 | Time: 12435.4 ms
[2022-01-30 15:14:17	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0309899 | val_loss: 0.0313059 | Time: 10920.6 ms
[2022-01-30 15:14:28	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0309898 | val_loss: 0.0313042 | Time: 10664.8 ms
[2022-01-30 15:14:39	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0309911 | val_loss: 0.0312658 | Time: 11189.8 ms
[2022-01-30 15:14:50	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031001 | val_loss: 0.031302 | Time: 10716 ms
[2022-01-30 15:15:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.030996 | val_loss: 0.0313057 | Time: 10969.4 ms
[2022-01-30 15:15:12	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.030993 | val_loss: 0.0313179 | Time: 10855.5 ms
[2022-01-30 15:15:23	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0309944 | val_loss: 0.0312553 | Time: 10822 ms
[2022-01-30 15:15:34	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310023 | val_loss: 0.0312933 | Time: 10900.9 ms
[2022-01-30 15:15:44	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0309966 | val_loss: 0.0312825 | Time: 10697.6 ms
[2022-01-30 15:15:55	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0309896 | val_loss: 0.0312801 | Time: 10760.5 ms
[2022-01-30 15:16:06	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0309872 | val_loss: 0.0312776 | Time: 10834.5 ms
[2022-01-30 15:16:17	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031 | val_loss: 0.031317 | Time: 10593.5 ms
[2022-01-30 15:16:27	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0309899 | val_loss: 0.0313105 | Time: 10335.7 ms
[2022-01-30 15:16:38	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0309875 | val_loss: 0.0312902 | Time: 10972.3 ms
[2022-01-30 15:16:49	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0309893 | val_loss: 0.0312904 | Time: 10594.6 ms
[2022-01-30 15:17:00	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0309894 | val_loss: 0.0313032 | Time: 11066.7 ms
[2022-01-30 15:17:11	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0309945 | val_loss: 0.0312856 | Time: 10933.9 ms
[2022-01-30 15:17:22	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0309869 | val_loss: 0.0313047 | Time: 10984.1 ms
[2022-01-30 15:17:34	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0309894 | val_loss: 0.0312965 | Time: 11258.7 ms
[2022-01-30 15:17:45	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0310016 | val_loss: 0.0312487 | Time: 11360.9 ms
[2022-01-30 15:17:56	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310052 | val_loss: 0.0312764 | Time: 10474.8 ms
[2022-01-30 15:18:06	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0309985 | val_loss: 0.0312784 | Time: 10516.1 ms
[2022-01-30 15:18:17	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0309949 | val_loss: 0.0313016 | Time: 10649 ms
[2022-01-30 15:18:28	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0309865 | val_loss: 0.0313471 | Time: 11106.3 ms
[2022-01-30 15:18:38	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0309869 | val_loss: 0.0312883 | Time: 10217.4 ms
[2022-01-30 15:18:49	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0309924 | val_loss: 0.0312854 | Time: 10713 ms
[2022-01-30 15:19:00	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0309964 | val_loss: 0.031347 | Time: 10897.8 ms
[2022-01-30 15:19:12	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0309857 | val_loss: 0.0313259 | Time: 11591.4 ms
[2022-01-30 15:19:22	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0309825 | val_loss: 0.0313174 | Time: 10551.6 ms
[2022-01-30 15:19:34	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0309855 | val_loss: 0.0313465 | Time: 11045.8 ms
[2022-01-30 15:19:45	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0309889 | val_loss: 0.0313274 | Time: 11331.3 ms
[2022-01-30 15:19:56	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0309952 | val_loss: 0.0312738 | Time: 11334.8 ms
[2022-01-30 15:20:07	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0309966 | val_loss: 0.0312761 | Time: 10629.2 ms
[2022-01-30 15:20:17	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0309853 | val_loss: 0.0312899 | Time: 10314.3 ms
[2022-01-30 15:20:29	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0309919 | val_loss: 0.0312942 | Time: 11050.2 ms
[2022-01-30 15:20:39	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0309916 | val_loss: 0.0312919 | Time: 9929.25 ms
[2022-01-30 15:20:49	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0309858 | val_loss: 0.0313172 | Time: 10313.7 ms
[2022-01-30 15:20:59	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0309927 | val_loss: 0.0312756 | Time: 10159.1 ms
[2022-01-30 15:21:10	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0309901 | val_loss: 0.0312983 | Time: 11065.3 ms
[2022-01-30 15:21:21	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0309952 | val_loss: 0.0312876 | Time: 10723.4 ms
[2022-01-30 15:21:32	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.030988 | val_loss: 0.0313108 | Time: 10696.6 ms
[2022-01-30 15:21:43	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0309852 | val_loss: 0.0313128 | Time: 10965.3 ms
[2022-01-30 15:21:54	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0309994 | val_loss: 0.0313251 | Time: 10818.1 ms
[2022-01-30 15:22:06	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0309996 | val_loss: 0.0312803 | Time: 11336.8 ms
[2022-01-30 15:22:18	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0309982 | val_loss: 0.0313078 | Time: 11874.4 ms
[2022-01-30 15:22:29	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.03099 | val_loss: 0.0312898 | Time: 11219.9 ms
[2022-01-30 15:22:41	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0309903 | val_loss: 0.031276 | Time: 11326.3 ms
[2022-01-30 15:22:52	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0309948 | val_loss: 0.0312867 | Time: 10903.3 ms
[2022-01-30 15:23:02	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0309909 | val_loss: 0.0313014 | Time: 10318.2 ms
[2022-01-30 15:23:13	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0309929 | val_loss: 0.031306 | Time: 10557.6 ms
[2022-01-30 15:23:23	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0309927 | val_loss: 0.0313118 | Time: 9916.28 ms
[2022-01-30 15:23:33	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0309917 | val_loss: 0.0312896 | Time: 10757.1 ms
[2022-01-30 15:23:44	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0309849 | val_loss: 0.0312978 | Time: 10741.4 ms
[2022-01-30 15:23:55	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0309825 | val_loss: 0.0312883 | Time: 10229.7 ms
[2022-01-30 15:24:06	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0309977 | val_loss: 0.0312818 | Time: 11149.9 ms
[2022-01-30 15:24:17	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310018 | val_loss: 0.0313054 | Time: 11214.8 ms
[2022-01-30 15:24:27	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0309953 | val_loss: 0.0313004 | Time: 10215 ms
[2022-01-30 15:24:38	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0309858 | val_loss: 0.0313024 | Time: 10327.4 ms
[2022-01-30 15:24:48	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0309865 | val_loss: 0.0313102 | Time: 10217.7 ms
[2022-01-30 15:24:58	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.030989 | val_loss: 0.0312762 | Time: 10032.9 ms
[2022-01-30 15:25:08	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0309945 | val_loss: 0.0312929 | Time: 10102.4 ms
[2022-01-30 15:25:19	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310039 | val_loss: 0.0312921 | Time: 10458.8 ms
[2022-01-30 15:25:29	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0309927 | val_loss: 0.0313054 | Time: 10233.4 ms
[2022-01-30 15:25:40	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0309924 | val_loss: 0.0313177 | Time: 10496.2 ms
[2022-01-30 15:25:50	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.030996 | val_loss: 0.0312653 | Time: 10446 ms
[2022-01-30 15:26:01	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.030992 | val_loss: 0.0312872 | Time: 10491.1 ms
[2022-01-30 15:26:11	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0309889 | val_loss: 0.0312853 | Time: 10365.7 ms
[2022-01-30 15:26:21	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.030988 | val_loss: 0.031298 | Time: 10324.6 ms
[2022-01-30 15:26:32	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0309926 | val_loss: 0.031291 | Time: 10518.9 ms
[2022-01-30 15:26:43	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0309913 | val_loss: 0.0313057 | Time: 10474.6 ms
[2022-01-30 15:26:53	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0309861 | val_loss: 0.0312955 | Time: 10178 ms
[2022-01-30 15:27:03	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.030993 | val_loss: 0.0312933 | Time: 10558.2 ms
[2022-01-30 15:27:14	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0309901 | val_loss: 0.0312826 | Time: 10230 ms
[2022-01-30 15:27:24	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0309957 | val_loss: 0.0313107 | Time: 10302 ms
[2022-01-30 15:27:34	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0309929 | val_loss: 0.0313278 | Time: 10310.7 ms
[2022-01-30 15:27:45	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0309933 | val_loss: 0.0313045 | Time: 10244.3 ms
[2022-01-30 15:27:55	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0309962 | val_loss: 0.0312783 | Time: 10295.5 ms
[2022-01-30 15:28:05	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0309888 | val_loss: 0.0313012 | Time: 10251.8 ms
[2022-01-30 15:28:15	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0309889 | val_loss: 0.0312876 | Time: 10082.7 ms
[2022-01-30 15:28:26	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0309892 | val_loss: 0.0312831 | Time: 10128 ms
[2022-01-30 15:28:36	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0309926 | val_loss: 0.0313078 | Time: 10368.6 ms
[2022-01-30 15:28:46	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0309935 | val_loss: 0.0313016 | Time: 10133.8 ms
[2022-01-30 15:28:56	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0309893 | val_loss: 0.0312787 | Time: 10189.7 ms
[2022-01-30 15:29:07	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.030993 | val_loss: 0.0312653 | Time: 10013.9 ms
[2022-01-30 15:29:17	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0309928 | val_loss: 0.0313144 | Time: 10354 ms
[2022-01-30 15:29:27	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0309889 | val_loss: 0.0313084 | Time: 10175.1 ms
[2022-01-30 15:29:37	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0309942 | val_loss: 0.031265 | Time: 10196.4 ms
[2022-01-30 15:29:48	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0309935 | val_loss: 0.0312863 | Time: 10279.4 ms
[2022-01-30 15:29:58	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0309893 | val_loss: 0.0313062 | Time: 10150.2 ms
[2022-01-30 15:30:08	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0309899 | val_loss: 0.0313112 | Time: 10289.1 ms
[2022-01-30 15:30:18	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0309887 | val_loss: 0.0312752 | Time: 10138.3 ms
[2022-01-30 15:30:29	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310001 | val_loss: 0.031291 | Time: 10337.6 ms
[2022-01-30 15:30:39	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0309917 | val_loss: 0.0313093 | Time: 10447 ms
[2022-01-30 15:30:50	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0309881 | val_loss: 0.031297 | Time: 10341.6 ms
[2022-01-30 15:31:00	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0309928 | val_loss: 0.0312914 | Time: 10310 ms
[2022-01-30 15:31:10	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0309957 | val_loss: 0.031333 | Time: 10267.6 ms
[2022-01-30 15:31:21	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310008 | val_loss: 0.0313152 | Time: 10478.4 ms
[2022-01-30 15:31:32	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0309901 | val_loss: 0.0312996 | Time: 10638.2 ms
[2022-01-30 15:31:42	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0309867 | val_loss: 0.031305 | Time: 10611.4 ms
[2022-01-30 15:31:53	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0309886 | val_loss: 0.0313135 | Time: 10457.6 ms
[2022-01-30 15:32:03	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0309817 | val_loss: 0.0312874 | Time: 10479.5 ms
[2022-01-30 15:32:14	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0309949 | val_loss: 0.0313095 | Time: 10524.5 ms
[2022-01-30 15:32:25	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0309999 | val_loss: 0.0313013 | Time: 10659 ms
[2022-01-30 15:32:35	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310041 | val_loss: 0.0312898 | Time: 10741.5 ms
[2022-01-30 15:32:47	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0309985 | val_loss: 0.0313127 | Time: 11345 ms
[2022-01-30 15:32:58	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0309839 | val_loss: 0.0312876 | Time: 11292.6 ms
[2022-01-30 15:33:10	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0309815 | val_loss: 0.0313014 | Time: 11741.6 ms
[2022-01-30 15:33:22	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.030995 | val_loss: 0.0312966 | Time: 12013.5 ms
[2022-01-30 15:33:33	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0309905 | val_loss: 0.0313036 | Time: 11358.1 ms
[2022-01-30 15:33:44	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0309905 | val_loss: 0.0312839 | Time: 10422.9 ms
[2022-01-30 15:33:54	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0309892 | val_loss: 0.0312939 | Time: 10304.6 ms
[2022-01-30 15:34:05	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0309869 | val_loss: 0.0313001 | Time: 10294.2 ms
[2022-01-30 15:34:15	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0309935 | val_loss: 0.0313151 | Time: 10230.7 ms
[2022-01-30 15:34:26	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0309917 | val_loss: 0.0313094 | Time: 10782.9 ms
[2022-01-30 15:34:37	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0309862 | val_loss: 0.0313336 | Time: 10846.6 ms
[2022-01-30 15:34:47	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0309851 | val_loss: 0.0312907 | Time: 10203.5 ms
[2022-01-30 15:34:58	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0309932 | val_loss: 0.0312995 | Time: 10858.1 ms
[2022-01-30 15:35:09	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0309969 | val_loss: 0.0313236 | Time: 11142 ms
[2022-01-30 15:35:19	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0309977 | val_loss: 0.031303 | Time: 10222.1 ms
[2022-01-30 15:35:30	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0309895 | val_loss: 0.0312843 | Time: 10826.8 ms
[2022-01-30 15:35:40	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310059 | val_loss: 0.0312948 | Time: 10241.7 ms
[2022-01-30 15:35:52	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0309961 | val_loss: 0.031301 | Time: 10875.7 ms
[2022-01-30 15:36:02	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310083 | val_loss: 0.0312788 | Time: 10492.2 ms
[2022-01-30 15:36:12	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310023 | val_loss: 0.0313083 | Time: 10346.6 ms
[2022-01-30 15:36:24	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0309985 | val_loss: 0.0313004 | Time: 11058.9 ms
[2022-01-30 15:36:34	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0309933 | val_loss: 0.0312784 | Time: 10283.6 ms
[2022-01-30 15:36:44	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0309888 | val_loss: 0.0312992 | Time: 10359.8 ms
[2022-01-30 15:36:55	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0309879 | val_loss: 0.0312802 | Time: 10293.5 ms
[2022-01-30 15:37:06	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310048 | val_loss: 0.031265 | Time: 10897.5 ms
[2022-01-30 15:37:17	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0309923 | val_loss: 0.0313041 | Time: 10750.7 ms
[2022-01-30 15:37:27	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0309868 | val_loss: 0.0313009 | Time: 10269.1 ms
[2022-01-30 15:37:38	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0309972 | val_loss: 0.0312872 | Time: 10879.5 ms
[2022-01-30 15:37:49	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0309904 | val_loss: 0.0313017 | Time: 11424.9 ms
[2022-01-30 15:38:01	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0309893 | val_loss: 0.0312865 | Time: 11154.8 ms
[2022-01-30 15:38:12	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0309896 | val_loss: 0.0312715 | Time: 11238.8 ms
[2022-01-30 15:38:23	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310041 | val_loss: 0.0312599 | Time: 11207.6 ms
[2022-01-30 15:38:34	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310132 | val_loss: 0.0312642 | Time: 11197.7 ms
[2022-01-30 15:38:46	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310029 | val_loss: 0.0313073 | Time: 11276.7 ms
[2022-01-30 15:38:57	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0309885 | val_loss: 0.0313414 | Time: 10697.9 ms
[2022-01-30 15:39:08	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0309882 | val_loss: 0.0312905 | Time: 11468.1 ms
[2022-01-30 15:39:20	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0309905 | val_loss: 0.031284 | Time: 11214.4 ms
[2022-01-30 15:39:31	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0309936 | val_loss: 0.0312973 | Time: 11005.6 ms
[2022-01-30 15:39:42	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0309941 | val_loss: 0.0313154 | Time: 11094.3 ms
[2022-01-30 15:39:53	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0309851 | val_loss: 0.031294 | Time: 10897.2 ms
[2022-01-30 15:40:04	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0309968 | val_loss: 0.0312958 | Time: 10887.4 ms
[2022-01-30 15:40:14	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0309928 | val_loss: 0.0313119 | Time: 10685.6 ms
[2022-01-30 15:40:25	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0309846 | val_loss: 0.0313237 | Time: 10609.2 ms
[2022-01-30 15:40:36	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0309911 | val_loss: 0.0313001 | Time: 11284.7 ms
[2022-01-30 15:40:48	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0309879 | val_loss: 0.0313115 | Time: 11254.5 ms
[2022-01-30 15:41:00	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0310026 | val_loss: 0.0312704 | Time: 12115.4 ms
[2022-01-30 15:41:11	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0310151 | val_loss: 0.0312596 | Time: 11459.3 ms
[2022-01-30 15:41:22	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309993 | val_loss: 0.031301 | Time: 10997.6 ms
[2022-01-30 15:41:34	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310026 | val_loss: 0.0313045 | Time: 11092.5 ms
[2022-01-30 15:41:44	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0309895 | val_loss: 0.0313452 | Time: 10653.4 ms
[2022-01-30 15:41:55	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0309862 | val_loss: 0.0313037 | Time: 10691.2 ms
[2022-01-30 15:42:06	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0309887 | val_loss: 0.0313049 | Time: 10916.6 ms
[2022-01-30 15:42:17	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.030981 | val_loss: 0.031313 | Time: 10955.2 ms
[2022-01-30 15:42:28	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0309881 | val_loss: 0.0313106 | Time: 10820.1 ms
[2022-01-30 15:42:39	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0309845 | val_loss: 0.0312779 | Time: 11021.9 ms
[2022-01-30 15:43:19	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0309904 | val_loss: 0.0313064 | Time: 39716.6 ms
[2022-01-30 15:43:28	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0309874 | val_loss: 0.0313181 | Time: 8665.18 ms
[2022-01-30 15:43:39	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0309902 | val_loss: 0.0312859 | Time: 11479.7 ms
[2022-01-30 15:43:52	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0309886 | val_loss: 0.0312953 | Time: 10822.2 ms
[2022-01-30 15:44:05	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0309856 | val_loss: 0.0313063 | Time: 12582.7 ms
[2022-01-30 15:44:17	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0309931 | val_loss: 0.0313241 | Time: 12661.8 ms
[2022-01-30 15:44:30	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0309935 | val_loss: 0.0313206 | Time: 12006 ms
[2022-01-30 15:44:42	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.030986 | val_loss: 0.0313099 | Time: 12054.3 ms
[2022-01-30 15:44:53	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0309813 | val_loss: 0.0313209 | Time: 10923.6 ms
[2022-01-30 15:45:04	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0309903 | val_loss: 0.0313153 | Time: 10812.6 ms
[2022-01-30 15:45:15	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0309942 | val_loss: 0.0312742 | Time: 10814.9 ms
[2022-01-30 15:45:27	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0309991 | val_loss: 0.0312911 | Time: 11660.6 ms
[2022-01-30 15:45:38	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0309992 | val_loss: 0.0313052 | Time: 10995.6 ms
[2022-01-30 15:45:48	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.030994 | val_loss: 0.0312922 | Time: 10767.9 ms
[2022-01-30 15:46:00	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0309919 | val_loss: 0.0313032 | Time: 11242.4 ms
[2022-01-30 15:46:11	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0309862 | val_loss: 0.0313004 | Time: 11403.4 ms
[2022-01-30 15:46:22	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0309964 | val_loss: 0.0312984 | Time: 10766.2 ms
[2022-01-30 15:46:33	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0309934 | val_loss: 0.0312601 | Time: 11362.8 ms
[2022-01-30 15:46:44	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.030995 | val_loss: 0.0312807 | Time: 10807.8 ms
[2022-01-30 15:46:55	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0309853 | val_loss: 0.0313156 | Time: 10832.2 ms
[2022-01-30 15:47:06	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0309948 | val_loss: 0.0312862 | Time: 10703.2 ms
[2022-01-30 15:47:17	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0309895 | val_loss: 0.0312998 | Time: 11188.6 ms
[2022-01-30 15:47:28	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0309811 | val_loss: 0.0313114 | Time: 11018.8 ms
[2022-01-30 15:47:39	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0309928 | val_loss: 0.0312998 | Time: 10399.2 ms
[2022-01-30 15:47:49	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0309994 | val_loss: 0.0312952 | Time: 10600.2 ms
[2022-01-30 15:48:00	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0309987 | val_loss: 0.0313375 | Time: 10697.2 ms
[2022-01-30 15:48:11	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0309878 | val_loss: 0.0313051 | Time: 10565.3 ms
[2022-01-30 15:48:21	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310004 | val_loss: 0.0313047 | Time: 10676.4 ms
[2022-01-30 15:48:32	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0309935 | val_loss: 0.0313065 | Time: 10640.4 ms
[2022-01-30 15:48:43	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0309927 | val_loss: 0.0312762 | Time: 10958.4 ms
[2022-01-30 15:48:54	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0309981 | val_loss: 0.0312921 | Time: 10625.6 ms
[2022-01-30 15:49:04	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0309893 | val_loss: 0.0313082 | Time: 10443.4 ms
[2022-01-30 15:49:15	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0309885 | val_loss: 0.031315 | Time: 10931.7 ms
[2022-01-30 15:49:26	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0309967 | val_loss: 0.0312931 | Time: 10474.8 ms
[2022-01-30 15:49:36	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0309972 | val_loss: 0.031277 | Time: 10398.6 ms
[2022-01-30 15:49:47	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310047 | val_loss: 0.03129 | Time: 10321 ms
[2022-01-30 15:49:57	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0309993 | val_loss: 0.0312686 | Time: 10530.8 ms
[2022-01-30 15:50:08	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0309953 | val_loss: 0.0313065 | Time: 10570 ms
[2022-01-30 15:50:18	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0309864 | val_loss: 0.0312813 | Time: 10452.7 ms
[2022-01-30 15:50:29	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0309954 | val_loss: 0.0312741 | Time: 10358.9 ms
[2022-01-30 15:50:39	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0309945 | val_loss: 0.0312839 | Time: 10569.7 ms
[2022-01-30 15:50:50	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0309806 | val_loss: 0.0313161 | Time: 10621.3 ms
[2022-01-30 15:51:01	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0309872 | val_loss: 0.0312932 | Time: 10577 ms
[2022-01-30 15:51:11	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0309929 | val_loss: 0.0312808 | Time: 10252.6 ms
[2022-01-30 15:51:21	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310131 | val_loss: 0.0312474 | Time: 10401.7 ms
[2022-01-30 15:51:32	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310206 | val_loss: 0.0312742 | Time: 10437.1 ms
[2022-01-30 15:51:42	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310024 | val_loss: 0.0312875 | Time: 10364.5 ms
[2022-01-30 15:51:53	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0309924 | val_loss: 0.0312811 | Time: 10369.5 ms
[2022-01-30 15:52:03	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0309903 | val_loss: 0.0313144 | Time: 10585.7 ms
[2022-01-30 15:52:14	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0309901 | val_loss: 0.0313223 | Time: 10762.7 ms
[2022-01-30 15:52:25	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0309829 | val_loss: 0.0313103 | Time: 10720.1 ms
[2022-01-30 15:52:35	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0309923 | val_loss: 0.0313073 | Time: 10446.3 ms
[2022-01-30 15:52:46	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0309896 | val_loss: 0.0312888 | Time: 10858.4 ms
[2022-01-30 15:52:57	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0309886 | val_loss: 0.0312805 | Time: 10825.1 ms
[2022-01-30 15:53:08	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0309955 | val_loss: 0.0312968 | Time: 10605.4 ms
[2022-01-30 15:53:18	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0309956 | val_loss: 0.0312839 | Time: 10471 ms
[2022-01-30 15:53:29	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0309907 | val_loss: 0.0312943 | Time: 10581.8 ms
[2022-01-30 15:53:39	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0309823 | val_loss: 0.0313086 | Time: 10382 ms
[2022-01-30 15:53:50	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0309839 | val_loss: 0.0313453 | Time: 10551.6 ms
[2022-01-30 15:54:01	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0309968 | val_loss: 0.0313158 | Time: 10987.1 ms
[2022-01-30 15:54:11	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0309878 | val_loss: 0.0313472 | Time: 10397.7 ms
[2022-01-30 15:54:22	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0309852 | val_loss: 0.0312692 | Time: 10336.2 ms
[2022-01-30 15:54:33	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0309893 | val_loss: 0.0313186 | Time: 11019.2 ms
[2022-01-30 15:54:44	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0309922 | val_loss: 0.031312 | Time: 11096.5 ms
[2022-01-30 15:54:55	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0310029 | val_loss: 0.0313296 | Time: 11207.9 ms
[2022-01-30 15:55:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.030992 | val_loss: 0.0313304 | Time: 11225 ms
[2022-01-30 15:55:19	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0309914 | val_loss: 0.0313114 | Time: 12073.6 ms
[2022-01-30 15:55:30	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0309863 | val_loss: 0.031284 | Time: 10653.1 ms
[2022-01-30 15:55:40	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0309978 | val_loss: 0.0312741 | Time: 10210.2 ms
[2022-01-30 15:55:50	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310081 | val_loss: 0.0312993 | Time: 10516.7 ms
[2022-01-30 15:56:02	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0309875 | val_loss: 0.0312998 | Time: 11579.4 ms
[2022-01-30 15:56:15	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309956 | val_loss: 0.0313206 | Time: 13279.7 ms
[2022-01-30 15:56:29	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0309895 | val_loss: 0.0312861 | Time: 13718 ms
[2022-01-30 15:56:41	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0309883 | val_loss: 0.0313111 | Time: 11860.9 ms
[2022-01-30 15:56:53	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0309864 | val_loss: 0.031286 | Time: 11218.1 ms
[2022-01-30 15:57:03	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0309876 | val_loss: 0.0313208 | Time: 10400.1 ms
[2022-01-30 15:57:14	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0309884 | val_loss: 0.0312769 | Time: 10614.5 ms
[2022-01-30 15:57:25	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0309983 | val_loss: 0.0313022 | Time: 10732.3 ms
[2022-01-30 15:57:35	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0309883 | val_loss: 0.031291 | Time: 10449.1 ms
[2022-01-30 15:57:46	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0309866 | val_loss: 0.0313309 | Time: 10666.2 ms
[2022-01-30 15:57:57	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0309967 | val_loss: 0.0312881 | Time: 10875.1 ms
[2022-01-30 15:58:08	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0309967 | val_loss: 0.0313222 | Time: 10723.3 ms
[2022-01-30 15:58:19	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0309898 | val_loss: 0.0313107 | Time: 10946.9 ms
[2022-01-30 15:58:30	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.03099 | val_loss: 0.0313113 | Time: 10911 ms
[2022-01-30 15:58:41	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0309964 | val_loss: 0.0312689 | Time: 10848.3 ms
[2022-01-30 15:58:51	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0309939 | val_loss: 0.0313033 | Time: 10701.9 ms
[2022-01-30 15:59:02	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0309916 | val_loss: 0.0312954 | Time: 10684.1 ms
[2022-01-30 15:59:13	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310497 | val_loss: 0.0312634 | Time: 10964 ms
[2022-01-30 15:59:24	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310353 | val_loss: 0.0312664 | Time: 11007.9 ms
[2022-01-30 15:59:35	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0309999 | val_loss: 0.0312847 | Time: 10988.5 ms
[2022-01-30 15:59:47	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0309894 | val_loss: 0.0313023 | Time: 11099.8 ms
[2022-01-30 15:59:58	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0309912 | val_loss: 0.0312813 | Time: 11038.4 ms
[2022-01-30 16:00:09	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0310072 | val_loss: 0.0312879 | Time: 11728.1 ms
[2022-01-30 16:00:21	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0309944 | val_loss: 0.0312836 | Time: 11560.1 ms
[2022-01-30 16:00:33	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0309894 | val_loss: 0.0312962 | Time: 11557.9 ms
[2022-01-30 16:00:44	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0309921 | val_loss: 0.0313122 | Time: 10853.1 ms
[2022-01-30 16:00:55	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.030989 | val_loss: 0.0313022 | Time: 11203.2 ms
[2022-01-30 16:01:06	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0309929 | val_loss: 0.0312689 | Time: 11033.4 ms
[2022-01-30 16:01:17	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0309994 | val_loss: 0.0312639 | Time: 11129 ms
[2022-01-30 16:01:29	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0309889 | val_loss: 0.0313247 | Time: 11434.5 ms
[2022-01-30 16:01:39	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0309987 | val_loss: 0.0312689 | Time: 10549.5 ms
[2022-01-30 16:01:50	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0309965 | val_loss: 0.0313088 | Time: 10900.3 ms
[2022-01-30 16:02:01	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.030991 | val_loss: 0.0313149 | Time: 10519.9 ms
[2022-01-30 16:02:12	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0309903 | val_loss: 0.0312872 | Time: 10938.9 ms
[2022-01-30 16:02:23	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0309888 | val_loss: 0.0312897 | Time: 10750.3 ms
[2022-01-30 16:02:33	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0310011 | val_loss: 0.0313183 | Time: 10574.9 ms
[2022-01-30 16:02:44	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0309938 | val_loss: 0.0312855 | Time: 10835.4 ms
[2022-01-30 16:02:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0309937 | val_loss: 0.0313066 | Time: 10785.6 ms
[2022-01-30 16:03:06	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0309976 | val_loss: 0.0312637 | Time: 10783.1 ms
[2022-01-30 16:03:17	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.030998 | val_loss: 0.0312804 | Time: 10723.2 ms
[2022-01-30 16:03:28	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0309907 | val_loss: 0.0312936 | Time: 10967.8 ms
[2022-01-30 16:03:38	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0309858 | val_loss: 0.0313112 | Time: 10553.9 ms
[2022-01-30 16:03:49	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0309933 | val_loss: 0.0312814 | Time: 10874.1 ms
[2022-01-30 16:04:01	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0309946 | val_loss: 0.031289 | Time: 11386.9 ms
[2022-01-30 16:04:12	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0309966 | val_loss: 0.0313107 | Time: 11209.6 ms
[2022-01-30 16:04:23	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0309934 | val_loss: 0.0312992 | Time: 10969.2 ms
[2022-01-30 16:04:34	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0309872 | val_loss: 0.0313013 | Time: 10673.6 ms
[2022-01-30 16:04:45	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0310103 | val_loss: 0.0312838 | Time: 11157.2 ms
[2022-01-30 16:04:56	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0310036 | val_loss: 0.0312768 | Time: 11049.4 ms
[2022-01-30 16:05:07	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0309938 | val_loss: 0.0313091 | Time: 10999.7 ms
[2022-01-30 16:05:18	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0309908 | val_loss: 0.0313277 | Time: 10998.7 ms
[2022-01-30 16:05:30	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0310197 | val_loss: 0.0312629 | Time: 11834.8 ms
[2022-01-30 16:05:42	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0310015 | val_loss: 0.0312727 | Time: 11378.7 ms
[2022-01-30 16:05:54	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0309916 | val_loss: 0.0312982 | Time: 11628.8 ms
[2022-01-30 16:06:05	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0309996 | val_loss: 0.0312627 | Time: 11608.6 ms
[2022-01-30 16:06:17	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0310031 | val_loss: 0.0312962 | Time: 11442.1 ms
[2022-01-30 16:06:29	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0309885 | val_loss: 0.0312854 | Time: 11853.4 ms
[2022-01-30 16:06:40	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0309931 | val_loss: 0.0313308 | Time: 10868.1 ms
[2022-01-30 16:06:52	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0310102 | val_loss: 0.0312472 | Time: 11682.7 ms
[2022-01-30 16:07:03	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0310435 | val_loss: 0.031267 | Time: 11226.2 ms
[2022-01-30 16:07:14	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0310103 | val_loss: 0.0312898 | Time: 11256.1 ms
[2022-01-30 16:07:25	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0310034 | val_loss: 0.0313127 | Time: 11246.7 ms
[2022-01-30 16:07:37	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0309993 | val_loss: 0.0312978 | Time: 11014.4 ms
[2022-01-30 16:07:47	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0309929 | val_loss: 0.0313031 | Time: 10851.6 ms
[2022-01-30 16:07:59	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0309956 | val_loss: 0.0312916 | Time: 11307.1 ms
[2022-01-30 16:08:10	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0309933 | val_loss: 0.031301 | Time: 11037.3 ms
[2022-01-30 16:08:21	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0309834 | val_loss: 0.0313101 | Time: 11192.6 ms
[2022-01-30 16:08:33	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.030985 | val_loss: 0.0313194 | Time: 11249.4 ms
[2022-01-30 16:08:43	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0309904 | val_loss: 0.0312939 | Time: 10548.4 ms
[2022-01-30 16:08:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0309989 | val_loss: 0.0312878 | Time: 10623 ms
[2022-01-30 16:09:05	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0310061 | val_loss: 0.0312852 | Time: 11599.5 ms
[2022-01-30 16:09:17	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0309985 | val_loss: 0.0313226 | Time: 11042 ms
[2022-01-30 16:09:27	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0309854 | val_loss: 0.0312953 | Time: 10852.3 ms
[2022-01-30 16:09:39	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.030995 | val_loss: 0.0312954 | Time: 11042.3 ms
[2022-01-30 16:09:50	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0309993 | val_loss: 0.0313144 | Time: 11254.9 ms
[2022-01-30 16:10:02	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0309975 | val_loss: 0.0313123 | Time: 11457.9 ms
[2022-01-30 16:10:13	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0309946 | val_loss: 0.031284 | Time: 10911.6 ms
[2022-01-30 16:10:23	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0309887 | val_loss: 0.031261 | Time: 10871.5 ms
[2022-01-30 16:10:35	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0309878 | val_loss: 0.0313081 | Time: 11558.7 ms
[2022-01-30 16:10:46	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0309882 | val_loss: 0.03133 | Time: 10980.1 ms
[2022-01-30 16:10:58	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0309855 | val_loss: 0.0313488 | Time: 11736.1 ms
[2022-01-30 16:11:09	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0309872 | val_loss: 0.0313186 | Time: 10914.2 ms
[2022-01-30 16:11:20	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0309923 | val_loss: 0.0312941 | Time: 11270 ms
[2022-01-30 16:11:32	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0309943 | val_loss: 0.0313276 | Time: 11715 ms
[2022-01-30 16:11:43	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310069 | val_loss: 0.0312919 | Time: 11091.9 ms
[2022-01-30 16:11:55	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310074 | val_loss: 0.0312855 | Time: 11598.6 ms
[2022-01-30 16:12:06	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0309904 | val_loss: 0.0313035 | Time: 10941.3 ms
[2022-01-30 16:12:17	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0309944 | val_loss: 0.0313002 | Time: 11153.9 ms
[2022-01-30 16:12:28	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0309902 | val_loss: 0.0313321 | Time: 11033.4 ms
[2022-01-30 16:12:40	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0309833 | val_loss: 0.0313201 | Time: 11896.8 ms
[2022-01-30 16:12:51	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.03099 | val_loss: 0.0312925 | Time: 11297.9 ms
[2022-01-30 16:13:03	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0309961 | val_loss: 0.0312747 | Time: 11333.3 ms
[2022-01-30 16:13:14	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0309932 | val_loss: 0.0312927 | Time: 10816.1 ms
[2022-01-30 16:13:25	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0309893 | val_loss: 0.0313071 | Time: 11241.8 ms
[2022-01-30 16:13:37	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0309869 | val_loss: 0.0312914 | Time: 11974.9 ms
[2022-01-30 16:13:48	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0309917 | val_loss: 0.0312782 | Time: 11113.1 ms
[2022-01-30 16:14:00	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0309913 | val_loss: 0.0312781 | Time: 11468.4 ms
[2022-01-30 16:14:11	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0309922 | val_loss: 0.0313001 | Time: 11091.6 ms
[2022-01-30 16:14:22	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0309882 | val_loss: 0.0312962 | Time: 11256.4 ms
[2022-01-30 16:14:33	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0309866 | val_loss: 0.0312907 | Time: 10588.3 ms
[2022-01-30 16:14:44	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0309947 | val_loss: 0.0313101 | Time: 10684.3 ms
[2022-01-30 16:14:54	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0309919 | val_loss: 0.031348 | Time: 10789.4 ms
[2022-01-30 16:15:05	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0309962 | val_loss: 0.0312861 | Time: 10797.4 ms
[2022-01-30 16:15:16	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310001 | val_loss: 0.0313214 | Time: 10942.6 ms
[2022-01-30 16:15:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0309971 | val_loss: 0.0312768 | Time: 11263.5 ms
[2022-01-30 16:15:40	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310067 | val_loss: 0.0312792 | Time: 12358 ms
[2022-01-30 16:15:51	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310019 | val_loss: 0.0312652 | Time: 11308.3 ms
[2022-01-30 16:16:02	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0309877 | val_loss: 0.0312804 | Time: 11121.7 ms
[2022-01-30 16:16:14	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0309871 | val_loss: 0.0313163 | Time: 11111.7 ms
[2022-01-30 16:16:26	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0309906 | val_loss: 0.0312732 | Time: 12432.4 ms
[2022-01-30 16:16:39	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0309999 | val_loss: 0.0312574 | Time: 12281.6 ms
[2022-01-30 16:16:51	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0309938 | val_loss: 0.0312942 | Time: 12160.1 ms
[2022-01-30 16:17:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0309831 | val_loss: 0.0313143 | Time: 12629.2 ms
[2022-01-30 16:17:16	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0309896 | val_loss: 0.0313208 | Time: 11810.2 ms
[2022-01-30 16:17:27	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.030996 | val_loss: 0.0313002 | Time: 11408.5 ms
[2022-01-30 16:17:39	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.030991 | val_loss: 0.0312989 | Time: 11619.3 ms
[2022-01-30 16:17:50	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0309957 | val_loss: 0.0313233 | Time: 11080.3 ms
[2022-01-30 16:18:01	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0309959 | val_loss: 0.0312802 | Time: 11213.9 ms
[2022-01-30 16:18:12	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0309936 | val_loss: 0.0312784 | Time: 11147.4 ms
[2022-01-30 16:18:24	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0309921 | val_loss: 0.0313187 | Time: 11641.8 ms
[2022-01-30 16:18:36	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0309909 | val_loss: 0.0313174 | Time: 11706.1 ms
[2022-01-30 16:18:47	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.030991 | val_loss: 0.0313114 | Time: 11586.5 ms
[2022-01-30 16:18:59	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0309892 | val_loss: 0.0312924 | Time: 11888.2 ms
[2022-01-30 16:19:10	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310014 | val_loss: 0.0312614 | Time: 10921.4 ms
[2022-01-30 16:19:22	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310008 | val_loss: 0.0312737 | Time: 11284 ms
[2022-01-30 16:19:33	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310004 | val_loss: 0.03131 | Time: 11345.2 ms
[2022-01-30 16:19:44	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0309969 | val_loss: 0.0312985 | Time: 11083.8 ms
[2022-01-30 16:19:56	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0310033 | val_loss: 0.0313216 | Time: 11434.3 ms
[2022-01-30 16:20:07	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0309909 | val_loss: 0.0313216 | Time: 11102.4 ms
[2022-01-30 16:20:19	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0309873 | val_loss: 0.0313149 | Time: 11406.6 ms
[2022-01-30 16:20:29	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0309879 | val_loss: 0.0313118 | Time: 10905 ms
[2022-01-30 16:20:40	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0309848 | val_loss: 0.0312952 | Time: 10858.8 ms
[2022-01-30 16:20:51	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0310106 | val_loss: 0.0312865 | Time: 10931.3 ms
[2022-01-30 16:21:03	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310008 | val_loss: 0.0313036 | Time: 11248.9 ms
[2022-01-30 16:21:14	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.030992 | val_loss: 0.0312794 | Time: 11257.4 ms
[2022-01-30 16:21:26	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0309923 | val_loss: 0.0312983 | Time: 11588.3 ms
[2022-01-30 16:21:37	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0309909 | val_loss: 0.0313182 | Time: 11603.2 ms
[2022-01-30 16:21:49	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0309918 | val_loss: 0.0313282 | Time: 11451.1 ms
[2022-01-30 16:22:00	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0309978 | val_loss: 0.0313092 | Time: 11655.6 ms
[2022-01-30 16:22:13	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0309901 | val_loss: 0.0312989 | Time: 12189 ms
[2022-01-30 16:22:24	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0309908 | val_loss: 0.0312976 | Time: 11485.7 ms
[2022-01-30 16:22:36	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0310084 | val_loss: 0.031294 | Time: 11673.7 ms
[2022-01-30 16:22:47	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0310243 | val_loss: 0.0312919 | Time: 11257.2 ms
[2022-01-30 16:22:59	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0309982 | val_loss: 0.0312613 | Time: 11420.4 ms
[2022-01-30 16:23:10	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0309905 | val_loss: 0.0312971 | Time: 11585.6 ms
[2022-01-30 16:23:22	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.030995 | val_loss: 0.0312903 | Time: 11444.4 ms
[2022-01-30 16:23:33	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0309857 | val_loss: 0.0313061 | Time: 11058.4 ms
[2022-01-30 16:23:45	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0309871 | val_loss: 0.0313023 | Time: 11383.3 ms
[2022-01-30 16:23:56	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0309937 | val_loss: 0.0312953 | Time: 10933.5 ms
[2022-01-30 16:24:07	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0309931 | val_loss: 0.031291 | Time: 11449.4 ms
[2022-01-30 16:24:18	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.030993 | val_loss: 0.0313324 | Time: 10796.1 ms
[2022-01-30 16:24:29	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0309815 | val_loss: 0.0313148 | Time: 11050.4 ms
[2022-01-30 16:24:40	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.030984 | val_loss: 0.0312884 | Time: 10822.5 ms
[2022-01-30 16:24:50	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031002 | val_loss: 0.0312762 | Time: 10569.4 ms
[2022-01-30 16:25:01	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0309956 | val_loss: 0.0313087 | Time: 10338.7 ms
[2022-01-30 16:25:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0309927 | val_loss: 0.0312789 | Time: 9992.67 ms
[2022-01-30 16:25:21	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0309977 | val_loss: 0.031316 | Time: 10339.1 ms
[2022-01-30 16:25:32	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0309958 | val_loss: 0.0312848 | Time: 10207.2 ms
[2022-01-30 16:25:42	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0309949 | val_loss: 0.0312964 | Time: 10583.8 ms
[2022-01-30 16:25:52	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0309923 | val_loss: 0.0313002 | Time: 10047.2 ms
[2022-01-30 16:26:03	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0310092 | val_loss: 0.0312408 | Time: 10191.1 ms
[2022-01-30 16:26:13	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310474 | val_loss: 0.0312914 | Time: 9987.29 ms
[2022-01-30 16:26:23	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310115 | val_loss: 0.031246 | Time: 10330.3 ms
[2022-01-30 16:26:33	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0309941 | val_loss: 0.0312904 | Time: 9939.91 ms
[2022-01-30 16:26:43	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0309996 | val_loss: 0.0312781 | Time: 10212.6 ms
[2022-01-30 16:26:54	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310035 | val_loss: 0.0312872 | Time: 10500.8 ms
[2022-01-30 16:27:04	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310055 | val_loss: 0.0313023 | Time: 10151 ms
[2022-01-30 16:27:15	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031 | val_loss: 0.0313219 | Time: 10891.2 ms
[2022-01-30 16:27:26	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0309941 | val_loss: 0.031319 | Time: 10815.6 ms
[2022-01-30 16:27:37	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.030991 | val_loss: 0.0312955 | Time: 11546.1 ms
[2022-01-30 16:27:49	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310068 | val_loss: 0.0312955 | Time: 11244.6 ms
[2022-01-30 16:28:00	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.031006 | val_loss: 0.0313103 | Time: 10958.4 ms
[2022-01-30 16:28:11	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0309954 | val_loss: 0.0312955 | Time: 10642.7 ms
[2022-01-30 16:28:22	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0309885 | val_loss: 0.0312811 | Time: 10736.6 ms
[2022-01-30 16:28:33	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310034 | val_loss: 0.0312756 | Time: 10685.5 ms
[2022-01-30 16:28:45	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0309972 | val_loss: 0.0313137 | Time: 11758.9 ms
[2022-01-30 16:28:57	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0309851 | val_loss: 0.0312891 | Time: 12148 ms
[2022-01-30 16:29:10	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0309924 | val_loss: 0.03132 | Time: 11625.8 ms
[2022-01-30 16:29:38	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0309884 | val_loss: 0.0313064 | Time: 28118.2 ms
[2022-01-30 16:29:47	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0309838 | val_loss: 0.0312999 | Time: 9391.89 ms
[2022-01-30 16:29:57	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0309885 | val_loss: 0.0313189 | Time: 10019.5 ms
[2022-01-30 16:30:08	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0309919 | val_loss: 0.0312905 | Time: 10468.2 ms
[2022-01-30 16:30:19	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0309911 | val_loss: 0.0312972 | Time: 10762.2 ms
[2022-01-30 16:30:29	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0309886 | val_loss: 0.0313061 | Time: 10116.7 ms
[2022-01-30 16:30:40	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0309985 | val_loss: 0.0312809 | Time: 10378 ms
[2022-01-30 16:30:50	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0309931 | val_loss: 0.0313164 | Time: 10461.1 ms
[2022-01-30 16:31:01	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0309875 | val_loss: 0.0313007 | Time: 10859.1 ms
[2022-01-30 16:31:12	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0309869 | val_loss: 0.0313026 | Time: 10765.3 ms
[2022-01-30 16:31:23	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0309887 | val_loss: 0.03133 | Time: 10744.2 ms
[2022-01-30 16:31:34	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0309929 | val_loss: 0.0313132 | Time: 11024.4 ms
[2022-01-30 16:31:45	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.030991 | val_loss: 0.0313172 | Time: 10803.9 ms
[2022-01-30 16:31:55	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0309993 | val_loss: 0.0312612 | Time: 10214.8 ms
[2022-01-30 16:32:06	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310019 | val_loss: 0.0312875 | Time: 11220.9 ms
[2022-01-30 16:32:17	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0309926 | val_loss: 0.0313078 | Time: 10649.9 ms
[2022-01-30 16:32:28	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0309925 | val_loss: 0.0312927 | Time: 10879.1 ms
[2022-01-30 16:32:38	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309959 | val_loss: 0.0312989 | Time: 10543.3 ms
[2022-01-30 16:32:50	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309918 | val_loss: 0.031306 | Time: 11356.7 ms
[2022-01-30 16:33:01	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.03099 | val_loss: 0.0312862 | Time: 11098.7 ms
[2022-01-30 16:33:12	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309913 | val_loss: 0.0313105 | Time: 10634.3 ms
[2022-01-30 16:33:23	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309877 | val_loss: 0.0312793 | Time: 11451 ms
[2022-01-30 16:33:34	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.030995 | val_loss: 0.0312958 | Time: 10710 ms
[2022-01-30 16:33:45	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310038 | val_loss: 0.0312775 | Time: 11151.6 ms
[2022-01-30 16:34:05	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310026 | val_loss: 0.0312924 | Time: 19649.7 ms
[2022-01-30 16:34:15	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0309948 | val_loss: 0.0312974 | Time: 9965.46 ms
[2022-01-30 16:34:26	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0310042 | val_loss: 0.0313102 | Time: 10746.3 ms
[2022-01-30 16:34:36	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309997 | val_loss: 0.0313132 | Time: 10605.7 ms
[2022-01-30 16:34:47	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0309896 | val_loss: 0.0313003 | Time: 10838.5 ms
[2022-01-30 16:34:58	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.030988 | val_loss: 0.031298 | Time: 10665.1 ms
[2022-01-30 16:35:09	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0309873 | val_loss: 0.0313063 | Time: 10634.6 ms
[2022-01-30 16:35:19	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0309935 | val_loss: 0.0312891 | Time: 10615 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-02-01 20:50:06	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-01 20:50:06	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-01 20:50:06	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-01 20:50:06	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-01 20:50:07	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-01 20:50:07	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-01 20:50:07	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-01 20:50:07	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-01 20:50:07	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-01 20:50:07	                main:474]	:	INFO	:	Configuration: 
[2022-02-01 20:50:07	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-01 20:50:07	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-01 20:50:07	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-01 20:50:07	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-01 20:50:07	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-01 20:50:07	                main:480]	:	INFO	:	    Patience: 10
[2022-02-01 20:50:07	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-01 20:50:07	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-01 20:50:07	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-01 20:50:07	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-01 20:50:07	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-01 20:50:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-01 20:50:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-01 20:50:13	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-01 20:50:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-01 20:50:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-01 20:50:13	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-01 20:50:13	                main:494]	:	INFO	:	Creating Model
[2022-02-01 20:50:13	                main:507]	:	INFO	:	Preparing config file
[2022-02-01 20:50:13	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-01 20:50:13	                main:512]	:	INFO	:	Loading config
[2022-02-01 20:50:13	                main:514]	:	INFO	:	Loading state
[2022-02-01 20:50:47	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-01 20:50:48	                main:562]	:	INFO	:	Starting Training
[2022-02-01 20:51:19	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311359 | val_loss: 0.0312277 | Time: 31254.5 ms
[2022-02-01 20:51:24	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0310905 | val_loss: 0.031233 | Time: 4344.74 ms
[2022-02-01 20:51:28	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0310489 | val_loss: 0.0312604 | Time: 4294.16 ms
[2022-02-01 20:51:33	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0310135 | val_loss: 0.0312697 | Time: 4140.92 ms
[2022-02-01 20:51:37	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310099 | val_loss: 0.0312556 | Time: 4124.52 ms
[2022-02-01 20:51:41	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0310126 | val_loss: 0.0312828 | Time: 4165.93 ms
[2022-02-01 20:51:46	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310015 | val_loss: 0.0312869 | Time: 4102.5 ms
[2022-02-01 20:51:50	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0309984 | val_loss: 0.031298 | Time: 4088.24 ms
[2022-02-01 20:51:54	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310017 | val_loss: 0.0312805 | Time: 4239.76 ms
[2022-02-01 20:51:59	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0310096 | val_loss: 0.0312872 | Time: 4207.97 ms
[2022-02-01 20:52:03	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0310025 | val_loss: 0.0313147 | Time: 4123.78 ms
[2022-02-01 20:52:08	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309963 | val_loss: 0.0313005 | Time: 4193.33 ms
[2022-02-01 20:52:12	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309978 | val_loss: 0.031292 | Time: 4115.3 ms
[2022-02-01 20:52:17	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0309959 | val_loss: 0.03129 | Time: 4060.81 ms
[2022-02-01 20:52:21	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309987 | val_loss: 0.0312929 | Time: 4173.87 ms
[2022-02-01 20:52:25	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309992 | val_loss: 0.0312791 | Time: 4212.66 ms
[2022-02-01 20:52:30	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0309906 | val_loss: 0.0312996 | Time: 4111.82 ms
[2022-02-01 20:52:34	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0309981 | val_loss: 0.0312875 | Time: 4218.56 ms
[2022-02-01 20:52:39	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310015 | val_loss: 0.0313235 | Time: 4160.83 ms
[2022-02-01 20:52:43	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310038 | val_loss: 0.0312944 | Time: 4111.96 ms
[2022-02-01 20:52:48	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0309882 | val_loss: 0.0313103 | Time: 4176.51 ms
[2022-02-01 20:52:52	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309995 | val_loss: 0.0313044 | Time: 4158.19 ms
[2022-02-01 20:52:56	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0310121 | val_loss: 0.0312711 | Time: 4087.83 ms
[2022-02-01 20:53:01	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0309997 | val_loss: 0.031284 | Time: 4171.69 ms
[2022-02-01 20:53:05	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0309994 | val_loss: 0.0313114 | Time: 4098.82 ms
[2022-02-01 20:53:09	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0309971 | val_loss: 0.0312972 | Time: 4178.15 ms
[2022-02-01 20:53:14	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.030999 | val_loss: 0.0312816 | Time: 4285.05 ms
[2022-02-01 20:53:19	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031001 | val_loss: 0.0312926 | Time: 4347.9 ms
[2022-02-01 20:53:23	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0309964 | val_loss: 0.0312716 | Time: 4134.35 ms
[2022-02-01 20:53:28	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310154 | val_loss: 0.0312881 | Time: 4650.35 ms
[2022-02-01 20:53:32	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0309989 | val_loss: 0.0313116 | Time: 4498.87 ms
[2022-02-01 20:53:37	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0309944 | val_loss: 0.0312887 | Time: 4416.92 ms
[2022-02-01 20:53:42	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0309966 | val_loss: 0.0313016 | Time: 4491.15 ms
[2022-02-01 20:53:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0309884 | val_loss: 0.0312892 | Time: 4332.39 ms
[2022-02-01 20:53:51	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0309908 | val_loss: 0.0312852 | Time: 4241.75 ms
[2022-02-01 20:53:55	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0310022 | val_loss: 0.0312866 | Time: 4385.91 ms
[2022-02-01 20:54:00	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0309914 | val_loss: 0.0313034 | Time: 4390.84 ms
[2022-02-01 20:54:00	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0313034
[2022-02-01 20:54:00	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-01 20:54:01	                main:608]	:	INFO	:	Success, exiting..
20:54:01 (17824): 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)