Task 13499538

Name ParityModified-1647042059-11888-1-0_0
Workunit 10599742
Created 21 Mar 2022, 8:29:38 UTC
Sent 31 Mar 2022, 4:24:54 UTC
Report deadline 8 Apr 2022, 4:24:54 UTC
Received 31 Mar 2022, 6:28:47 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21009
Run time 1 hours 0 min 12 sec
CPU time 59 min 19 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,572.53 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 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>
8	                main:574]	:	INFO	:	Epoch 1542 | loss: 0.0310908 | val_loss: 0.031205 | Time: 1714.72 ms
[2022-03-31 13:19:30	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0310921 | val_loss: 0.0312151 | Time: 1696.71 ms
[2022-03-31 13:19:31	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0310938 | val_loss: 0.0311943 | Time: 1735.72 ms
[2022-03-31 13:19:33	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0310929 | val_loss: 0.0311983 | Time: 1721.07 ms
[2022-03-31 13:19:35	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0310911 | val_loss: 0.0312129 | Time: 1717.54 ms
[2022-03-31 13:19:36	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0311007 | val_loss: 0.0312076 | Time: 1737.39 ms
[2022-03-31 13:19:38	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0310986 | val_loss: 0.0312056 | Time: 1732.54 ms
[2022-03-31 13:19:40	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0310953 | val_loss: 0.0311978 | Time: 1719.33 ms
[2022-03-31 13:19:42	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0310911 | val_loss: 0.0312196 | Time: 1710.48 ms
[2022-03-31 13:19:43	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.03109 | val_loss: 0.0312093 | Time: 1715.58 ms
[2022-03-31 13:19:45	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.031087 | val_loss: 0.0312133 | Time: 1728.51 ms
[2022-03-31 13:19:47	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0310915 | val_loss: 0.0312085 | Time: 1716.22 ms
[2022-03-31 13:19:49	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0310873 | val_loss: 0.031209 | Time: 1715.99 ms
[2022-03-31 13:19:50	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311196 | val_loss: 0.0311867 | Time: 1749.5 ms
[2022-03-31 13:19:52	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0311366 | val_loss: 0.0311817 | Time: 1727.19 ms
[2022-03-31 13:19:54	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311316 | val_loss: 0.0311884 | Time: 1711.82 ms
[2022-03-31 13:19:55	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311241 | val_loss: 0.0311872 | Time: 1708.34 ms
[2022-03-31 13:19:57	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311166 | val_loss: 0.0311866 | Time: 1738.9 ms
[2022-03-31 13:19:59	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.03111 | val_loss: 0.0311941 | Time: 1723.59 ms
[2022-03-31 13:20:01	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311035 | val_loss: 0.0311887 | Time: 1737.3 ms
[2022-03-31 13:20:02	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0310992 | val_loss: 0.0312001 | Time: 1718.31 ms
[2022-03-31 13:20:04	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0310965 | val_loss: 0.0312013 | Time: 1732.36 ms
[2022-03-31 13:20:06	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.031095 | val_loss: 0.0312142 | Time: 1693.31 ms
[2022-03-31 13:20:07	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0310929 | val_loss: 0.0311923 | Time: 1703.23 ms
[2022-03-31 13:20:09	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0310934 | val_loss: 0.0312001 | Time: 1754.93 ms
[2022-03-31 13:20:11	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0310878 | val_loss: 0.0312129 | Time: 1734.44 ms
[2022-03-31 13:20:13	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0310925 | val_loss: 0.0311909 | Time: 1756.41 ms
[2022-03-31 13:20:14	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.031094 | val_loss: 0.0312167 | Time: 1727.02 ms
[2022-03-31 13:20:16	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0310925 | val_loss: 0.0311949 | Time: 1713.24 ms
[2022-03-31 13:20:18	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0310878 | val_loss: 0.0312175 | Time: 1724 ms
[2022-03-31 13:20:20	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0310877 | val_loss: 0.0312067 | Time: 1761.45 ms
[2022-03-31 13:20:22	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0310864 | val_loss: 0.0312128 | Time: 1836 ms
[2022-03-31 13:20:23	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0310866 | val_loss: 0.0312042 | Time: 1788.51 ms
[2022-03-31 13:20:25	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0310847 | val_loss: 0.0312089 | Time: 1764.96 ms
[2022-03-31 13:20:27	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0310885 | val_loss: 0.0312005 | Time: 1760.52 ms
[2022-03-31 13:20:29	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.031097 | val_loss: 0.0311965 | Time: 1760.04 ms
[2022-03-31 13:20:30	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.031112 | val_loss: 0.0312022 | Time: 1753.77 ms
[2022-03-31 13:20:32	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311019 | val_loss: 0.031201 | Time: 1769.45 ms
[2022-03-31 13:20:34	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0310994 | val_loss: 0.0312059 | Time: 1745.62 ms
[2022-03-31 13:20:36	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0310945 | val_loss: 0.031207 | Time: 1742.18 ms
[2022-03-31 13:20:37	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0310932 | val_loss: 0.0312115 | Time: 1725.14 ms
[2022-03-31 13:20:39	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0310934 | val_loss: 0.031203 | Time: 1733.25 ms
[2022-03-31 13:20:41	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0310896 | val_loss: 0.0312117 | Time: 1712.7 ms
[2022-03-31 13:20:43	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0310925 | val_loss: 0.0311995 | Time: 1758.42 ms
[2022-03-31 13:20:44	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0310899 | val_loss: 0.0312108 | Time: 1717.96 ms
[2022-03-31 13:20:46	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0310884 | val_loss: 0.0311993 | Time: 1697.61 ms
[2022-03-31 13:20:48	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0310888 | val_loss: 0.0312203 | Time: 1712.71 ms
[2022-03-31 13:20:49	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0310884 | val_loss: 0.0312072 | Time: 1708.69 ms
[2022-03-31 13:20:51	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0310993 | val_loss: 0.031195 | Time: 1711.44 ms
[2022-03-31 13:20:53	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311151 | val_loss: 0.0311872 | Time: 1724.15 ms
[2022-03-31 13:20:55	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311103 | val_loss: 0.0311959 | Time: 1715.84 ms
[2022-03-31 13:20:56	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031098 | val_loss: 0.0311934 | Time: 1731.49 ms
[2022-03-31 13:20:58	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311008 | val_loss: 0.0312061 | Time: 1727 ms
[2022-03-31 13:21:00	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0310972 | val_loss: 0.0312001 | Time: 1702.81 ms
[2022-03-31 13:21:02	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0310934 | val_loss: 0.0311988 | Time: 1730.33 ms
[2022-03-31 13:21:03	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0310961 | val_loss: 0.0312056 | Time: 1733.77 ms
[2022-03-31 13:21:05	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311059 | val_loss: 0.0311947 | Time: 1730.87 ms
[2022-03-31 13:21:07	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0310995 | val_loss: 0.0311912 | Time: 1757.92 ms
[2022-03-31 13:21:08	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310974 | val_loss: 0.0311996 | Time: 1726.02 ms
[2022-03-31 13:21:10	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0310922 | val_loss: 0.0312104 | Time: 1709.9 ms
[2022-03-31 13:21:12	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0310894 | val_loss: 0.031208 | Time: 1710.04 ms
[2022-03-31 13:21:14	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0310871 | val_loss: 0.031207 | Time: 1723.62 ms
[2022-03-31 13:21:15	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.031093 | val_loss: 0.0312088 | Time: 1720.73 ms
[2022-03-31 13:21:17	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310941 | val_loss: 0.0312065 | Time: 1741.78 ms
[2022-03-31 13:21:19	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310849 | val_loss: 0.0312126 | Time: 1750.23 ms
[2022-03-31 13:21:21	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0310871 | val_loss: 0.0312099 | Time: 1740.93 ms
[2022-03-31 13:21:22	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031086 | val_loss: 0.0312099 | Time: 1714.55 ms
[2022-03-31 13:21:24	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0310835 | val_loss: 0.0312132 | Time: 1710.37 ms
[2022-03-31 13:21:26	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0310866 | val_loss: 0.0312053 | Time: 1707.68 ms
[2022-03-31 13:21:27	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0310831 | val_loss: 0.0312072 | Time: 1690.02 ms
[2022-03-31 13:21:29	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0310821 | val_loss: 0.0312178 | Time: 1757.01 ms
[2022-03-31 13:21:31	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0310857 | val_loss: 0.0312088 | Time: 1732.69 ms
[2022-03-31 13:21:33	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0310842 | val_loss: 0.031212 | Time: 1713.77 ms
[2022-03-31 13:21:34	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.031082 | val_loss: 0.0312061 | Time: 1715.58 ms
[2022-03-31 13:21:36	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0310839 | val_loss: 0.0312237 | Time: 1727.61 ms
[2022-03-31 13:21:38	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0310885 | val_loss: 0.0312126 | Time: 1709.89 ms
[2022-03-31 13:21:40	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0310885 | val_loss: 0.0312132 | Time: 1699.3 ms
[2022-03-31 13:21:41	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310904 | val_loss: 0.0312051 | Time: 1744.27 ms
[2022-03-31 13:21:43	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0310863 | val_loss: 0.0312093 | Time: 1716.71 ms
[2022-03-31 13:21:45	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0310833 | val_loss: 0.0312133 | Time: 1728.14 ms
[2022-03-31 13:21:46	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0310915 | val_loss: 0.0312013 | Time: 1698.42 ms
[2022-03-31 13:21:48	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0310878 | val_loss: 0.0312088 | Time: 1736.73 ms
[2022-03-31 13:21:50	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0310853 | val_loss: 0.0312007 | Time: 1710.08 ms
[2022-03-31 13:21:52	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031083 | val_loss: 0.0312042 | Time: 1724.36 ms
[2022-03-31 13:21:53	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0310829 | val_loss: 0.0312119 | Time: 1719.72 ms
[2022-03-31 13:21:55	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310841 | val_loss: 0.0312061 | Time: 1737.2 ms
[2022-03-31 13:21:57	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0310818 | val_loss: 0.0312037 | Time: 1722.1 ms
[2022-03-31 13:21:59	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0310852 | val_loss: 0.0311982 | Time: 1717.16 ms
[2022-03-31 13:22:00	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310867 | val_loss: 0.0312074 | Time: 1709.64 ms
[2022-03-31 13:22:02	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310876 | val_loss: 0.0311974 | Time: 1742.43 ms
[2022-03-31 13:22:04	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310849 | val_loss: 0.0312145 | Time: 1711.85 ms
[2022-03-31 13:22:05	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310854 | val_loss: 0.0312017 | Time: 1729.09 ms
[2022-03-31 13:22:07	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0310802 | val_loss: 0.0312157 | Time: 1740.35 ms
[2022-03-31 13:22:09	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0310813 | val_loss: 0.0312158 | Time: 1717.04 ms
[2022-03-31 13:22:11	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0310821 | val_loss: 0.0312117 | Time: 1732.25 ms
[2022-03-31 13:22:12	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0310893 | val_loss: 0.0311966 | Time: 1708.52 ms
[2022-03-31 13:22:14	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.03109 | val_loss: 0.0312134 | Time: 1747.44 ms
[2022-03-31 13:22:16	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0310888 | val_loss: 0.0312058 | Time: 1702.15 ms
[2022-03-31 13:22:18	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310894 | val_loss: 0.0312071 | Time: 1725.37 ms
[2022-03-31 13:22:19	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0310898 | val_loss: 0.0311952 | Time: 1729.73 ms
[2022-03-31 13:22:21	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0310913 | val_loss: 0.0312144 | Time: 1744.48 ms
[2022-03-31 13:22:23	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310981 | val_loss: 0.0312068 | Time: 1716.49 ms
[2022-03-31 13:22:25	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0319349 | val_loss: 0.0333374 | Time: 1719.11 ms
[2022-03-31 13:22:26	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0325576 | val_loss: 0.0315029 | Time: 1709.92 ms
[2022-03-31 13:22:28	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0314148 | val_loss: 0.0312497 | Time: 1743.91 ms
[2022-03-31 13:22:30	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312507 | val_loss: 0.031228 | Time: 1718.64 ms
[2022-03-31 13:22:31	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312047 | val_loss: 0.0311892 | Time: 1711.89 ms
[2022-03-31 13:22:33	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311807 | val_loss: 0.0311792 | Time: 1758.88 ms
[2022-03-31 13:22:35	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311716 | val_loss: 0.0311776 | Time: 1737.61 ms
[2022-03-31 13:22:37	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.031164 | val_loss: 0.0311716 | Time: 1708.97 ms
[2022-03-31 13:22:38	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311493 | val_loss: 0.0311768 | Time: 1704.16 ms
[2022-03-31 13:22:40	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311395 | val_loss: 0.0311758 | Time: 1746.92 ms
[2022-03-31 13:22:42	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311301 | val_loss: 0.0311769 | Time: 1706.5 ms
[2022-03-31 13:22:44	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311222 | val_loss: 0.0311804 | Time: 1719.24 ms
[2022-03-31 13:22:45	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311172 | val_loss: 0.0311798 | Time: 1716.38 ms
[2022-03-31 13:22:47	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311163 | val_loss: 0.0311794 | Time: 1757.18 ms
[2022-03-31 13:22:49	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311179 | val_loss: 0.0311995 | Time: 1706.22 ms
[2022-03-31 13:22:50	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311094 | val_loss: 0.0311895 | Time: 1710.56 ms
[2022-03-31 13:22:52	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311039 | val_loss: 0.0311886 | Time: 1723.29 ms
[2022-03-31 13:22:54	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031102 | val_loss: 0.0311888 | Time: 1748.07 ms
[2022-03-31 13:22:56	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310973 | val_loss: 0.0311976 | Time: 1711.18 ms
[2022-03-31 13:22:57	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311018 | val_loss: 0.0311965 | Time: 1724.26 ms
[2022-03-31 13:22:59	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310965 | val_loss: 0.0311949 | Time: 1727.72 ms
[2022-03-31 13:23:01	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310964 | val_loss: 0.0312019 | Time: 1746.32 ms
[2022-03-31 13:23:03	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310984 | val_loss: 0.0311936 | Time: 1716.14 ms
[2022-03-31 13:23:04	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310968 | val_loss: 0.0312067 | Time: 1707.17 ms
[2022-03-31 13:23:06	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310982 | val_loss: 0.0312041 | Time: 1711.16 ms
[2022-03-31 13:23:08	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310942 | val_loss: 0.031209 | Time: 1746.22 ms
[2022-03-31 13:23:09	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310898 | val_loss: 0.0312089 | Time: 1717.56 ms
[2022-03-31 13:23:11	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310938 | val_loss: 0.0312142 | Time: 1696.56 ms
[2022-03-31 13:23:13	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311023 | val_loss: 0.0311988 | Time: 1714.6 ms
[2022-03-31 13:23:15	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310926 | val_loss: 0.031201 | Time: 1724.88 ms
[2022-03-31 13:23:16	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310937 | val_loss: 0.0312038 | Time: 1709.55 ms
[2022-03-31 13:23:18	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310919 | val_loss: 0.0312035 | Time: 1720.26 ms
[2022-03-31 13:23:20	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310888 | val_loss: 0.0312048 | Time: 1732.26 ms
[2022-03-31 13:23:22	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031092 | val_loss: 0.0312094 | Time: 1743.89 ms
[2022-03-31 13:23:23	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310959 | val_loss: 0.0312051 | Time: 1710.37 ms
[2022-03-31 13:23:25	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310915 | val_loss: 0.0312073 | Time: 1697.34 ms
[2022-03-31 13:23:27	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310866 | val_loss: 0.0312061 | Time: 1734.02 ms
[2022-03-31 13:23:28	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031085 | val_loss: 0.0312077 | Time: 1713.3 ms
[2022-03-31 13:23:30	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310866 | val_loss: 0.0312073 | Time: 1704.87 ms
[2022-03-31 13:23:32	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310883 | val_loss: 0.0312066 | Time: 1752.31 ms
[2022-03-31 13:23:34	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310892 | val_loss: 0.0312054 | Time: 1743.68 ms
[2022-03-31 13:23:35	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311112 | val_loss: 0.0311926 | Time: 1726.33 ms
[2022-03-31 13:23:37	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311116 | val_loss: 0.031188 | Time: 1699.45 ms
[2022-03-31 13:23:39	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311035 | val_loss: 0.0311983 | Time: 1694.47 ms
[2022-03-31 13:23:40	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311095 | val_loss: 0.0311996 | Time: 1735.57 ms
[2022-03-31 13:23:42	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311033 | val_loss: 0.0311977 | Time: 1706.03 ms
[2022-03-31 13:23:44	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310959 | val_loss: 0.031201 | Time: 1726.09 ms
[2022-03-31 13:23:46	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310899 | val_loss: 0.0311985 | Time: 1723.6 ms
[2022-03-31 13:23:47	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310878 | val_loss: 0.0312005 | Time: 1751.91 ms
[2022-03-31 13:23:49	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310886 | val_loss: 0.0312086 | Time: 1700.12 ms
[2022-03-31 13:23:51	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310905 | val_loss: 0.0312001 | Time: 1705.91 ms
[2022-03-31 13:23:53	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310886 | val_loss: 0.0312043 | Time: 1727.49 ms
[2022-03-31 13:23:54	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310996 | val_loss: 0.0312049 | Time: 1719.42 ms
[2022-03-31 13:23:56	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311068 | val_loss: 0.0311969 | Time: 1744.43 ms
[2022-03-31 13:23:58	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310974 | val_loss: 0.0312017 | Time: 1724.87 ms
[2022-03-31 13:23:59	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310958 | val_loss: 0.0312038 | Time: 1737.03 ms
[2022-03-31 13:24:01	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310937 | val_loss: 0.031206 | Time: 1727.28 ms
[2022-03-31 13:24:03	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310897 | val_loss: 0.0312058 | Time: 1708.74 ms
[2022-03-31 13:24:05	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310887 | val_loss: 0.0312132 | Time: 1707.55 ms
[2022-03-31 13:24:06	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310846 | val_loss: 0.031198 | Time: 1741.67 ms
[2022-03-31 13:24:08	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310865 | val_loss: 0.0312087 | Time: 1716.19 ms
[2022-03-31 13:24:10	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310874 | val_loss: 0.0312083 | Time: 1726.92 ms
[2022-03-31 13:24:12	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310861 | val_loss: 0.031206 | Time: 1716.67 ms
[2022-03-31 13:24:13	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310849 | val_loss: 0.0312056 | Time: 1745.04 ms
[2022-03-31 13:24:15	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310849 | val_loss: 0.0312027 | Time: 1711.37 ms
[2022-03-31 13:24:17	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310916 | val_loss: 0.0311966 | Time: 1714.49 ms
[2022-03-31 13:24:18	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031097 | val_loss: 0.0312119 | Time: 1709.83 ms
[2022-03-31 13:24:20	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310919 | val_loss: 0.0312082 | Time: 1747.92 ms
[2022-03-31 13:24:22	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031092 | val_loss: 0.0312063 | Time: 1724.22 ms
[2022-03-31 13:24:24	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310861 | val_loss: 0.0312039 | Time: 1716.2 ms
[2022-03-31 13:24:25	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310902 | val_loss: 0.0311976 | Time: 1709.37 ms
[2022-03-31 13:24:27	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310882 | val_loss: 0.0312042 | Time: 1732.42 ms
[2022-03-31 13:24:29	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031091 | val_loss: 0.0312017 | Time: 1704.48 ms
[2022-03-31 13:24:31	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310893 | val_loss: 0.0312119 | Time: 1719.09 ms
[2022-03-31 13:24:32	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310858 | val_loss: 0.0312079 | Time: 1727.26 ms
[2022-03-31 13:24:34	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310884 | val_loss: 0.0312077 | Time: 1757.63 ms
[2022-03-31 13:24:36	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310906 | val_loss: 0.0312019 | Time: 1713.12 ms
[2022-03-31 13:24:37	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310861 | val_loss: 0.0312084 | Time: 1719.04 ms
[2022-03-31 13:24:39	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310876 | val_loss: 0.0312067 | Time: 1710.01 ms
[2022-03-31 13:24:41	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310853 | val_loss: 0.0312148 | Time: 1734.06 ms
[2022-03-31 13:24:43	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310847 | val_loss: 0.0311983 | Time: 1703.21 ms
[2022-03-31 13:24:44	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310916 | val_loss: 0.0312088 | Time: 1715.13 ms
[2022-03-31 13:24:46	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031096 | val_loss: 0.0312095 | Time: 1723.51 ms
[2022-03-31 13:24:48	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310926 | val_loss: 0.0312062 | Time: 1753.15 ms
[2022-03-31 13:24:50	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310901 | val_loss: 0.031212 | Time: 1721.04 ms
[2022-03-31 13:24:51	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.031095 | val_loss: 0.0312004 | Time: 1701.17 ms
[2022-03-31 13:24:53	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310929 | val_loss: 0.0312013 | Time: 1717.46 ms
[2022-03-31 13:24:55	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310932 | val_loss: 0.0312015 | Time: 1715.82 ms
[2022-03-31 13:24:56	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310904 | val_loss: 0.0312051 | Time: 1709.25 ms
[2022-03-31 13:24:58	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310864 | val_loss: 0.0311996 | Time: 1703.51 ms
[2022-03-31 13:25:00	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.031086 | val_loss: 0.0312005 | Time: 1738.19 ms
[2022-03-31 13:25:02	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310891 | val_loss: 0.0312003 | Time: 1705.07 ms
[2022-03-31 13:25:03	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310956 | val_loss: 0.0311974 | Time: 1694.86 ms
[2022-03-31 13:25:05	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031093 | val_loss: 0.0312141 | Time: 1717.95 ms
[2022-03-31 13:25:07	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310886 | val_loss: 0.0312032 | Time: 1725.84 ms
[2022-03-31 13:25:08	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310848 | val_loss: 0.0312123 | Time: 1718.19 ms
[2022-03-31 13:25:10	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.031085 | val_loss: 0.0312042 | Time: 1728.94 ms
[2022-03-31 13:25:12	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0310874 | val_loss: 0.0312178 | Time: 1708.09 ms
[2022-03-31 13:25:14	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310855 | val_loss: 0.0312136 | Time: 1727.76 ms
[2022-03-31 13:25:15	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0310844 | val_loss: 0.0312103 | Time: 1710.59 ms
[2022-03-31 13:25:17	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310854 | val_loss: 0.0312014 | Time: 1710.75 ms
[2022-03-31 13:25:19	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310898 | val_loss: 0.0312083 | Time: 1752.9 ms
[2022-03-31 13:25:21	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311212 | val_loss: 0.0311892 | Time: 1761.37 ms
[2022-03-31 13:25:22	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311479 | val_loss: 0.0311791 | Time: 1721.53 ms
[2022-03-31 13:25:24	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311375 | val_loss: 0.0311747 | Time: 1715.63 ms
[2022-03-31 13:25:26	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311322 | val_loss: 0.031183 | Time: 1747.3 ms
[2022-03-31 13:25:28	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311206 | val_loss: 0.0311923 | Time: 1731.81 ms
[2022-03-31 13:25:29	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311168 | val_loss: 0.0311903 | Time: 1715.5 ms
[2022-03-31 13:25:31	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.031113 | val_loss: 0.0311849 | Time: 1786.3 ms
[2022-03-31 13:25:33	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311166 | val_loss: 0.0311871 | Time: 1751.95 ms
[2022-03-31 13:25:35	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311176 | val_loss: 0.0311945 | Time: 1742.37 ms
[2022-03-31 13:25:36	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031107 | val_loss: 0.031192 | Time: 1720.98 ms
[2022-03-31 13:25:38	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311008 | val_loss: 0.0312023 | Time: 1748.95 ms
[2022-03-31 13:25:40	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310957 | val_loss: 0.0312007 | Time: 1748.67 ms
[2022-03-31 13:25:42	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310942 | val_loss: 0.0311931 | Time: 1731.04 ms
[2022-03-31 13:25:43	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031099 | val_loss: 0.0311988 | Time: 1724.7 ms
[2022-03-31 13:25:45	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0310938 | val_loss: 0.0312094 | Time: 1719.66 ms
[2022-03-31 13:25:47	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031092 | val_loss: 0.0312169 | Time: 1725.13 ms
[2022-03-31 13:25:48	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0310935 | val_loss: 0.0312019 | Time: 1732.38 ms
[2022-03-31 13:25:50	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0310902 | val_loss: 0.0312145 | Time: 1707.81 ms
[2022-03-31 13:25:52	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310879 | val_loss: 0.0312108 | Time: 1733.87 ms
[2022-03-31 13:25:54	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310922 | val_loss: 0.031198 | Time: 1715.37 ms
[2022-03-31 13:25:55	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310904 | val_loss: 0.0312069 | Time: 1700.43 ms
[2022-03-31 13:25:57	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.031105 | val_loss: 0.0311886 | Time: 1702.54 ms
[2022-03-31 13:25:59	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311066 | val_loss: 0.0311885 | Time: 1733.66 ms
[2022-03-31 13:26:00	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310985 | val_loss: 0.0311986 | Time: 1719.14 ms
[2022-03-31 13:26:02	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310934 | val_loss: 0.0312035 | Time: 1709.09 ms
[2022-03-31 13:26:04	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310882 | val_loss: 0.031204 | Time: 1706.77 ms
[2022-03-31 13:26:06	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310868 | val_loss: 0.0311996 | Time: 1754.43 ms
[2022-03-31 13:26:07	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310893 | val_loss: 0.0311917 | Time: 1727.75 ms
[2022-03-31 13:26:09	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310948 | val_loss: 0.0312005 | Time: 1722.31 ms
[2022-03-31 13:26:11	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.03109 | val_loss: 0.031206 | Time: 1727.37 ms
[2022-03-31 13:26:13	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310918 | val_loss: 0.0312061 | Time: 1736.51 ms
[2022-03-31 13:26:14	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031086 | val_loss: 0.0312087 | Time: 1713.1 ms
[2022-03-31 13:26:16	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310819 | val_loss: 0.0312093 | Time: 1723.08 ms
[2022-03-31 13:26:18	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310825 | val_loss: 0.0312171 | Time: 1717.17 ms
[2022-03-31 13:26:19	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310815 | val_loss: 0.031202 | Time: 1703.95 ms
[2022-03-31 13:26:21	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0310828 | val_loss: 0.0312171 | Time: 1728.53 ms
[2022-03-31 13:26:23	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310856 | val_loss: 0.0312117 | Time: 1718.76 ms
[2022-03-31 13:26:25	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310864 | val_loss: 0.0311989 | Time: 1721.73 ms
[2022-03-31 13:26:26	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310836 | val_loss: 0.0312119 | Time: 1714.65 ms
[2022-03-31 13:26:28	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310881 | val_loss: 0.031215 | Time: 1749.49 ms
[2022-03-31 13:26:30	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311023 | val_loss: 0.031181 | Time: 1701.76 ms
[2022-03-31 13:26:32	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311172 | val_loss: 0.0311897 | Time: 1708.1 ms
[2022-03-31 13:26:33	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311054 | val_loss: 0.0312005 | Time: 1703.08 ms
[2022-03-31 13:26:35	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311013 | val_loss: 0.0311995 | Time: 1753.23 ms
[2022-03-31 13:26:37	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311024 | val_loss: 0.0312017 | Time: 1711.8 ms
[2022-03-31 13:26:38	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310979 | val_loss: 0.0312019 | Time: 1728.6 ms
[2022-03-31 13:26:40	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310934 | val_loss: 0.0311999 | Time: 1715.11 ms
[2022-03-31 13:26:42	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310963 | val_loss: 0.0312067 | Time: 1726.9 ms
[2022-03-31 13:26:44	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310875 | val_loss: 0.0312098 | Time: 1702.21 ms
[2022-03-31 13:26:45	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310853 | val_loss: 0.0312018 | Time: 1717.16 ms
[2022-03-31 13:26:47	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310831 | val_loss: 0.0312215 | Time: 1734.33 ms
[2022-03-31 13:26:49	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310873 | val_loss: 0.0312128 | Time: 1723.12 ms
[2022-03-31 13:26:51	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310863 | val_loss: 0.0312122 | Time: 1726.75 ms
[2022-03-31 13:26:52	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310903 | val_loss: 0.0311919 | Time: 1705.72 ms
[2022-03-31 13:26:54	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310874 | val_loss: 0.0312214 | Time: 1741.86 ms
[2022-03-31 13:26:56	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310843 | val_loss: 0.0311994 | Time: 1713.33 ms
[2022-03-31 13:26:57	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310831 | val_loss: 0.0312166 | Time: 1719.62 ms
[2022-03-31 13:26:59	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310833 | val_loss: 0.0312128 | Time: 1745.22 ms
[2022-03-31 13:27:01	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310805 | val_loss: 0.0312036 | Time: 1751.35 ms
[2022-03-31 13:27:03	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310849 | val_loss: 0.0311995 | Time: 1717.85 ms
[2022-03-31 13:27:04	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0310863 | val_loss: 0.0312051 | Time: 1712.08 ms
[2022-03-31 13:27:06	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310861 | val_loss: 0.0312164 | Time: 1710.31 ms
[2022-03-31 13:27:08	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310811 | val_loss: 0.0312202 | Time: 1729.51 ms
[2022-03-31 13:27:10	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310817 | val_loss: 0.0312032 | Time: 1713.86 ms
[2022-03-31 13:27:11	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310822 | val_loss: 0.0312039 | Time: 1724.15 ms
[2022-03-31 13:27:13	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310818 | val_loss: 0.0312023 | Time: 1730.1 ms
[2022-03-31 13:27:15	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310871 | val_loss: 0.0312109 | Time: 1713.53 ms
[2022-03-31 13:27:16	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0310837 | val_loss: 0.0312199 | Time: 1720.21 ms
[2022-03-31 13:27:18	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311051 | val_loss: 0.0312025 | Time: 1703.4 ms
[2022-03-31 13:27:20	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310969 | val_loss: 0.0312124 | Time: 1751.86 ms
[2022-03-31 13:27:22	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0310917 | val_loss: 0.0312189 | Time: 1717.42 ms
[2022-03-31 13:27:23	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0310887 | val_loss: 0.0312075 | Time: 1717.42 ms
[2022-03-31 13:27:25	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310859 | val_loss: 0.0312127 | Time: 1723.26 ms
[2022-03-31 13:27:27	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031085 | val_loss: 0.0312095 | Time: 1744.54 ms
[2022-03-31 13:27:29	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310828 | val_loss: 0.0312048 | Time: 1696.56 ms
[2022-03-31 13:27:30	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0310889 | val_loss: 0.0312089 | Time: 1717.9 ms
[2022-03-31 13:27:32	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0310944 | val_loss: 0.0312006 | Time: 1706.58 ms
[2022-03-31 13:27:34	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0310888 | val_loss: 0.0312069 | Time: 1738.54 ms
[2022-03-31 13:27:35	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310849 | val_loss: 0.0312088 | Time: 1717.31 ms
[2022-03-31 13:27:37	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0310945 | val_loss: 0.0311894 | Time: 1718.85 ms
[2022-03-31 13:27:39	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311512 | val_loss: 0.0311698 | Time: 1715.44 ms
[2022-03-31 13:27:41	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311491 | val_loss: 0.0311699 | Time: 1725.12 ms
[2022-03-31 13:27:42	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311417 | val_loss: 0.0311701 | Time: 1798 ms
[2022-03-31 13:27:44	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311349 | val_loss: 0.0311723 | Time: 1752.34 ms
[2022-03-31 13:27:46	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311313 | val_loss: 0.0311788 | Time: 1733.08 ms
[2022-03-31 13:27:48	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311263 | val_loss: 0.0311779 | Time: 1717.18 ms
[2022-03-31 13:27:49	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311216 | val_loss: 0.0311833 | Time: 1713.35 ms
[2022-03-31 13:27:51	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311209 | val_loss: 0.0311897 | Time: 1724.74 ms
[2022-03-31 13:27:53	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311153 | val_loss: 0.0311853 | Time: 1843.06 ms
[2022-03-31 13:27:55	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311137 | val_loss: 0.0311835 | Time: 1785.32 ms
[2022-03-31 13:27:56	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311107 | val_loss: 0.0311867 | Time: 1762.22 ms
[2022-03-31 13:27:58	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311067 | val_loss: 0.0311915 | Time: 1772.79 ms
[2022-03-31 13:28:00	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311063 | val_loss: 0.0311977 | Time: 1790.84 ms
[2022-03-31 13:28:02	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311034 | val_loss: 0.0311899 | Time: 1824.45 ms
[2022-03-31 13:28:04	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311005 | val_loss: 0.0312027 | Time: 1811.33 ms
[2022-03-31 13:28:06	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0310988 | val_loss: 0.0311906 | Time: 1841.15 ms
[2022-03-31 13:28:07	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310997 | val_loss: 0.0312093 | Time: 1813.67 ms
[2022-03-31 13:28:09	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311751 | val_loss: 0.0311814 | Time: 1772.8 ms
[2022-03-31 13:28:11	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311688 | val_loss: 0.0311749 | Time: 1788.5 ms
[2022-03-31 13:28:13	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311619 | val_loss: 0.0311694 | Time: 1909.17 ms
[2022-03-31 13:28:15	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311554 | val_loss: 0.0311675 | Time: 1863.03 ms
[2022-03-31 13:28:17	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031153 | val_loss: 0.0311659 | Time: 1852.05 ms
[2022-03-31 13:28:19	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031151 | val_loss: 0.0311703 | Time: 1996.12 ms
[2022-03-31 13:28:20	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311497 | val_loss: 0.031168 | Time: 1887.24 ms
[2022-03-31 13:28:22	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311493 | val_loss: 0.031167 | Time: 1867.05 ms
[2022-03-31 13:28:34	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311492 | val_loss: 0.031172 | Time: 12042.5 ms
[2022-03-31 13:28:36	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311427 | val_loss: 0.0311673 | Time: 1824.41 ms
[2022-03-31 13:28:38	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.03114 | val_loss: 0.0311706 | Time: 1822.81 ms
[2022-03-31 13:28:40	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311411 | val_loss: 0.0311685 | Time: 1807.2 ms
[2022-03-31 13:28:42	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311381 | val_loss: 0.0311688 | Time: 1821.93 ms
[2022-03-31 13:28:43	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311369 | val_loss: 0.0311699 | Time: 1811.87 ms
[2022-03-31 13:28:45	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311365 | val_loss: 0.031174 | Time: 1854.15 ms
[2022-03-31 13:28:47	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311359 | val_loss: 0.0311747 | Time: 1828.79 ms
[2022-03-31 13:28:49	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311353 | val_loss: 0.0311748 | Time: 1811.84 ms
[2022-03-31 13:28:51	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311321 | val_loss: 0.0311726 | Time: 1841.47 ms
[2022-03-31 13:28:53	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311318 | val_loss: 0.0311719 | Time: 1871.39 ms
[2022-03-31 13:28:55	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311296 | val_loss: 0.0311739 | Time: 1805.56 ms
[2022-03-31 13:28:56	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311293 | val_loss: 0.0311727 | Time: 1779.85 ms
[2022-03-31 13:28:58	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311284 | val_loss: 0.0311773 | Time: 1779.86 ms
[2022-03-31 13:29:00	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311303 | val_loss: 0.0311764 | Time: 1823.99 ms
[2022-03-31 13:29:02	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311253 | val_loss: 0.0311757 | Time: 1824.72 ms
[2022-03-31 13:29:04	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031124 | val_loss: 0.0311762 | Time: 1834.59 ms
[2022-03-31 13:29:05	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311254 | val_loss: 0.0311772 | Time: 1807.6 ms
[2022-03-31 13:29:07	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311242 | val_loss: 0.0311785 | Time: 1758.26 ms
[2022-03-31 13:29:09	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311243 | val_loss: 0.031173 | Time: 1738.28 ms
[2022-03-31 13:29:11	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311237 | val_loss: 0.0311828 | Time: 1751.29 ms
[2022-03-31 13:29:12	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311237 | val_loss: 0.031178 | Time: 1761.13 ms
[2022-03-31 13:29:14	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311239 | val_loss: 0.0311765 | Time: 1753.2 ms
[2022-03-31 13:29:16	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311225 | val_loss: 0.0311755 | Time: 1746.51 ms
[2022-03-31 13:29:18	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311218 | val_loss: 0.0311783 | Time: 1774.81 ms
[2022-03-31 13:29:19	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311203 | val_loss: 0.0311804 | Time: 1741.39 ms
[2022-03-31 13:29:21	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311209 | val_loss: 0.031181 | Time: 1739.21 ms
[2022-03-31 13:29:23	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311223 | val_loss: 0.0311754 | Time: 1733.4 ms
[2022-03-31 13:29:25	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311233 | val_loss: 0.0311752 | Time: 1769.37 ms
[2022-03-31 13:29:26	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311215 | val_loss: 0.0311784 | Time: 1753.26 ms
[2022-03-31 13:29:28	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311198 | val_loss: 0.0311775 | Time: 1748.51 ms
[2022-03-31 13:29:30	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031117 | val_loss: 0.0311807 | Time: 1752.77 ms
[2022-03-31 13:29:32	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031118 | val_loss: 0.0311765 | Time: 1801.46 ms
[2022-03-31 13:29:34	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311169 | val_loss: 0.0311802 | Time: 1756.71 ms
[2022-03-31 13:29:35	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311165 | val_loss: 0.0311782 | Time: 1757.76 ms
[2022-03-31 13:29:37	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311171 | val_loss: 0.0311764 | Time: 1888.19 ms
[2022-03-31 13:29:39	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311186 | val_loss: 0.0311877 | Time: 1826.56 ms
[2022-03-31 13:29:41	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311168 | val_loss: 0.0311753 | Time: 1750.94 ms
[2022-03-31 13:29:43	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311167 | val_loss: 0.0311756 | Time: 1751.58 ms
[2022-03-31 13:29:44	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311179 | val_loss: 0.0311828 | Time: 1777.43 ms
[2022-03-31 13:29:46	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311173 | val_loss: 0.0311847 | Time: 1746.42 ms
[2022-03-31 13:29:48	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031118 | val_loss: 0.0311775 | Time: 1776.45 ms
[2022-03-31 13:29:50	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031118 | val_loss: 0.0311829 | Time: 1794.12 ms
[2022-03-31 13:29:51	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031116 | val_loss: 0.0311807 | Time: 1766.96 ms
[2022-03-31 13:29:53	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311173 | val_loss: 0.0311789 | Time: 1843.6 ms
[2022-03-31 13:29:55	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311206 | val_loss: 0.0311886 | Time: 1819.29 ms
[2022-03-31 13:29:57	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311173 | val_loss: 0.0311865 | Time: 1844.88 ms
[2022-03-31 13:29:59	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311148 | val_loss: 0.0311846 | Time: 1812.79 ms
[2022-03-31 13:30:01	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311135 | val_loss: 0.031191 | Time: 1825.18 ms
[2022-03-31 13:30:02	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311133 | val_loss: 0.0311823 | Time: 1867.18 ms
[2022-03-31 13:30:04	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031115 | val_loss: 0.0311838 | Time: 1845.97 ms
[2022-03-31 13:30:06	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311161 | val_loss: 0.0311861 | Time: 1813.99 ms
[2022-03-31 13:30:08	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311168 | val_loss: 0.0311777 | Time: 1824.38 ms
[2022-03-31 13:30:10	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311145 | val_loss: 0.0311838 | Time: 1857.6 ms
[2022-03-31 13:30:12	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311134 | val_loss: 0.0311804 | Time: 1837.8 ms
[2022-03-31 13:30:14	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311154 | val_loss: 0.0311925 | Time: 1826.12 ms
[2022-03-31 13:30:15	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311366 | val_loss: 0.0311674 | Time: 1836.6 ms
[2022-03-31 13:30:17	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031129 | val_loss: 0.0311796 | Time: 1859.51 ms
[2022-03-31 13:30:19	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.031123 | val_loss: 0.0311741 | Time: 1765.23 ms
[2022-03-31 13:30:21	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311196 | val_loss: 0.0311792 | Time: 1772.06 ms
[2022-03-31 13:30:23	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311177 | val_loss: 0.0311826 | Time: 1785.09 ms
[2022-03-31 13:30:24	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311153 | val_loss: 0.0311859 | Time: 1775.76 ms
[2022-03-31 13:30:26	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311163 | val_loss: 0.0311748 | Time: 1761.11 ms
[2022-03-31 13:30:28	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311127 | val_loss: 0.0311774 | Time: 1761.72 ms
[2022-03-31 13:30:30	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311143 | val_loss: 0.0311838 | Time: 1855.35 ms
[2022-03-31 13:30:31	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311437 | val_loss: 0.0311652 | Time: 1765.52 ms
[2022-03-31 13:30:33	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311433 | val_loss: 0.0311669 | Time: 1754.59 ms
[2022-03-31 13:30:35	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311386 | val_loss: 0.0311745 | Time: 1769 ms
[2022-03-31 13:30:37	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311345 | val_loss: 0.0311758 | Time: 1789.84 ms
[2022-03-31 13:30:39	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311303 | val_loss: 0.0311661 | Time: 1773.31 ms
[2022-03-31 13:30:40	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311313 | val_loss: 0.0311699 | Time: 1760.36 ms
[2022-03-31 13:30:42	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311277 | val_loss: 0.0311742 | Time: 1777.35 ms
[2022-03-31 13:30:44	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311225 | val_loss: 0.0311676 | Time: 1772.28 ms
[2022-03-31 13:30:46	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311219 | val_loss: 0.0311706 | Time: 1754.34 ms
[2022-03-31 13:30:47	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311204 | val_loss: 0.031178 | Time: 1754.37 ms
[2022-03-31 13:30:49	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311187 | val_loss: 0.0311768 | Time: 1787.89 ms
[2022-03-31 13:30:51	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311179 | val_loss: 0.0311756 | Time: 1769.46 ms
[2022-03-31 13:30:53	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311171 | val_loss: 0.0311745 | Time: 1765.29 ms
[2022-03-31 13:30:55	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031119 | val_loss: 0.0311807 | Time: 1765.41 ms
[2022-03-31 13:30:56	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.031118 | val_loss: 0.0311784 | Time: 1791.21 ms
[2022-03-31 13:30:58	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311167 | val_loss: 0.0311815 | Time: 1761.55 ms
[2022-03-31 13:31:00	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311174 | val_loss: 0.0311771 | Time: 1775.56 ms
[2022-03-31 13:31:02	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031118 | val_loss: 0.0311772 | Time: 1796.07 ms
[2022-03-31 13:31:03	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311156 | val_loss: 0.0311797 | Time: 1784.15 ms
[2022-03-31 13:31:05	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311196 | val_loss: 0.0311718 | Time: 1762.48 ms
[2022-03-31 13:31:07	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311205 | val_loss: 0.0311756 | Time: 1812.62 ms
[2022-03-31 13:31:09	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311165 | val_loss: 0.0311851 | Time: 1807.85 ms
[2022-03-31 13:31:11	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311152 | val_loss: 0.0311773 | Time: 1778.16 ms
[2022-03-31 13:31:12	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031113 | val_loss: 0.0311811 | Time: 1761.84 ms
[2022-03-31 13:31:14	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311156 | val_loss: 0.0311813 | Time: 1748.7 ms
[2022-03-31 13:31:16	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311117 | val_loss: 0.031181 | Time: 1751.5 ms
[2022-03-31 13:31:18	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311114 | val_loss: 0.0311746 | Time: 1788.32 ms
[2022-03-31 13:31:19	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311118 | val_loss: 0.0311832 | Time: 1774.24 ms
[2022-03-31 13:31:21	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311152 | val_loss: 0.031182 | Time: 1765.16 ms
[2022-03-31 13:31:23	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.031116 | val_loss: 0.0311866 | Time: 1775.43 ms
[2022-03-31 13:31:25	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311158 | val_loss: 0.0311743 | Time: 1799.59 ms
[2022-03-31 13:31:27	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311152 | val_loss: 0.0311816 | Time: 1779.4 ms
[2022-03-31 13:31:28	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311179 | val_loss: 0.0311771 | Time: 1778.09 ms
[2022-03-31 13:31:30	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311139 | val_loss: 0.0311786 | Time: 1779.16 ms
[2022-03-31 13:31:32	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311109 | val_loss: 0.0311787 | Time: 1762.35 ms
[2022-03-31 13:31:34	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311115 | val_loss: 0.0311827 | Time: 1766.67 ms
[2022-03-31 13:31:35	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311168 | val_loss: 0.0311753 | Time: 1758.13 ms
[2022-03-31 13:31:37	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311179 | val_loss: 0.0311818 | Time: 1797.5 ms
[2022-03-31 13:31:39	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311137 | val_loss: 0.031173 | Time: 1759.47 ms
[2022-03-31 13:31:41	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311204 | val_loss: 0.0311816 | Time: 1778.29 ms
[2022-03-31 13:31:43	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311179 | val_loss: 0.0311778 | Time: 1771.3 ms
[2022-03-31 13:31:44	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311116 | val_loss: 0.031187 | Time: 1779.35 ms
[2022-03-31 13:31:46	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311099 | val_loss: 0.03119 | Time: 1765.95 ms
[2022-03-31 13:31:48	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311087 | val_loss: 0.0311757 | Time: 1755.74 ms
[2022-03-31 13:31:50	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311087 | val_loss: 0.0311819 | Time: 1793.51 ms
[2022-03-31 13:31:52	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311092 | val_loss: 0.0311767 | Time: 1760.02 ms
[2022-03-31 13:31:53	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311071 | val_loss: 0.0311771 | Time: 1775.48 ms
[2022-03-31 13:31:55	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311116 | val_loss: 0.0311802 | Time: 1760.23 ms
[2022-03-31 13:31:57	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311089 | val_loss: 0.0311824 | Time: 1783.59 ms
[2022-03-31 13:31:59	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031109 | val_loss: 0.0311895 | Time: 1788.46 ms
[2022-03-31 13:32:00	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311146 | val_loss: 0.0311783 | Time: 1774 ms
[2022-03-31 13:32:02	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311155 | val_loss: 0.0311818 | Time: 1779.02 ms
[2022-03-31 13:32:04	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311134 | val_loss: 0.0311795 | Time: 1775.66 ms
[2022-03-31 13:32:06	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311094 | val_loss: 0.031181 | Time: 1761.57 ms
[2022-03-31 13:32:08	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311077 | val_loss: 0.0311823 | Time: 1777.2 ms
[2022-03-31 13:32:09	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311068 | val_loss: 0.0311806 | Time: 1866.62 ms
[2022-03-31 13:32:11	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311119 | val_loss: 0.0311906 | Time: 1766.66 ms
[2022-03-31 13:32:13	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311083 | val_loss: 0.0311882 | Time: 1773.11 ms
[2022-03-31 13:32:15	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311086 | val_loss: 0.0311872 | Time: 1766.9 ms
[2022-03-31 13:32:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311062 | val_loss: 0.0311831 | Time: 1794.94 ms
[2022-03-31 13:32:18	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311049 | val_loss: 0.0311813 | Time: 1755.39 ms
[2022-03-31 13:32:20	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031104 | val_loss: 0.031183 | Time: 1767.19 ms
[2022-03-31 13:32:22	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031103 | val_loss: 0.0311821 | Time: 1784.53 ms
[2022-03-31 13:32:24	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311219 | val_loss: 0.0311802 | Time: 1782.52 ms
[2022-03-31 13:32:25	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311211 | val_loss: 0.0311803 | Time: 1769.1 ms
[2022-03-31 13:32:27	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311156 | val_loss: 0.0311876 | Time: 1781.3 ms
[2022-03-31 13:32:29	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311095 | val_loss: 0.0311883 | Time: 1797.46 ms
[2022-03-31 13:32:31	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311097 | val_loss: 0.0311795 | Time: 1782.44 ms
[2022-03-31 13:32:33	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311097 | val_loss: 0.0311865 | Time: 1753.86 ms
[2022-03-31 13:32:34	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311097 | val_loss: 0.0311902 | Time: 1781.49 ms
[2022-03-31 13:32:36	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311095 | val_loss: 0.031181 | Time: 1802.46 ms
[2022-03-31 13:32:38	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311116 | val_loss: 0.0311831 | Time: 1766.26 ms
[2022-03-31 13:32:40	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311089 | val_loss: 0.0311852 | Time: 1761.54 ms
[2022-03-31 13:32:41	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311089 | val_loss: 0.0311792 | Time: 1782.24 ms
[2022-03-31 13:32:43	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311139 | val_loss: 0.0311824 | Time: 1772.39 ms
[2022-03-31 13:32:45	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311128 | val_loss: 0.0311776 | Time: 1750.31 ms
[2022-03-31 13:32:47	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311128 | val_loss: 0.0311892 | Time: 1756.81 ms
[2022-03-31 13:32:49	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311142 | val_loss: 0.0311838 | Time: 1779.04 ms
[2022-03-31 13:32:50	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311134 | val_loss: 0.031198 | Time: 1753.65 ms
[2022-03-31 13:32:52	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311146 | val_loss: 0.0311829 | Time: 1761.76 ms
[2022-03-31 13:32:54	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311077 | val_loss: 0.0311813 | Time: 1777.43 ms
[2022-03-31 13:32:56	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311088 | val_loss: 0.031179 | Time: 1796.27 ms
[2022-03-31 13:32:57	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311091 | val_loss: 0.0311861 | Time: 1761.85 ms
[2022-03-31 13:32:59	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311086 | val_loss: 0.031187 | Time: 1770.23 ms
[2022-03-31 13:33:01	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311067 | val_loss: 0.03118 | Time: 1784.55 ms
[2022-03-31 13:33:03	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311049 | val_loss: 0.0311902 | Time: 1767.06 ms
[2022-03-31 13:33:04	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311041 | val_loss: 0.0311834 | Time: 1762.47 ms
[2022-03-31 13:33:06	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311113 | val_loss: 0.0311862 | Time: 1760.36 ms
[2022-03-31 13:33:08	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311127 | val_loss: 0.0311814 | Time: 1808.55 ms
[2022-03-31 13:33:10	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311174 | val_loss: 0.031189 | Time: 1764.08 ms
[2022-03-31 13:33:12	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311126 | val_loss: 0.0311839 | Time: 1751.86 ms
[2022-03-31 13:33:13	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311101 | val_loss: 0.0311867 | Time: 1772.4 ms
[2022-03-31 13:33:15	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311079 | val_loss: 0.0311916 | Time: 1775.84 ms
[2022-03-31 13:33:17	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311076 | val_loss: 0.0311935 | Time: 1758.4 ms
[2022-03-31 13:33:19	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311081 | val_loss: 0.0311882 | Time: 1756.84 ms
[2022-03-31 13:33:20	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311101 | val_loss: 0.0311916 | Time: 1779.72 ms
[2022-03-31 13:33:22	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311017 | val_loss: 0.031189 | Time: 1785.85 ms
[2022-03-31 13:33:24	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311004 | val_loss: 0.0311906 | Time: 1767.55 ms
[2022-03-31 13:33:26	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311043 | val_loss: 0.031188 | Time: 1763.11 ms
[2022-03-31 13:33:28	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0310983 | val_loss: 0.0311968 | Time: 1808.35 ms
[2022-03-31 13:33:29	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310976 | val_loss: 0.0311906 | Time: 1758.69 ms
[2022-03-31 13:33:31	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311011 | val_loss: 0.0311895 | Time: 1760.74 ms
[2022-03-31 13:33:33	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311049 | val_loss: 0.0311852 | Time: 1765.27 ms
[2022-03-31 13:33:35	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311067 | val_loss: 0.0311844 | Time: 1775.81 ms
[2022-03-31 13:33:36	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311064 | val_loss: 0.0311923 | Time: 1762.45 ms
[2022-03-31 13:33:38	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311023 | val_loss: 0.0311829 | Time: 1763.88 ms
[2022-03-31 13:33:40	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311012 | val_loss: 0.0311914 | Time: 1799.25 ms
[2022-03-31 13:33:42	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311043 | val_loss: 0.0311853 | Time: 1775.1 ms
[2022-03-31 13:33:44	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311056 | val_loss: 0.0311845 | Time: 1765.25 ms
[2022-03-31 13:33:45	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311059 | val_loss: 0.0312062 | Time: 1775.59 ms
[2022-03-31 13:33:47	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311029 | val_loss: 0.0311827 | Time: 1796.82 ms
[2022-03-31 13:33:49	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311 | val_loss: 0.0311818 | Time: 1760.11 ms
[2022-03-31 13:33:51	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311008 | val_loss: 0.0311932 | Time: 1750.29 ms
[2022-03-31 13:33:52	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310988 | val_loss: 0.0311939 | Time: 1771.6 ms
[2022-03-31 13:33:54	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311024 | val_loss: 0.0311939 | Time: 1802.02 ms
[2022-03-31 13:33:56	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311027 | val_loss: 0.031182 | Time: 1761.29 ms
[2022-03-31 13:33:58	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311055 | val_loss: 0.0311953 | Time: 1772.65 ms
[2022-03-31 13:34:00	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311083 | val_loss: 0.0311868 | Time: 1772.97 ms
[2022-03-31 13:34:01	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311038 | val_loss: 0.0311864 | Time: 1757.56 ms
[2022-03-31 13:34:03	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311029 | val_loss: 0.0311923 | Time: 1755.03 ms
[2022-03-31 13:34:05	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311022 | val_loss: 0.0311801 | Time: 1763.71 ms
[2022-03-31 13:34:07	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311028 | val_loss: 0.0311863 | Time: 1791.77 ms
[2022-03-31 13:34:08	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311017 | val_loss: 0.0311888 | Time: 1767.51 ms
[2022-03-31 13:34:10	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311005 | val_loss: 0.0311842 | Time: 1793.79 ms
[2022-03-31 13:34:12	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311013 | val_loss: 0.0311906 | Time: 1754.61 ms
[2022-03-31 13:34:14	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310973 | val_loss: 0.031191 | Time: 1794.16 ms
[2022-03-31 13:34:16	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.031107 | val_loss: 0.0311806 | Time: 1752.85 ms
[2022-03-31 13:34:17	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311005 | val_loss: 0.031188 | Time: 1750.11 ms
[2022-03-31 13:34:19	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311027 | val_loss: 0.0311783 | Time: 1790.51 ms
[2022-03-31 13:34:21	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311041 | val_loss: 0.0311921 | Time: 1780.31 ms
[2022-03-31 13:34:23	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311028 | val_loss: 0.0311898 | Time: 1776.21 ms
[2022-03-31 13:34:24	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311018 | val_loss: 0.0311952 | Time: 1765.23 ms
[2022-03-31 13:34:26	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311046 | val_loss: 0.0311859 | Time: 1796.35 ms
[2022-03-31 13:34:26	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311859
[2022-03-31 13:34:26	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-31 13:34:26	                main:608]	:	INFO	:	Success, exiting..
13:34:26 (11484): 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)