Task 14225672

Name ParityModified-1647043013-30752-3-0_0
Workunit 11284384
Created 2 Apr 2022, 3:32:45 UTC
Sent 6 Apr 2022, 13:07:36 UTC
Report deadline 14 Apr 2022, 13:07:36 UTC
Received 7 Apr 2022, 9:37:36 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 15399
Run time 1 hours 1 min 2 sec
CPU time 59 min 59 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,459.58 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.31 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
               main:574]	:	INFO	:	Epoch 1554 | loss: 0.0011556 | val_loss: 0.0011284 | Time: 1767.74 ms
[2022-04-07 04:22:31	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.00114621 | val_loss: 0.00110528 | Time: 1790.96 ms
[2022-04-07 04:22:33	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0011165 | val_loss: 0.00108944 | Time: 1747.23 ms
[2022-04-07 04:22:34	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.00110902 | val_loss: 0.00108466 | Time: 1803.62 ms
[2022-04-07 04:22:36	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.00110419 | val_loss: 0.00108281 | Time: 1791.59 ms
[2022-04-07 04:22:38	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.00110084 | val_loss: 0.0010816 | Time: 1751.16 ms
[2022-04-07 04:22:40	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.00109756 | val_loss: 0.00107645 | Time: 1792.11 ms
[2022-04-07 04:22:42	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.00109204 | val_loss: 0.00107314 | Time: 1803.4 ms
[2022-04-07 04:22:43	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.00108864 | val_loss: 0.00107015 | Time: 1818.83 ms
[2022-04-07 04:22:45	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.00108562 | val_loss: 0.00107101 | Time: 1771.67 ms
[2022-04-07 04:22:47	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.00108551 | val_loss: 0.0010658 | Time: 1753.44 ms
[2022-04-07 04:22:49	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.00108172 | val_loss: 0.00106489 | Time: 1775.04 ms
[2022-04-07 04:22:50	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.00108011 | val_loss: 0.00106158 | Time: 1777.31 ms
[2022-04-07 04:22:52	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.00107868 | val_loss: 0.00105921 | Time: 1755.52 ms
[2022-04-07 04:22:54	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.00108331 | val_loss: 0.00108377 | Time: 1775.6 ms
[2022-04-07 04:22:56	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.00113535 | val_loss: 0.00114785 | Time: 1801.35 ms
[2022-04-07 04:22:58	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.00115202 | val_loss: 0.00112271 | Time: 1802.94 ms
[2022-04-07 04:22:59	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.00112011 | val_loss: 0.00110652 | Time: 1787.28 ms
[2022-04-07 04:23:01	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.00110194 | val_loss: 0.00108128 | Time: 1740.6 ms
[2022-04-07 04:23:03	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.00108 | val_loss: 0.00104973 | Time: 1777.63 ms
[2022-04-07 04:23:05	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.00106259 | val_loss: 0.00104589 | Time: 1783.16 ms
[2022-04-07 04:23:07	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.00106111 | val_loss: 0.00104916 | Time: 1748.82 ms
[2022-04-07 04:23:08	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0010661 | val_loss: 0.00104544 | Time: 1800.94 ms
[2022-04-07 04:23:10	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.00106794 | val_loss: 0.00104465 | Time: 1751.94 ms
[2022-04-07 04:23:12	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.00106308 | val_loss: 0.00104102 | Time: 1748.09 ms
[2022-04-07 04:23:14	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.00105841 | val_loss: 0.00103954 | Time: 1756.65 ms
[2022-04-07 04:23:15	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.00105449 | val_loss: 0.00104015 | Time: 1775.74 ms
[2022-04-07 04:23:17	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.00105466 | val_loss: 0.00103673 | Time: 1748.9 ms
[2022-04-07 04:23:19	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.00107316 | val_loss: 0.00105888 | Time: 1800.05 ms
[2022-04-07 04:23:21	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.00107058 | val_loss: 0.00104677 | Time: 1741.73 ms
[2022-04-07 04:23:23	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0010549 | val_loss: 0.00104468 | Time: 1794.16 ms
[2022-04-07 04:23:24	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.00105329 | val_loss: 0.00103632 | Time: 1792.87 ms
[2022-04-07 04:23:26	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.00104863 | val_loss: 0.00104135 | Time: 1781.4 ms
[2022-04-07 04:23:28	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.001053 | val_loss: 0.00104354 | Time: 1778.19 ms
[2022-04-07 04:23:30	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.00105758 | val_loss: 0.0010506 | Time: 1771.03 ms
[2022-04-07 04:23:31	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.00104926 | val_loss: 0.00103346 | Time: 1762.69 ms
[2022-04-07 04:23:33	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.00104541 | val_loss: 0.00103294 | Time: 1750.33 ms
[2022-04-07 04:23:35	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0010446 | val_loss: 0.00103143 | Time: 1796.81 ms
[2022-04-07 04:23:37	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.00104284 | val_loss: 0.00104453 | Time: 1769.91 ms
[2022-04-07 04:23:39	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.00105037 | val_loss: 0.00102549 | Time: 1801.71 ms
[2022-04-07 04:23:40	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.00103726 | val_loss: 0.00102134 | Time: 1778.49 ms
[2022-04-07 04:23:42	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.00103603 | val_loss: 0.00101987 | Time: 1760.2 ms
[2022-04-07 04:23:44	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.00103841 | val_loss: 0.0010184 | Time: 1773.8 ms
[2022-04-07 04:23:46	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.00103956 | val_loss: 0.00102884 | Time: 1764.23 ms
[2022-04-07 04:23:47	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.00103525 | val_loss: 0.00101963 | Time: 1754.56 ms
[2022-04-07 04:23:49	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.00103193 | val_loss: 0.00101441 | Time: 1735.9 ms
[2022-04-07 04:23:51	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.00102842 | val_loss: 0.001013 | Time: 1785.59 ms
[2022-04-07 04:23:53	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0010271 | val_loss: 0.00101078 | Time: 1769.89 ms
[2022-04-07 04:23:55	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0010271 | val_loss: 0.00101138 | Time: 1770.5 ms
[2022-04-07 04:23:56	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.00103072 | val_loss: 0.00101179 | Time: 1782.81 ms
[2022-04-07 04:23:58	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.00103655 | val_loss: 0.00101653 | Time: 1778.33 ms
[2022-04-07 04:24:00	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0010259 | val_loss: 0.00101143 | Time: 1765.01 ms
[2022-04-07 04:24:02	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.00102232 | val_loss: 0.00100313 | Time: 1785.5 ms
[2022-04-07 04:24:03	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0010175 | val_loss: 0.00100091 | Time: 1747.94 ms
[2022-04-07 04:24:05	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.00101605 | val_loss: 0.00100226 | Time: 1797.33 ms
[2022-04-07 04:24:07	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.00101483 | val_loss: 0.000998194 | Time: 1751.67 ms
[2022-04-07 04:24:09	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.00101027 | val_loss: 0.000995381 | Time: 1787.4 ms
[2022-04-07 04:24:11	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.00100779 | val_loss: 0.000992509 | Time: 1782.07 ms
[2022-04-07 04:24:12	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.00101014 | val_loss: 0.00099858 | Time: 1783.21 ms
[2022-04-07 04:24:14	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.00100971 | val_loss: 0.000991611 | Time: 1720.22 ms
[2022-04-07 04:24:16	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.00100421 | val_loss: 0.000985537 | Time: 1764.88 ms
[2022-04-07 04:24:18	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.000996943 | val_loss: 0.000982154 | Time: 1761.18 ms
[2022-04-07 04:24:19	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.000994531 | val_loss: 0.000979282 | Time: 1764.18 ms
[2022-04-07 04:24:21	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.000995337 | val_loss: 0.000977016 | Time: 1780.23 ms
[2022-04-07 04:24:23	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.000995619 | val_loss: 0.000977329 | Time: 1764.08 ms
[2022-04-07 04:24:25	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.000989165 | val_loss: 0.000974086 | Time: 1755.2 ms
[2022-04-07 04:24:27	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.000991285 | val_loss: 0.000972618 | Time: 1780.16 ms
[2022-04-07 04:24:28	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.00230551 | val_loss: 0.00281485 | Time: 1802.88 ms
[2022-04-07 04:24:30	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.00213283 | val_loss: 0.00186949 | Time: 1780.37 ms
[2022-04-07 04:24:32	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.00164941 | val_loss: 0.00152533 | Time: 1754.62 ms
[2022-04-07 04:24:34	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.00149827 | val_loss: 0.00144863 | Time: 1743.6 ms
[2022-04-07 04:24:35	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.00145433 | val_loss: 0.00142926 | Time: 1763.39 ms
[2022-04-07 04:24:37	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.00143728 | val_loss: 0.00141568 | Time: 1762.33 ms
[2022-04-07 04:24:39	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.00142537 | val_loss: 0.00140611 | Time: 1777.93 ms
[2022-04-07 04:24:41	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.00141662 | val_loss: 0.0013969 | Time: 1754.3 ms
[2022-04-07 04:24:43	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.00140901 | val_loss: 0.00139051 | Time: 1738.76 ms
[2022-04-07 04:24:44	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.00140094 | val_loss: 0.00138263 | Time: 1819.57 ms
[2022-04-07 04:24:46	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.00139157 | val_loss: 0.00136973 | Time: 1767.81 ms
[2022-04-07 04:24:48	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0013734 | val_loss: 0.00134893 | Time: 1827.75 ms
[2022-04-07 04:24:50	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.00135621 | val_loss: 0.0013368 | Time: 1759.74 ms
[2022-04-07 04:24:52	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0013473 | val_loss: 0.00133014 | Time: 1782.29 ms
[2022-04-07 04:24:53	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.00133973 | val_loss: 0.0013219 | Time: 1786.68 ms
[2022-04-07 04:24:55	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.00133151 | val_loss: 0.00131507 | Time: 1783.11 ms
[2022-04-07 04:24:57	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.00132503 | val_loss: 0.00130867 | Time: 1767.86 ms
[2022-04-07 04:24:59	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0013386 | val_loss: 0.00131467 | Time: 1790.52 ms
[2022-04-07 04:25:00	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.00132843 | val_loss: 0.0013065 | Time: 1800.18 ms
[2022-04-07 04:25:02	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.00131756 | val_loss: 0.00130507 | Time: 1777.74 ms
[2022-04-07 04:25:04	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.00131473 | val_loss: 0.00129663 | Time: 1820.56 ms
[2022-04-07 04:25:06	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.00130881 | val_loss: 0.00129185 | Time: 1839.11 ms
[2022-04-07 04:25:08	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.00130964 | val_loss: 0.0012922 | Time: 1824.96 ms
[2022-04-07 04:25:10	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.00130592 | val_loss: 0.00128777 | Time: 1857.74 ms
[2022-04-07 04:25:12	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.00130289 | val_loss: 0.00129621 | Time: 1847.14 ms
[2022-04-07 04:25:13	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.00130506 | val_loss: 0.0012923 | Time: 1825.83 ms
[2022-04-07 04:25:15	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.00131086 | val_loss: 0.00128955 | Time: 1826.28 ms
[2022-04-07 04:25:17	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.00130021 | val_loss: 0.00130659 | Time: 1825.68 ms
[2022-04-07 04:25:19	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0013034 | val_loss: 0.00128538 | Time: 1833.7 ms
[2022-04-07 04:25:21	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.00129765 | val_loss: 0.00128164 | Time: 1889.35 ms
[2022-04-07 04:25:23	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0012955 | val_loss: 0.00127628 | Time: 1803.38 ms
[2022-04-07 04:25:24	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0012958 | val_loss: 0.00129391 | Time: 1787.09 ms
[2022-04-07 04:25:26	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.00130431 | val_loss: 0.00127469 | Time: 1776 ms
[2022-04-07 04:25:28	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.00128989 | val_loss: 0.00127273 | Time: 1768.02 ms
[2022-04-07 04:25:30	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.00129609 | val_loss: 0.00128425 | Time: 1806.53 ms
[2022-04-07 04:25:32	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.00129368 | val_loss: 0.00128336 | Time: 1770.07 ms
[2022-04-07 04:25:33	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0012919 | val_loss: 0.0012718 | Time: 1732.52 ms
[2022-04-07 04:25:35	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0012895 | val_loss: 0.00127375 | Time: 1746.37 ms
[2022-04-07 04:25:37	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.00129018 | val_loss: 0.00129505 | Time: 1782.1 ms
[2022-04-07 04:25:39	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.00129049 | val_loss: 0.00127009 | Time: 1817.99 ms
[2022-04-07 04:25:41	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.00128882 | val_loss: 0.00126118 | Time: 1838.79 ms
[2022-04-07 04:25:42	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.00116053 | val_loss: 0.00113365 | Time: 1825.54 ms
[2022-04-07 04:25:44	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.00113809 | val_loss: 0.00112746 | Time: 1841.49 ms
[2022-04-07 04:25:46	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.00113309 | val_loss: 0.00112315 | Time: 1844.55 ms
[2022-04-07 04:25:48	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.00113018 | val_loss: 0.00112152 | Time: 1819.6 ms
[2022-04-07 04:25:50	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.00112894 | val_loss: 0.00112052 | Time: 1830.59 ms
[2022-04-07 04:25:52	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.00112793 | val_loss: 0.00111813 | Time: 1829.75 ms
[2022-04-07 04:25:53	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.00112658 | val_loss: 0.00111717 | Time: 1830.93 ms
[2022-04-07 04:25:55	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.00111305 | val_loss: 0.00110544 | Time: 1851.75 ms
[2022-04-07 04:25:57	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.00110733 | val_loss: 0.00109515 | Time: 1846.24 ms
[2022-04-07 04:25:59	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.001108 | val_loss: 0.00109688 | Time: 1829.39 ms
[2022-04-07 04:26:01	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.00110505 | val_loss: 0.00109569 | Time: 1837.58 ms
[2022-04-07 04:26:03	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.00111024 | val_loss: 0.00110483 | Time: 1824.32 ms
[2022-04-07 04:26:05	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.00110105 | val_loss: 0.0010934 | Time: 1820.34 ms
[2022-04-07 04:26:06	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.00110172 | val_loss: 0.00109055 | Time: 1872.03 ms
[2022-04-07 04:26:08	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.00109707 | val_loss: 0.00110297 | Time: 1832.47 ms
[2022-04-07 04:26:10	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0011073 | val_loss: 0.00109461 | Time: 1850.25 ms
[2022-04-07 04:26:12	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.00109015 | val_loss: 0.00107664 | Time: 1820.09 ms
[2022-04-07 04:26:14	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.00106997 | val_loss: 0.00104671 | Time: 1830.2 ms
[2022-04-07 04:26:16	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.00104844 | val_loss: 0.00103648 | Time: 1839.15 ms
[2022-04-07 04:26:17	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.00104563 | val_loss: 0.00104906 | Time: 1802.65 ms
[2022-04-07 04:26:20	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.00105894 | val_loss: 0.001044 | Time: 2346.91 ms
[2022-04-07 04:26:22	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.00103424 | val_loss: 0.00102076 | Time: 1883.57 ms
[2022-04-07 04:26:23	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.00102348 | val_loss: 0.00101234 | Time: 1773.44 ms
[2022-04-07 04:26:25	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.00101707 | val_loss: 0.00101004 | Time: 1760.86 ms
[2022-04-07 04:26:27	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.00101538 | val_loss: 0.00100494 | Time: 1927 ms
[2022-04-07 04:26:29	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.00101061 | val_loss: 0.00100512 | Time: 1822.79 ms
[2022-04-07 04:26:31	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0010095 | val_loss: 0.00100523 | Time: 1823.2 ms
[2022-04-07 04:26:33	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.00100744 | val_loss: 0.00099951 | Time: 1787.86 ms
[2022-04-07 04:26:34	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.00100438 | val_loss: 0.00100549 | Time: 1819.8 ms
[2022-04-07 04:26:36	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0010074 | val_loss: 0.00100453 | Time: 1766.15 ms
[2022-04-07 04:26:38	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.00100494 | val_loss: 0.000995834 | Time: 1770.58 ms
[2022-04-07 04:26:40	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.00100126 | val_loss: 0.000999258 | Time: 1793.53 ms
[2022-04-07 04:26:42	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.00100152 | val_loss: 0.000995596 | Time: 1782.78 ms
[2022-04-07 04:26:43	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.000999095 | val_loss: 0.00101212 | Time: 1806.7 ms
[2022-04-07 04:26:45	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.00101302 | val_loss: 0.000992574 | Time: 1758.64 ms
[2022-04-07 04:26:47	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.000998145 | val_loss: 0.000987114 | Time: 1759.66 ms
[2022-04-07 04:26:49	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.000996328 | val_loss: 0.000993469 | Time: 1767.51 ms
[2022-04-07 04:26:51	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.000994793 | val_loss: 0.000986408 | Time: 1815.8 ms
[2022-04-07 04:26:52	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0009916 | val_loss: 0.000986289 | Time: 1796.74 ms
[2022-04-07 04:26:54	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.00100814 | val_loss: 0.000988916 | Time: 1758.23 ms
[2022-04-07 04:26:56	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.000997189 | val_loss: 0.000996007 | Time: 1824.42 ms
[2022-04-07 04:26:58	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.00100455 | val_loss: 0.00101125 | Time: 1771.94 ms
[2022-04-07 04:27:00	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.000999335 | val_loss: 0.000991053 | Time: 1785.39 ms
[2022-04-07 04:27:01	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.000990776 | val_loss: 0.000994461 | Time: 1811.52 ms
[2022-04-07 04:27:03	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.000987847 | val_loss: 0.000978469 | Time: 1780.09 ms
[2022-04-07 04:27:05	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.000983377 | val_loss: 0.00097913 | Time: 1799.67 ms
[2022-04-07 04:27:07	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.00100018 | val_loss: 0.00098042 | Time: 1793.38 ms
[2022-04-07 04:27:09	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.000985368 | val_loss: 0.000975695 | Time: 1766.01 ms
[2022-04-07 04:27:10	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.000979991 | val_loss: 0.000987267 | Time: 1789.17 ms
[2022-04-07 04:27:12	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.000984546 | val_loss: 0.000973712 | Time: 1856.27 ms
[2022-04-07 04:27:14	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.000978509 | val_loss: 0.000974689 | Time: 1768.41 ms
[2022-04-07 04:27:16	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.000976817 | val_loss: 0.000974405 | Time: 1773.56 ms
[2022-04-07 04:27:18	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.000978471 | val_loss: 0.000970473 | Time: 1812.93 ms
[2022-04-07 04:27:19	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.000987632 | val_loss: 0.000981512 | Time: 1749.06 ms
[2022-04-07 04:27:21	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.000984351 | val_loss: 0.000966143 | Time: 1745.58 ms
[2022-04-07 04:27:23	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.000968131 | val_loss: 0.000963698 | Time: 1757.05 ms
[2022-04-07 04:27:25	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0009648 | val_loss: 0.000970003 | Time: 1758.13 ms
[2022-04-07 04:27:26	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.000968919 | val_loss: 0.000962432 | Time: 1748.68 ms
[2022-04-07 04:27:28	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.000962827 | val_loss: 0.000959093 | Time: 1789.49 ms
[2022-04-07 04:27:30	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.000959929 | val_loss: 0.000956676 | Time: 1788.45 ms
[2022-04-07 04:27:32	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.000954583 | val_loss: 0.000949508 | Time: 1803.96 ms
[2022-04-07 04:27:34	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.000945006 | val_loss: 0.00094644 | Time: 1797.12 ms
[2022-04-07 04:27:35	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.000944524 | val_loss: 0.00093652 | Time: 1793.71 ms
[2022-04-07 04:27:37	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.000933201 | val_loss: 0.000932106 | Time: 1797.11 ms
[2022-04-07 04:27:39	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.000930579 | val_loss: 0.000930934 | Time: 1788.47 ms
[2022-04-07 04:27:41	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.000979787 | val_loss: 0.000941698 | Time: 1788.12 ms
[2022-04-07 04:27:43	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.000943077 | val_loss: 0.000928603 | Time: 1733.38 ms
[2022-04-07 04:27:44	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.000925024 | val_loss: 0.000920274 | Time: 1772.21 ms
[2022-04-07 04:27:46	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.000930638 | val_loss: 0.000956149 | Time: 1769.12 ms
[2022-04-07 04:27:48	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.00092942 | val_loss: 0.000911914 | Time: 1787.08 ms
[2022-04-07 04:27:50	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.00091394 | val_loss: 0.000904877 | Time: 1779.97 ms
[2022-04-07 04:27:51	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.000905424 | val_loss: 0.000905095 | Time: 1777.75 ms
[2022-04-07 04:27:53	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.000888646 | val_loss: 0.000885902 | Time: 1778.27 ms
[2022-04-07 04:27:55	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.00136067 | val_loss: 0.00152016 | Time: 1754.31 ms
[2022-04-07 04:27:57	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.00133173 | val_loss: 0.00136629 | Time: 1766.67 ms
[2022-04-07 04:27:59	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.00134603 | val_loss: 0.00113958 | Time: 1781.64 ms
[2022-04-07 04:28:00	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0011092 | val_loss: 0.00105022 | Time: 1779.98 ms
[2022-04-07 04:28:02	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.00103408 | val_loss: 0.0010077 | Time: 1767.34 ms
[2022-04-07 04:28:04	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.001013 | val_loss: 0.000999194 | Time: 1780.1 ms
[2022-04-07 04:28:06	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.000970083 | val_loss: 0.000887948 | Time: 1793.6 ms
[2022-04-07 04:28:08	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.000892985 | val_loss: 0.000870859 | Time: 1770.38 ms
[2022-04-07 04:28:09	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.00087941 | val_loss: 0.000862215 | Time: 1753 ms
[2022-04-07 04:28:11	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.000871808 | val_loss: 0.00085718 | Time: 1789.92 ms
[2022-04-07 04:28:13	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.000868996 | val_loss: 0.00085327 | Time: 1769.48 ms
[2022-04-07 04:28:15	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.000866428 | val_loss: 0.000855579 | Time: 1779.15 ms
[2022-04-07 04:28:16	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.000870025 | val_loss: 0.000847035 | Time: 1770.35 ms
[2022-04-07 04:28:18	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.000862064 | val_loss: 0.000848962 | Time: 1776.54 ms
[2022-04-07 04:28:20	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.000850906 | val_loss: 0.000833859 | Time: 1778.52 ms
[2022-04-07 04:28:22	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.000846747 | val_loss: 0.000805431 | Time: 1771.67 ms
[2022-04-07 04:28:24	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.000799336 | val_loss: 0.000774535 | Time: 1817.35 ms
[2022-04-07 04:28:25	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.000779303 | val_loss: 0.000764915 | Time: 1746.28 ms
[2022-04-07 04:28:27	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.000772851 | val_loss: 0.000754777 | Time: 1803.3 ms
[2022-04-07 04:28:29	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.000765297 | val_loss: 0.000755399 | Time: 1758.45 ms
[2022-04-07 04:28:31	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.000763358 | val_loss: 0.000751186 | Time: 1776.5 ms
[2022-04-07 04:28:33	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.000752895 | val_loss: 0.000747653 | Time: 1812.9 ms
[2022-04-07 04:28:34	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.000760504 | val_loss: 0.00073977 | Time: 1791.28 ms
[2022-04-07 04:28:36	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.000739856 | val_loss: 0.000723381 | Time: 1780.82 ms
[2022-04-07 04:28:38	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.000750429 | val_loss: 0.00073973 | Time: 1775 ms
[2022-04-07 04:28:40	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.000742847 | val_loss: 0.000725865 | Time: 1759.07 ms
[2022-04-07 04:28:41	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.000746374 | val_loss: 0.000748765 | Time: 1742.48 ms
[2022-04-07 04:28:43	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.000745184 | val_loss: 0.000733325 | Time: 1775.97 ms
[2022-04-07 04:28:45	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.000738171 | val_loss: 0.000733129 | Time: 1746.92 ms
[2022-04-07 04:28:47	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.000736361 | val_loss: 0.000722151 | Time: 1794.45 ms
[2022-04-07 04:28:49	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.000722056 | val_loss: 0.000735513 | Time: 1756.82 ms
[2022-04-07 04:28:50	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.000760372 | val_loss: 0.000732241 | Time: 1765.18 ms
[2022-04-07 04:28:52	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.000728646 | val_loss: 0.000706773 | Time: 1790.15 ms
[2022-04-07 04:28:54	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.000711681 | val_loss: 0.000695011 | Time: 1804.81 ms
[2022-04-07 04:28:56	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.000708145 | val_loss: 0.000728664 | Time: 1810.69 ms
[2022-04-07 04:28:58	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.000718804 | val_loss: 0.000715557 | Time: 1785.8 ms
[2022-04-07 04:28:59	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.000716452 | val_loss: 0.000709202 | Time: 1790.85 ms
[2022-04-07 04:29:01	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.000691901 | val_loss: 0.000671374 | Time: 1772.78 ms
[2022-04-07 04:29:03	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.000662531 | val_loss: 0.000659163 | Time: 1751.88 ms
[2022-04-07 04:29:05	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.000667901 | val_loss: 0.000675189 | Time: 1767.65 ms
[2022-04-07 04:29:06	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.000660713 | val_loss: 0.000671107 | Time: 1789.19 ms
[2022-04-07 04:29:08	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.000652495 | val_loss: 0.000652304 | Time: 1754.68 ms
[2022-04-07 04:29:10	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.000651299 | val_loss: 0.000640644 | Time: 1782.88 ms
[2022-04-07 04:29:12	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.000660991 | val_loss: 0.000640487 | Time: 1767.76 ms
[2022-04-07 04:29:14	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.000640473 | val_loss: 0.000634258 | Time: 1750.75 ms
[2022-04-07 04:29:15	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.000749992 | val_loss: 0.000708586 | Time: 1790.87 ms
[2022-04-07 04:29:17	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.000669538 | val_loss: 0.000620127 | Time: 1787.38 ms
[2022-04-07 04:29:19	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.000621385 | val_loss: 0.000616811 | Time: 1770.28 ms
[2022-04-07 04:29:21	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.000572826 | val_loss: 0.000551858 | Time: 1766.21 ms
[2022-04-07 04:29:22	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.000563001 | val_loss: 0.000542047 | Time: 1755.99 ms
[2022-04-07 04:29:24	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.000544835 | val_loss: 0.000538773 | Time: 1782.05 ms
[2022-04-07 04:29:26	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.000542325 | val_loss: 0.000546628 | Time: 1814.43 ms
[2022-04-07 04:29:28	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.000533147 | val_loss: 0.000535765 | Time: 1761.61 ms
[2022-04-07 04:29:30	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.000547305 | val_loss: 0.000550936 | Time: 1779.06 ms
[2022-04-07 04:29:31	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.000528709 | val_loss: 0.000524261 | Time: 1810.24 ms
[2022-04-07 04:29:33	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.00051696 | val_loss: 0.000516353 | Time: 1779.22 ms
[2022-04-07 04:29:35	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.000515631 | val_loss: 0.000536189 | Time: 1772.52 ms
[2022-04-07 04:29:37	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0005298 | val_loss: 0.000519027 | Time: 1794.04 ms
[2022-04-07 04:29:39	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.000501283 | val_loss: 0.000499578 | Time: 1764.98 ms
[2022-04-07 04:29:40	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.000551993 | val_loss: 0.000777137 | Time: 1778.44 ms
[2022-04-07 04:29:42	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.000607004 | val_loss: 0.000530282 | Time: 1792.72 ms
[2022-04-07 04:29:44	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.000499568 | val_loss: 0.000481271 | Time: 1764.68 ms
[2022-04-07 04:29:46	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.000472556 | val_loss: 0.000466911 | Time: 1777.53 ms
[2022-04-07 04:29:47	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.000466079 | val_loss: 0.000467387 | Time: 1751.94 ms
[2022-04-07 04:29:49	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.000463444 | val_loss: 0.000483389 | Time: 1768.81 ms
[2022-04-07 04:29:51	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.000469357 | val_loss: 0.000472483 | Time: 1750.77 ms
[2022-04-07 04:29:53	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.000468153 | val_loss: 0.000461396 | Time: 1772.88 ms
[2022-04-07 04:29:55	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.000459103 | val_loss: 0.000459895 | Time: 1764.58 ms
[2022-04-07 04:29:56	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.000454808 | val_loss: 0.000464306 | Time: 1773.61 ms
[2022-04-07 04:29:58	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.00045496 | val_loss: 0.000454563 | Time: 1768.43 ms
[2022-04-07 04:30:00	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.000447802 | val_loss: 0.000458074 | Time: 1778.95 ms
[2022-04-07 04:30:02	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.000451866 | val_loss: 0.000450646 | Time: 1768.01 ms
[2022-04-07 04:30:03	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.000471145 | val_loss: 0.000447827 | Time: 1772.31 ms
[2022-04-07 04:30:05	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.000466296 | val_loss: 0.000454274 | Time: 1774.95 ms
[2022-04-07 04:30:07	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.000439899 | val_loss: 0.000436655 | Time: 1769.71 ms
[2022-04-07 04:30:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.000425855 | val_loss: 0.000423447 | Time: 1771.22 ms
[2022-04-07 04:30:11	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.000420675 | val_loss: 0.00042296 | Time: 1764.09 ms
[2022-04-07 04:30:12	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.00041992 | val_loss: 0.000427784 | Time: 1795.9 ms
[2022-04-07 04:30:14	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.000546142 | val_loss: 0.000539678 | Time: 1772.55 ms
[2022-04-07 04:30:16	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.000496866 | val_loss: 0.000440922 | Time: 1780.42 ms
[2022-04-07 04:30:18	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.000407106 | val_loss: 0.000379681 | Time: 1797.58 ms
[2022-04-07 04:30:20	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.000372942 | val_loss: 0.000366596 | Time: 1774.74 ms
[2022-04-07 04:30:21	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.000361865 | val_loss: 0.000361354 | Time: 1793.68 ms
[2022-04-07 04:30:23	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0003555 | val_loss: 0.000353111 | Time: 1785.88 ms
[2022-04-07 04:30:25	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.000351715 | val_loss: 0.000352207 | Time: 1802.63 ms
[2022-04-07 04:30:27	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.000356755 | val_loss: 0.000365322 | Time: 1782.81 ms
[2022-04-07 04:30:29	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.000352947 | val_loss: 0.000350578 | Time: 1779.67 ms
[2022-04-07 04:30:30	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.000349517 | val_loss: 0.000348961 | Time: 1804.63 ms
[2022-04-07 04:30:32	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.000358112 | val_loss: 0.0003593 | Time: 1775.2 ms
[2022-04-07 04:30:34	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.000356698 | val_loss: 0.000478772 | Time: 1769.6 ms
[2022-04-07 04:30:36	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0215354 | val_loss: 0.0243562 | Time: 1751.03 ms
[2022-04-07 04:30:37	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0113067 | val_loss: 0.00555359 | Time: 1757 ms
[2022-04-07 04:30:39	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.00458564 | val_loss: 0.00368347 | Time: 1786.19 ms
[2022-04-07 04:30:41	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.00346295 | val_loss: 0.00327697 | Time: 1771.37 ms
[2022-04-07 04:30:43	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.00329884 | val_loss: 0.0032636 | Time: 1773.1 ms
[2022-04-07 04:30:45	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.00328465 | val_loss: 0.00316206 | Time: 1777.48 ms
[2022-04-07 04:30:46	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.00305304 | val_loss: 0.00269946 | Time: 1788.11 ms
[2022-04-07 04:30:48	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.00264078 | val_loss: 0.0025621 | Time: 1774.93 ms
[2022-04-07 04:30:50	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.00247787 | val_loss: 0.0023507 | Time: 1771.11 ms
[2022-04-07 04:30:52	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.00228144 | val_loss: 0.00220363 | Time: 1790 ms
[2022-04-07 04:30:54	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.00206365 | val_loss: 0.00203383 | Time: 1797.64 ms
[2022-04-07 04:30:55	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.00195503 | val_loss: 0.00186661 | Time: 1774.84 ms
[2022-04-07 04:30:57	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.00183549 | val_loss: 0.00183078 | Time: 1784.33 ms
[2022-04-07 04:30:59	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.00182449 | val_loss: 0.00181853 | Time: 1746.08 ms
[2022-04-07 04:31:01	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.00181016 | val_loss: 0.00180733 | Time: 1783.61 ms
[2022-04-07 04:31:02	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.00178424 | val_loss: 0.00177424 | Time: 1807.37 ms
[2022-04-07 04:31:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.00177261 | val_loss: 0.0017698 | Time: 1763.5 ms
[2022-04-07 04:31:06	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.00176346 | val_loss: 0.00176351 | Time: 1768.44 ms
[2022-04-07 04:31:08	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.00175564 | val_loss: 0.0017609 | Time: 1777.95 ms
[2022-04-07 04:31:10	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.00174839 | val_loss: 0.00174459 | Time: 1748.73 ms
[2022-04-07 04:31:11	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.00172681 | val_loss: 0.00170776 | Time: 1795.94 ms
[2022-04-07 04:31:13	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.00166787 | val_loss: 0.00162206 | Time: 1770.17 ms
[2022-04-07 04:31:15	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.00160426 | val_loss: 0.00159811 | Time: 1761.82 ms
[2022-04-07 04:31:17	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.00159068 | val_loss: 0.00158828 | Time: 1793.77 ms
[2022-04-07 04:31:18	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0015794 | val_loss: 0.00157974 | Time: 1765.16 ms
[2022-04-07 04:31:20	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.00157191 | val_loss: 0.00156403 | Time: 1772.45 ms
[2022-04-07 04:31:22	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.00155384 | val_loss: 0.00154275 | Time: 1781.7 ms
[2022-04-07 04:31:24	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.00152917 | val_loss: 0.00151882 | Time: 1769.13 ms
[2022-04-07 04:31:26	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.00149675 | val_loss: 0.00149153 | Time: 1782.87 ms
[2022-04-07 04:31:27	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.00149484 | val_loss: 0.00147166 | Time: 1768.58 ms
[2022-04-07 04:31:29	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.00147396 | val_loss: 0.00144858 | Time: 1779 ms
[2022-04-07 04:31:31	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.00144299 | val_loss: 0.00140697 | Time: 1739.83 ms
[2022-04-07 04:31:33	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.00139754 | val_loss: 0.00136464 | Time: 1787.17 ms
[2022-04-07 04:31:35	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.00135609 | val_loss: 0.00133997 | Time: 1766.99 ms
[2022-04-07 04:31:36	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.00133854 | val_loss: 0.00132692 | Time: 1797.42 ms
[2022-04-07 04:31:38	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0013285 | val_loss: 0.00131358 | Time: 1779.52 ms
[2022-04-07 04:31:40	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.00131835 | val_loss: 0.00130682 | Time: 1770.33 ms
[2022-04-07 04:31:42	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.00131374 | val_loss: 0.0013027 | Time: 1792.57 ms
[2022-04-07 04:31:44	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0013106 | val_loss: 0.00130001 | Time: 1787.97 ms
[2022-04-07 04:31:45	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.00130858 | val_loss: 0.00129886 | Time: 1787 ms
[2022-04-07 04:31:47	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.00130286 | val_loss: 0.00129423 | Time: 1774.64 ms
[2022-04-07 04:31:49	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.00130144 | val_loss: 0.00129335 | Time: 1750.5 ms
[2022-04-07 04:31:51	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.00130479 | val_loss: 0.00129521 | Time: 1775.8 ms
[2022-04-07 04:31:52	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0013081 | val_loss: 0.00129569 | Time: 1762.87 ms
[2022-04-07 04:31:54	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.00130471 | val_loss: 0.00129244 | Time: 1766.79 ms
[2022-04-07 04:31:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.00130122 | val_loss: 0.00129536 | Time: 1761.43 ms
[2022-04-07 04:31:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.00130054 | val_loss: 0.00129039 | Time: 1773.21 ms
[2022-04-07 04:32:00	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.00129806 | val_loss: 0.00128765 | Time: 1789.81 ms
[2022-04-07 04:32:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.00130004 | val_loss: 0.00129497 | Time: 1754.97 ms
[2022-04-07 04:32:03	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.00130834 | val_loss: 0.00128599 | Time: 1767.13 ms
[2022-04-07 04:32:05	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.00130308 | val_loss: 0.0012842 | Time: 1793.9 ms
[2022-04-07 04:32:07	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.00129508 | val_loss: 0.00128872 | Time: 1786.37 ms
[2022-04-07 04:32:08	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0012929 | val_loss: 0.00128131 | Time: 1765.83 ms
[2022-04-07 04:32:10	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0012915 | val_loss: 0.00128056 | Time: 1779.03 ms
[2022-04-07 04:32:12	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0012869 | val_loss: 0.00127665 | Time: 1808.49 ms
[2022-04-07 04:32:14	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.00128308 | val_loss: 0.00127677 | Time: 1744.25 ms
[2022-04-07 04:32:16	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.00128071 | val_loss: 0.00127253 | Time: 1790.53 ms
[2022-04-07 04:32:17	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.00128057 | val_loss: 0.00127504 | Time: 1779.82 ms
[2022-04-07 04:32:19	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.00128151 | val_loss: 0.00127198 | Time: 1804.84 ms
[2022-04-07 04:32:21	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.00127971 | val_loss: 0.00127327 | Time: 1760.88 ms
[2022-04-07 04:32:23	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0012792 | val_loss: 0.00126851 | Time: 1778.33 ms
[2022-04-07 04:32:25	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.00127701 | val_loss: 0.00126706 | Time: 1786.17 ms
[2022-04-07 04:32:26	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.00131181 | val_loss: 0.00131111 | Time: 1807.68 ms
[2022-04-07 04:32:28	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00131358 | val_loss: 0.00128862 | Time: 1787.74 ms
[2022-04-07 04:32:30	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.00129661 | val_loss: 0.00128268 | Time: 1785.78 ms
[2022-04-07 04:32:32	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.00130434 | val_loss: 0.00131381 | Time: 1720.87 ms
[2022-04-07 04:32:34	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.00129587 | val_loss: 0.00126908 | Time: 1761.64 ms
[2022-04-07 04:32:35	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.00126723 | val_loss: 0.00113461 | Time: 1767.65 ms
[2022-04-07 04:32:37	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.00110512 | val_loss: 0.00107811 | Time: 1749.22 ms
[2022-04-07 04:32:39	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.00108215 | val_loss: 0.00106508 | Time: 1757 ms
[2022-04-07 04:32:41	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.00107115 | val_loss: 0.00105802 | Time: 1800.72 ms
[2022-04-07 04:32:42	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.00106421 | val_loss: 0.00105524 | Time: 1750.12 ms
[2022-04-07 04:32:44	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.00105984 | val_loss: 0.00106061 | Time: 1765.39 ms
[2022-04-07 04:32:46	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.00105537 | val_loss: 0.00103461 | Time: 1775.93 ms
[2022-04-07 04:32:48	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.00103119 | val_loss: 0.000987083 | Time: 1766.75 ms
[2022-04-07 04:32:49	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.000945666 | val_loss: 0.000853777 | Time: 1776.61 ms
[2022-04-07 04:32:51	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.000822118 | val_loss: 0.000791276 | Time: 1770.16 ms
[2022-04-07 04:32:53	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.000781099 | val_loss: 0.000764235 | Time: 1760.53 ms
[2022-04-07 04:32:55	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.000765306 | val_loss: 0.000752377 | Time: 1769.8 ms
[2022-04-07 04:32:57	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.000753031 | val_loss: 0.000750011 | Time: 1780.69 ms
[2022-04-07 04:32:58	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.000748752 | val_loss: 0.00074216 | Time: 1759.03 ms
[2022-04-07 04:33:00	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.000744463 | val_loss: 0.000740845 | Time: 1773.37 ms
[2022-04-07 04:33:02	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.000741273 | val_loss: 0.000736491 | Time: 1764.52 ms
[2022-04-07 04:33:04	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.000738758 | val_loss: 0.000734429 | Time: 1763.01 ms
[2022-04-07 04:33:05	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.000736975 | val_loss: 0.000737145 | Time: 1776.55 ms
[2022-04-07 04:33:07	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.000735685 | val_loss: 0.000730387 | Time: 1877.68 ms
[2022-04-07 04:33:09	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.000733107 | val_loss: 0.000752276 | Time: 1908.87 ms
[2022-04-07 04:33:11	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.000747935 | val_loss: 0.000738873 | Time: 1762.69 ms
[2022-04-07 04:33:13	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.000762526 | val_loss: 0.000753599 | Time: 1785.17 ms
[2022-04-07 04:33:15	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.00074352 | val_loss: 0.000732716 | Time: 1764.44 ms
[2022-04-07 04:33:16	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.000730415 | val_loss: 0.000724959 | Time: 1765.66 ms
[2022-04-07 04:33:18	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.000736496 | val_loss: 0.000786935 | Time: 1811.71 ms
[2022-04-07 04:33:20	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.000754956 | val_loss: 0.000804179 | Time: 1744.64 ms
[2022-04-07 04:33:22	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.000722055 | val_loss: 0.000693585 | Time: 1779.44 ms
[2022-04-07 04:33:24	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.000671333 | val_loss: 0.000663784 | Time: 1775.7 ms
[2022-04-07 04:33:25	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.000639764 | val_loss: 0.000652662 | Time: 1790.5 ms
[2022-04-07 04:33:27	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.000655306 | val_loss: 0.000658044 | Time: 1770.89 ms
[2022-04-07 04:33:29	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.00069733 | val_loss: 0.000668882 | Time: 1748.95 ms
[2022-04-07 04:33:31	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.000636377 | val_loss: 0.000624517 | Time: 1828.17 ms
[2022-04-07 04:33:33	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.00060421 | val_loss: 0.000608658 | Time: 1790.16 ms
[2022-04-07 04:33:34	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.000595109 | val_loss: 0.000604267 | Time: 1787.19 ms
[2022-04-07 04:33:36	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.000591619 | val_loss: 0.000600273 | Time: 1753.32 ms
[2022-04-07 04:33:38	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.000592594 | val_loss: 0.000596542 | Time: 1759.04 ms
[2022-04-07 04:33:40	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.000586203 | val_loss: 0.000598198 | Time: 1801.8 ms
[2022-04-07 04:33:41	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.000591812 | val_loss: 0.000605487 | Time: 1794.39 ms
[2022-04-07 04:33:43	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.00058462 | val_loss: 0.000587935 | Time: 1770.59 ms
[2022-04-07 04:33:45	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.000576329 | val_loss: 0.000584463 | Time: 1817.8 ms
[2022-04-07 04:33:47	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.000595405 | val_loss: 0.000605249 | Time: 1791.21 ms
[2022-04-07 04:33:49	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.000578047 | val_loss: 0.000581446 | Time: 1777.02 ms
[2022-04-07 04:33:50	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.000570045 | val_loss: 0.000578051 | Time: 1804.4 ms
[2022-04-07 04:33:52	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.000567386 | val_loss: 0.000574344 | Time: 1785.77 ms
[2022-04-07 04:33:54	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.000563647 | val_loss: 0.000574921 | Time: 1795.46 ms
[2022-04-07 04:33:56	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.000561792 | val_loss: 0.000570201 | Time: 1763.94 ms
[2022-04-07 04:33:58	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.000562915 | val_loss: 0.000572337 | Time: 1743.29 ms
[2022-04-07 04:33:59	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.000558263 | val_loss: 0.000567914 | Time: 1857.41 ms
[2022-04-07 04:34:01	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.000554856 | val_loss: 0.000564968 | Time: 1766.41 ms
[2022-04-07 04:34:03	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.000563581 | val_loss: 0.000568036 | Time: 1813.64 ms
[2022-04-07 04:34:05	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.000555623 | val_loss: 0.000561812 | Time: 1792.68 ms
[2022-04-07 04:34:07	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.000549739 | val_loss: 0.000566837 | Time: 1767.56 ms
[2022-04-07 04:34:08	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.000548335 | val_loss: 0.000557119 | Time: 1791.2 ms
[2022-04-07 04:34:10	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.000549277 | val_loss: 0.00055425 | Time: 1756.31 ms
[2022-04-07 04:34:12	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0005435 | val_loss: 0.000553953 | Time: 1758.96 ms
[2022-04-07 04:34:14	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.000542206 | val_loss: 0.000554593 | Time: 1761.12 ms
[2022-04-07 04:34:16	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.000548848 | val_loss: 0.000552962 | Time: 1810.74 ms
[2022-04-07 04:34:17	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.00054137 | val_loss: 0.000554924 | Time: 1770.52 ms
[2022-04-07 04:34:19	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.000541689 | val_loss: 0.000560408 | Time: 1760.77 ms
[2022-04-07 04:34:21	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.000543715 | val_loss: 0.000557412 | Time: 1786.97 ms
[2022-04-07 04:34:23	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.000539922 | val_loss: 0.00055459 | Time: 1764.33 ms
[2022-04-07 04:34:24	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.000541672 | val_loss: 0.00055176 | Time: 1780.17 ms
[2022-04-07 04:34:26	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.000548771 | val_loss: 0.000553262 | Time: 1791.9 ms
[2022-04-07 04:34:28	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.000541609 | val_loss: 0.000552567 | Time: 1764.89 ms
[2022-04-07 04:34:30	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.000537922 | val_loss: 0.000550141 | Time: 1765.02 ms
[2022-04-07 04:34:32	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.000542565 | val_loss: 0.000552185 | Time: 1766.53 ms
[2022-04-07 04:34:33	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.000538532 | val_loss: 0.000549145 | Time: 1779.93 ms
[2022-04-07 04:34:35	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.000538662 | val_loss: 0.000572177 | Time: 1770.94 ms
[2022-04-07 04:34:37	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.000553799 | val_loss: 0.000549836 | Time: 1769.85 ms
[2022-04-07 04:34:39	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.000542147 | val_loss: 0.000552777 | Time: 1760.24 ms
[2022-04-07 04:34:40	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.000537032 | val_loss: 0.0005471 | Time: 1777.41 ms
[2022-04-07 04:34:42	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.000535424 | val_loss: 0.000547151 | Time: 1807.42 ms
[2022-04-07 04:34:44	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.000534664 | val_loss: 0.000547887 | Time: 1812.94 ms
[2022-04-07 04:34:46	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.000537646 | val_loss: 0.000550019 | Time: 1803.65 ms
[2022-04-07 04:34:48	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.000538222 | val_loss: 0.000551668 | Time: 1783.95 ms
[2022-04-07 04:34:49	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.00053527 | val_loss: 0.000546152 | Time: 1771.64 ms
[2022-04-07 04:34:51	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.00053853 | val_loss: 0.000578318 | Time: 1744.77 ms
[2022-04-07 04:34:53	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.000541158 | val_loss: 0.000549422 | Time: 1821.13 ms
[2022-04-07 04:34:55	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.000534265 | val_loss: 0.000545634 | Time: 1759.34 ms
[2022-04-07 04:34:57	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.00053144 | val_loss: 0.000543881 | Time: 1763.47 ms
[2022-04-07 04:34:58	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.000530792 | val_loss: 0.000547265 | Time: 1766.96 ms
[2022-04-07 04:35:00	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.000540367 | val_loss: 0.000549451 | Time: 1744.73 ms
[2022-04-07 04:35:02	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.000532638 | val_loss: 0.000553389 | Time: 1795.95 ms
[2022-04-07 04:35:04	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.000541022 | val_loss: 0.000549306 | Time: 1780.62 ms
[2022-04-07 04:35:06	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.00053406 | val_loss: 0.000544372 | Time: 1794.38 ms
[2022-04-07 04:35:07	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.000530218 | val_loss: 0.00054354 | Time: 1792.94 ms
[2022-04-07 04:35:09	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.000532214 | val_loss: 0.000545431 | Time: 1781.26 ms
[2022-04-07 04:35:11	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.00052936 | val_loss: 0.000541006 | Time: 1793.94 ms
[2022-04-07 04:35:13	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.000536459 | val_loss: 0.000541436 | Time: 1782.79 ms
[2022-04-07 04:35:14	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.000531911 | val_loss: 0.000539741 | Time: 1776.15 ms
[2022-04-07 04:35:16	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.000526506 | val_loss: 0.000537201 | Time: 1792.29 ms
[2022-04-07 04:35:18	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.000573148 | val_loss: 0.00106404 | Time: 1779.58 ms
[2022-04-07 04:35:20	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.00092097 | val_loss: 0.000782461 | Time: 1790.43 ms
[2022-04-07 04:35:22	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.00272324 | val_loss: 0.00223964 | Time: 1824.5 ms
[2022-04-07 04:35:24	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.00178643 | val_loss: 0.000968938 | Time: 1792.63 ms
[2022-04-07 04:35:25	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.000758228 | val_loss: 0.000668829 | Time: 1778.81 ms
[2022-04-07 04:35:27	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.000632848 | val_loss: 0.000621841 | Time: 1802.44 ms
[2022-04-07 04:35:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.000607122 | val_loss: 0.000611197 | Time: 1755.85 ms
[2022-04-07 04:35:31	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.00059748 | val_loss: 0.000603536 | Time: 1766.04 ms
[2022-04-07 04:35:32	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.000592724 | val_loss: 0.000599889 | Time: 1776.29 ms
[2022-04-07 04:35:34	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.000589782 | val_loss: 0.000597536 | Time: 1795.54 ms
[2022-04-07 04:35:36	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.000586983 | val_loss: 0.000596267 | Time: 1791.84 ms
[2022-04-07 04:35:38	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.000584647 | val_loss: 0.00059396 | Time: 1768.84 ms
[2022-04-07 04:35:40	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.000582273 | val_loss: 0.000590634 | Time: 1794.49 ms
[2022-04-07 04:35:41	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.000579318 | val_loss: 0.000589429 | Time: 1787.48 ms
[2022-04-07 04:35:43	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.00057776 | val_loss: 0.000587459 | Time: 1786.96 ms
[2022-04-07 04:35:45	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.000576086 | val_loss: 0.0005859 | Time: 1739.96 ms
[2022-04-07 04:35:47	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.000574281 | val_loss: 0.000584233 | Time: 1778.23 ms
[2022-04-07 04:35:49	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.000571989 | val_loss: 0.000582072 | Time: 1763.41 ms
[2022-04-07 04:35:50	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.00056998 | val_loss: 0.000580266 | Time: 1777 ms
[2022-04-07 04:35:52	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.000568121 | val_loss: 0.000578316 | Time: 1771.49 ms
[2022-04-07 04:35:54	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.00056573 | val_loss: 0.000575607 | Time: 1801.4 ms
[2022-04-07 04:35:56	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.000563099 | val_loss: 0.000572381 | Time: 1798.27 ms
[2022-04-07 04:35:57	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.000559697 | val_loss: 0.000568802 | Time: 1757.88 ms
[2022-04-07 04:35:59	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.000555601 | val_loss: 0.000564743 | Time: 1763.72 ms
[2022-04-07 04:36:01	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.000550714 | val_loss: 0.000559324 | Time: 1773.16 ms
[2022-04-07 04:36:03	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.000546245 | val_loss: 0.000555331 | Time: 1771.23 ms
[2022-04-07 04:36:05	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.000542611 | val_loss: 0.000552094 | Time: 1755.02 ms
[2022-04-07 04:36:06	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.000540692 | val_loss: 0.000550377 | Time: 1770.16 ms
[2022-04-07 04:36:08	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.000538491 | val_loss: 0.000548698 | Time: 1782.12 ms
[2022-04-07 04:36:10	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.000537183 | val_loss: 0.00054789 | Time: 1745.65 ms
[2022-04-07 04:36:12	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.000536109 | val_loss: 0.000547929 | Time: 1776.44 ms
[2022-04-07 04:36:13	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.00053532 | val_loss: 0.000545914 | Time: 1780.85 ms
[2022-04-07 04:36:15	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.00053487 | val_loss: 0.000545404 | Time: 1815.36 ms
[2022-04-07 04:36:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.000533997 | val_loss: 0.000544995 | Time: 1745.81 ms
[2022-04-07 04:36:19	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.00053332 | val_loss: 0.000543698 | Time: 1787.89 ms
[2022-04-07 04:36:21	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.000532726 | val_loss: 0.000543226 | Time: 1787.35 ms
[2022-04-07 04:36:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.000532323 | val_loss: 0.000543097 | Time: 1789.94 ms
[2022-04-07 04:36:24	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.000532117 | val_loss: 0.000542288 | Time: 1769.04 ms
[2022-04-07 04:36:26	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.000531501 | val_loss: 0.000542964 | Time: 1757.15 ms
[2022-04-07 04:36:28	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.000532696 | val_loss: 0.000541922 | Time: 1810.05 ms
[2022-04-07 04:36:30	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.00053135 | val_loss: 0.000541982 | Time: 1794.54 ms
[2022-04-07 04:36:31	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.000530859 | val_loss: 0.000542776 | Time: 1796.36 ms
[2022-04-07 04:36:33	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.000530265 | val_loss: 0.000541452 | Time: 1777.95 ms
[2022-04-07 04:36:35	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.00053008 | val_loss: 0.00054174 | Time: 1759.53 ms
[2022-04-07 04:36:37	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.00052992 | val_loss: 0.000542171 | Time: 1789.35 ms
[2022-04-07 04:36:39	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.000530302 | val_loss: 0.000541173 | Time: 1775.17 ms
[2022-04-07 04:36:40	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.000529372 | val_loss: 0.000540459 | Time: 1836.17 ms
[2022-04-07 04:36:42	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.000528846 | val_loss: 0.000540719 | Time: 1767.94 ms
[2022-04-07 04:36:44	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.000529517 | val_loss: 0.000541033 | Time: 1769.04 ms
[2022-04-07 04:36:46	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.000529024 | val_loss: 0.000539553 | Time: 1775.67 ms
[2022-04-07 04:36:47	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.000528258 | val_loss: 0.000541598 | Time: 1781.83 ms
[2022-04-07 04:36:49	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.000528419 | val_loss: 0.000538148 | Time: 1802.35 ms
[2022-04-07 04:36:51	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.000526233 | val_loss: 0.000536812 | Time: 1775.75 ms
[2022-04-07 04:36:53	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.000524749 | val_loss: 0.000534435 | Time: 1797.06 ms
[2022-04-07 04:36:55	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.000524005 | val_loss: 0.000535752 | Time: 1775.97 ms
[2022-04-07 04:36:56	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.000525497 | val_loss: 0.000534677 | Time: 1791.08 ms
[2022-04-07 04:36:58	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.000523599 | val_loss: 0.000533509 | Time: 1751.68 ms
[2022-04-07 04:37:00	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.000523364 | val_loss: 0.000533428 | Time: 1778.42 ms
[2022-04-07 04:37:02	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.000523099 | val_loss: 0.000532975 | Time: 1760.05 ms
[2022-04-07 04:37:04	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.000524429 | val_loss: 0.000533359 | Time: 1793.85 ms
[2022-04-07 04:37:05	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.000523709 | val_loss: 0.0005406 | Time: 1716.31 ms
[2022-04-07 04:37:07	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.000529087 | val_loss: 0.000535679 | Time: 1779.39 ms
[2022-04-07 04:37:09	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.000522257 | val_loss: 0.000532402 | Time: 1767.9 ms
[2022-04-07 04:37:11	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.000521899 | val_loss: 0.000532414 | Time: 1791.52 ms
[2022-04-07 04:37:12	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.000521663 | val_loss: 0.000531825 | Time: 1785.73 ms
[2022-04-07 04:37:14	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.000522927 | val_loss: 0.000531695 | Time: 1784.39 ms
[2022-04-07 04:37:14	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000531695
[2022-04-07 04:37:14	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-07 04:37:14	                main:608]	:	INFO	:	Success, exiting..
04:37:14 (7412): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)