Task 7442005

Name ParityModified-1631730494-30259-1_0
Workunit 5113135
Created 18 Sep 2021, 17:22:52 UTC
Sent 25 Sep 2021, 15:39:04 UTC
Report deadline 2 Oct 2021, 15:39:04 UTC
Received 25 Sep 2021, 23:21:05 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6650
Run time 46 min 24 sec
CPU time 41 min 19 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 6,456.71 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.35 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
	:	INFO	:	Epoch 1555 | loss: 0.0112002 | val_loss: 0.0111381 | Time: 1197.69 ms
[2021-09-25 19:10:02	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0109577 | val_loss: 0.0107579 | Time: 1244.18 ms
[2021-09-25 19:10:03	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0106724 | val_loss: 0.0110307 | Time: 1192.54 ms
[2021-09-25 19:10:05	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0107383 | val_loss: 0.0105239 | Time: 1200.05 ms
[2021-09-25 19:10:06	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0105358 | val_loss: 0.0104349 | Time: 1261.05 ms
[2021-09-25 19:10:07	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0104005 | val_loss: 0.0103746 | Time: 1225.95 ms
[2021-09-25 19:10:08	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0101752 | val_loss: 0.00979563 | Time: 1203.41 ms
[2021-09-25 19:10:10	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.00949179 | val_loss: 0.00905344 | Time: 1219.57 ms
[2021-09-25 19:10:11	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0093396 | val_loss: 0.00905433 | Time: 1167.8 ms
[2021-09-25 19:10:12	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.00877897 | val_loss: 0.00852334 | Time: 1216.85 ms
[2021-09-25 19:10:13	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.00841725 | val_loss: 0.00844338 | Time: 1205.71 ms
[2021-09-25 19:10:15	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.00862588 | val_loss: 0.00834695 | Time: 1189.62 ms
[2021-09-25 19:10:16	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.00841738 | val_loss: 0.00832598 | Time: 1227.68 ms
[2021-09-25 19:10:17	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.00819797 | val_loss: 0.00794239 | Time: 1196.13 ms
[2021-09-25 19:10:19	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.00813357 | val_loss: 0.00805944 | Time: 1199.73 ms
[2021-09-25 19:10:20	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.00805357 | val_loss: 0.00805757 | Time: 1229.35 ms
[2021-09-25 19:10:21	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.00794529 | val_loss: 0.007828 | Time: 1237.85 ms
[2021-09-25 19:10:22	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.00795527 | val_loss: 0.00750983 | Time: 1211.45 ms
[2021-09-25 19:10:24	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.00595731 | val_loss: 0.00437233 | Time: 1220.13 ms
[2021-09-25 19:10:25	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.00373088 | val_loss: 0.0032096 | Time: 1172.06 ms
[2021-09-25 19:10:26	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.00319237 | val_loss: 0.0030348 | Time: 1220.55 ms
[2021-09-25 19:10:27	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.00304084 | val_loss: 0.00293629 | Time: 1193.37 ms
[2021-09-25 19:10:29	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.00295183 | val_loss: 0.00283435 | Time: 1185.73 ms
[2021-09-25 19:10:30	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.00283218 | val_loss: 0.00274064 | Time: 1217.9 ms
[2021-09-25 19:10:31	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.00261674 | val_loss: 0.00241105 | Time: 1224.23 ms
[2021-09-25 19:10:32	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.00227636 | val_loss: 0.00197208 | Time: 1204.05 ms
[2021-09-25 19:10:34	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.00185528 | val_loss: 0.00174303 | Time: 1188.77 ms
[2021-09-25 19:10:35	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0017023 | val_loss: 0.00166046 | Time: 1175 ms
[2021-09-25 19:10:36	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.00164009 | val_loss: 0.00159182 | Time: 1228.54 ms
[2021-09-25 19:10:37	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.00156318 | val_loss: 0.0015393 | Time: 1197.99 ms
[2021-09-25 19:10:39	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.00152683 | val_loss: 0.00150877 | Time: 1202.9 ms
[2021-09-25 19:10:40	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.00149571 | val_loss: 0.00147098 | Time: 1223.7 ms
[2021-09-25 19:10:41	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.00144664 | val_loss: 0.00142352 | Time: 1173.88 ms
[2021-09-25 19:10:42	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.00140755 | val_loss: 0.00141044 | Time: 1234.3 ms
[2021-09-25 19:10:44	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.00139384 | val_loss: 0.00136912 | Time: 1214.21 ms
[2021-09-25 19:10:45	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.00136364 | val_loss: 0.00135088 | Time: 1216.14 ms
[2021-09-25 19:10:46	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.00134588 | val_loss: 0.00132827 | Time: 1227.91 ms
[2021-09-25 19:10:47	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.00132167 | val_loss: 0.00130656 | Time: 1213.56 ms
[2021-09-25 19:10:49	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.00130365 | val_loss: 0.00128766 | Time: 1192.98 ms
[2021-09-25 19:10:50	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.00128872 | val_loss: 0.00127268 | Time: 1240.5 ms
[2021-09-25 19:10:51	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.00127494 | val_loss: 0.00124679 | Time: 1179.08 ms
[2021-09-25 19:10:53	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0012547 | val_loss: 0.00123341 | Time: 1213.45 ms
[2021-09-25 19:10:54	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.00124539 | val_loss: 0.00122693 | Time: 1226.51 ms
[2021-09-25 19:10:55	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.00124097 | val_loss: 0.00122619 | Time: 1168.6 ms
[2021-09-25 19:10:56	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.00123778 | val_loss: 0.00122186 | Time: 1227.72 ms
[2021-09-25 19:10:58	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.00123592 | val_loss: 0.00121938 | Time: 1203.89 ms
[2021-09-25 19:10:59	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.00123351 | val_loss: 0.0012155 | Time: 1194.08 ms
[2021-09-25 19:11:00	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.00123042 | val_loss: 0.00121449 | Time: 1226.66 ms
[2021-09-25 19:11:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.00122711 | val_loss: 0.00121572 | Time: 1176.31 ms
[2021-09-25 19:11:03	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.00122745 | val_loss: 0.00121155 | Time: 1210.78 ms
[2021-09-25 19:11:04	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.00122614 | val_loss: 0.00120989 | Time: 1206.85 ms
[2021-09-25 19:11:05	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.00122309 | val_loss: 0.00120814 | Time: 1167.36 ms
[2021-09-25 19:11:07	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.00122248 | val_loss: 0.00121236 | Time: 1216.9 ms
[2021-09-25 19:11:08	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.00122177 | val_loss: 0.00120312 | Time: 1216.24 ms
[2021-09-25 19:11:09	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.00121855 | val_loss: 0.00120553 | Time: 1177.61 ms
[2021-09-25 19:11:10	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.00122051 | val_loss: 0.00120836 | Time: 1238.82 ms
[2021-09-25 19:11:12	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.00122102 | val_loss: 0.00120554 | Time: 1198.33 ms
[2021-09-25 19:11:13	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.00121815 | val_loss: 0.00120267 | Time: 1191.95 ms
[2021-09-25 19:11:15	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.00121596 | val_loss: 0.00120087 | Time: 1189.11 ms
[2021-09-25 19:11:19	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0012143 | val_loss: 0.00119997 | Time: 1206.12 ms
[2021-09-25 19:11:20	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.00121253 | val_loss: 0.00120011 | Time: 1231.71 ms
[2021-09-25 19:11:22	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.00121292 | val_loss: 0.00119938 | Time: 1232.05 ms
[2021-09-25 19:11:23	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.00121107 | val_loss: 0.00119792 | Time: 1174.91 ms
[2021-09-25 19:11:26	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0012112 | val_loss: 0.00119982 | Time: 1192.15 ms
[2021-09-25 19:11:28	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.00121001 | val_loss: 0.00119596 | Time: 1229.32 ms
[2021-09-25 19:11:30	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.00120936 | val_loss: 0.00119681 | Time: 1200.44 ms
[2021-09-25 19:11:32	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0012095 | val_loss: 0.00119951 | Time: 1220.12 ms
[2021-09-25 19:11:34	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.00120885 | val_loss: 0.00119894 | Time: 1209.78 ms
[2021-09-25 19:11:35	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.00120696 | val_loss: 0.00119364 | Time: 1179.86 ms
[2021-09-25 19:11:37	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.00120564 | val_loss: 0.0011903 | Time: 1227.31 ms
[2021-09-25 19:11:38	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.00120314 | val_loss: 0.00118984 | Time: 1213.95 ms
[2021-09-25 19:11:40	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0012052 | val_loss: 0.00119751 | Time: 1192.41 ms
[2021-09-25 19:11:41	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.00120418 | val_loss: 0.00118752 | Time: 1197.39 ms
[2021-09-25 19:11:42	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.00120233 | val_loss: 0.00118896 | Time: 1223.12 ms
[2021-09-25 19:11:44	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.00120281 | val_loss: 0.00118921 | Time: 1191.03 ms
[2021-09-25 19:11:45	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.00120178 | val_loss: 0.00118594 | Time: 1217.13 ms
[2021-09-25 19:11:46	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.00119988 | val_loss: 0.00118583 | Time: 1214.41 ms
[2021-09-25 19:11:47	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.00119896 | val_loss: 0.00118503 | Time: 1186.51 ms
[2021-09-25 19:11:49	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.00119848 | val_loss: 0.00118489 | Time: 1232.24 ms
[2021-09-25 19:11:50	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.00120335 | val_loss: 0.00118618 | Time: 1191.39 ms
[2021-09-25 19:11:51	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.00120061 | val_loss: 0.00118642 | Time: 1193.87 ms
[2021-09-25 19:11:52	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.00119812 | val_loss: 0.00118482 | Time: 1228.35 ms
[2021-09-25 19:11:54	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.00119781 | val_loss: 0.00118466 | Time: 1204.1 ms
[2021-09-25 19:11:55	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.00119834 | val_loss: 0.00118477 | Time: 1201.97 ms
[2021-09-25 19:11:56	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.00119941 | val_loss: 0.00118291 | Time: 1219.36 ms
[2021-09-25 19:11:58	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.00119738 | val_loss: 0.00118461 | Time: 1171.54 ms
[2021-09-25 19:11:59	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0011974 | val_loss: 0.00118167 | Time: 1223.68 ms
[2021-09-25 19:12:00	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.00119668 | val_loss: 0.00118172 | Time: 1226.22 ms
[2021-09-25 19:12:01	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.00119524 | val_loss: 0.00117902 | Time: 1194.08 ms
[2021-09-25 19:12:03	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.00119533 | val_loss: 0.001179 | Time: 1228.8 ms
[2021-09-25 19:12:04	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.00119366 | val_loss: 0.00117985 | Time: 1219.33 ms
[2021-09-25 19:12:05	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0011929 | val_loss: 0.00117891 | Time: 1194.03 ms
[2021-09-25 19:12:06	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.00119258 | val_loss: 0.0011775 | Time: 1215.09 ms
[2021-09-25 19:12:08	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.00119451 | val_loss: 0.00117818 | Time: 1179.82 ms
[2021-09-25 19:12:09	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.00119339 | val_loss: 0.00117779 | Time: 1213.21 ms
[2021-09-25 19:12:10	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.00119395 | val_loss: 0.00117715 | Time: 1219.07 ms
[2021-09-25 19:12:12	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.00119095 | val_loss: 0.00117704 | Time: 1180.04 ms
[2021-09-25 19:12:13	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.00119083 | val_loss: 0.00117627 | Time: 1220.85 ms
[2021-09-25 19:12:14	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.00119049 | val_loss: 0.001176 | Time: 1226.47 ms
[2021-09-25 19:12:15	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0011994 | val_loss: 0.00118386 | Time: 1199.91 ms
[2021-09-25 19:12:17	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.001197 | val_loss: 0.00117967 | Time: 1240.59 ms
[2021-09-25 19:12:18	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.00119346 | val_loss: 0.00118007 | Time: 1200.14 ms
[2021-09-25 19:12:19	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.00119151 | val_loss: 0.00117912 | Time: 1207.23 ms
[2021-09-25 19:12:20	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.00119197 | val_loss: 0.00117911 | Time: 1226.85 ms
[2021-09-25 19:12:22	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.00119125 | val_loss: 0.00117761 | Time: 1179.14 ms
[2021-09-25 19:12:23	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.00119133 | val_loss: 0.00118273 | Time: 1224.09 ms
[2021-09-25 19:12:24	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.00119003 | val_loss: 0.00117591 | Time: 1180.56 ms
[2021-09-25 19:12:25	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.00118834 | val_loss: 0.00117582 | Time: 1182.06 ms
[2021-09-25 19:12:28	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.00118981 | val_loss: 0.00117657 | Time: 1239.51 ms
[2021-09-25 19:12:30	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.00118963 | val_loss: 0.00117915 | Time: 1181.05 ms
[2021-09-25 19:12:31	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.00118973 | val_loss: 0.00117548 | Time: 1238.23 ms
[2021-09-25 19:12:32	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.00119254 | val_loss: 0.00117518 | Time: 1187.55 ms
[2021-09-25 19:12:33	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.00118931 | val_loss: 0.00117948 | Time: 1199.79 ms
[2021-09-25 19:12:35	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.00118696 | val_loss: 0.00117413 | Time: 1220.31 ms
[2021-09-25 19:12:36	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.00118741 | val_loss: 0.00117294 | Time: 1183.22 ms
[2021-09-25 19:12:37	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.00118891 | val_loss: 0.00117591 | Time: 1238.42 ms
[2021-09-25 19:12:38	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.00118565 | val_loss: 0.00117384 | Time: 1195.33 ms
[2021-09-25 19:12:40	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.00118741 | val_loss: 0.00117318 | Time: 1172.36 ms
[2021-09-25 19:12:41	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.00118422 | val_loss: 0.00117054 | Time: 1235.51 ms
[2021-09-25 19:12:42	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.00118551 | val_loss: 0.00117419 | Time: 1217.39 ms
[2021-09-25 19:12:43	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.00118761 | val_loss: 0.00117026 | Time: 1202.15 ms
[2021-09-25 19:12:45	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.00118368 | val_loss: 0.00117442 | Time: 1212.96 ms
[2021-09-25 19:12:46	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.00118565 | val_loss: 0.00117159 | Time: 1179.94 ms
[2021-09-25 19:12:47	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.00119083 | val_loss: 0.00117977 | Time: 1237.89 ms
[2021-09-25 19:12:48	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.00119094 | val_loss: 0.00118067 | Time: 1198.35 ms
[2021-09-25 19:12:50	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.00118904 | val_loss: 0.00117163 | Time: 1208.52 ms
[2021-09-25 19:12:51	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.00118475 | val_loss: 0.00117093 | Time: 1220.26 ms
[2021-09-25 19:12:52	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0011859 | val_loss: 0.00116962 | Time: 1170.65 ms
[2021-09-25 19:12:53	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.00118765 | val_loss: 0.00117898 | Time: 1230.57 ms
[2021-09-25 19:12:55	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.00118363 | val_loss: 0.00116897 | Time: 1207.24 ms
[2021-09-25 19:12:56	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.00118113 | val_loss: 0.00117145 | Time: 1180.89 ms
[2021-09-25 19:12:57	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0011815 | val_loss: 0.00116708 | Time: 1225.23 ms
[2021-09-25 19:12:58	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.00118537 | val_loss: 0.0011772 | Time: 1229.8 ms
[2021-09-25 19:13:00	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.00118344 | val_loss: 0.0011656 | Time: 1212.29 ms
[2021-09-25 19:13:01	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.00118244 | val_loss: 0.00116704 | Time: 1248.32 ms
[2021-09-25 19:13:02	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.00117873 | val_loss: 0.00116432 | Time: 1167.55 ms
[2021-09-25 19:13:03	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.00117773 | val_loss: 0.00116256 | Time: 1221.37 ms
[2021-09-25 19:13:05	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.00117679 | val_loss: 0.00116371 | Time: 1243.62 ms
[2021-09-25 19:13:06	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.00117383 | val_loss: 0.00115276 | Time: 1190 ms
[2021-09-25 19:13:07	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.00115724 | val_loss: 0.00110874 | Time: 1233.33 ms
[2021-09-25 19:13:09	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.00107522 | val_loss: 0.000986874 | Time: 1212.39 ms
[2021-09-25 19:13:10	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.000999563 | val_loss: 0.000938944 | Time: 1185.53 ms
[2021-09-25 19:13:11	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.000939616 | val_loss: 0.000902593 | Time: 1239.71 ms
[2021-09-25 19:13:13	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.000912459 | val_loss: 0.000881033 | Time: 1215.7 ms
[2021-09-25 19:13:14	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.000890582 | val_loss: 0.000890255 | Time: 1184.68 ms
[2021-09-25 19:13:15	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.000878226 | val_loss: 0.000848251 | Time: 1224.55 ms
[2021-09-25 19:13:17	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.000870532 | val_loss: 0.000835811 | Time: 1226 ms
[2021-09-25 19:13:18	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.000851525 | val_loss: 0.000824864 | Time: 1186.97 ms
[2021-09-25 19:13:19	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.000830213 | val_loss: 0.000799382 | Time: 1230.06 ms
[2021-09-25 19:13:21	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.000835346 | val_loss: 0.000811745 | Time: 1236.12 ms
[2021-09-25 19:13:22	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.000816105 | val_loss: 0.00080146 | Time: 1176.37 ms
[2021-09-25 19:13:25	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.000796859 | val_loss: 0.000778447 | Time: 1212.55 ms
[2021-09-25 19:13:26	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.000807712 | val_loss: 0.000802799 | Time: 1172.26 ms
[2021-09-25 19:13:27	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.000813249 | val_loss: 0.000766691 | Time: 1238.7 ms
[2021-09-25 19:13:30	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.000784615 | val_loss: 0.000760639 | Time: 1190.86 ms
[2021-09-25 19:13:31	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.000774311 | val_loss: 0.000753753 | Time: 1252.67 ms
[2021-09-25 19:13:33	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.000769773 | val_loss: 0.000753048 | Time: 1187.11 ms
[2021-09-25 19:13:34	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.00077833 | val_loss: 0.000776791 | Time: 1209.94 ms
[2021-09-25 19:13:35	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.000782114 | val_loss: 0.000757538 | Time: 1240.1 ms
[2021-09-25 19:13:36	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.000765931 | val_loss: 0.000752684 | Time: 1164.47 ms
[2021-09-25 19:13:38	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.000762576 | val_loss: 0.000747108 | Time: 1217.66 ms
[2021-09-25 19:13:39	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.000772821 | val_loss: 0.000765192 | Time: 1231.09 ms
[2021-09-25 19:13:40	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.000779003 | val_loss: 0.000741704 | Time: 1191.22 ms
[2021-09-25 19:13:41	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.000755778 | val_loss: 0.000733662 | Time: 1206.51 ms
[2021-09-25 19:13:43	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.000748145 | val_loss: 0.000739089 | Time: 1205.24 ms
[2021-09-25 19:13:44	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.000759385 | val_loss: 0.000777162 | Time: 1200.5 ms
[2021-09-25 19:13:45	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.00260241 | val_loss: 0.00274103 | Time: 1208.73 ms
[2021-09-25 19:13:47	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.00277424 | val_loss: 0.00148789 | Time: 1200.5 ms
[2021-09-25 19:13:48	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.00126389 | val_loss: 0.00107678 | Time: 1205.47 ms
[2021-09-25 19:13:49	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.00104878 | val_loss: 0.00099326 | Time: 1219.46 ms
[2021-09-25 19:13:50	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.000991655 | val_loss: 0.000959681 | Time: 1177.32 ms
[2021-09-25 19:13:52	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.000960878 | val_loss: 0.00093582 | Time: 1255.48 ms
[2021-09-25 19:13:53	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.00094677 | val_loss: 0.00092717 | Time: 1214.33 ms
[2021-09-25 19:13:54	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.000939573 | val_loss: 0.000920434 | Time: 1203.85 ms
[2021-09-25 19:13:55	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.000927345 | val_loss: 0.000906052 | Time: 1238.13 ms
[2021-09-25 19:13:57	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.000914077 | val_loss: 0.000895829 | Time: 1197.67 ms
[2021-09-25 19:13:58	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.000906432 | val_loss: 0.000888246 | Time: 1204.3 ms
[2021-09-25 19:13:59	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.00090043 | val_loss: 0.000884875 | Time: 1228.07 ms
[2021-09-25 19:14:00	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.000893921 | val_loss: 0.000865495 | Time: 1183.96 ms
[2021-09-25 19:14:02	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.000854562 | val_loss: 0.000808719 | Time: 1222.41 ms
[2021-09-25 19:14:03	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0008167 | val_loss: 0.000785213 | Time: 1221.18 ms
[2021-09-25 19:14:04	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.000802949 | val_loss: 0.000777478 | Time: 1168.65 ms
[2021-09-25 19:14:06	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.000810678 | val_loss: 0.000780986 | Time: 1232.46 ms
[2021-09-25 19:14:07	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.000849324 | val_loss: 0.000850129 | Time: 1205.04 ms
[2021-09-25 19:14:08	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.000871341 | val_loss: 0.000845195 | Time: 1192.64 ms
[2021-09-25 19:14:09	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.000865719 | val_loss: 0.000840427 | Time: 1237.27 ms
[2021-09-25 19:14:11	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.000863334 | val_loss: 0.000844625 | Time: 1202.04 ms
[2021-09-25 19:14:12	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.000862804 | val_loss: 0.000840192 | Time: 1218.34 ms
[2021-09-25 19:14:13	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.00085289 | val_loss: 0.000818676 | Time: 1226.31 ms
[2021-09-25 19:14:14	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.000864743 | val_loss: 0.000852717 | Time: 1164.53 ms
[2021-09-25 19:14:16	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.000863445 | val_loss: 0.000834585 | Time: 1223.96 ms
[2021-09-25 19:14:17	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.000855 | val_loss: 0.000832375 | Time: 1198.14 ms
[2021-09-25 19:14:18	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.000850738 | val_loss: 0.000826181 | Time: 1208.46 ms
[2021-09-25 19:14:20	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.000846521 | val_loss: 0.000823278 | Time: 1230.26 ms
[2021-09-25 19:14:21	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.000843776 | val_loss: 0.000821722 | Time: 1220.99 ms
[2021-09-25 19:14:22	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.000840768 | val_loss: 0.000816677 | Time: 1197.11 ms
[2021-09-25 19:14:23	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.000834151 | val_loss: 0.000812813 | Time: 1232.09 ms
[2021-09-25 19:14:25	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.000830217 | val_loss: 0.000809115 | Time: 1162.36 ms
[2021-09-25 19:14:26	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.000827169 | val_loss: 0.000806364 | Time: 1219.18 ms
[2021-09-25 19:14:27	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.000826517 | val_loss: 0.000804537 | Time: 1214.95 ms
[2021-09-25 19:14:28	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.000823562 | val_loss: 0.000801897 | Time: 1184.11 ms
[2021-09-25 19:14:30	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.000822385 | val_loss: 0.000801055 | Time: 1232.84 ms
[2021-09-25 19:14:31	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.000818776 | val_loss: 0.000797938 | Time: 1187.23 ms
[2021-09-25 19:14:32	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.000815894 | val_loss: 0.000795321 | Time: 1212.06 ms
[2021-09-25 19:14:33	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.000809081 | val_loss: 0.000777525 | Time: 1215.03 ms
[2021-09-25 19:14:35	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.000795851 | val_loss: 0.000771859 | Time: 1167.05 ms
[2021-09-25 19:14:36	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.000790381 | val_loss: 0.000769861 | Time: 1223.95 ms
[2021-09-25 19:14:37	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.000785959 | val_loss: 0.000763791 | Time: 1221.44 ms
[2021-09-25 19:14:39	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.000779973 | val_loss: 0.000733927 | Time: 1178.94 ms
[2021-09-25 19:14:40	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.000732912 | val_loss: 0.000700467 | Time: 1239.14 ms
[2021-09-25 19:14:41	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.000711852 | val_loss: 0.000687858 | Time: 1207.31 ms
[2021-09-25 19:14:42	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.000701801 | val_loss: 0.000676912 | Time: 1177.24 ms
[2021-09-25 19:14:44	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0006896 | val_loss: 0.000669241 | Time: 1240.27 ms
[2021-09-25 19:14:45	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.000648893 | val_loss: 0.000613104 | Time: 1216.63 ms
[2021-09-25 19:14:46	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.000611701 | val_loss: 0.000594181 | Time: 1204.46 ms
[2021-09-25 19:14:47	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.000599516 | val_loss: 0.000586683 | Time: 1220.02 ms
[2021-09-25 19:14:49	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.000595437 | val_loss: 0.000594823 | Time: 1178.78 ms
[2021-09-25 19:14:50	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.000595181 | val_loss: 0.000587639 | Time: 1220.37 ms
[2021-09-25 19:14:51	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.000593281 | val_loss: 0.00058411 | Time: 1198.34 ms
[2021-09-25 19:14:53	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.000589002 | val_loss: 0.000579722 | Time: 1185.24 ms
[2021-09-25 19:14:54	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.00058882 | val_loss: 0.000581307 | Time: 1248.46 ms
[2021-09-25 19:14:55	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.00058821 | val_loss: 0.000580011 | Time: 1206.71 ms
[2021-09-25 19:14:56	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.000587736 | val_loss: 0.000579186 | Time: 1197.38 ms
[2021-09-25 19:14:58	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.000586617 | val_loss: 0.000577498 | Time: 1237.79 ms
[2021-09-25 19:14:59	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.000588793 | val_loss: 0.000584548 | Time: 1162.89 ms
[2021-09-25 19:15:00	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.000589817 | val_loss: 0.000578724 | Time: 1234.44 ms
[2021-09-25 19:15:02	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.000585445 | val_loss: 0.000577437 | Time: 1225.52 ms
[2021-09-25 19:15:03	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.000585732 | val_loss: 0.00057663 | Time: 1171.45 ms
[2021-09-25 19:15:04	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.000584362 | val_loss: 0.000576089 | Time: 1230.28 ms
[2021-09-25 19:15:06	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.00058393 | val_loss: 0.000575228 | Time: 1213.1 ms
[2021-09-25 19:15:07	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.000583421 | val_loss: 0.000575066 | Time: 1185.32 ms
[2021-09-25 19:15:08	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.00058316 | val_loss: 0.000575132 | Time: 1217.06 ms
[2021-09-25 19:15:09	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.000583787 | val_loss: 0.00057716 | Time: 1224.37 ms
[2021-09-25 19:15:11	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.000584268 | val_loss: 0.000574482 | Time: 1181.33 ms
[2021-09-25 19:15:12	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.00058394 | val_loss: 0.000575381 | Time: 1226.8 ms
[2021-09-25 19:15:13	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.000586586 | val_loss: 0.000581528 | Time: 1208.24 ms
[2021-09-25 19:15:14	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.000587706 | val_loss: 0.000583812 | Time: 1205.99 ms
[2021-09-25 19:15:16	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.000584713 | val_loss: 0.000574542 | Time: 1223.61 ms
[2021-09-25 19:15:17	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.000583785 | val_loss: 0.000575715 | Time: 1167.61 ms
[2021-09-25 19:15:18	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.000582589 | val_loss: 0.000575693 | Time: 1209.58 ms
[2021-09-25 19:15:19	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.000582428 | val_loss: 0.000573287 | Time: 1193.43 ms
[2021-09-25 19:15:21	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.000583556 | val_loss: 0.000577611 | Time: 1202.57 ms
[2021-09-25 19:15:22	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.000583648 | val_loss: 0.000572863 | Time: 1226.36 ms
[2021-09-25 19:15:23	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.000582777 | val_loss: 0.000572849 | Time: 1193.49 ms
[2021-09-25 19:15:24	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.000582514 | val_loss: 0.00057234 | Time: 1208.18 ms
[2021-09-25 19:15:26	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.00058122 | val_loss: 0.00057306 | Time: 1209.22 ms
[2021-09-25 19:15:27	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.000581693 | val_loss: 0.000573615 | Time: 1175.72 ms
[2021-09-25 19:15:28	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.000581886 | val_loss: 0.000573146 | Time: 1227.08 ms
[2021-09-25 19:15:29	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.00058194 | val_loss: 0.000571684 | Time: 1186.23 ms
[2021-09-25 19:15:31	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.000581176 | val_loss: 0.000572096 | Time: 1210.35 ms
[2021-09-25 19:15:32	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.000582934 | val_loss: 0.000573915 | Time: 1236.85 ms
[2021-09-25 19:15:33	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.00057977 | val_loss: 0.000569958 | Time: 1167.97 ms
[2021-09-25 19:15:34	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.000578623 | val_loss: 0.000570214 | Time: 1224.39 ms
[2021-09-25 19:15:36	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.000578178 | val_loss: 0.000569963 | Time: 1217.35 ms
[2021-09-25 19:15:37	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.000576717 | val_loss: 0.00057328 | Time: 1181.65 ms
[2021-09-25 19:15:38	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.000578593 | val_loss: 0.000569778 | Time: 1239.92 ms
[2021-09-25 19:15:39	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.000575929 | val_loss: 0.000575262 | Time: 1206.73 ms
[2021-09-25 19:15:41	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.000577898 | val_loss: 0.000567208 | Time: 1222.71 ms
[2021-09-25 19:15:42	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.000576745 | val_loss: 0.000566929 | Time: 1216.99 ms
[2021-09-25 19:15:43	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.000583344 | val_loss: 0.000568249 | Time: 1170.1 ms
[2021-09-25 19:15:44	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.000576657 | val_loss: 0.000567417 | Time: 1226.19 ms
[2021-09-25 19:15:46	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.000576732 | val_loss: 0.000566679 | Time: 1225.63 ms
[2021-09-25 19:15:47	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.000575599 | val_loss: 0.000565076 | Time: 1185.88 ms
[2021-09-25 19:15:48	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.000574603 | val_loss: 0.000565545 | Time: 1222.27 ms
[2021-09-25 19:15:49	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.000573874 | val_loss: 0.000567567 | Time: 1176.63 ms
[2021-09-25 19:15:51	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.000575482 | val_loss: 0.000567986 | Time: 1213.67 ms
[2021-09-25 19:15:52	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.000573455 | val_loss: 0.000564573 | Time: 1234.12 ms
[2021-09-25 19:15:53	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.000574204 | val_loss: 0.000564394 | Time: 1167.52 ms
[2021-09-25 19:15:54	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.000574916 | val_loss: 0.00056437 | Time: 1235.46 ms
[2021-09-25 19:15:56	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.000574921 | val_loss: 0.000564602 | Time: 1203.84 ms
[2021-09-25 19:15:57	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.000574356 | val_loss: 0.000564467 | Time: 1185.67 ms
[2021-09-25 19:15:58	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.000573125 | val_loss: 0.000566057 | Time: 1258.04 ms
[2021-09-25 19:16:00	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.000573417 | val_loss: 0.000569733 | Time: 1219.81 ms
[2021-09-25 19:16:01	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.000573294 | val_loss: 0.000563648 | Time: 1198.85 ms
[2021-09-25 19:16:02	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.000573086 | val_loss: 0.000565137 | Time: 1235.46 ms
[2021-09-25 19:16:03	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.000573362 | val_loss: 0.000564908 | Time: 1170.7 ms
[2021-09-25 19:16:05	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.000573428 | val_loss: 0.000568484 | Time: 1204.85 ms
[2021-09-25 19:16:06	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.000575896 | val_loss: 0.000565349 | Time: 1228.2 ms
[2021-09-25 19:16:08	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.000573035 | val_loss: 0.000563507 | Time: 1215.58 ms
[2021-09-25 19:16:09	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.000572169 | val_loss: 0.000563342 | Time: 1180.47 ms
[2021-09-25 19:16:10	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.000572989 | val_loss: 0.000563247 | Time: 1235.96 ms
[2021-09-25 19:16:12	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.000575109 | val_loss: 0.000563106 | Time: 1219.55 ms
[2021-09-25 19:16:13	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.000573787 | val_loss: 0.000564101 | Time: 1212 ms
[2021-09-25 19:16:14	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.000572069 | val_loss: 0.000563481 | Time: 1259.43 ms
[2021-09-25 19:16:16	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.000580298 | val_loss: 0.000571328 | Time: 1216.39 ms
[2021-09-25 19:16:17	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.000573666 | val_loss: 0.000562889 | Time: 1206.43 ms
[2021-09-25 19:16:18	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.000573322 | val_loss: 0.000562796 | Time: 1234.01 ms
[2021-09-25 19:16:20	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.000574947 | val_loss: 0.000563582 | Time: 1178.64 ms
[2021-09-25 19:16:21	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.00057283 | val_loss: 0.000562872 | Time: 1205.24 ms
[2021-09-25 19:16:22	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.000574675 | val_loss: 0.00056422 | Time: 1240.31 ms
[2021-09-25 19:16:23	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.000571832 | val_loss: 0.000565488 | Time: 1166.52 ms
[2021-09-25 19:16:25	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.000571643 | val_loss: 0.000561621 | Time: 1218.41 ms
[2021-09-25 19:16:26	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.00057343 | val_loss: 0.000573175 | Time: 1213.56 ms
[2021-09-25 19:16:27	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.000590046 | val_loss: 0.000571058 | Time: 1180.42 ms
[2021-09-25 19:16:28	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.000576456 | val_loss: 0.000565098 | Time: 1231.65 ms
[2021-09-25 19:16:30	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.00057383 | val_loss: 0.000563392 | Time: 1223.77 ms
[2021-09-25 19:16:32	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.00057307 | val_loss: 0.000564325 | Time: 1187.16 ms
[2021-09-25 19:16:33	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0005713 | val_loss: 0.000561579 | Time: 1198.45 ms
[2021-09-25 19:16:34	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.00057102 | val_loss: 0.000563007 | Time: 1218.49 ms
[2021-09-25 19:16:36	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.000573526 | val_loss: 0.000561162 | Time: 1163.77 ms
[2021-09-25 19:16:37	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.000574862 | val_loss: 0.000561662 | Time: 1209.42 ms
[2021-09-25 19:16:38	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.000571204 | val_loss: 0.000561223 | Time: 1197.19 ms
[2021-09-25 19:16:41	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.000570719 | val_loss: 0.000562787 | Time: 1248.92 ms
[2021-09-25 19:16:42	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.000572928 | val_loss: 0.000563648 | Time: 1200.44 ms
[2021-09-25 19:16:43	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.00057255 | val_loss: 0.000560398 | Time: 1227.01 ms
[2021-09-25 19:16:44	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.000570453 | val_loss: 0.000559591 | Time: 1220.83 ms
[2021-09-25 19:16:46	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.000571892 | val_loss: 0.000560834 | Time: 1170.87 ms
[2021-09-25 19:16:47	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0005702 | val_loss: 0.000562916 | Time: 1217.12 ms
[2021-09-25 19:16:48	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.000570667 | val_loss: 0.000562571 | Time: 1216.67 ms
[2021-09-25 19:16:49	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.00056994 | val_loss: 0.000559349 | Time: 1177.04 ms
[2021-09-25 19:16:51	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.00057123 | val_loss: 0.000563442 | Time: 1246.3 ms
[2021-09-25 19:16:52	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.000571217 | val_loss: 0.000558434 | Time: 1252 ms
[2021-09-25 19:16:53	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.000570393 | val_loss: 0.000579724 | Time: 1189.97 ms
[2021-09-25 19:16:55	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.000579279 | val_loss: 0.000560734 | Time: 1221.75 ms
[2021-09-25 19:16:56	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.00057287 | val_loss: 0.000558792 | Time: 1208.28 ms
[2021-09-25 19:16:57	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.000569117 | val_loss: 0.000565918 | Time: 1206.72 ms
[2021-09-25 19:16:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.000568742 | val_loss: 0.000555553 | Time: 1204.7 ms
[2021-09-25 19:16:59	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.000568367 | val_loss: 0.000557814 | Time: 1176.51 ms
[2021-09-25 19:17:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.000566193 | val_loss: 0.00055346 | Time: 1262.43 ms
[2021-09-25 19:17:02	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.000564031 | val_loss: 0.000557888 | Time: 1231.78 ms
[2021-09-25 19:17:03	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.000565533 | val_loss: 0.000550364 | Time: 1171.56 ms
[2021-09-25 19:17:05	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.000569537 | val_loss: 0.000552349 | Time: 1250.1 ms
[2021-09-25 19:17:06	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.000559036 | val_loss: 0.00056969 | Time: 1204.6 ms
[2021-09-25 19:17:07	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.000568447 | val_loss: 0.000540279 | Time: 1201.59 ms
[2021-09-25 19:17:09	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.000549939 | val_loss: 0.000587223 | Time: 1233.86 ms
[2021-09-25 19:17:10	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.000664924 | val_loss: 0.000637453 | Time: 1161.03 ms
[2021-09-25 19:17:11	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.000587138 | val_loss: 0.000544269 | Time: 1215.87 ms
[2021-09-25 19:17:12	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.000545852 | val_loss: 0.00052968 | Time: 1215.44 ms
[2021-09-25 19:17:14	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.000530557 | val_loss: 0.000514078 | Time: 1172.89 ms
[2021-09-25 19:17:15	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.000603853 | val_loss: 0.000554992 | Time: 1234.76 ms
[2021-09-25 19:17:16	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.000557482 | val_loss: 0.00054661 | Time: 1197.93 ms
[2021-09-25 19:17:17	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.000557154 | val_loss: 0.000491406 | Time: 1198.32 ms
[2021-09-25 19:17:19	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.000479652 | val_loss: 0.000454689 | Time: 1219.77 ms
[2021-09-25 19:17:20	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.000642221 | val_loss: 0.000590981 | Time: 1173.44 ms
[2021-09-25 19:17:21	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000537647 | val_loss: 0.000485576 | Time: 1206.7 ms
[2021-09-25 19:17:22	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000486117 | val_loss: 0.00045957 | Time: 1208.92 ms
[2021-09-25 19:17:24	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000460805 | val_loss: 0.000442099 | Time: 1184.84 ms
[2021-09-25 19:17:25	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000443979 | val_loss: 0.000426103 | Time: 1229.28 ms
[2021-09-25 19:17:26	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.000427388 | val_loss: 0.000409206 | Time: 1188.88 ms
[2021-09-25 19:17:27	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.000419105 | val_loss: 0.000891374 | Time: 1195.81 ms
[2021-09-25 19:17:29	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.000817329 | val_loss: 0.000616804 | Time: 1218.75 ms
[2021-09-25 19:17:30	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.000526223 | val_loss: 0.000470004 | Time: 1200.13 ms
[2021-09-25 19:17:31	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.000462528 | val_loss: 0.000432262 | Time: 1215.4 ms
[2021-09-25 19:17:33	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.000431431 | val_loss: 0.000411333 | Time: 1204.93 ms
[2021-09-25 19:17:34	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.000409523 | val_loss: 0.000390674 | Time: 1182.14 ms
[2021-09-25 19:17:35	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.000387991 | val_loss: 0.000367624 | Time: 1228.02 ms
[2021-09-25 19:17:36	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.000363155 | val_loss: 0.000345189 | Time: 1216.11 ms
[2021-09-25 19:17:38	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.000335321 | val_loss: 0.000308773 | Time: 1191.93 ms
[2021-09-25 19:17:39	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.000692728 | val_loss: 0.000414741 | Time: 1248.22 ms
[2021-09-25 19:17:40	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.00048454 | val_loss: 0.000434418 | Time: 1199.16 ms
[2021-09-25 19:17:41	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.000408344 | val_loss: 0.000361699 | Time: 1202.53 ms
[2021-09-25 19:17:43	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.000339077 | val_loss: 0.000306134 | Time: 1224.96 ms
[2021-09-25 19:17:44	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.000293034 | val_loss: 0.000262384 | Time: 1215.79 ms
[2021-09-25 19:17:45	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.000250968 | val_loss: 0.000226256 | Time: 1208.46 ms
[2021-09-25 19:17:47	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.000529025 | val_loss: 0.000394703 | Time: 1222.94 ms
[2021-09-25 19:17:48	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.000882991 | val_loss: 0.00588106 | Time: 1166.21 ms
[2021-09-25 19:17:49	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.00329202 | val_loss: 0.00191242 | Time: 1227.24 ms
[2021-09-25 19:17:50	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.00104748 | val_loss: 0.00073647 | Time: 1206.48 ms
[2021-09-25 19:17:52	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.000631647 | val_loss: 0.000539279 | Time: 1224.12 ms
[2021-09-25 19:17:53	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.000520629 | val_loss: 0.000490362 | Time: 1233.32 ms
[2021-09-25 19:17:56	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.00048526 | val_loss: 0.000457254 | Time: 1207.84 ms
[2021-09-25 19:17:58	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.000448984 | val_loss: 0.000420408 | Time: 1192.31 ms
[2021-09-25 19:17:59	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.000406347 | val_loss: 0.000371119 | Time: 1231.72 ms
[2021-09-25 19:18:00	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.000356244 | val_loss: 0.00032134 | Time: 1177.8 ms
[2021-09-25 19:18:01	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.000301238 | val_loss: 0.00026169 | Time: 1229.22 ms
[2021-09-25 19:18:04	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.000741592 | val_loss: 0.000522199 | Time: 1177.64 ms
[2021-09-25 19:18:06	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.000461893 | val_loss: 0.000314945 | Time: 1221.72 ms
[2021-09-25 19:18:08	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.000307292 | val_loss: 0.000273307 | Time: 1186.27 ms
[2021-09-25 19:18:09	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.000251074 | val_loss: 0.000225224 | Time: 1256.1 ms
[2021-09-25 19:18:11	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.000215881 | val_loss: 0.000193814 | Time: 1210.08 ms
[2021-09-25 19:18:12	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.000188431 | val_loss: 0.000169825 | Time: 1183.46 ms
[2021-09-25 19:18:13	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.000165255 | val_loss: 0.000149 | Time: 1224.38 ms
[2021-09-25 19:18:14	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.000435927 | val_loss: 0.00107606 | Time: 1204.68 ms
[2021-09-25 19:18:16	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.000616878 | val_loss: 0.000354689 | Time: 1196.87 ms
[2021-09-25 19:18:17	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.000289004 | val_loss: 0.000217786 | Time: 1226.34 ms
[2021-09-25 19:18:18	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.000204591 | val_loss: 0.000174739 | Time: 1165.4 ms
[2021-09-25 19:18:20	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.000162633 | val_loss: 0.000142988 | Time: 1228.35 ms
[2021-09-25 19:18:21	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.000138103 | val_loss: 0.000123994 | Time: 1211.14 ms
[2021-09-25 19:18:22	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.00012158 | val_loss: 0.000110637 | Time: 1172.71 ms
[2021-09-25 19:18:23	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.00010967 | val_loss: 0.000104313 | Time: 1234.83 ms
[2021-09-25 19:18:25	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.000101658 | val_loss: 9.28197e-05 | Time: 1195.1 ms
[2021-09-25 19:18:26	                main:574]	:	INFO	:	Epoch 1936 | loss: 9.28749e-05 | val_loss: 8.95557e-05 | Time: 1208.85 ms
[2021-09-25 19:18:27	                main:574]	:	INFO	:	Epoch 1937 | loss: 8.58334e-05 | val_loss: 8.05442e-05 | Time: 1254.21 ms
[2021-09-25 19:18:29	                main:574]	:	INFO	:	Epoch 1938 | loss: 8.74651e-05 | val_loss: 0.000101831 | Time: 1267.31 ms
[2021-09-25 19:18:30	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.000105885 | val_loss: 9.24035e-05 | Time: 1218.64 ms
[2021-09-25 19:18:31	                main:574]	:	INFO	:	Epoch 1940 | loss: 8.0495e-05 | val_loss: 7.34522e-05 | Time: 1211.38 ms
[2021-09-25 19:18:32	                main:574]	:	INFO	:	Epoch 1941 | loss: 8.32268e-05 | val_loss: 7.57919e-05 | Time: 1169.39 ms
[2021-09-25 19:18:34	                main:574]	:	INFO	:	Epoch 1942 | loss: 7.1285e-05 | val_loss: 6.69753e-05 | Time: 1235.13 ms
[2021-09-25 19:18:35	                main:574]	:	INFO	:	Epoch 1943 | loss: 7.67507e-05 | val_loss: 6.88438e-05 | Time: 1226.83 ms
[2021-09-25 19:18:36	                main:574]	:	INFO	:	Epoch 1944 | loss: 7.04083e-05 | val_loss: 9.04986e-05 | Time: 1169.53 ms
[2021-09-25 19:18:38	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.000106779 | val_loss: 8.0717e-05 | Time: 1224.07 ms
[2021-09-25 19:18:39	                main:574]	:	INFO	:	Epoch 1946 | loss: 8.17901e-05 | val_loss: 8.35627e-05 | Time: 1219.35 ms
[2021-09-25 19:18:40	                main:574]	:	INFO	:	Epoch 1947 | loss: 7.24507e-05 | val_loss: 6.583e-05 | Time: 1187.56 ms
[2021-09-25 19:18:41	                main:574]	:	INFO	:	Epoch 1948 | loss: 8.06483e-05 | val_loss: 0.000161891 | Time: 1239.88 ms
[2021-09-25 19:18:43	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.000127335 | val_loss: 0.000113573 | Time: 1202.46 ms
[2021-09-25 19:18:44	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.000136227 | val_loss: 9.18675e-05 | Time: 1197.1 ms
[2021-09-25 19:18:45	                main:574]	:	INFO	:	Epoch 1951 | loss: 8.85144e-05 | val_loss: 6.31355e-05 | Time: 1242.61 ms
[2021-09-25 19:18:47	                main:574]	:	INFO	:	Epoch 1952 | loss: 6.06578e-05 | val_loss: 5.39532e-05 | Time: 1204.12 ms
[2021-09-25 19:18:48	                main:574]	:	INFO	:	Epoch 1953 | loss: 4.95359e-05 | val_loss: 4.51204e-05 | Time: 1203.31 ms
[2021-09-25 19:18:49	                main:574]	:	INFO	:	Epoch 1954 | loss: 4.38881e-05 | val_loss: 4.4447e-05 | Time: 1255.71 ms
[2021-09-25 19:18:51	                main:574]	:	INFO	:	Epoch 1955 | loss: 4.21909e-05 | val_loss: 4.10693e-05 | Time: 1192.48 ms
[2021-09-25 19:18:52	                main:574]	:	INFO	:	Epoch 1956 | loss: 5.81294e-05 | val_loss: 8.91308e-05 | Time: 1229.87 ms
[2021-09-25 19:18:53	                main:574]	:	INFO	:	Epoch 1957 | loss: 5.13399e-05 | val_loss: 3.88273e-05 | Time: 1256 ms
[2021-09-25 19:18:55	                main:574]	:	INFO	:	Epoch 1958 | loss: 4.19154e-05 | val_loss: 3.97349e-05 | Time: 1172.91 ms
[2021-09-25 19:18:56	                main:574]	:	INFO	:	Epoch 1959 | loss: 3.78967e-05 | val_loss: 3.57664e-05 | Time: 1222.03 ms
[2021-09-25 19:18:57	                main:574]	:	INFO	:	Epoch 1960 | loss: 3.62527e-05 | val_loss: 3.60412e-05 | Time: 1202.58 ms
[2021-09-25 19:18:58	                main:574]	:	INFO	:	Epoch 1961 | loss: 3.58676e-05 | val_loss: 3.60336e-05 | Time: 1190.96 ms
[2021-09-25 19:19:00	                main:574]	:	INFO	:	Epoch 1962 | loss: 4.44823e-05 | val_loss: 7.18172e-05 | Time: 1239.65 ms
[2021-09-25 19:19:01	                main:574]	:	INFO	:	Epoch 1963 | loss: 4.90226e-05 | val_loss: 4.21136e-05 | Time: 1206.14 ms
[2021-09-25 19:19:02	                main:574]	:	INFO	:	Epoch 1964 | loss: 3.66713e-05 | val_loss: 3.45694e-05 | Time: 1210.18 ms
[2021-09-25 19:19:04	                main:574]	:	INFO	:	Epoch 1965 | loss: 3.51772e-05 | val_loss: 3.31292e-05 | Time: 1258.73 ms
[2021-09-25 19:19:05	                main:574]	:	INFO	:	Epoch 1966 | loss: 3.58933e-05 | val_loss: 3.59198e-05 | Time: 1203 ms
[2021-09-25 19:19:06	                main:574]	:	INFO	:	Epoch 1967 | loss: 3.98895e-05 | val_loss: 3.65539e-05 | Time: 1211.12 ms
[2021-09-25 19:19:07	                main:574]	:	INFO	:	Epoch 1968 | loss: 3.67591e-05 | val_loss: 3.62449e-05 | Time: 1222.77 ms
[2021-09-25 19:19:09	                main:574]	:	INFO	:	Epoch 1969 | loss: 4.14663e-05 | val_loss: 3.46623e-05 | Time: 1178.06 ms
[2021-09-25 19:19:10	                main:574]	:	INFO	:	Epoch 1970 | loss: 3.5241e-05 | val_loss: 3.46042e-05 | Time: 1207.24 ms
[2021-09-25 19:19:11	                main:574]	:	INFO	:	Epoch 1971 | loss: 3.969e-05 | val_loss: 6.03499e-05 | Time: 1195.31 ms
[2021-09-25 19:19:12	                main:574]	:	INFO	:	Epoch 1972 | loss: 4.48436e-05 | val_loss: 3.18474e-05 | Time: 1169.71 ms
[2021-09-25 19:19:14	                main:574]	:	INFO	:	Epoch 1973 | loss: 3.46329e-05 | val_loss: 3.16834e-05 | Time: 1230.1 ms
[2021-09-25 19:19:15	                main:574]	:	INFO	:	Epoch 1974 | loss: 3.29338e-05 | val_loss: 3.2505e-05 | Time: 1218.32 ms
[2021-09-25 19:19:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 3.87014e-05 | val_loss: 4.22363e-05 | Time: 1191.97 ms
[2021-09-25 19:19:18	                main:574]	:	INFO	:	Epoch 1976 | loss: 3.49672e-05 | val_loss: 3.25007e-05 | Time: 1240.79 ms
[2021-09-25 19:19:19	                main:574]	:	INFO	:	Epoch 1977 | loss: 3.37897e-05 | val_loss: 3.17152e-05 | Time: 1202.58 ms
[2021-09-25 19:19:20	                main:574]	:	INFO	:	Epoch 1978 | loss: 4.32478e-05 | val_loss: 5.69645e-05 | Time: 1210.98 ms
[2021-09-25 19:19:21	                main:574]	:	INFO	:	Epoch 1979 | loss: 3.83162e-05 | val_loss: 2.98738e-05 | Time: 1219.99 ms
[2021-09-25 19:19:23	                main:574]	:	INFO	:	Epoch 1980 | loss: 3.2259e-05 | val_loss: 3.17509e-05 | Time: 1161.66 ms
[2021-09-25 19:19:24	                main:574]	:	INFO	:	Epoch 1981 | loss: 3.22305e-05 | val_loss: 3.12753e-05 | Time: 1231.89 ms
[2021-09-25 19:19:25	                main:574]	:	INFO	:	Epoch 1982 | loss: 3.65747e-05 | val_loss: 4.7162e-05 | Time: 1188.17 ms
[2021-09-25 19:19:26	                main:574]	:	INFO	:	Epoch 1983 | loss: 3.90845e-05 | val_loss: 3.4896e-05 | Time: 1193.98 ms
[2021-09-25 19:19:28	                main:574]	:	INFO	:	Epoch 1984 | loss: 3.18546e-05 | val_loss: 2.90902e-05 | Time: 1234.49 ms
[2021-09-25 19:19:29	                main:574]	:	INFO	:	Epoch 1985 | loss: 3.07459e-05 | val_loss: 3.32755e-05 | Time: 1175.81 ms
[2021-09-25 19:19:30	                main:574]	:	INFO	:	Epoch 1986 | loss: 5.1756e-05 | val_loss: 3.88749e-05 | Time: 1209.66 ms
[2021-09-25 19:19:32	                main:574]	:	INFO	:	Epoch 1987 | loss: 3.71471e-05 | val_loss: 3.43676e-05 | Time: 1233.11 ms
[2021-09-25 19:19:33	                main:574]	:	INFO	:	Epoch 1988 | loss: 3.17175e-05 | val_loss: 3.00756e-05 | Time: 1190.35 ms
[2021-09-25 19:19:34	                main:574]	:	INFO	:	Epoch 1989 | loss: 3.0756e-05 | val_loss: 2.93619e-05 | Time: 1215.66 ms
[2021-09-25 19:19:36	                main:574]	:	INFO	:	Epoch 1990 | loss: 3.05826e-05 | val_loss: 2.83142e-05 | Time: 1219.02 ms
[2021-09-25 19:19:37	                main:574]	:	INFO	:	Epoch 1991 | loss: 3.41014e-05 | val_loss: 4.81351e-05 | Time: 1174.48 ms
[2021-09-25 19:19:38	                main:574]	:	INFO	:	Epoch 1992 | loss: 4.09435e-05 | val_loss: 3.34131e-05 | Time: 1227.83 ms
[2021-09-25 19:19:39	                main:574]	:	INFO	:	Epoch 1993 | loss: 3.0743e-05 | val_loss: 2.82808e-05 | Time: 1206.34 ms
[2021-09-25 19:19:41	                main:574]	:	INFO	:	Epoch 1994 | loss: 3.28318e-05 | val_loss: 3.09645e-05 | Time: 1174.83 ms
[2021-09-25 19:19:42	                main:574]	:	INFO	:	Epoch 1995 | loss: 3.07051e-05 | val_loss: 2.84801e-05 | Time: 1234.39 ms
[2021-09-25 19:19:43	                main:574]	:	INFO	:	Epoch 1996 | loss: 4.47086e-05 | val_loss: 6.93793e-05 | Time: 1193.55 ms
[2021-09-25 19:19:44	                main:574]	:	INFO	:	Epoch 1997 | loss: 3.94859e-05 | val_loss: 3.20445e-05 | Time: 1188.53 ms
[2021-09-25 19:19:46	                main:574]	:	INFO	:	Epoch 1998 | loss: 3.08791e-05 | val_loss: 3.00228e-05 | Time: 1230.4 ms
[2021-09-25 19:19:47	                main:574]	:	INFO	:	Epoch 1999 | loss: 3.0116e-05 | val_loss: 2.76922e-05 | Time: 1205.65 ms
[2021-09-25 19:19:48	                main:574]	:	INFO	:	Epoch 2000 | loss: 2.92445e-05 | val_loss: 2.77252e-05 | Time: 1214.81 ms
[2021-09-25 19:19:50	                main:574]	:	INFO	:	Epoch 2001 | loss: 3.06974e-05 | val_loss: 3.31213e-05 | Time: 1241.34 ms
[2021-09-25 19:19:51	                main:574]	:	INFO	:	Epoch 2002 | loss: 4.3383e-05 | val_loss: 3.08338e-05 | Time: 1169.9 ms
[2021-09-25 19:19:52	                main:574]	:	INFO	:	Epoch 2003 | loss: 3.11128e-05 | val_loss: 2.80599e-05 | Time: 1231.26 ms
[2021-09-25 19:19:54	                main:574]	:	INFO	:	Epoch 2004 | loss: 2.93377e-05 | val_loss: 2.72126e-05 | Time: 1235.39 ms
[2021-09-25 19:19:55	                main:574]	:	INFO	:	Epoch 2005 | loss: 3.20503e-05 | val_loss: 5.02143e-05 | Time: 1172.41 ms
[2021-09-25 19:19:56	                main:574]	:	INFO	:	Epoch 2006 | loss: 5.16084e-05 | val_loss: 2.78691e-05 | Time: 1233 ms
[2021-09-25 19:19:57	                main:574]	:	INFO	:	Epoch 2007 | loss: 3.18944e-05 | val_loss: 2.83224e-05 | Time: 1208.79 ms
[2021-09-25 19:19:59	                main:574]	:	INFO	:	Epoch 2008 | loss: 2.9831e-05 | val_loss: 2.75313e-05 | Time: 1188.18 ms
[2021-09-25 19:20:00	                main:574]	:	INFO	:	Epoch 2009 | loss: 2.9968e-05 | val_loss: 2.81964e-05 | Time: 1235.57 ms
[2021-09-25 19:20:01	                main:574]	:	INFO	:	Epoch 2010 | loss: 2.89532e-05 | val_loss: 2.77282e-05 | Time: 1231.48 ms
[2021-09-25 19:20:03	                main:574]	:	INFO	:	Epoch 2011 | loss: 3.32438e-05 | val_loss: 5.21337e-05 | Time: 1205.47 ms
[2021-09-25 19:20:04	                main:574]	:	INFO	:	Epoch 2012 | loss: 4.40511e-05 | val_loss: 3.06281e-05 | Time: 1236.37 ms
[2021-09-25 19:20:05	                main:574]	:	INFO	:	Epoch 2013 | loss: 3.11454e-05 | val_loss: 2.92899e-05 | Time: 1163.29 ms
[2021-09-25 19:20:06	                main:574]	:	INFO	:	Epoch 2014 | loss: 2.93667e-05 | val_loss: 2.80238e-05 | Time: 1206.26 ms
[2021-09-25 19:20:08	                main:574]	:	INFO	:	Epoch 2015 | loss: 3.50323e-05 | val_loss: 3.43966e-05 | Time: 1204.17 ms
[2021-09-25 19:20:09	                main:574]	:	INFO	:	Epoch 2016 | loss: 2.98626e-05 | val_loss: 2.73976e-05 | Time: 1177.05 ms
[2021-09-25 19:20:10	                main:574]	:	INFO	:	Epoch 2017 | loss: 2.81523e-05 | val_loss: 2.66602e-05 | Time: 1228.78 ms
[2021-09-25 19:20:11	                main:574]	:	INFO	:	Epoch 2018 | loss: 3.23994e-05 | val_loss: 6.60305e-05 | Time: 1190.61 ms
[2021-09-25 19:20:13	                main:574]	:	INFO	:	Epoch 2019 | loss: 6.83742e-05 | val_loss: 5.18838e-05 | Time: 1194.27 ms
[2021-09-25 19:20:14	                main:574]	:	INFO	:	Epoch 2020 | loss: 3.70985e-05 | val_loss: 3.39661e-05 | Time: 1230.9 ms
[2021-09-25 19:20:15	                main:574]	:	INFO	:	Epoch 2021 | loss: 2.99338e-05 | val_loss: 2.73342e-05 | Time: 1193.98 ms
[2021-09-25 19:20:16	                main:574]	:	INFO	:	Epoch 2022 | loss: 2.79423e-05 | val_loss: 2.66501e-05 | Time: 1202.04 ms
[2021-09-25 19:20:18	                main:574]	:	INFO	:	Epoch 2023 | loss: 2.76824e-05 | val_loss: 2.63354e-05 | Time: 1211 ms
[2021-09-25 19:20:19	                main:574]	:	INFO	:	Epoch 2024 | loss: 2.78642e-05 | val_loss: 2.71218e-05 | Time: 1178.33 ms
[2021-09-25 19:20:20	                main:574]	:	INFO	:	Epoch 2025 | loss: 2.80021e-05 | val_loss: 2.95814e-05 | Time: 1217.37 ms
[2021-09-25 19:20:22	                main:574]	:	INFO	:	Epoch 2026 | loss: 3.23062e-05 | val_loss: 3.17585e-05 | Time: 1228.3 ms
[2021-09-25 19:20:23	                main:574]	:	INFO	:	Epoch 2027 | loss: 3.03424e-05 | val_loss: 2.69256e-05 | Time: 1215.64 ms
[2021-09-25 19:20:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 2.79841e-05 | val_loss: 2.77232e-05 | Time: 1226.11 ms
[2021-09-25 19:20:26	                main:574]	:	INFO	:	Epoch 2029 | loss: 5.28668e-05 | val_loss: 2.71245e-05 | Time: 1198.25 ms
[2021-09-25 19:20:27	                main:574]	:	INFO	:	Epoch 2030 | loss: 3.53807e-05 | val_loss: 3.25167e-05 | Time: 1194.87 ms
[2021-09-25 19:20:28	                main:574]	:	INFO	:	Epoch 2031 | loss: 2.98931e-05 | val_loss: 2.87744e-05 | Time: 1244.58 ms
[2021-09-25 19:20:29	                main:574]	:	INFO	:	Epoch 2032 | loss: 2.93442e-05 | val_loss: 2.67558e-05 | Time: 1212.36 ms
[2021-09-25 19:20:31	                main:574]	:	INFO	:	Epoch 2033 | loss: 2.85567e-05 | val_loss: 2.7778e-05 | Time: 1215.55 ms
[2021-09-25 19:20:32	                main:574]	:	INFO	:	Epoch 2034 | loss: 2.82062e-05 | val_loss: 2.66924e-05 | Time: 1229.68 ms
[2021-09-25 19:20:33	                main:574]	:	INFO	:	Epoch 2035 | loss: 3.76944e-05 | val_loss: 5.71896e-05 | Time: 1169.35 ms
[2021-09-25 19:20:35	                main:574]	:	INFO	:	Epoch 2036 | loss: 3.67744e-05 | val_loss: 3.02995e-05 | Time: 1210.02 ms
[2021-09-25 19:20:36	                main:574]	:	INFO	:	Epoch 2037 | loss: 2.94413e-05 | val_loss: 2.66167e-05 | Time: 1225.31 ms
[2021-09-25 19:20:37	                main:574]	:	INFO	:	Epoch 2038 | loss: 2.93163e-05 | val_loss: 3.3069e-05 | Time: 1173.72 ms
[2021-09-25 19:20:39	                main:574]	:	INFO	:	Epoch 2039 | loss: 3.04128e-05 | val_loss: 2.76195e-05 | Time: 1231.96 ms
[2021-09-25 19:20:40	                main:574]	:	INFO	:	Epoch 2040 | loss: 3.24573e-05 | val_loss: 2.9118e-05 | Time: 1231.34 ms
[2021-09-25 19:20:41	                main:574]	:	INFO	:	Epoch 2041 | loss: 2.82976e-05 | val_loss: 2.81087e-05 | Time: 1189.2 ms
[2021-09-25 19:20:43	                main:574]	:	INFO	:	Epoch 2042 | loss: 5.12576e-05 | val_loss: 2.68288e-05 | Time: 1254.14 ms
[2021-09-25 19:20:44	                main:574]	:	INFO	:	Epoch 2043 | loss: 3.55926e-05 | val_loss: 3.4625e-05 | Time: 1209.26 ms
[2021-09-25 19:20:45	                main:574]	:	INFO	:	Epoch 2044 | loss: 2.95058e-05 | val_loss: 2.76535e-05 | Time: 1182.43 ms
[2021-09-25 19:20:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 2.78875e-05 | val_loss: 2.63956e-05 | Time: 1221.31 ms
[2021-09-25 19:20:48	                main:574]	:	INFO	:	Epoch 2046 | loss: 2.70639e-05 | val_loss: 2.62853e-05 | Time: 1225.5 ms
[2021-09-25 19:20:49	                main:574]	:	INFO	:	Epoch 2047 | loss: 2.79459e-05 | val_loss: 2.87225e-05 | Time: 1182.88 ms
[2021-09-25 19:20:50	                main:574]	:	INFO	:	Epoch 2048 | loss: 2.88407e-05 | val_loss: 3.24838e-05 | Time: 1243.34 ms
[2021-09-25 19:20:51	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 3.24838e-05
[2021-09-25 19:20:51	                main:603]	:	INFO	:	Saving end state to config to file
[2021-09-25 19:20:51	                main:608]	:	INFO	:	Success, exiting..
19:20:51 (19268): 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)