Task 12881988

Name ParityModified-1645994268-25396-3-0_0
Workunit 10019573
Created 10 Mar 2022, 16:01:24 UTC
Sent 11 Mar 2022, 2:18:57 UTC
Report deadline 19 Mar 2022, 2:18:57 UTC
Received 19 Mar 2022, 0:20:48 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 13372
Run time 3 hours 5 min 5 sec
CPU time 3 hours 2 min 58 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 10,868.58 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.88 GB
Peak swap size 4.68 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 1568 | loss: 0.0311427 | val_loss: 0.0311575 | Time: 1347.46 ms
[2022-03-13 18:44:23	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311423 | val_loss: 0.0311581 | Time: 1393.6 ms
[2022-03-13 18:44:24	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311405 | val_loss: 0.0311582 | Time: 1156.91 ms
[2022-03-13 18:44:25	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311401 | val_loss: 0.0311584 | Time: 1441.23 ms
[2022-03-13 18:44:26	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311367 | val_loss: 0.0311567 | Time: 1112.41 ms
[2022-03-13 18:44:28	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311372 | val_loss: 0.0311566 | Time: 1420.89 ms
[2022-03-13 18:44:29	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311435 | val_loss: 0.0311592 | Time: 1107.13 ms
[2022-03-13 18:44:30	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311459 | val_loss: 0.0311613 | Time: 1438.11 ms
[2022-03-13 18:44:32	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311416 | val_loss: 0.0311615 | Time: 1716.11 ms
[2022-03-13 18:44:34	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311452 | val_loss: 0.0311633 | Time: 1314.77 ms
[2022-03-13 18:44:35	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311415 | val_loss: 0.0311606 | Time: 1240.77 ms
[2022-03-13 18:44:36	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311398 | val_loss: 0.0311643 | Time: 1296.43 ms
[2022-03-13 18:44:37	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311433 | val_loss: 0.0311596 | Time: 1275.82 ms
[2022-03-13 18:44:39	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311414 | val_loss: 0.0311555 | Time: 1283.7 ms
[2022-03-13 18:44:40	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311413 | val_loss: 0.0311594 | Time: 1277.86 ms
[2022-03-13 18:44:41	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311443 | val_loss: 0.0311588 | Time: 1252.3 ms
[2022-03-13 18:44:43	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311409 | val_loss: 0.0311613 | Time: 1318.01 ms
[2022-03-13 18:44:44	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311396 | val_loss: 0.0311648 | Time: 1223.44 ms
[2022-03-13 18:44:45	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311405 | val_loss: 0.0311591 | Time: 1341.44 ms
[2022-03-13 18:44:46	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311385 | val_loss: 0.0311648 | Time: 1205.05 ms
[2022-03-13 18:44:48	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311416 | val_loss: 0.0311656 | Time: 1361 ms
[2022-03-13 18:44:49	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.031141 | val_loss: 0.0311584 | Time: 1175.26 ms
[2022-03-13 18:44:50	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311429 | val_loss: 0.0311587 | Time: 1407.95 ms
[2022-03-13 18:44:52	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311434 | val_loss: 0.0311596 | Time: 1293.99 ms
[2022-03-13 18:44:53	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311425 | val_loss: 0.0311602 | Time: 1415.95 ms
[2022-03-13 18:44:54	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031143 | val_loss: 0.031158 | Time: 1101.77 ms
[2022-03-13 18:44:56	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311428 | val_loss: 0.0311615 | Time: 1417.57 ms
[2022-03-13 18:44:57	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311443 | val_loss: 0.0311587 | Time: 1111.8 ms
[2022-03-13 18:44:58	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.031146 | val_loss: 0.0311667 | Time: 1461.82 ms
[2022-03-13 18:44:59	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.031145 | val_loss: 0.0311622 | Time: 1100.4 ms
[2022-03-13 18:45:01	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.031145 | val_loss: 0.0311594 | Time: 1446.02 ms
[2022-03-13 18:45:02	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311432 | val_loss: 0.031164 | Time: 1102.65 ms
[2022-03-13 18:45:03	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311446 | val_loss: 0.0311568 | Time: 1454.92 ms
[2022-03-13 18:45:04	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311422 | val_loss: 0.031159 | Time: 1108.12 ms
[2022-03-13 18:45:06	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311403 | val_loss: 0.0311582 | Time: 1432.34 ms
[2022-03-13 18:45:07	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311412 | val_loss: 0.0311623 | Time: 1122.23 ms
[2022-03-13 18:45:08	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311406 | val_loss: 0.0311584 | Time: 1420.4 ms
[2022-03-13 18:45:09	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311406 | val_loss: 0.0311617 | Time: 1137.41 ms
[2022-03-13 18:45:11	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311429 | val_loss: 0.0311593 | Time: 1421.88 ms
[2022-03-13 18:45:12	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311395 | val_loss: 0.0311573 | Time: 1174.43 ms
[2022-03-13 18:45:14	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311397 | val_loss: 0.0311576 | Time: 1532.66 ms
[2022-03-13 18:45:15	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311503 | val_loss: 0.0311636 | Time: 1267.26 ms
[2022-03-13 18:45:16	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311626 | val_loss: 0.0311702 | Time: 1253.57 ms
[2022-03-13 18:45:17	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311611 | val_loss: 0.031168 | Time: 1299.57 ms
[2022-03-13 18:45:19	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311591 | val_loss: 0.0311656 | Time: 1231.89 ms
[2022-03-13 18:45:20	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311599 | val_loss: 0.0311655 | Time: 1347.1 ms
[2022-03-13 18:45:21	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311571 | val_loss: 0.0311644 | Time: 1198.75 ms
[2022-03-13 18:45:23	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311568 | val_loss: 0.0311646 | Time: 1364.07 ms
[2022-03-13 18:45:24	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031155 | val_loss: 0.0311653 | Time: 1340.92 ms
[2022-03-13 18:45:25	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311546 | val_loss: 0.0311647 | Time: 1455.12 ms
[2022-03-13 18:45:27	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311552 | val_loss: 0.031168 | Time: 1111.62 ms
[2022-03-13 18:45:28	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311547 | val_loss: 0.0311681 | Time: 1444.99 ms
[2022-03-13 18:45:29	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311561 | val_loss: 0.0311721 | Time: 1104.71 ms
[2022-03-13 18:45:31	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311568 | val_loss: 0.0311655 | Time: 1423.73 ms
[2022-03-13 18:45:32	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311546 | val_loss: 0.0311648 | Time: 1469.4 ms
[2022-03-13 18:45:33	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311528 | val_loss: 0.0311645 | Time: 1379.7 ms
[2022-03-13 18:45:35	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.031151 | val_loss: 0.0311648 | Time: 1194.52 ms
[2022-03-13 18:45:36	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311513 | val_loss: 0.0311652 | Time: 1339.49 ms
[2022-03-13 18:45:37	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311528 | val_loss: 0.031165 | Time: 1216.24 ms
[2022-03-13 18:45:39	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311512 | val_loss: 0.0311669 | Time: 1331.05 ms
[2022-03-13 18:45:40	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311503 | val_loss: 0.031164 | Time: 1254.7 ms
[2022-03-13 18:45:41	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.03115 | val_loss: 0.0311653 | Time: 1282.24 ms
[2022-03-13 18:45:42	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311536 | val_loss: 0.0311673 | Time: 1260.25 ms
[2022-03-13 18:45:44	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311556 | val_loss: 0.0311737 | Time: 1266.67 ms
[2022-03-13 18:45:45	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311631 | val_loss: 0.0311694 | Time: 1294.5 ms
[2022-03-13 18:45:46	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311583 | val_loss: 0.0311654 | Time: 1253.86 ms
[2022-03-13 18:45:48	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.031166 | val_loss: 0.0311809 | Time: 1537.95 ms
[2022-03-13 18:45:49	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311778 | val_loss: 0.0311824 | Time: 1149.02 ms
[2022-03-13 18:45:50	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311767 | val_loss: 0.0311813 | Time: 1424.35 ms
[2022-03-13 18:45:51	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311754 | val_loss: 0.0311811 | Time: 1116.1 ms
[2022-03-13 18:45:53	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031176 | val_loss: 0.0311851 | Time: 1455.05 ms
[2022-03-13 18:45:54	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311768 | val_loss: 0.031186 | Time: 1119.87 ms
[2022-03-13 18:45:56	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311751 | val_loss: 0.0311888 | Time: 1461.59 ms
[2022-03-13 18:45:57	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311741 | val_loss: 0.0311826 | Time: 1232.81 ms
[2022-03-13 18:45:58	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311725 | val_loss: 0.0311817 | Time: 1455.87 ms
[2022-03-13 18:45:59	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311737 | val_loss: 0.0311827 | Time: 1102.6 ms
[2022-03-13 18:46:01	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311719 | val_loss: 0.0311813 | Time: 1449.02 ms
[2022-03-13 18:46:02	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311713 | val_loss: 0.031184 | Time: 1109.41 ms
[2022-03-13 18:46:03	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311708 | val_loss: 0.0311794 | Time: 1425.17 ms
[2022-03-13 18:46:04	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311701 | val_loss: 0.0311785 | Time: 1122.74 ms
[2022-03-13 18:46:06	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.03117 | val_loss: 0.0311795 | Time: 1411.39 ms
[2022-03-13 18:46:07	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311694 | val_loss: 0.0311791 | Time: 1174.88 ms
[2022-03-13 18:46:08	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311692 | val_loss: 0.0311768 | Time: 1385.7 ms
[2022-03-13 18:46:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311675 | val_loss: 0.0311771 | Time: 1200.28 ms
[2022-03-13 18:46:11	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311663 | val_loss: 0.0311767 | Time: 1348.02 ms
[2022-03-13 18:46:12	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311679 | val_loss: 0.0311894 | Time: 1217.29 ms
[2022-03-13 18:46:14	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311702 | val_loss: 0.0311771 | Time: 1329.32 ms
[2022-03-13 18:46:15	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311667 | val_loss: 0.0311776 | Time: 1252.27 ms
[2022-03-13 18:46:16	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311675 | val_loss: 0.0311785 | Time: 1301.31 ms
[2022-03-13 18:46:18	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311659 | val_loss: 0.0311793 | Time: 1461.89 ms
[2022-03-13 18:46:19	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311649 | val_loss: 0.0311769 | Time: 1234.94 ms
[2022-03-13 18:46:20	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311665 | val_loss: 0.0311766 | Time: 1373.28 ms
[2022-03-13 18:46:21	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311675 | val_loss: 0.0311781 | Time: 1197.94 ms
[2022-03-13 18:46:23	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311664 | val_loss: 0.0311763 | Time: 1433.02 ms
[2022-03-13 18:46:24	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311683 | val_loss: 0.0311779 | Time: 1121.95 ms
[2022-03-13 18:46:25	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311669 | val_loss: 0.0311808 | Time: 1422.11 ms
[2022-03-13 18:46:27	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031167 | val_loss: 0.0311784 | Time: 1249.34 ms
[2022-03-13 18:46:28	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311651 | val_loss: 0.0311793 | Time: 1450.29 ms
[2022-03-13 18:46:29	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031165 | val_loss: 0.0311787 | Time: 1112.55 ms
[2022-03-13 18:46:31	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311646 | val_loss: 0.0311777 | Time: 1452.35 ms
[2022-03-13 18:46:32	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311656 | val_loss: 0.0311808 | Time: 1481.45 ms
[2022-03-13 18:46:34	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311644 | val_loss: 0.0311783 | Time: 1329.05 ms
[2022-03-13 18:46:35	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311661 | val_loss: 0.0311823 | Time: 1208.93 ms
[2022-03-13 18:46:36	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311694 | val_loss: 0.0311767 | Time: 1309.06 ms
[2022-03-13 18:46:37	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311686 | val_loss: 0.0311767 | Time: 1279.11 ms
[2022-03-13 18:46:39	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311669 | val_loss: 0.0311761 | Time: 1275.24 ms
[2022-03-13 18:46:40	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311666 | val_loss: 0.0311752 | Time: 1269.21 ms
[2022-03-13 18:46:41	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311649 | val_loss: 0.0311756 | Time: 1469.58 ms
[2022-03-13 18:46:43	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311668 | val_loss: 0.0311761 | Time: 1411.88 ms
[2022-03-13 18:46:44	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311667 | val_loss: 0.0311839 | Time: 1142.55 ms
[2022-03-13 18:46:45	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311696 | val_loss: 0.0311787 | Time: 1431.24 ms
[2022-03-13 18:46:47	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311664 | val_loss: 0.0311792 | Time: 1120.51 ms
[2022-03-13 18:46:48	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311694 | val_loss: 0.0311885 | Time: 1421.34 ms
[2022-03-13 18:46:49	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311714 | val_loss: 0.0311792 | Time: 1112.42 ms
[2022-03-13 18:46:51	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311705 | val_loss: 0.0311786 | Time: 1452.75 ms
[2022-03-13 18:46:52	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311663 | val_loss: 0.0311741 | Time: 1109.47 ms
[2022-03-13 18:46:53	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311645 | val_loss: 0.0311754 | Time: 1418.49 ms
[2022-03-13 18:46:54	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311647 | val_loss: 0.0311797 | Time: 1107.79 ms
[2022-03-13 18:46:56	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031165 | val_loss: 0.0311765 | Time: 1605.57 ms
[2022-03-13 18:46:57	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311653 | val_loss: 0.0311766 | Time: 1129.51 ms
[2022-03-13 18:46:58	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.031168 | val_loss: 0.0311746 | Time: 1406.32 ms
[2022-03-13 18:47:00	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311671 | val_loss: 0.0311748 | Time: 1144.52 ms
[2022-03-13 18:47:01	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311654 | val_loss: 0.0311741 | Time: 1391.95 ms
[2022-03-13 18:47:02	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311656 | val_loss: 0.0311755 | Time: 1172.57 ms
[2022-03-13 18:47:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311674 | val_loss: 0.0311785 | Time: 1373.54 ms
[2022-03-13 18:47:05	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031166 | val_loss: 0.031176 | Time: 1201.75 ms
[2022-03-13 18:47:06	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311671 | val_loss: 0.0311797 | Time: 1352.95 ms
[2022-03-13 18:47:07	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311678 | val_loss: 0.031178 | Time: 1250.72 ms
[2022-03-13 18:47:09	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311679 | val_loss: 0.0311778 | Time: 1313.19 ms
[2022-03-13 18:47:10	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311662 | val_loss: 0.0311786 | Time: 1299.02 ms
[2022-03-13 18:47:11	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311656 | val_loss: 0.0311804 | Time: 1267.33 ms
[2022-03-13 18:47:13	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031165 | val_loss: 0.03118 | Time: 1331.18 ms
[2022-03-13 18:47:14	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311656 | val_loss: 0.0311767 | Time: 1240.9 ms
[2022-03-13 18:47:15	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311658 | val_loss: 0.0311783 | Time: 1367.78 ms
[2022-03-13 18:47:16	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311663 | val_loss: 0.0311761 | Time: 1168.33 ms
[2022-03-13 18:47:18	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311664 | val_loss: 0.0311764 | Time: 1410.44 ms
[2022-03-13 18:47:19	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311652 | val_loss: 0.031177 | Time: 1337.04 ms
[2022-03-13 18:47:21	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311638 | val_loss: 0.0311808 | Time: 1452.64 ms
[2022-03-13 18:47:22	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311637 | val_loss: 0.031179 | Time: 1108.12 ms
[2022-03-13 18:47:23	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311654 | val_loss: 0.0311744 | Time: 1420.97 ms
[2022-03-13 18:47:24	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311649 | val_loss: 0.0311776 | Time: 1113.29 ms
[2022-03-13 18:47:26	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311631 | val_loss: 0.0311786 | Time: 1446.32 ms
[2022-03-13 18:47:27	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311637 | val_loss: 0.0311769 | Time: 1116.28 ms
[2022-03-13 18:47:28	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.031163 | val_loss: 0.0311785 | Time: 1458.73 ms
[2022-03-13 18:47:30	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031163 | val_loss: 0.031177 | Time: 1124 ms
[2022-03-13 18:47:31	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311628 | val_loss: 0.0311773 | Time: 1379.86 ms
[2022-03-13 18:47:33	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311635 | val_loss: 0.0311759 | Time: 1560.39 ms
[2022-03-13 18:47:34	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311632 | val_loss: 0.0311758 | Time: 1265.51 ms
[2022-03-13 18:47:35	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311628 | val_loss: 0.0311772 | Time: 1565.65 ms
[2022-03-13 18:47:37	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311627 | val_loss: 0.0311802 | Time: 1140.86 ms
[2022-03-13 18:47:38	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031162 | val_loss: 0.0311771 | Time: 1418.67 ms
[2022-03-13 18:47:39	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311627 | val_loss: 0.0311785 | Time: 1108.74 ms
[2022-03-13 18:47:41	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311624 | val_loss: 0.0311766 | Time: 1529.05 ms
[2022-03-13 18:47:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311635 | val_loss: 0.031178 | Time: 1181.01 ms
[2022-03-13 18:47:43	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311628 | val_loss: 0.0311767 | Time: 1461.01 ms
[2022-03-13 18:47:44	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311621 | val_loss: 0.0311785 | Time: 1108.91 ms
[2022-03-13 18:47:46	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311623 | val_loss: 0.0311779 | Time: 1435.98 ms
[2022-03-13 18:47:47	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311634 | val_loss: 0.0311771 | Time: 1113.45 ms
[2022-03-13 18:47:48	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311611 | val_loss: 0.0311766 | Time: 1425.46 ms
[2022-03-13 18:47:49	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311613 | val_loss: 0.0311799 | Time: 1116.07 ms
[2022-03-13 18:47:51	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311632 | val_loss: 0.0311762 | Time: 1429.78 ms
[2022-03-13 18:47:52	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311605 | val_loss: 0.031179 | Time: 1111.22 ms
[2022-03-13 18:47:53	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311607 | val_loss: 0.0311789 | Time: 1390.64 ms
[2022-03-13 18:47:55	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311612 | val_loss: 0.0311795 | Time: 1139.48 ms
[2022-03-13 18:47:56	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311598 | val_loss: 0.0311765 | Time: 1400.18 ms
[2022-03-13 18:47:57	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311602 | val_loss: 0.0311768 | Time: 1172.64 ms
[2022-03-13 18:47:59	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311607 | val_loss: 0.0311779 | Time: 1362.83 ms
[2022-03-13 18:48:00	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311603 | val_loss: 0.031179 | Time: 1154.06 ms
[2022-03-13 18:48:01	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311601 | val_loss: 0.0311789 | Time: 1348.14 ms
[2022-03-13 18:48:02	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311598 | val_loss: 0.0311773 | Time: 1177.59 ms
[2022-03-13 18:48:04	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311599 | val_loss: 0.0311784 | Time: 1368.38 ms
[2022-03-13 18:48:05	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311594 | val_loss: 0.03118 | Time: 1461.69 ms
[2022-03-13 18:48:06	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311611 | val_loss: 0.0311807 | Time: 1253.49 ms
[2022-03-13 18:48:08	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311613 | val_loss: 0.0311791 | Time: 1297.5 ms
[2022-03-13 18:48:09	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311628 | val_loss: 0.0311819 | Time: 1216.28 ms
[2022-03-13 18:48:10	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311632 | val_loss: 0.0311804 | Time: 1212.05 ms
[2022-03-13 18:48:11	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311625 | val_loss: 0.0311801 | Time: 1126.61 ms
[2022-03-13 18:48:12	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311618 | val_loss: 0.0311787 | Time: 1139.07 ms
[2022-03-13 18:48:14	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311622 | val_loss: 0.0311826 | Time: 1167.19 ms
[2022-03-13 18:48:15	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311604 | val_loss: 0.0311807 | Time: 1128.68 ms
[2022-03-13 18:48:16	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311612 | val_loss: 0.031176 | Time: 1219.1 ms
[2022-03-13 18:48:17	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311622 | val_loss: 0.0311794 | Time: 1110.27 ms
[2022-03-13 18:48:18	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311604 | val_loss: 0.0311767 | Time: 1292.9 ms
[2022-03-13 18:48:19	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311599 | val_loss: 0.0311772 | Time: 1147.84 ms
[2022-03-13 18:48:21	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311596 | val_loss: 0.0311778 | Time: 1245.09 ms
[2022-03-13 18:48:22	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311591 | val_loss: 0.0311774 | Time: 1109.19 ms
[2022-03-13 18:48:23	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031159 | val_loss: 0.0311774 | Time: 1241.53 ms
[2022-03-13 18:48:24	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311603 | val_loss: 0.0311777 | Time: 1115.53 ms
[2022-03-13 18:48:26	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311596 | val_loss: 0.0311826 | Time: 1420.78 ms
[2022-03-13 18:48:27	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311593 | val_loss: 0.0311765 | Time: 1102.33 ms
[2022-03-13 18:48:28	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311583 | val_loss: 0.0311803 | Time: 1252 ms
[2022-03-13 18:48:29	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311586 | val_loss: 0.0311753 | Time: 1102.79 ms
[2022-03-13 18:48:30	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311587 | val_loss: 0.0311794 | Time: 1187.6 ms
[2022-03-13 18:48:31	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311597 | val_loss: 0.0311761 | Time: 1113.74 ms
[2022-03-13 18:48:33	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311581 | val_loss: 0.0311785 | Time: 1219.05 ms
[2022-03-13 18:48:34	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311594 | val_loss: 0.0311756 | Time: 1139.16 ms
[2022-03-13 18:48:35	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311586 | val_loss: 0.0311755 | Time: 1189.45 ms
[2022-03-13 18:48:36	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311585 | val_loss: 0.0311751 | Time: 1163.03 ms
[2022-03-13 18:48:37	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311591 | val_loss: 0.031179 | Time: 1152.97 ms
[2022-03-13 18:48:39	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311589 | val_loss: 0.0311763 | Time: 1198.85 ms
[2022-03-13 18:48:40	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311583 | val_loss: 0.0311771 | Time: 1246.41 ms
[2022-03-13 18:48:41	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311599 | val_loss: 0.031178 | Time: 1196.19 ms
[2022-03-13 18:48:42	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311613 | val_loss: 0.0311803 | Time: 1123.05 ms
[2022-03-13 18:48:43	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311611 | val_loss: 0.0311804 | Time: 1228.21 ms
[2022-03-13 18:48:44	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311606 | val_loss: 0.0311792 | Time: 1102.74 ms
[2022-03-13 18:48:46	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311599 | val_loss: 0.0311862 | Time: 1261.46 ms
[2022-03-13 18:48:47	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311608 | val_loss: 0.0311844 | Time: 1107.13 ms
[2022-03-13 18:48:48	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311642 | val_loss: 0.0311815 | Time: 1232.75 ms
[2022-03-13 18:48:49	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311595 | val_loss: 0.0311751 | Time: 1101.66 ms
[2022-03-13 18:48:50	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311624 | val_loss: 0.031175 | Time: 1205.81 ms
[2022-03-13 18:48:51	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311611 | val_loss: 0.0311744 | Time: 1128.36 ms
[2022-03-13 18:48:53	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031165 | val_loss: 0.0311768 | Time: 1170.13 ms
[2022-03-13 18:48:54	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311625 | val_loss: 0.0311726 | Time: 1149.26 ms
[2022-03-13 18:48:55	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031162 | val_loss: 0.0311758 | Time: 1284.53 ms
[2022-03-13 18:48:56	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311629 | val_loss: 0.0311724 | Time: 1156.86 ms
[2022-03-13 18:48:57	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311636 | val_loss: 0.0311728 | Time: 1150.17 ms
[2022-03-13 18:48:59	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311633 | val_loss: 0.0311719 | Time: 1180.25 ms
[2022-03-13 18:49:00	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311661 | val_loss: 0.0311737 | Time: 1138.84 ms
[2022-03-13 18:49:01	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311642 | val_loss: 0.0311709 | Time: 1243.8 ms
[2022-03-13 18:49:02	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311635 | val_loss: 0.0311734 | Time: 1231.19 ms
[2022-03-13 18:49:03	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.031166 | val_loss: 0.031175 | Time: 1186.13 ms
[2022-03-13 18:49:05	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311654 | val_loss: 0.0311707 | Time: 1112.04 ms
[2022-03-13 18:49:06	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311696 | val_loss: 0.0311696 | Time: 1203.26 ms
[2022-03-13 18:49:07	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311716 | val_loss: 0.0311717 | Time: 1114.44 ms
[2022-03-13 18:49:08	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031169 | val_loss: 0.0311715 | Time: 1216.09 ms
[2022-03-13 18:49:09	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311687 | val_loss: 0.0311746 | Time: 1102.56 ms
[2022-03-13 18:49:10	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311688 | val_loss: 0.0311719 | Time: 1224.41 ms
[2022-03-13 18:49:12	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311661 | val_loss: 0.0311715 | Time: 1110.62 ms
[2022-03-13 18:49:13	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311658 | val_loss: 0.0311732 | Time: 1189.46 ms
[2022-03-13 18:49:14	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311676 | val_loss: 0.0311749 | Time: 1130.94 ms
[2022-03-13 18:49:15	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311675 | val_loss: 0.031178 | Time: 1175.22 ms
[2022-03-13 18:49:16	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311669 | val_loss: 0.0311744 | Time: 1172.4 ms
[2022-03-13 18:49:17	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311678 | val_loss: 0.0311769 | Time: 1131.92 ms
[2022-03-13 18:49:19	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311653 | val_loss: 0.0311721 | Time: 1190.25 ms
[2022-03-13 18:49:20	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311652 | val_loss: 0.0311742 | Time: 1145.2 ms
[2022-03-13 18:49:21	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311647 | val_loss: 0.0311708 | Time: 1175.26 ms
[2022-03-13 18:49:22	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311612 | val_loss: 0.0311723 | Time: 1110.08 ms
[2022-03-13 18:49:23	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311619 | val_loss: 0.0311741 | Time: 1243.74 ms
[2022-03-13 18:49:24	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311628 | val_loss: 0.0311715 | Time: 1102.12 ms
[2022-03-13 18:49:26	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311613 | val_loss: 0.0311731 | Time: 1235.77 ms
[2022-03-13 18:49:27	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311621 | val_loss: 0.0311704 | Time: 1119.2 ms
[2022-03-13 18:49:28	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311613 | val_loss: 0.0311678 | Time: 1361.3 ms
[2022-03-13 18:49:29	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311621 | val_loss: 0.0311711 | Time: 1107.32 ms
[2022-03-13 18:49:31	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311636 | val_loss: 0.0311706 | Time: 1443.51 ms
[2022-03-13 18:49:32	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311623 | val_loss: 0.0311689 | Time: 1260.51 ms
[2022-03-13 18:49:33	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311625 | val_loss: 0.0311698 | Time: 1431.1 ms
[2022-03-13 18:49:35	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311606 | val_loss: 0.0311711 | Time: 1124.4 ms
[2022-03-13 18:49:36	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311604 | val_loss: 0.0311675 | Time: 1441.21 ms
[2022-03-13 18:49:37	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311595 | val_loss: 0.0311685 | Time: 1162.03 ms
[2022-03-13 18:49:39	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311625 | val_loss: 0.0311701 | Time: 1387.09 ms
[2022-03-13 18:49:40	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311616 | val_loss: 0.0311684 | Time: 1177.44 ms
[2022-03-13 18:49:41	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311608 | val_loss: 0.0311709 | Time: 1358.84 ms
[2022-03-13 18:49:42	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311616 | val_loss: 0.0311678 | Time: 1218.51 ms
[2022-03-13 18:49:44	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311593 | val_loss: 0.0311671 | Time: 1341.02 ms
[2022-03-13 18:49:45	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311579 | val_loss: 0.0311699 | Time: 1278.49 ms
[2022-03-13 18:49:46	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311583 | val_loss: 0.031168 | Time: 1284.91 ms
[2022-03-13 18:49:48	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311567 | val_loss: 0.0311687 | Time: 1276.02 ms
[2022-03-13 18:49:49	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311568 | val_loss: 0.0311718 | Time: 1271.29 ms
[2022-03-13 18:49:50	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031157 | val_loss: 0.0311685 | Time: 1531.68 ms
[2022-03-13 18:49:52	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311572 | val_loss: 0.0311672 | Time: 1166.77 ms
[2022-03-13 18:49:53	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311575 | val_loss: 0.03117 | Time: 1414.16 ms
[2022-03-13 18:49:54	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311579 | val_loss: 0.031168 | Time: 1119.21 ms
[2022-03-13 18:49:56	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311608 | val_loss: 0.0311714 | Time: 1439.08 ms
[2022-03-13 18:49:57	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.03116 | val_loss: 0.0311684 | Time: 1114.42 ms
[2022-03-13 18:49:58	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311574 | val_loss: 0.0311674 | Time: 1451.63 ms
[2022-03-13 18:49:59	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031156 | val_loss: 0.0311685 | Time: 1102.79 ms
[2022-03-13 18:50:01	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031157 | val_loss: 0.0311675 | Time: 1403.53 ms
[2022-03-13 18:50:02	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311629 | val_loss: 0.031173 | Time: 1112.3 ms
[2022-03-13 18:50:03	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311678 | val_loss: 0.0311722 | Time: 1433.2 ms
[2022-03-13 18:50:04	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311676 | val_loss: 0.0311707 | Time: 1108.04 ms
[2022-03-13 18:50:06	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.031167 | val_loss: 0.0311738 | Time: 1459.31 ms
[2022-03-13 18:50:07	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311658 | val_loss: 0.0311689 | Time: 1102.5 ms
[2022-03-13 18:50:08	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311637 | val_loss: 0.0311676 | Time: 1434.41 ms
[2022-03-13 18:50:09	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311626 | val_loss: 0.031168 | Time: 1101.05 ms
[2022-03-13 18:50:11	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311619 | val_loss: 0.031166 | Time: 1431.81 ms
[2022-03-13 18:50:12	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311622 | val_loss: 0.0311682 | Time: 1114.05 ms
[2022-03-13 18:50:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311642 | val_loss: 0.031169 | Time: 1613.06 ms
[2022-03-13 18:50:15	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.031164 | val_loss: 0.0311703 | Time: 1213.11 ms
[2022-03-13 18:50:16	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311629 | val_loss: 0.0311671 | Time: 1307.27 ms
[2022-03-13 18:50:17	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031161 | val_loss: 0.0311709 | Time: 1252.02 ms
[2022-03-13 18:50:19	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311612 | val_loss: 0.0311699 | Time: 1303.89 ms
[2022-03-13 18:50:20	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311602 | val_loss: 0.0311678 | Time: 1308.62 ms
[2022-03-13 18:50:21	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311593 | val_loss: 0.0311678 | Time: 1238.77 ms
[2022-03-13 18:50:23	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311586 | val_loss: 0.0311676 | Time: 1306.13 ms
[2022-03-13 18:50:24	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311583 | val_loss: 0.0311685 | Time: 1393.86 ms
[2022-03-13 18:50:26	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311588 | val_loss: 0.0311695 | Time: 1419.13 ms
[2022-03-13 18:50:27	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311595 | val_loss: 0.0311658 | Time: 1119.67 ms
[2022-03-13 18:50:28	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311597 | val_loss: 0.0311677 | Time: 1459.94 ms
[2022-03-13 18:50:29	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311583 | val_loss: 0.0311661 | Time: 1110.01 ms
[2022-03-13 18:50:31	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311585 | val_loss: 0.0311659 | Time: 1433.85 ms
[2022-03-13 18:50:32	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311576 | val_loss: 0.0311646 | Time: 1112.59 ms
[2022-03-13 18:50:33	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311579 | val_loss: 0.0311672 | Time: 1444.06 ms
[2022-03-13 18:50:34	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311622 | val_loss: 0.0311675 | Time: 1100.41 ms
[2022-03-13 18:50:36	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311592 | val_loss: 0.0311693 | Time: 1455.21 ms
[2022-03-13 18:50:37	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311592 | val_loss: 0.0311676 | Time: 1104.85 ms
[2022-03-13 18:50:38	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311582 | val_loss: 0.0311663 | Time: 1453.21 ms
[2022-03-13 18:50:39	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311573 | val_loss: 0.0311675 | Time: 1116.13 ms
[2022-03-13 18:50:41	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311573 | val_loss: 0.0311663 | Time: 1663.38 ms
[2022-03-13 18:50:42	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311567 | val_loss: 0.0311677 | Time: 1181.53 ms
[2022-03-13 18:50:44	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311563 | val_loss: 0.031165 | Time: 1355.9 ms
[2022-03-13 18:50:45	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311555 | val_loss: 0.0311687 | Time: 1210.72 ms
[2022-03-13 18:50:46	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.031157 | val_loss: 0.0311676 | Time: 1327.03 ms
[2022-03-13 18:50:48	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311585 | val_loss: 0.0311711 | Time: 1256.59 ms
[2022-03-13 18:50:49	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311583 | val_loss: 0.0311668 | Time: 1297.32 ms
[2022-03-13 18:50:50	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311579 | val_loss: 0.0311681 | Time: 1494.25 ms
[2022-03-13 18:50:51	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311627 | val_loss: 0.0311679 | Time: 1187.49 ms
[2022-03-13 18:50:53	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311582 | val_loss: 0.0311674 | Time: 1363.75 ms
[2022-03-13 18:50:54	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.031156 | val_loss: 0.0311681 | Time: 1187.23 ms
[2022-03-13 18:50:55	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311556 | val_loss: 0.0311687 | Time: 1393.51 ms
[2022-03-13 18:50:57	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311548 | val_loss: 0.0311687 | Time: 1143.74 ms
[2022-03-13 18:50:58	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311572 | val_loss: 0.0311701 | Time: 1449.09 ms
[2022-03-13 18:50:59	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311569 | val_loss: 0.0311701 | Time: 1105.32 ms
[2022-03-13 18:51:01	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311562 | val_loss: 0.0311666 | Time: 1574.23 ms
[2022-03-13 18:51:02	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311541 | val_loss: 0.031167 | Time: 1143.06 ms
[2022-03-13 18:51:03	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311534 | val_loss: 0.0311654 | Time: 1457.09 ms
[2022-03-13 18:51:05	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311551 | val_loss: 0.0311664 | Time: 1107.8 ms
[2022-03-13 18:51:06	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311545 | val_loss: 0.0311641 | Time: 1411.61 ms
[2022-03-13 18:51:07	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311544 | val_loss: 0.0311692 | Time: 1133.08 ms
[2022-03-13 18:51:09	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311555 | val_loss: 0.0311664 | Time: 1418.37 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070)
[2022-03-18 18:46:22	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-18 18:46:22	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-18 18:46:22	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-18 18:46:22	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-18 18:46:22	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-18 18:46:22	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-18 18:46:22	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-18 18:46:22	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-18 18:46:22	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-18 18:46:22	                main:474]	:	INFO	:	Configuration: 
[2022-03-18 18:46:22	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-18 18:46:22	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-18 18:46:22	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-18 18:46:22	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-18 18:46:22	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-18 18:46:22	                main:480]	:	INFO	:	    Patience: 10
[2022-03-18 18:46:22	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-18 18:46:22	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-18 18:46:22	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-18 18:46:22	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-18 18:46:22	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-18 18:46:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-18 18:46:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-18 19:04:50	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-18 19:04:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-18 19:04:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-18 19:04:50	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-18 19:04:50	                main:494]	:	INFO	:	Creating Model
[2022-03-18 19:04:50	                main:507]	:	INFO	:	Preparing config file
[2022-03-18 19:04:50	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-18 19:04:50	                main:512]	:	INFO	:	Loading config
[2022-03-18 19:04:50	                main:514]	:	INFO	:	Loading state
[2022-03-18 19:19:19	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-18 19:19:19	                main:562]	:	INFO	:	Starting Training
[2022-03-18 19:20:35	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311873 | val_loss: 0.0311773 | Time: 75525.5 ms
[2022-03-18 19:20:36	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311656 | val_loss: 0.0311705 | Time: 1101.92 ms
[2022-03-18 19:20:37	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311613 | val_loss: 0.0311679 | Time: 1106.95 ms
[2022-03-18 19:20:38	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311605 | val_loss: 0.0311696 | Time: 1102.01 ms
[2022-03-18 19:20:39	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311591 | val_loss: 0.0311644 | Time: 1105.98 ms
[2022-03-18 19:20:40	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311572 | val_loss: 0.0311655 | Time: 1106.12 ms
[2022-03-18 19:20:41	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311567 | val_loss: 0.0311668 | Time: 1104.02 ms
[2022-03-18 19:20:43	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311578 | val_loss: 0.0311663 | Time: 1105.18 ms
[2022-03-18 19:20:44	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311574 | val_loss: 0.0311666 | Time: 1101.97 ms
[2022-03-18 19:20:45	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311571 | val_loss: 0.0311643 | Time: 1105.72 ms
[2022-03-18 19:20:46	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311555 | val_loss: 0.0311686 | Time: 1105.35 ms
[2022-03-18 19:20:47	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311545 | val_loss: 0.0311675 | Time: 1104.19 ms
[2022-03-18 19:20:48	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311555 | val_loss: 0.0311656 | Time: 1101.61 ms
[2022-03-18 19:20:49	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311586 | val_loss: 0.031168 | Time: 1110.43 ms
[2022-03-18 19:20:50	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311561 | val_loss: 0.0311658 | Time: 1106.71 ms
[2022-03-18 19:20:51	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311566 | val_loss: 0.0311668 | Time: 1106.2 ms
[2022-03-18 19:20:53	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311561 | val_loss: 0.0311676 | Time: 1105.71 ms
[2022-03-18 19:20:54	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311556 | val_loss: 0.0311657 | Time: 1102.18 ms
[2022-03-18 19:20:55	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311547 | val_loss: 0.0311671 | Time: 1103.39 ms
[2022-03-18 19:20:56	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311546 | val_loss: 0.0311649 | Time: 1113.47 ms
[2022-03-18 19:20:57	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311541 | val_loss: 0.0311648 | Time: 1115.1 ms
[2022-03-18 19:20:58	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311551 | val_loss: 0.0311692 | Time: 1101.76 ms
[2022-03-18 19:20:59	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311547 | val_loss: 0.0311694 | Time: 1105.35 ms
[2022-03-18 19:21:00	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311557 | val_loss: 0.031169 | Time: 1107.98 ms
[2022-03-18 19:21:01	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311535 | val_loss: 0.031165 | Time: 1103.01 ms
[2022-03-18 19:21:03	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311532 | val_loss: 0.0311682 | Time: 1115.81 ms
[2022-03-18 19:21:04	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311593 | val_loss: 0.0311721 | Time: 1100.69 ms
[2022-03-18 19:21:05	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.03116 | val_loss: 0.0311719 | Time: 1100.51 ms
[2022-03-18 19:21:06	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031159 | val_loss: 0.0311722 | Time: 1104.04 ms
[2022-03-18 19:21:07	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311573 | val_loss: 0.0311708 | Time: 1100.47 ms
[2022-03-18 19:21:08	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311585 | val_loss: 0.031172 | Time: 1108.15 ms
[2022-03-18 19:21:09	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311599 | val_loss: 0.0311737 | Time: 1102.72 ms
[2022-03-18 19:21:10	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311587 | val_loss: 0.0311738 | Time: 1106.2 ms
[2022-03-18 19:21:11	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311582 | val_loss: 0.0311717 | Time: 1103.3 ms
[2022-03-18 19:21:13	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311555 | val_loss: 0.0311702 | Time: 1112.5 ms
[2022-03-18 19:21:14	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031154 | val_loss: 0.031171 | Time: 1106.06 ms
[2022-03-18 19:21:15	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311539 | val_loss: 0.031173 | Time: 1114.13 ms
[2022-03-18 19:21:16	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311542 | val_loss: 0.0311683 | Time: 1106.04 ms
[2022-03-18 19:21:17	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311542 | val_loss: 0.031167 | Time: 1111.98 ms
[2022-03-18 19:21:18	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311539 | val_loss: 0.0311694 | Time: 1108.26 ms
[2022-03-18 19:21:19	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311572 | val_loss: 0.0311701 | Time: 1107.29 ms
[2022-03-18 19:21:20	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311589 | val_loss: 0.0311721 | Time: 1104.57 ms
[2022-03-18 19:21:22	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311572 | val_loss: 0.0311694 | Time: 1107.42 ms
[2022-03-18 19:21:23	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311549 | val_loss: 0.0311718 | Time: 1102.85 ms
[2022-03-18 19:21:24	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.031155 | val_loss: 0.0311744 | Time: 1108.48 ms
[2022-03-18 19:21:25	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311559 | val_loss: 0.0311699 | Time: 1105.28 ms
[2022-03-18 19:21:26	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311565 | val_loss: 0.0311689 | Time: 1109.91 ms
[2022-03-18 19:21:27	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311553 | val_loss: 0.0311659 | Time: 1110.77 ms
[2022-03-18 19:21:28	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311547 | val_loss: 0.0311673 | Time: 1105.18 ms
[2022-03-18 19:21:29	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311552 | val_loss: 0.0311685 | Time: 1103.2 ms
[2022-03-18 19:21:30	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311531 | val_loss: 0.0311689 | Time: 1123.62 ms
[2022-03-18 19:21:32	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311544 | val_loss: 0.031166 | Time: 1112.89 ms
[2022-03-18 19:21:33	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311535 | val_loss: 0.0311677 | Time: 1106.07 ms
[2022-03-18 19:21:34	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031152 | val_loss: 0.0311669 | Time: 1105.38 ms
[2022-03-18 19:21:35	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311535 | val_loss: 0.0311667 | Time: 1109.43 ms
[2022-03-18 19:21:36	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311523 | val_loss: 0.0311656 | Time: 1105.15 ms
[2022-03-18 19:21:37	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311531 | val_loss: 0.0311653 | Time: 1104.79 ms
[2022-03-18 19:21:38	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311523 | val_loss: 0.0311646 | Time: 1105.94 ms
[2022-03-18 19:21:39	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311515 | val_loss: 0.0311662 | Time: 1113.37 ms
[2022-03-18 19:21:41	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311511 | val_loss: 0.0311682 | Time: 1112.69 ms
[2022-03-18 19:21:42	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311539 | val_loss: 0.0311653 | Time: 1106.54 ms
[2022-03-18 19:21:43	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311511 | val_loss: 0.0311659 | Time: 1115.38 ms
[2022-03-18 19:21:44	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311514 | val_loss: 0.0311688 | Time: 1106.61 ms
[2022-03-18 19:21:45	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311542 | val_loss: 0.0311703 | Time: 1106.39 ms
[2022-03-18 19:21:46	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311505 | val_loss: 0.031169 | Time: 1104.44 ms
[2022-03-18 19:21:47	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311494 | val_loss: 0.0311697 | Time: 1102.62 ms
[2022-03-18 19:21:48	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311507 | val_loss: 0.0311731 | Time: 1101.33 ms
[2022-03-18 19:21:49	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311494 | val_loss: 0.0311707 | Time: 1111.58 ms
[2022-03-18 19:21:51	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311509 | val_loss: 0.0311646 | Time: 1113.29 ms
[2022-03-18 19:21:52	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311514 | val_loss: 0.0311662 | Time: 1118.43 ms
[2022-03-18 19:21:53	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311498 | val_loss: 0.0311627 | Time: 1103.5 ms
[2022-03-18 19:21:54	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311523 | val_loss: 0.0311668 | Time: 1119.86 ms
[2022-03-18 19:21:55	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311531 | val_loss: 0.0311647 | Time: 1115.73 ms
[2022-03-18 19:21:56	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311527 | val_loss: 0.0311644 | Time: 1111.49 ms
[2022-03-18 19:21:57	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311512 | val_loss: 0.0311642 | Time: 1110.07 ms
[2022-03-18 19:21:58	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311513 | val_loss: 0.0311684 | Time: 1101.47 ms
[2022-03-18 19:22:00	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311508 | val_loss: 0.0311626 | Time: 1102.7 ms
[2022-03-18 19:22:01	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311568 | val_loss: 0.0311638 | Time: 1104.02 ms
[2022-03-18 19:22:02	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311571 | val_loss: 0.031161 | Time: 1104.76 ms
[2022-03-18 19:22:03	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311572 | val_loss: 0.0311632 | Time: 1108.59 ms
[2022-03-18 19:22:04	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311563 | val_loss: 0.0311616 | Time: 1104.69 ms
[2022-03-18 19:22:05	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311556 | val_loss: 0.0311591 | Time: 1101.64 ms
[2022-03-18 19:22:06	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311542 | val_loss: 0.0311602 | Time: 1099.46 ms
[2022-03-18 19:22:07	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311536 | val_loss: 0.0311619 | Time: 1103.28 ms
[2022-03-18 19:22:08	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311527 | val_loss: 0.0311629 | Time: 1113.33 ms
[2022-03-18 19:22:10	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311532 | val_loss: 0.0311627 | Time: 1103.61 ms
[2022-03-18 19:22:11	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311549 | val_loss: 0.031161 | Time: 1107.31 ms
[2022-03-18 19:22:12	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311535 | val_loss: 0.0311603 | Time: 1117.96 ms
[2022-03-18 19:22:13	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311556 | val_loss: 0.0311617 | Time: 1104.57 ms
[2022-03-18 19:22:14	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311542 | val_loss: 0.0311631 | Time: 1105.83 ms
[2022-03-18 19:22:15	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.031152 | val_loss: 0.0311595 | Time: 1118.64 ms
[2022-03-18 19:22:16	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311507 | val_loss: 0.0311604 | Time: 1106.63 ms
[2022-03-18 19:22:17	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311501 | val_loss: 0.0311622 | Time: 1111.49 ms
[2022-03-18 19:22:18	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311566 | val_loss: 0.0311682 | Time: 1112.83 ms
[2022-03-18 19:22:20	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311562 | val_loss: 0.0311619 | Time: 1109.66 ms
[2022-03-18 19:22:21	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031156 | val_loss: 0.0311614 | Time: 1118.87 ms
[2022-03-18 19:22:22	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311551 | val_loss: 0.0311622 | Time: 1111.01 ms
[2022-03-18 19:22:23	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311551 | val_loss: 0.0311645 | Time: 1111.88 ms
[2022-03-18 19:22:24	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311534 | val_loss: 0.0311591 | Time: 1109.43 ms
[2022-03-18 19:22:25	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311511 | val_loss: 0.0311596 | Time: 1106.42 ms
[2022-03-18 19:22:26	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311526 | val_loss: 0.0311623 | Time: 1107.56 ms
[2022-03-18 19:22:27	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311528 | val_loss: 0.0311602 | Time: 1108.55 ms
[2022-03-18 19:22:29	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031151 | val_loss: 0.0311573 | Time: 1104.46 ms
[2022-03-18 19:22:30	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311508 | val_loss: 0.0311587 | Time: 1109.18 ms
[2022-03-18 19:22:31	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311509 | val_loss: 0.0311607 | Time: 1116.38 ms
[2022-03-18 19:22:32	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311515 | val_loss: 0.031163 | Time: 1117.88 ms
[2022-03-18 19:22:33	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311527 | val_loss: 0.0311628 | Time: 1114.82 ms
[2022-03-18 19:22:34	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311567 | val_loss: 0.0311698 | Time: 1106.14 ms
[2022-03-18 19:22:35	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311628 | val_loss: 0.0311659 | Time: 1104.67 ms
[2022-03-18 19:22:36	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311679 | val_loss: 0.0311666 | Time: 1113.88 ms
[2022-03-18 19:22:37	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311669 | val_loss: 0.0311709 | Time: 1107.39 ms
[2022-03-18 19:22:39	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311675 | val_loss: 0.0311688 | Time: 1102.05 ms
[2022-03-18 19:22:40	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311659 | val_loss: 0.031168 | Time: 1106.2 ms
[2022-03-18 19:22:41	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311625 | val_loss: 0.0311667 | Time: 1110.65 ms
[2022-03-18 19:22:42	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311612 | val_loss: 0.0311669 | Time: 1103.41 ms
[2022-03-18 19:22:43	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311619 | val_loss: 0.0311658 | Time: 1104.28 ms
[2022-03-18 19:22:44	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031161 | val_loss: 0.0311668 | Time: 1108.96 ms
[2022-03-18 19:22:45	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311629 | val_loss: 0.0311673 | Time: 1100.84 ms
[2022-03-18 19:22:47	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031166 | val_loss: 0.031166 | Time: 1353.56 ms
[2022-03-18 19:22:48	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311618 | val_loss: 0.0311666 | Time: 1732.92 ms
[2022-03-18 19:22:50	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311612 | val_loss: 0.0311633 | Time: 1720.45 ms
[2022-03-18 19:22:52	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311631 | val_loss: 0.0311691 | Time: 1725.41 ms
[2022-03-18 19:22:53	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.031204 | val_loss: 0.0312426 | Time: 1630.48 ms
[2022-03-18 19:23:05	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0324181 | val_loss: 0.0315418 | Time: 11158.8 ms
[2022-03-18 19:23:06	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0319582 | val_loss: 0.0315127 | Time: 1107.38 ms
[2022-03-18 19:23:07	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0313087 | val_loss: 0.0312439 | Time: 1108.51 ms
[2022-03-18 19:23:08	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312127 | val_loss: 0.0311824 | Time: 1107.73 ms
[2022-03-18 19:23:09	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311868 | val_loss: 0.0311786 | Time: 1108.93 ms
[2022-03-18 19:23:10	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311803 | val_loss: 0.0311752 | Time: 1108.98 ms
[2022-03-18 19:23:11	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311774 | val_loss: 0.0311747 | Time: 1106.19 ms
[2022-03-18 19:23:12	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311779 | val_loss: 0.0311751 | Time: 1111.2 ms
[2022-03-18 19:23:14	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311776 | val_loss: 0.0311777 | Time: 1111.67 ms
[2022-03-18 19:23:15	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311763 | val_loss: 0.0311779 | Time: 1252.22 ms
[2022-03-18 19:23:16	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311762 | val_loss: 0.0311743 | Time: 1113.75 ms
[2022-03-18 19:23:17	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311744 | val_loss: 0.0311782 | Time: 1107.07 ms
[2022-03-18 19:23:18	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311758 | val_loss: 0.0311735 | Time: 1117.62 ms
[2022-03-18 19:23:19	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311732 | val_loss: 0.0311726 | Time: 1119.21 ms
[2022-03-18 19:23:21	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311727 | val_loss: 0.0311716 | Time: 1278.34 ms
[2022-03-18 19:23:22	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311716 | val_loss: 0.031172 | Time: 1134.15 ms
[2022-03-18 19:23:23	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311749 | val_loss: 0.0311775 | Time: 1149.74 ms
[2022-03-18 19:23:24	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311741 | val_loss: 0.0311731 | Time: 1141.59 ms
[2022-03-18 19:23:25	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311725 | val_loss: 0.031173 | Time: 1155.95 ms
[2022-03-18 19:23:26	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311714 | val_loss: 0.0311742 | Time: 1112.01 ms
[2022-03-18 19:23:27	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311726 | val_loss: 0.0311737 | Time: 1107.54 ms
[2022-03-18 19:23:29	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311733 | val_loss: 0.0311735 | Time: 1105.03 ms
[2022-03-18 19:23:30	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311751 | val_loss: 0.0311743 | Time: 1109.43 ms
[2022-03-18 19:23:31	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311733 | val_loss: 0.0311733 | Time: 1271.66 ms
[2022-03-18 19:23:32	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311731 | val_loss: 0.0311805 | Time: 1113.37 ms
[2022-03-18 19:23:33	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311699 | val_loss: 0.0311726 | Time: 1105.8 ms
[2022-03-18 19:23:34	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031168 | val_loss: 0.0311736 | Time: 1114.15 ms
[2022-03-18 19:23:35	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311673 | val_loss: 0.0311721 | Time: 1113.74 ms
[2022-03-18 19:23:36	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311678 | val_loss: 0.0311718 | Time: 1109.68 ms
[2022-03-18 19:23:38	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311677 | val_loss: 0.0311705 | Time: 1239.12 ms
[2022-03-18 19:23:39	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311689 | val_loss: 0.0311733 | Time: 1113.1 ms
[2022-03-18 19:23:40	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311699 | val_loss: 0.0311723 | Time: 1111.21 ms
[2022-03-18 19:23:41	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311734 | val_loss: 0.0311704 | Time: 1117.08 ms
[2022-03-18 19:23:42	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311737 | val_loss: 0.0311714 | Time: 1112.72 ms
[2022-03-18 19:23:43	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311737 | val_loss: 0.0311712 | Time: 1107.54 ms
[2022-03-18 19:23:44	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311726 | val_loss: 0.0311733 | Time: 1108.81 ms
[2022-03-18 19:23:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311725 | val_loss: 0.0311749 | Time: 1248.7 ms
[2022-03-18 19:23:47	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311712 | val_loss: 0.0311705 | Time: 1107.57 ms
[2022-03-18 19:23:48	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311691 | val_loss: 0.031169 | Time: 1106.44 ms
[2022-03-18 19:23:49	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311676 | val_loss: 0.0311703 | Time: 1116.73 ms
[2022-03-18 19:23:49	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311703
[2022-03-18 19:23:49	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-18 19:23:49	                main:608]	:	INFO	:	Success, exiting..
19:23:49 (7120): 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)