Task 4362046

Name ParityMachine-1613194446-25702-2_0
Workunit 2426905
Created 10 Mar 2021, 0:21:09 UTC
Sent 20 Mar 2021, 11:50:48 UTC
Report deadline 27 Mar 2021, 11:50:48 UTC
Received 20 Mar 2021, 15:10:14 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4668
Run time 49 min 5 sec
CPU time 48 min 38 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,497.36 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.33 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
och 1555 | loss: 0.0308121 | val_loss: 0.0308714 | Time: 1405.76 ms
[2021-03-20 15:58:26	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0308037 | val_loss: 0.0308813 | Time: 1405.17 ms
[2021-03-20 15:58:27	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0308286 | val_loss: 0.0308662 | Time: 1401.18 ms
[2021-03-20 15:58:29	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0308086 | val_loss: 0.0308593 | Time: 1416.79 ms
[2021-03-20 15:58:30	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.03082 | val_loss: 0.0309074 | Time: 1406.93 ms
[2021-03-20 15:58:32	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0308686 | val_loss: 0.0308832 | Time: 1405.83 ms
[2021-03-20 15:58:33	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0308685 | val_loss: 0.030969 | Time: 1409.78 ms
[2021-03-20 15:58:34	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0308886 | val_loss: 0.0309111 | Time: 1400.16 ms
[2021-03-20 15:58:36	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0308527 | val_loss: 0.0309103 | Time: 1414.67 ms
[2021-03-20 15:58:37	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0309843 | val_loss: 0.0310539 | Time: 1401.95 ms
[2021-03-20 15:58:39	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.031032 | val_loss: 0.0310139 | Time: 1404.63 ms
[2021-03-20 15:58:40	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0309768 | val_loss: 0.0309874 | Time: 1403.95 ms
[2021-03-20 15:58:41	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0309381 | val_loss: 0.0309556 | Time: 1399.54 ms
[2021-03-20 15:58:43	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0309087 | val_loss: 0.0309369 | Time: 1406.9 ms
[2021-03-20 15:58:44	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0308781 | val_loss: 0.0308905 | Time: 1407.7 ms
[2021-03-20 15:58:46	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0308465 | val_loss: 0.0308814 | Time: 1398.24 ms
[2021-03-20 15:58:47	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0308469 | val_loss: 0.0308963 | Time: 1410.45 ms
[2021-03-20 15:58:48	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0308342 | val_loss: 0.0308717 | Time: 1404.22 ms
[2021-03-20 15:58:50	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0308165 | val_loss: 0.0308707 | Time: 1408.01 ms
[2021-03-20 15:58:51	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0308091 | val_loss: 0.0308634 | Time: 1410.64 ms
[2021-03-20 15:58:53	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0308727 | val_loss: 0.0309073 | Time: 1424.37 ms
[2021-03-20 15:58:54	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0308513 | val_loss: 0.0308921 | Time: 1417.92 ms
[2021-03-20 15:58:56	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.030822 | val_loss: 0.030856 | Time: 1418.39 ms
[2021-03-20 15:58:57	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0308016 | val_loss: 0.0308768 | Time: 1400.42 ms
[2021-03-20 15:58:58	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0308056 | val_loss: 0.0308639 | Time: 1409.53 ms
[2021-03-20 15:59:00	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0308177 | val_loss: 0.0309031 | Time: 1409.67 ms
[2021-03-20 15:59:01	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0308283 | val_loss: 0.0308717 | Time: 1405.82 ms
[2021-03-20 15:59:03	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0308985 | val_loss: 0.0310273 | Time: 1406.23 ms
[2021-03-20 15:59:04	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0309927 | val_loss: 0.0309482 | Time: 1396.97 ms
[2021-03-20 15:59:06	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0309041 | val_loss: 0.0309494 | Time: 1408.78 ms
[2021-03-20 15:59:07	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0308893 | val_loss: 0.0309219 | Time: 1408.03 ms
[2021-03-20 15:59:08	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0308503 | val_loss: 0.0308942 | Time: 1412.43 ms
[2021-03-20 15:59:10	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0308204 | val_loss: 0.0308596 | Time: 1399.41 ms
[2021-03-20 15:59:11	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0308038 | val_loss: 0.030829 | Time: 1400.12 ms
[2021-03-20 15:59:13	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0307985 | val_loss: 0.0308277 | Time: 1410.46 ms
[2021-03-20 15:59:14	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0308046 | val_loss: 0.0308502 | Time: 1397.24 ms
[2021-03-20 15:59:15	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0308026 | val_loss: 0.0308407 | Time: 1401.59 ms
[2021-03-20 15:59:17	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0307808 | val_loss: 0.0308166 | Time: 1419.93 ms
[2021-03-20 15:59:18	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0307833 | val_loss: 0.0308187 | Time: 1414.77 ms
[2021-03-20 15:59:20	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0307707 | val_loss: 0.0307977 | Time: 1408.95 ms
[2021-03-20 15:59:21	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0307701 | val_loss: 0.0308346 | Time: 1404.83 ms
[2021-03-20 15:59:23	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0308838 | val_loss: 0.0309288 | Time: 1398.78 ms
[2021-03-20 15:59:24	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0308763 | val_loss: 0.0308687 | Time: 1407.24 ms
[2021-03-20 15:59:25	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0308165 | val_loss: 0.0308245 | Time: 1397.43 ms
[2021-03-20 15:59:27	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0308341 | val_loss: 0.0308553 | Time: 1401.53 ms
[2021-03-20 15:59:28	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0308193 | val_loss: 0.0308602 | Time: 1410.04 ms
[2021-03-20 15:59:30	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0308129 | val_loss: 0.0308348 | Time: 1424.86 ms
[2021-03-20 15:59:31	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0307829 | val_loss: 0.0308151 | Time: 1405.53 ms
[2021-03-20 15:59:32	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0307684 | val_loss: 0.0307982 | Time: 1410.8 ms
[2021-03-20 15:59:34	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.030757 | val_loss: 0.0307825 | Time: 1400.43 ms
[2021-03-20 15:59:35	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0307572 | val_loss: 0.0308694 | Time: 1414.81 ms
[2021-03-20 15:59:37	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0308597 | val_loss: 0.0308482 | Time: 1408.54 ms
[2021-03-20 15:59:38	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0308724 | val_loss: 0.0309141 | Time: 1498.08 ms
[2021-03-20 15:59:40	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0308805 | val_loss: 0.0309216 | Time: 1409.31 ms
[2021-03-20 15:59:41	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.030859 | val_loss: 0.0308703 | Time: 1408.1 ms
[2021-03-20 15:59:42	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0308274 | val_loss: 0.0308766 | Time: 1405.85 ms
[2021-03-20 15:59:44	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.03085 | val_loss: 0.0308663 | Time: 1406.19 ms
[2021-03-20 15:59:45	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0307916 | val_loss: 0.0307868 | Time: 1407.64 ms
[2021-03-20 15:59:47	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0307296 | val_loss: 0.0307212 | Time: 1411.08 ms
[2021-03-20 15:59:48	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0307552 | val_loss: 0.0307242 | Time: 1411.29 ms
[2021-03-20 15:59:50	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0306768 | val_loss: 0.030636 | Time: 1411.65 ms
[2021-03-20 15:59:51	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0305415 | val_loss: 0.0304997 | Time: 1405.53 ms
[2021-03-20 15:59:52	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0303095 | val_loss: 0.0301859 | Time: 1412.29 ms
[2021-03-20 15:59:54	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0298629 | val_loss: 0.0295043 | Time: 1424.64 ms
[2021-03-20 15:59:55	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0290435 | val_loss: 0.0278166 | Time: 1409.03 ms
[2021-03-20 15:59:57	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0284162 | val_loss: 0.0283587 | Time: 1413.88 ms
[2021-03-20 15:59:58	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0258151 | val_loss: 0.0236747 | Time: 1404.78 ms
[2021-03-20 15:59:59	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0215831 | val_loss: 0.0177562 | Time: 1404.7 ms
[2021-03-20 16:00:01	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0168723 | val_loss: 0.0158271 | Time: 1410.08 ms
[2021-03-20 16:00:02	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0134507 | val_loss: 0.0105356 | Time: 1404.93 ms
[2021-03-20 16:00:04	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.00940685 | val_loss: 0.00848459 | Time: 1411.69 ms
[2021-03-20 16:00:05	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.00735399 | val_loss: 0.00661446 | Time: 1417.21 ms
[2021-03-20 16:00:07	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.00586063 | val_loss: 0.00508865 | Time: 1419.09 ms
[2021-03-20 16:00:08	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.00392193 | val_loss: 0.00271073 | Time: 1409.73 ms
[2021-03-20 16:00:09	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.00220674 | val_loss: 0.00201742 | Time: 1424.31 ms
[2021-03-20 16:00:11	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.00188579 | val_loss: 0.00187292 | Time: 1410.53 ms
[2021-03-20 16:00:12	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.00175883 | val_loss: 0.00175279 | Time: 1424.02 ms
[2021-03-20 16:00:14	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.00172359 | val_loss: 0.00172967 | Time: 1410.07 ms
[2021-03-20 16:00:15	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.00160368 | val_loss: 0.00157936 | Time: 1408.6 ms
[2021-03-20 16:00:17	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.00149023 | val_loss: 0.00149508 | Time: 1408.16 ms
[2021-03-20 16:00:18	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.00139657 | val_loss: 0.00137934 | Time: 1407.94 ms
[2021-03-20 16:00:19	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.00129578 | val_loss: 0.00129798 | Time: 1417.23 ms
[2021-03-20 16:00:21	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.00122406 | val_loss: 0.00124264 | Time: 1403.99 ms
[2021-03-20 16:00:22	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.00116922 | val_loss: 0.00120052 | Time: 1403.67 ms
[2021-03-20 16:00:24	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.00111942 | val_loss: 0.00114454 | Time: 1399.53 ms
[2021-03-20 16:00:25	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.00107344 | val_loss: 0.00109862 | Time: 1398.38 ms
[2021-03-20 16:00:26	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.00103641 | val_loss: 0.00106283 | Time: 1407.93 ms
[2021-03-20 16:00:28	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.00100569 | val_loss: 0.00102479 | Time: 1416.06 ms
[2021-03-20 16:00:29	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.000971265 | val_loss: 0.000995688 | Time: 1413.96 ms
[2021-03-20 16:00:31	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.000937615 | val_loss: 0.000963669 | Time: 1407.82 ms
[2021-03-20 16:00:32	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.000904173 | val_loss: 0.000934348 | Time: 1411.06 ms
[2021-03-20 16:00:34	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.000877944 | val_loss: 0.000908187 | Time: 1405.03 ms
[2021-03-20 16:00:35	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.000858368 | val_loss: 0.000886723 | Time: 1412.56 ms
[2021-03-20 16:00:36	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.000837079 | val_loss: 0.000871853 | Time: 1405.8 ms
[2021-03-20 16:00:38	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.000815775 | val_loss: 0.000847062 | Time: 1410.58 ms
[2021-03-20 16:00:39	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.000795566 | val_loss: 0.000831186 | Time: 1404.54 ms
[2021-03-20 16:00:41	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.000776157 | val_loss: 0.000813736 | Time: 1418.16 ms
[2021-03-20 16:00:42	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.000759048 | val_loss: 0.000794854 | Time: 1400.29 ms
[2021-03-20 16:00:43	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.000737604 | val_loss: 0.000773098 | Time: 1402.76 ms
[2021-03-20 16:00:45	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.000719212 | val_loss: 0.000759451 | Time: 1406.89 ms
[2021-03-20 16:00:46	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.000703817 | val_loss: 0.000743248 | Time: 1405.13 ms
[2021-03-20 16:00:48	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.000689453 | val_loss: 0.000728364 | Time: 1403.88 ms
[2021-03-20 16:00:49	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.000674389 | val_loss: 0.000710915 | Time: 1405.01 ms
[2021-03-20 16:00:51	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.000659743 | val_loss: 0.000701202 | Time: 1402.6 ms
[2021-03-20 16:00:52	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.000648709 | val_loss: 0.000682204 | Time: 1407.6 ms
[2021-03-20 16:00:53	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.000635741 | val_loss: 0.000671258 | Time: 1404.92 ms
[2021-03-20 16:00:55	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.000620849 | val_loss: 0.000660603 | Time: 1408.11 ms
[2021-03-20 16:00:56	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.000608827 | val_loss: 0.000644976 | Time: 1407.82 ms
[2021-03-20 16:00:58	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.000596716 | val_loss: 0.000635006 | Time: 1403.26 ms
[2021-03-20 16:00:59	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.000588349 | val_loss: 0.000622654 | Time: 1404.3 ms
[2021-03-20 16:01:00	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.000578671 | val_loss: 0.00061399 | Time: 1401.67 ms
[2021-03-20 16:01:02	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.000568866 | val_loss: 0.000602054 | Time: 1405.96 ms
[2021-03-20 16:01:03	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.000559231 | val_loss: 0.000592256 | Time: 1414.91 ms
[2021-03-20 16:01:05	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.000555434 | val_loss: 0.000588354 | Time: 1412.79 ms
[2021-03-20 16:01:06	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.000549451 | val_loss: 0.000581787 | Time: 1403.02 ms
[2021-03-20 16:01:07	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.000544256 | val_loss: 0.000573333 | Time: 1409.98 ms
[2021-03-20 16:01:09	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.000536224 | val_loss: 0.000565996 | Time: 1409.65 ms
[2021-03-20 16:01:10	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.000531622 | val_loss: 0.000563299 | Time: 1408.71 ms
[2021-03-20 16:01:12	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.000526629 | val_loss: 0.000555222 | Time: 1405.55 ms
[2021-03-20 16:01:13	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.00052182 | val_loss: 0.000548804 | Time: 1405.09 ms
[2021-03-20 16:01:15	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.000516329 | val_loss: 0.000546558 | Time: 1412.3 ms
[2021-03-20 16:01:16	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.000512985 | val_loss: 0.000536918 | Time: 1411.78 ms
[2021-03-20 16:01:17	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.00050906 | val_loss: 0.000533653 | Time: 1399.22 ms
[2021-03-20 16:01:19	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.000504995 | val_loss: 0.000530989 | Time: 1400.59 ms
[2021-03-20 16:01:20	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.000500628 | val_loss: 0.000523771 | Time: 1407.75 ms
[2021-03-20 16:01:22	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.000495716 | val_loss: 0.000519041 | Time: 1412.35 ms
[2021-03-20 16:01:23	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.000491732 | val_loss: 0.000513729 | Time: 1405.47 ms
[2021-03-20 16:01:25	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.000487463 | val_loss: 0.000506597 | Time: 1409.28 ms
[2021-03-20 16:01:26	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.000483092 | val_loss: 0.000504077 | Time: 1417.53 ms
[2021-03-20 16:01:27	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.000480077 | val_loss: 0.000500627 | Time: 1403.09 ms
[2021-03-20 16:01:29	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.00047834 | val_loss: 0.00049847 | Time: 1412.66 ms
[2021-03-20 16:01:30	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.000475187 | val_loss: 0.000494987 | Time: 1413.56 ms
[2021-03-20 16:01:32	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.000472922 | val_loss: 0.000490917 | Time: 1412.79 ms
[2021-03-20 16:01:33	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.000470589 | val_loss: 0.000490567 | Time: 1413.08 ms
[2021-03-20 16:01:34	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.000468376 | val_loss: 0.000485783 | Time: 1409.84 ms
[2021-03-20 16:01:36	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.000465331 | val_loss: 0.000484508 | Time: 1406.16 ms
[2021-03-20 16:01:37	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.000463989 | val_loss: 0.000482268 | Time: 1408.35 ms
[2021-03-20 16:01:39	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.000461623 | val_loss: 0.000479325 | Time: 1405.49 ms
[2021-03-20 16:01:40	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.000459414 | val_loss: 0.000478441 | Time: 1398.47 ms
[2021-03-20 16:01:42	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.000457005 | val_loss: 0.00047738 | Time: 1399.09 ms
[2021-03-20 16:01:43	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.000455039 | val_loss: 0.000474965 | Time: 1404.49 ms
[2021-03-20 16:01:44	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0004532 | val_loss: 0.00047396 | Time: 1409.27 ms
[2021-03-20 16:01:46	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.000453158 | val_loss: 0.000471781 | Time: 1404.76 ms
[2021-03-20 16:01:47	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.000450965 | val_loss: 0.000470331 | Time: 1412.02 ms
[2021-03-20 16:01:49	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.000449343 | val_loss: 0.00046886 | Time: 1402.57 ms
[2021-03-20 16:01:50	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.000451264 | val_loss: 0.000468998 | Time: 1414.46 ms
[2021-03-20 16:01:51	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.000448223 | val_loss: 0.000468112 | Time: 1400.69 ms
[2021-03-20 16:01:53	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.000447988 | val_loss: 0.000465771 | Time: 1425.17 ms
[2021-03-20 16:01:54	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.000445673 | val_loss: 0.000464124 | Time: 1405.86 ms
[2021-03-20 16:01:56	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.000444174 | val_loss: 0.000463419 | Time: 1408.37 ms
[2021-03-20 16:01:57	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.000442885 | val_loss: 0.000460457 | Time: 1402.96 ms
[2021-03-20 16:01:59	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.000442332 | val_loss: 0.000461917 | Time: 1412.72 ms
[2021-03-20 16:02:00	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.000442979 | val_loss: 0.000463284 | Time: 1428.4 ms
[2021-03-20 16:02:01	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.000440347 | val_loss: 0.000456531 | Time: 1407.65 ms
[2021-03-20 16:02:03	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.000439183 | val_loss: 0.000456355 | Time: 1396.5 ms
[2021-03-20 16:02:04	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.000437502 | val_loss: 0.000454692 | Time: 1403.66 ms
[2021-03-20 16:02:06	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.000440763 | val_loss: 0.000455206 | Time: 1400.94 ms
[2021-03-20 16:02:07	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.000440537 | val_loss: 0.000457816 | Time: 1402.2 ms
[2021-03-20 16:02:08	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.000437139 | val_loss: 0.000453145 | Time: 1398.33 ms
[2021-03-20 16:02:10	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.000434972 | val_loss: 0.000452289 | Time: 1407.19 ms
[2021-03-20 16:02:11	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.000434462 | val_loss: 0.00045087 | Time: 1404.98 ms
[2021-03-20 16:02:13	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.000433403 | val_loss: 0.000449759 | Time: 1411.7 ms
[2021-03-20 16:02:14	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.000432793 | val_loss: 0.00045345 | Time: 1399.55 ms
[2021-03-20 16:02:15	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.000435725 | val_loss: 0.000449298 | Time: 1401.56 ms
[2021-03-20 16:02:17	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.000432334 | val_loss: 0.000442387 | Time: 1400.34 ms
[2021-03-20 16:02:18	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.000430745 | val_loss: 0.000441077 | Time: 1397.73 ms
[2021-03-20 16:02:20	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.000428515 | val_loss: 0.000442649 | Time: 1403.28 ms
[2021-03-20 16:02:21	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.000428218 | val_loss: 0.000439915 | Time: 1399.74 ms
[2021-03-20 16:02:23	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.000428475 | val_loss: 0.000439974 | Time: 1398.07 ms
[2021-03-20 16:02:24	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.000427626 | val_loss: 0.000438795 | Time: 1417.02 ms
[2021-03-20 16:02:25	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.000427784 | val_loss: 0.00043976 | Time: 1402.84 ms
[2021-03-20 16:02:27	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.000426961 | val_loss: 0.000440862 | Time: 1432.05 ms
[2021-03-20 16:02:28	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.00042633 | val_loss: 0.000441029 | Time: 1411.09 ms
[2021-03-20 16:02:30	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.000427134 | val_loss: 0.000434627 | Time: 1412.35 ms
[2021-03-20 16:02:31	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.000424587 | val_loss: 0.000436233 | Time: 1415.46 ms
[2021-03-20 16:02:32	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.000423728 | val_loss: 0.000434423 | Time: 1397.18 ms
[2021-03-20 16:02:34	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.000423649 | val_loss: 0.000436287 | Time: 1401.98 ms
[2021-03-20 16:02:35	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.000423136 | val_loss: 0.000433745 | Time: 1404.52 ms
[2021-03-20 16:02:37	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.000421853 | val_loss: 0.000440219 | Time: 1422.07 ms
[2021-03-20 16:02:38	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.000427314 | val_loss: 0.000435845 | Time: 1407.89 ms
[2021-03-20 16:02:40	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.000425683 | val_loss: 0.000435334 | Time: 1405.22 ms
[2021-03-20 16:02:41	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.000422581 | val_loss: 0.00043348 | Time: 1401.79 ms
[2021-03-20 16:02:42	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.000422609 | val_loss: 0.000431946 | Time: 1419.48 ms
[2021-03-20 16:02:44	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.000422336 | val_loss: 0.000430998 | Time: 1399.46 ms
[2021-03-20 16:02:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.000420426 | val_loss: 0.000433027 | Time: 1402.66 ms
[2021-03-20 16:02:47	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.000419838 | val_loss: 0.000430096 | Time: 1401.46 ms
[2021-03-20 16:02:48	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.000418563 | val_loss: 0.000429351 | Time: 1398.71 ms
[2021-03-20 16:02:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.000418471 | val_loss: 0.000429447 | Time: 1405.34 ms
[2021-03-20 16:02:51	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.000418315 | val_loss: 0.000428312 | Time: 1407.51 ms
[2021-03-20 16:02:52	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.000418207 | val_loss: 0.000429553 | Time: 1404.74 ms
[2021-03-20 16:02:54	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.000417052 | val_loss: 0.000428036 | Time: 1403.33 ms
[2021-03-20 16:02:55	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.000417306 | val_loss: 0.000428553 | Time: 1406.47 ms
[2021-03-20 16:02:57	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.000416529 | val_loss: 0.000426812 | Time: 1407.52 ms
[2021-03-20 16:02:58	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.000416534 | val_loss: 0.000428365 | Time: 1411.09 ms
[2021-03-20 16:02:59	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.000416911 | val_loss: 0.000429144 | Time: 1410.97 ms
[2021-03-20 16:03:01	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.000418318 | val_loss: 0.000427386 | Time: 1404.43 ms
[2021-03-20 16:03:02	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.000417362 | val_loss: 0.000426259 | Time: 1398.47 ms
[2021-03-20 16:03:04	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.000417309 | val_loss: 0.000422495 | Time: 1402.47 ms
[2021-03-20 16:03:05	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.000417176 | val_loss: 0.000428011 | Time: 1404.66 ms
[2021-03-20 16:03:06	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.000419536 | val_loss: 0.000425853 | Time: 1403.19 ms
[2021-03-20 16:03:08	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.000418452 | val_loss: 0.000426352 | Time: 1412.58 ms
[2021-03-20 16:03:09	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.000416977 | val_loss: 0.000422516 | Time: 1399.37 ms
[2021-03-20 16:03:11	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.000415054 | val_loss: 0.000422199 | Time: 1425.36 ms
[2021-03-20 16:03:12	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.000415597 | val_loss: 0.00042326 | Time: 1410.01 ms
[2021-03-20 16:03:14	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.000413706 | val_loss: 0.000421538 | Time: 1404.98 ms
[2021-03-20 16:03:15	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.000414558 | val_loss: 0.000424839 | Time: 1404.99 ms
[2021-03-20 16:03:16	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.000415879 | val_loss: 0.000422466 | Time: 1400.19 ms
[2021-03-20 16:03:18	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.000412891 | val_loss: 0.000419852 | Time: 1407.78 ms
[2021-03-20 16:03:19	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.000414117 | val_loss: 0.000421543 | Time: 1405.09 ms
[2021-03-20 16:03:21	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.000412875 | val_loss: 0.00041857 | Time: 1401.1 ms
[2021-03-20 16:03:22	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.000414557 | val_loss: 0.000422993 | Time: 1406.02 ms
[2021-03-20 16:03:23	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.000412506 | val_loss: 0.000416737 | Time: 1401.15 ms
[2021-03-20 16:03:25	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.000413606 | val_loss: 0.000417325 | Time: 1397.05 ms
[2021-03-20 16:03:26	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.000412073 | val_loss: 0.000416598 | Time: 1399.59 ms
[2021-03-20 16:03:28	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.000412147 | val_loss: 0.000420306 | Time: 1402.42 ms
[2021-03-20 16:03:29	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.00041252 | val_loss: 0.000417127 | Time: 1403.17 ms
[2021-03-20 16:03:31	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.00041121 | val_loss: 0.000416216 | Time: 1418.31 ms
[2021-03-20 16:03:32	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.000410308 | val_loss: 0.00041652 | Time: 1403.21 ms
[2021-03-20 16:03:33	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.000410229 | val_loss: 0.000417289 | Time: 1405.3 ms
[2021-03-20 16:03:35	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.000411211 | val_loss: 0.000416972 | Time: 1402.88 ms
[2021-03-20 16:03:36	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.000412512 | val_loss: 0.000421532 | Time: 1402.13 ms
[2021-03-20 16:03:38	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.000414761 | val_loss: 0.000422307 | Time: 1405.37 ms
[2021-03-20 16:03:39	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.000413506 | val_loss: 0.000415722 | Time: 1409.54 ms
[2021-03-20 16:03:40	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.000411326 | val_loss: 0.00042536 | Time: 1418.29 ms
[2021-03-20 16:03:42	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.000413617 | val_loss: 0.000416418 | Time: 1408.16 ms
[2021-03-20 16:03:43	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.000410574 | val_loss: 0.000415935 | Time: 1401.15 ms
[2021-03-20 16:03:45	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.000409542 | val_loss: 0.00041599 | Time: 1415.76 ms
[2021-03-20 16:03:46	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.00040921 | val_loss: 0.000413959 | Time: 1405.31 ms
[2021-03-20 16:03:48	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.000409966 | val_loss: 0.000415157 | Time: 1415.96 ms
[2021-03-20 16:03:49	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.00040921 | val_loss: 0.000417516 | Time: 1426.6 ms
[2021-03-20 16:03:50	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.000408906 | val_loss: 0.000413593 | Time: 1410.96 ms
[2021-03-20 16:03:52	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.000409871 | val_loss: 0.000420659 | Time: 1420.36 ms
[2021-03-20 16:03:53	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.000411751 | val_loss: 0.000415575 | Time: 1414.8 ms
[2021-03-20 16:03:55	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.000408855 | val_loss: 0.00041376 | Time: 1411.61 ms
[2021-03-20 16:03:56	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.000409192 | val_loss: 0.000422912 | Time: 1413.66 ms
[2021-03-20 16:03:57	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.000416145 | val_loss: 0.000420928 | Time: 1416.54 ms
[2021-03-20 16:03:59	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.000411493 | val_loss: 0.00041636 | Time: 1410.27 ms
[2021-03-20 16:04:00	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.000468143 | val_loss: 0.000496299 | Time: 1413.44 ms
[2021-03-20 16:04:02	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.000449003 | val_loss: 0.000433607 | Time: 1408.28 ms
[2021-03-20 16:04:03	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.000422289 | val_loss: 0.000421932 | Time: 1405.85 ms
[2021-03-20 16:04:05	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.00041206 | val_loss: 0.000417858 | Time: 1420.78 ms
[2021-03-20 16:04:06	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.000409533 | val_loss: 0.00041679 | Time: 1407.98 ms
[2021-03-20 16:04:07	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.000407676 | val_loss: 0.000413255 | Time: 1402.51 ms
[2021-03-20 16:04:09	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.000406418 | val_loss: 0.000412567 | Time: 1404.81 ms
[2021-03-20 16:04:10	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.000407875 | val_loss: 0.000411846 | Time: 1404.12 ms
[2021-03-20 16:04:12	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.000406712 | val_loss: 0.000411288 | Time: 1416.22 ms
[2021-03-20 16:04:13	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.000405711 | val_loss: 0.00041359 | Time: 1405.09 ms
[2021-03-20 16:04:14	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.000406524 | val_loss: 0.000412781 | Time: 1402.9 ms
[2021-03-20 16:04:16	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.000405205 | val_loss: 0.000411146 | Time: 1399.99 ms
[2021-03-20 16:04:17	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.000404188 | val_loss: 0.000409922 | Time: 1404.24 ms
[2021-03-20 16:04:19	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.000404193 | val_loss: 0.000409923 | Time: 1400.14 ms
[2021-03-20 16:04:20	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.000406819 | val_loss: 0.00041025 | Time: 1397.27 ms
[2021-03-20 16:04:22	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.000402875 | val_loss: 0.000408876 | Time: 1407.16 ms
[2021-03-20 16:04:23	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.000403058 | val_loss: 0.000411079 | Time: 1404.23 ms
[2021-03-20 16:04:24	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.000403901 | val_loss: 0.000408628 | Time: 1411.42 ms
[2021-03-20 16:04:26	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.000404537 | val_loss: 0.000408251 | Time: 1402.66 ms
[2021-03-20 16:04:27	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.000404961 | val_loss: 0.000411 | Time: 1401.27 ms
[2021-03-20 16:04:29	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.000403567 | val_loss: 0.000410637 | Time: 1404.02 ms
[2021-03-20 16:04:30	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.000402068 | val_loss: 0.000409177 | Time: 1414.1 ms
[2021-03-20 16:04:31	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.000403557 | val_loss: 0.000419017 | Time: 1409.04 ms
[2021-03-20 16:04:33	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.00040629 | val_loss: 0.000409949 | Time: 1405.46 ms
[2021-03-20 16:04:34	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.000403529 | val_loss: 0.000408176 | Time: 1403.01 ms
[2021-03-20 16:04:36	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.000402826 | val_loss: 0.00040855 | Time: 1417.04 ms
[2021-03-20 16:04:37	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.000402276 | val_loss: 0.000406952 | Time: 1412.77 ms
[2021-03-20 16:04:39	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.000403699 | val_loss: 0.000407633 | Time: 1408.45 ms
[2021-03-20 16:04:40	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.000402698 | val_loss: 0.000409462 | Time: 1413.91 ms
[2021-03-20 16:04:41	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.000401682 | val_loss: 0.000406533 | Time: 1402.65 ms
[2021-03-20 16:04:43	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.000401399 | val_loss: 0.000407269 | Time: 1399.43 ms
[2021-03-20 16:04:44	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.000400873 | val_loss: 0.000406179 | Time: 1407.76 ms
[2021-03-20 16:04:46	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.00040336 | val_loss: 0.000408707 | Time: 1427.29 ms
[2021-03-20 16:04:47	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.000402671 | val_loss: 0.000410968 | Time: 1423.76 ms
[2021-03-20 16:04:48	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.000403029 | val_loss: 0.000407627 | Time: 1406.92 ms
[2021-03-20 16:04:50	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.000401794 | val_loss: 0.000406212 | Time: 1413.28 ms
[2021-03-20 16:04:51	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.000401188 | val_loss: 0.000406024 | Time: 1406.4 ms
[2021-03-20 16:04:53	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.000403866 | val_loss: 0.000411477 | Time: 1414.62 ms
[2021-03-20 16:04:54	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.00040149 | val_loss: 0.000405392 | Time: 1399.48 ms
[2021-03-20 16:04:56	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.000401928 | val_loss: 0.000406729 | Time: 1398.9 ms
[2021-03-20 16:04:57	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.000403374 | val_loss: 0.000409201 | Time: 1413.63 ms
[2021-03-20 16:04:58	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.000402274 | val_loss: 0.000406903 | Time: 1401.86 ms
[2021-03-20 16:05:00	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.000401376 | val_loss: 0.000406853 | Time: 1410.45 ms
[2021-03-20 16:05:01	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.000400725 | val_loss: 0.000412242 | Time: 1407.14 ms
[2021-03-20 16:05:03	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.000402472 | val_loss: 0.000407527 | Time: 1418.59 ms
[2021-03-20 16:05:04	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.000403421 | val_loss: 0.000406091 | Time: 1402.5 ms
[2021-03-20 16:05:05	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.000399628 | val_loss: 0.000404036 | Time: 1397.31 ms
[2021-03-20 16:05:07	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.000398946 | val_loss: 0.000403436 | Time: 1399.81 ms
[2021-03-20 16:05:08	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.000400961 | val_loss: 0.000404101 | Time: 1405.99 ms
[2021-03-20 16:05:10	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.000398987 | val_loss: 0.000404662 | Time: 1421.51 ms
[2021-03-20 16:05:11	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.000399778 | val_loss: 0.000406822 | Time: 1398.34 ms
[2021-03-20 16:05:13	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.000402159 | val_loss: 0.000410366 | Time: 1408.78 ms
[2021-03-20 16:05:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.000400557 | val_loss: 0.000407599 | Time: 1403.25 ms
[2021-03-20 16:05:15	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.000401042 | val_loss: 0.000404887 | Time: 1408.21 ms
[2021-03-20 16:05:17	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.000399518 | val_loss: 0.000403754 | Time: 1411.8 ms
[2021-03-20 16:05:18	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.000399746 | val_loss: 0.000405008 | Time: 1407.27 ms
[2021-03-20 16:05:20	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.000400563 | val_loss: 0.000405614 | Time: 1401.91 ms
[2021-03-20 16:05:21	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.000400617 | val_loss: 0.000404646 | Time: 1399.19 ms
[2021-03-20 16:05:22	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.000400331 | val_loss: 0.000404595 | Time: 1407.22 ms
[2021-03-20 16:05:24	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.000399595 | val_loss: 0.000403101 | Time: 1411.37 ms
[2021-03-20 16:05:25	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.000398818 | val_loss: 0.00040437 | Time: 1407.63 ms
[2021-03-20 16:05:27	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.00040162 | val_loss: 0.000404178 | Time: 1406.51 ms
[2021-03-20 16:05:28	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.000401708 | val_loss: 0.000403664 | Time: 1404.85 ms
[2021-03-20 16:05:30	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.000399013 | val_loss: 0.000403793 | Time: 1407.53 ms
[2021-03-20 16:05:31	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.000398878 | val_loss: 0.000402405 | Time: 1404.2 ms
[2021-03-20 16:05:32	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.000401068 | val_loss: 0.000404548 | Time: 1414.72 ms
[2021-03-20 16:05:34	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.000398143 | val_loss: 0.000404392 | Time: 1407.95 ms
[2021-03-20 16:05:35	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.000400041 | val_loss: 0.000407576 | Time: 1421.1 ms
[2021-03-20 16:05:37	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.000398779 | val_loss: 0.000404825 | Time: 1399.86 ms
[2021-03-20 16:05:38	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.000398218 | val_loss: 0.000408141 | Time: 1400.46 ms
[2021-03-20 16:05:39	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.000399648 | val_loss: 0.000402015 | Time: 1422.21 ms
[2021-03-20 16:05:41	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.000398837 | val_loss: 0.000402692 | Time: 1416.35 ms
[2021-03-20 16:05:42	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.000406681 | val_loss: 0.000410292 | Time: 1403.47 ms
[2021-03-20 16:05:44	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.00040637 | val_loss: 0.000406948 | Time: 1406.55 ms
[2021-03-20 16:05:45	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.000401018 | val_loss: 0.000405129 | Time: 1407.68 ms
[2021-03-20 16:05:47	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.000400981 | val_loss: 0.000403374 | Time: 1402.79 ms
[2021-03-20 16:05:48	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.000400258 | val_loss: 0.000405743 | Time: 1407.52 ms
[2021-03-20 16:05:49	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.000400758 | val_loss: 0.00040619 | Time: 1414.88 ms
[2021-03-20 16:05:51	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.000398755 | val_loss: 0.000403981 | Time: 1403.87 ms
[2021-03-20 16:05:52	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.000399233 | val_loss: 0.000404365 | Time: 1404.1 ms
[2021-03-20 16:05:54	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.000397741 | val_loss: 0.000401129 | Time: 1412.52 ms
[2021-03-20 16:05:55	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.000397716 | val_loss: 0.000407115 | Time: 1406.4 ms
[2021-03-20 16:05:56	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.000401147 | val_loss: 0.000411496 | Time: 1408.87 ms
[2021-03-20 16:05:58	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.000413343 | val_loss: 0.000424474 | Time: 1414.97 ms
[2021-03-20 16:05:59	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.000408691 | val_loss: 0.000403335 | Time: 1402.6 ms
[2021-03-20 16:06:01	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.00039877 | val_loss: 0.000400082 | Time: 1405.82 ms
[2021-03-20 16:06:02	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.000396934 | val_loss: 0.000403489 | Time: 1402.77 ms
[2021-03-20 16:06:04	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.000402257 | val_loss: 0.000403402 | Time: 1410.21 ms
[2021-03-20 16:06:05	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.000398945 | val_loss: 0.000402225 | Time: 1404.58 ms
[2021-03-20 16:06:06	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.000397785 | val_loss: 0.000399409 | Time: 1409.35 ms
[2021-03-20 16:06:08	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.000399884 | val_loss: 0.000401698 | Time: 1402.42 ms
[2021-03-20 16:06:09	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.000395535 | val_loss: 0.000403221 | Time: 1410.77 ms
[2021-03-20 16:06:11	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.000395502 | val_loss: 0.000394531 | Time: 1399.21 ms
[2021-03-20 16:06:12	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.000392823 | val_loss: 0.000429876 | Time: 1399.32 ms
[2021-03-20 16:06:13	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.000404382 | val_loss: 0.000395394 | Time: 1415.36 ms
[2021-03-20 16:06:15	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.000381221 | val_loss: 0.000375935 | Time: 1403.26 ms
[2021-03-20 16:06:16	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.018666 | val_loss: 0.0256991 | Time: 1408.6 ms
[2021-03-20 16:06:18	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0256549 | val_loss: 0.0188306 | Time: 1410.79 ms
[2021-03-20 16:06:19	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0156879 | val_loss: 0.0131062 | Time: 1397.19 ms
[2021-03-20 16:06:21	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.00812196 | val_loss: 0.00452844 | Time: 1405.16 ms
[2021-03-20 16:06:22	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.00376894 | val_loss: 0.00350675 | Time: 1401.11 ms
[2021-03-20 16:06:23	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.00338493 | val_loss: 0.00247763 | Time: 1401.69 ms
[2021-03-20 16:06:25	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.00355017 | val_loss: 0.00350968 | Time: 1402.7 ms
[2021-03-20 16:06:26	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.00325916 | val_loss: 0.00274198 | Time: 1405.04 ms
[2021-03-20 16:06:28	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.00141835 | val_loss: 0.000873189 | Time: 1403.54 ms
[2021-03-20 16:06:29	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.000718138 | val_loss: 0.000695508 | Time: 1412.38 ms
[2021-03-20 16:06:30	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.000628908 | val_loss: 0.000618673 | Time: 1419.68 ms
[2021-03-20 16:06:32	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.000593304 | val_loss: 0.000601459 | Time: 1407.73 ms
[2021-03-20 16:06:33	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.000579378 | val_loss: 0.00059228 | Time: 1405.71 ms
[2021-03-20 16:06:35	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.00056909 | val_loss: 0.00058153 | Time: 1437.24 ms
[2021-03-20 16:06:36	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.000559435 | val_loss: 0.000572672 | Time: 1402.2 ms
[2021-03-20 16:06:38	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.000550004 | val_loss: 0.000559321 | Time: 1406.12 ms
[2021-03-20 16:06:39	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.000542181 | val_loss: 0.000538541 | Time: 1401.45 ms
[2021-03-20 16:06:40	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.000500017 | val_loss: 0.000471431 | Time: 1416.33 ms
[2021-03-20 16:06:42	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.000429048 | val_loss: 0.000395604 | Time: 1414.24 ms
[2021-03-20 16:06:43	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.00030965 | val_loss: 0.00026934 | Time: 1398.62 ms
[2021-03-20 16:06:45	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.000199728 | val_loss: 0.000164681 | Time: 1397.48 ms
[2021-03-20 16:06:46	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.000119271 | val_loss: 0.000119604 | Time: 1400.6 ms
[2021-03-20 16:06:47	                main:574]	:	INFO	:	Epoch 1910 | loss: 9.66433e-05 | val_loss: 0.000106704 | Time: 1405.11 ms
[2021-03-20 16:06:49	                main:574]	:	INFO	:	Epoch 1911 | loss: 9.08599e-05 | val_loss: 9.98506e-05 | Time: 1421.11 ms
[2021-03-20 16:06:50	                main:574]	:	INFO	:	Epoch 1912 | loss: 8.09936e-05 | val_loss: 9.23841e-05 | Time: 1404.66 ms
[2021-03-20 16:06:52	                main:574]	:	INFO	:	Epoch 1913 | loss: 7.49424e-05 | val_loss: 8.516e-05 | Time: 1406.86 ms
[2021-03-20 16:06:53	                main:574]	:	INFO	:	Epoch 1914 | loss: 6.90511e-05 | val_loss: 7.97082e-05 | Time: 1401.69 ms
[2021-03-20 16:06:55	                main:574]	:	INFO	:	Epoch 1915 | loss: 6.49941e-05 | val_loss: 7.9215e-05 | Time: 1399.16 ms
[2021-03-20 16:06:56	                main:574]	:	INFO	:	Epoch 1916 | loss: 6.47449e-05 | val_loss: 8.00666e-05 | Time: 1404.32 ms
[2021-03-20 16:06:57	                main:574]	:	INFO	:	Epoch 1917 | loss: 6.27823e-05 | val_loss: 7.17473e-05 | Time: 1408.8 ms
[2021-03-20 16:06:59	                main:574]	:	INFO	:	Epoch 1918 | loss: 5.97679e-05 | val_loss: 7.06712e-05 | Time: 1407.65 ms
[2021-03-20 16:07:00	                main:574]	:	INFO	:	Epoch 1919 | loss: 5.80342e-05 | val_loss: 6.77994e-05 | Time: 1398.61 ms
[2021-03-20 16:07:02	                main:574]	:	INFO	:	Epoch 1920 | loss: 5.53945e-05 | val_loss: 6.51266e-05 | Time: 1406.3 ms
[2021-03-20 16:07:03	                main:574]	:	INFO	:	Epoch 1921 | loss: 5.44591e-05 | val_loss: 6.38814e-05 | Time: 1406.18 ms
[2021-03-20 16:07:04	                main:574]	:	INFO	:	Epoch 1922 | loss: 5.21896e-05 | val_loss: 6.31352e-05 | Time: 1402.84 ms
[2021-03-20 16:07:06	                main:574]	:	INFO	:	Epoch 1923 | loss: 5.11874e-05 | val_loss: 6.13242e-05 | Time: 1420.9 ms
[2021-03-20 16:07:07	                main:574]	:	INFO	:	Epoch 1924 | loss: 5.13149e-05 | val_loss: 6.02416e-05 | Time: 1405.11 ms
[2021-03-20 16:07:09	                main:574]	:	INFO	:	Epoch 1925 | loss: 5.16421e-05 | val_loss: 6.02975e-05 | Time: 1417.16 ms
[2021-03-20 16:07:10	                main:574]	:	INFO	:	Epoch 1926 | loss: 4.96655e-05 | val_loss: 5.83118e-05 | Time: 1396.35 ms
[2021-03-20 16:07:12	                main:574]	:	INFO	:	Epoch 1927 | loss: 4.74147e-05 | val_loss: 5.74332e-05 | Time: 1414.93 ms
[2021-03-20 16:07:13	                main:574]	:	INFO	:	Epoch 1928 | loss: 4.59217e-05 | val_loss: 5.55379e-05 | Time: 1413.96 ms
[2021-03-20 16:07:14	                main:574]	:	INFO	:	Epoch 1929 | loss: 4.44972e-05 | val_loss: 5.53912e-05 | Time: 1408.64 ms
[2021-03-20 16:07:16	                main:574]	:	INFO	:	Epoch 1930 | loss: 4.29756e-05 | val_loss: 5.22423e-05 | Time: 1408.53 ms
[2021-03-20 16:07:17	                main:574]	:	INFO	:	Epoch 1931 | loss: 4.2213e-05 | val_loss: 5.16984e-05 | Time: 1406.33 ms
[2021-03-20 16:07:19	                main:574]	:	INFO	:	Epoch 1932 | loss: 4.13131e-05 | val_loss: 5.02182e-05 | Time: 1403.6 ms
[2021-03-20 16:07:20	                main:574]	:	INFO	:	Epoch 1933 | loss: 4.00742e-05 | val_loss: 4.91492e-05 | Time: 1401.32 ms
[2021-03-20 16:07:21	                main:574]	:	INFO	:	Epoch 1934 | loss: 3.92694e-05 | val_loss: 4.88297e-05 | Time: 1405.85 ms
[2021-03-20 16:07:23	                main:574]	:	INFO	:	Epoch 1935 | loss: 3.84107e-05 | val_loss: 4.85852e-05 | Time: 1406.48 ms
[2021-03-20 16:07:24	                main:574]	:	INFO	:	Epoch 1936 | loss: 3.77365e-05 | val_loss: 4.82418e-05 | Time: 1412.46 ms
[2021-03-20 16:07:26	                main:574]	:	INFO	:	Epoch 1937 | loss: 3.79124e-05 | val_loss: 4.68482e-05 | Time: 1413.28 ms
[2021-03-20 16:07:27	                main:574]	:	INFO	:	Epoch 1938 | loss: 3.70159e-05 | val_loss: 4.61693e-05 | Time: 1403.85 ms
[2021-03-20 16:07:29	                main:574]	:	INFO	:	Epoch 1939 | loss: 3.68466e-05 | val_loss: 4.62421e-05 | Time: 1428.71 ms
[2021-03-20 16:07:30	                main:574]	:	INFO	:	Epoch 1940 | loss: 3.63684e-05 | val_loss: 4.6125e-05 | Time: 1407.45 ms
[2021-03-20 16:07:31	                main:574]	:	INFO	:	Epoch 1941 | loss: 3.51169e-05 | val_loss: 4.52993e-05 | Time: 1406.37 ms
[2021-03-20 16:07:33	                main:574]	:	INFO	:	Epoch 1942 | loss: 3.46181e-05 | val_loss: 4.40577e-05 | Time: 1415.69 ms
[2021-03-20 16:07:34	                main:574]	:	INFO	:	Epoch 1943 | loss: 3.40377e-05 | val_loss: 4.48358e-05 | Time: 1402.24 ms
[2021-03-20 16:07:36	                main:574]	:	INFO	:	Epoch 1944 | loss: 3.35727e-05 | val_loss: 4.29819e-05 | Time: 1405.85 ms
[2021-03-20 16:07:37	                main:574]	:	INFO	:	Epoch 1945 | loss: 3.29554e-05 | val_loss: 4.34434e-05 | Time: 1406.99 ms
[2021-03-20 16:07:38	                main:574]	:	INFO	:	Epoch 1946 | loss: 3.29996e-05 | val_loss: 4.25252e-05 | Time: 1412.38 ms
[2021-03-20 16:07:40	                main:574]	:	INFO	:	Epoch 1947 | loss: 3.20218e-05 | val_loss: 4.13084e-05 | Time: 1405.74 ms
[2021-03-20 16:07:41	                main:574]	:	INFO	:	Epoch 1948 | loss: 3.16623e-05 | val_loss: 4.10497e-05 | Time: 1402.96 ms
[2021-03-20 16:07:43	                main:574]	:	INFO	:	Epoch 1949 | loss: 3.14833e-05 | val_loss: 3.98451e-05 | Time: 1404.06 ms
[2021-03-20 16:07:44	                main:574]	:	INFO	:	Epoch 1950 | loss: 3.05635e-05 | val_loss: 3.92869e-05 | Time: 1414.77 ms
[2021-03-20 16:07:46	                main:574]	:	INFO	:	Epoch 1951 | loss: 3.00675e-05 | val_loss: 3.8321e-05 | Time: 1405.38 ms
[2021-03-20 16:07:47	                main:574]	:	INFO	:	Epoch 1952 | loss: 3.08056e-05 | val_loss: 3.85611e-05 | Time: 1410.66 ms
[2021-03-20 16:07:48	                main:574]	:	INFO	:	Epoch 1953 | loss: 2.91387e-05 | val_loss: 3.6525e-05 | Time: 1414.69 ms
[2021-03-20 16:07:50	                main:574]	:	INFO	:	Epoch 1954 | loss: 2.92385e-05 | val_loss: 3.58553e-05 | Time: 1401.46 ms
[2021-03-20 16:07:51	                main:574]	:	INFO	:	Epoch 1955 | loss: 2.86411e-05 | val_loss: 3.47696e-05 | Time: 1408.6 ms
[2021-03-20 16:07:53	                main:574]	:	INFO	:	Epoch 1956 | loss: 2.79542e-05 | val_loss: 3.46578e-05 | Time: 1410.82 ms
[2021-03-20 16:07:54	                main:574]	:	INFO	:	Epoch 1957 | loss: 2.74956e-05 | val_loss: 3.37783e-05 | Time: 1400.99 ms
[2021-03-20 16:07:55	                main:574]	:	INFO	:	Epoch 1958 | loss: 2.70425e-05 | val_loss: 3.35459e-05 | Time: 1404.01 ms
[2021-03-20 16:07:57	                main:574]	:	INFO	:	Epoch 1959 | loss: 2.65554e-05 | val_loss: 3.31078e-05 | Time: 1408.05 ms
[2021-03-20 16:07:58	                main:574]	:	INFO	:	Epoch 1960 | loss: 2.59814e-05 | val_loss: 3.30116e-05 | Time: 1408.23 ms
[2021-03-20 16:08:00	                main:574]	:	INFO	:	Epoch 1961 | loss: 2.57707e-05 | val_loss: 3.25998e-05 | Time: 1409.22 ms
[2021-03-20 16:08:01	                main:574]	:	INFO	:	Epoch 1962 | loss: 2.50814e-05 | val_loss: 3.18321e-05 | Time: 1426.63 ms
[2021-03-20 16:08:03	                main:574]	:	INFO	:	Epoch 1963 | loss: 2.45878e-05 | val_loss: 3.12756e-05 | Time: 1412.52 ms
[2021-03-20 16:08:04	                main:574]	:	INFO	:	Epoch 1964 | loss: 2.69745e-05 | val_loss: 4.79571e-05 | Time: 1454.04 ms
[2021-03-20 16:08:05	                main:574]	:	INFO	:	Epoch 1965 | loss: 3.4332e-05 | val_loss: 3.52389e-05 | Time: 1437.64 ms
[2021-03-20 16:08:07	                main:574]	:	INFO	:	Epoch 1966 | loss: 2.77417e-05 | val_loss: 3.26181e-05 | Time: 1399.2 ms
[2021-03-20 16:08:08	                main:574]	:	INFO	:	Epoch 1967 | loss: 2.4392e-05 | val_loss: 3.12879e-05 | Time: 1402.79 ms
[2021-03-20 16:08:10	                main:574]	:	INFO	:	Epoch 1968 | loss: 2.42047e-05 | val_loss: 2.95508e-05 | Time: 1402.46 ms
[2021-03-20 16:08:11	                main:574]	:	INFO	:	Epoch 1969 | loss: 2.71139e-05 | val_loss: 3.01607e-05 | Time: 1402.72 ms
[2021-03-20 16:08:13	                main:574]	:	INFO	:	Epoch 1970 | loss: 2.51027e-05 | val_loss: 2.94396e-05 | Time: 1401.62 ms
[2021-03-20 16:08:14	                main:574]	:	INFO	:	Epoch 1971 | loss: 2.36203e-05 | val_loss: 2.8949e-05 | Time: 1415.27 ms
[2021-03-20 16:08:15	                main:574]	:	INFO	:	Epoch 1972 | loss: 2.24905e-05 | val_loss: 2.75538e-05 | Time: 1407.47 ms
[2021-03-20 16:08:17	                main:574]	:	INFO	:	Epoch 1973 | loss: 2.30242e-05 | val_loss: 2.90973e-05 | Time: 1420.11 ms
[2021-03-20 16:08:18	                main:574]	:	INFO	:	Epoch 1974 | loss: 2.24797e-05 | val_loss: 2.73754e-05 | Time: 1406.3 ms
[2021-03-20 16:08:20	                main:574]	:	INFO	:	Epoch 1975 | loss: 2.14025e-05 | val_loss: 2.66871e-05 | Time: 1399.26 ms
[2021-03-20 16:08:21	                main:574]	:	INFO	:	Epoch 1976 | loss: 2.06624e-05 | val_loss: 2.63964e-05 | Time: 1407.65 ms
[2021-03-20 16:08:22	                main:574]	:	INFO	:	Epoch 1977 | loss: 2.11772e-05 | val_loss: 2.46849e-05 | Time: 1410.55 ms
[2021-03-20 16:08:24	                main:574]	:	INFO	:	Epoch 1978 | loss: 2.02053e-05 | val_loss: 2.37092e-05 | Time: 1404.21 ms
[2021-03-20 16:08:25	                main:574]	:	INFO	:	Epoch 1979 | loss: 1.97532e-05 | val_loss: 2.40838e-05 | Time: 1409.38 ms
[2021-03-20 16:08:27	                main:574]	:	INFO	:	Epoch 1980 | loss: 1.91917e-05 | val_loss: 2.29885e-05 | Time: 1401.2 ms
[2021-03-20 16:08:28	                main:574]	:	INFO	:	Epoch 1981 | loss: 1.8305e-05 | val_loss: 2.24564e-05 | Time: 1419.02 ms
[2021-03-20 16:08:30	                main:574]	:	INFO	:	Epoch 1982 | loss: 1.90296e-05 | val_loss: 2.19074e-05 | Time: 1432.99 ms
[2021-03-20 16:08:31	                main:574]	:	INFO	:	Epoch 1983 | loss: 1.82741e-05 | val_loss: 2.28227e-05 | Time: 1403.95 ms
[2021-03-20 16:08:32	                main:574]	:	INFO	:	Epoch 1984 | loss: 1.78494e-05 | val_loss: 2.20742e-05 | Time: 1401.09 ms
[2021-03-20 16:08:34	                main:574]	:	INFO	:	Epoch 1985 | loss: 1.7085e-05 | val_loss: 2.16034e-05 | Time: 1411.78 ms
[2021-03-20 16:08:35	                main:574]	:	INFO	:	Epoch 1986 | loss: 1.70943e-05 | val_loss: 2.27626e-05 | Time: 1415.54 ms
[2021-03-20 16:08:37	                main:574]	:	INFO	:	Epoch 1987 | loss: 1.68679e-05 | val_loss: 2.16806e-05 | Time: 1410.76 ms
[2021-03-20 16:08:38	                main:574]	:	INFO	:	Epoch 1988 | loss: 1.64531e-05 | val_loss: 2.11305e-05 | Time: 1404.98 ms
[2021-03-20 16:08:39	                main:574]	:	INFO	:	Epoch 1989 | loss: 1.60199e-05 | val_loss: 2.02677e-05 | Time: 1407.56 ms
[2021-03-20 16:08:41	                main:574]	:	INFO	:	Epoch 1990 | loss: 1.67204e-05 | val_loss: 2.48651e-05 | Time: 1403.43 ms
[2021-03-20 16:08:42	                main:574]	:	INFO	:	Epoch 1991 | loss: 2.01711e-05 | val_loss: 2.32572e-05 | Time: 1395.91 ms
[2021-03-20 16:08:44	                main:574]	:	INFO	:	Epoch 1992 | loss: 1.7332e-05 | val_loss: 1.99456e-05 | Time: 1406.67 ms
[2021-03-20 16:08:45	                main:574]	:	INFO	:	Epoch 1993 | loss: 1.60806e-05 | val_loss: 1.86194e-05 | Time: 1404.09 ms
[2021-03-20 16:08:47	                main:574]	:	INFO	:	Epoch 1994 | loss: 1.5069e-05 | val_loss: 1.84164e-05 | Time: 1405.19 ms
[2021-03-20 16:08:48	                main:574]	:	INFO	:	Epoch 1995 | loss: 1.48012e-05 | val_loss: 1.82256e-05 | Time: 1423.12 ms
[2021-03-20 16:08:49	                main:574]	:	INFO	:	Epoch 1996 | loss: 1.46576e-05 | val_loss: 1.80831e-05 | Time: 1402.79 ms
[2021-03-20 16:08:51	                main:574]	:	INFO	:	Epoch 1997 | loss: 2.60542e-05 | val_loss: 4.94615e-05 | Time: 1410.66 ms
[2021-03-20 16:08:52	                main:574]	:	INFO	:	Epoch 1998 | loss: 4.88875e-05 | val_loss: 3.86852e-05 | Time: 1410.48 ms
[2021-03-20 16:08:54	                main:574]	:	INFO	:	Epoch 1999 | loss: 2.83587e-05 | val_loss: 2.63794e-05 | Time: 1407.23 ms
[2021-03-20 16:08:55	                main:574]	:	INFO	:	Epoch 2000 | loss: 3.09505e-05 | val_loss: 2.89282e-05 | Time: 1407.14 ms
[2021-03-20 16:08:56	                main:574]	:	INFO	:	Epoch 2001 | loss: 1.95069e-05 | val_loss: 2.22928e-05 | Time: 1401.41 ms
[2021-03-20 16:08:58	                main:574]	:	INFO	:	Epoch 2002 | loss: 1.57614e-05 | val_loss: 2.04037e-05 | Time: 1413.1 ms
[2021-03-20 16:08:59	                main:574]	:	INFO	:	Epoch 2003 | loss: 1.47564e-05 | val_loss: 1.86482e-05 | Time: 1398.09 ms
[2021-03-20 16:09:01	                main:574]	:	INFO	:	Epoch 2004 | loss: 1.39934e-05 | val_loss: 1.85552e-05 | Time: 1415.22 ms
[2021-03-20 16:09:02	                main:574]	:	INFO	:	Epoch 2005 | loss: 1.34403e-05 | val_loss: 1.79399e-05 | Time: 1408.81 ms
[2021-03-20 16:09:04	                main:574]	:	INFO	:	Epoch 2006 | loss: 1.31473e-05 | val_loss: 1.7337e-05 | Time: 1418.27 ms
[2021-03-20 16:09:05	                main:574]	:	INFO	:	Epoch 2007 | loss: 1.28158e-05 | val_loss: 1.71698e-05 | Time: 1403.76 ms
[2021-03-20 16:09:06	                main:574]	:	INFO	:	Epoch 2008 | loss: 1.23678e-05 | val_loss: 1.68362e-05 | Time: 1401.34 ms
[2021-03-20 16:09:08	                main:574]	:	INFO	:	Epoch 2009 | loss: 1.21696e-05 | val_loss: 1.65232e-05 | Time: 1401.47 ms
[2021-03-20 16:09:09	                main:574]	:	INFO	:	Epoch 2010 | loss: 1.20018e-05 | val_loss: 1.6484e-05 | Time: 1393.81 ms
[2021-03-20 16:09:11	                main:574]	:	INFO	:	Epoch 2011 | loss: 1.19237e-05 | val_loss: 1.57284e-05 | Time: 1400.57 ms
[2021-03-20 16:09:12	                main:574]	:	INFO	:	Epoch 2012 | loss: 1.19087e-05 | val_loss: 1.61067e-05 | Time: 1406.67 ms
[2021-03-20 16:09:13	                main:574]	:	INFO	:	Epoch 2013 | loss: 1.18226e-05 | val_loss: 1.67783e-05 | Time: 1406.66 ms
[2021-03-20 16:09:15	                main:574]	:	INFO	:	Epoch 2014 | loss: 1.17119e-05 | val_loss: 1.55207e-05 | Time: 1400.78 ms
[2021-03-20 16:09:16	                main:574]	:	INFO	:	Epoch 2015 | loss: 1.12947e-05 | val_loss: 1.53455e-05 | Time: 1398.57 ms
[2021-03-20 16:09:18	                main:574]	:	INFO	:	Epoch 2016 | loss: 1.1045e-05 | val_loss: 1.55844e-05 | Time: 1406.22 ms
[2021-03-20 16:09:19	                main:574]	:	INFO	:	Epoch 2017 | loss: 1.09307e-05 | val_loss: 1.51672e-05 | Time: 1400.78 ms
[2021-03-20 16:09:21	                main:574]	:	INFO	:	Epoch 2018 | loss: 1.25737e-05 | val_loss: 2.66638e-05 | Time: 1408.36 ms
[2021-03-20 16:09:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 2.77465e-05 | val_loss: 1.56835e-05 | Time: 1403.18 ms
[2021-03-20 16:09:23	                main:574]	:	INFO	:	Epoch 2020 | loss: 1.21841e-05 | val_loss: 1.53454e-05 | Time: 1405.59 ms
[2021-03-20 16:09:25	                main:574]	:	INFO	:	Epoch 2021 | loss: 1.09288e-05 | val_loss: 1.52176e-05 | Time: 1423.04 ms
[2021-03-20 16:09:26	                main:574]	:	INFO	:	Epoch 2022 | loss: 1.03257e-05 | val_loss: 1.50416e-05 | Time: 1404.72 ms
[2021-03-20 16:09:28	                main:574]	:	INFO	:	Epoch 2023 | loss: 1.01705e-05 | val_loss: 1.47151e-05 | Time: 1403.13 ms
[2021-03-20 16:09:29	                main:574]	:	INFO	:	Epoch 2024 | loss: 1.0091e-05 | val_loss: 1.49272e-05 | Time: 1415.07 ms
[2021-03-20 16:09:30	                main:574]	:	INFO	:	Epoch 2025 | loss: 1.0073e-05 | val_loss: 1.47097e-05 | Time: 1401.35 ms
[2021-03-20 16:09:32	                main:574]	:	INFO	:	Epoch 2026 | loss: 1.00438e-05 | val_loss: 1.42201e-05 | Time: 1398.88 ms
[2021-03-20 16:09:33	                main:574]	:	INFO	:	Epoch 2027 | loss: 9.98312e-06 | val_loss: 1.50077e-05 | Time: 1408.69 ms
[2021-03-20 16:09:35	                main:574]	:	INFO	:	Epoch 2028 | loss: 1.01323e-05 | val_loss: 1.47298e-05 | Time: 1407.33 ms
[2021-03-20 16:09:36	                main:574]	:	INFO	:	Epoch 2029 | loss: 9.92075e-06 | val_loss: 1.46023e-05 | Time: 1413.26 ms
[2021-03-20 16:09:37	                main:574]	:	INFO	:	Epoch 2030 | loss: 1.02086e-05 | val_loss: 1.34904e-05 | Time: 1395.13 ms
[2021-03-20 16:09:39	                main:574]	:	INFO	:	Epoch 2031 | loss: 9.83606e-06 | val_loss: 1.35621e-05 | Time: 1411.1 ms
[2021-03-20 16:09:40	                main:574]	:	INFO	:	Epoch 2032 | loss: 1.00285e-05 | val_loss: 1.3428e-05 | Time: 1409.19 ms
[2021-03-20 16:09:42	                main:574]	:	INFO	:	Epoch 2033 | loss: 1.7007e-05 | val_loss: 3.96686e-05 | Time: 1405.12 ms
[2021-03-20 16:09:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 1.9085e-05 | val_loss: 2.08148e-05 | Time: 1400.79 ms
[2021-03-20 16:09:45	                main:574]	:	INFO	:	Epoch 2035 | loss: 1.35152e-05 | val_loss: 1.53953e-05 | Time: 1397.91 ms
[2021-03-20 16:09:46	                main:574]	:	INFO	:	Epoch 2036 | loss: 1.13274e-05 | val_loss: 1.36336e-05 | Time: 1407 ms
[2021-03-20 16:09:47	                main:574]	:	INFO	:	Epoch 2037 | loss: 1.02408e-05 | val_loss: 1.32982e-05 | Time: 1413.8 ms
[2021-03-20 16:09:49	                main:574]	:	INFO	:	Epoch 2038 | loss: 9.81968e-06 | val_loss: 1.36532e-05 | Time: 1413.4 ms
[2021-03-20 16:09:50	                main:574]	:	INFO	:	Epoch 2039 | loss: 9.50944e-06 | val_loss: 1.31672e-05 | Time: 1408.09 ms
[2021-03-20 16:09:52	                main:574]	:	INFO	:	Epoch 2040 | loss: 9.43764e-06 | val_loss: 1.2721e-05 | Time: 1415.28 ms
[2021-03-20 16:09:53	                main:574]	:	INFO	:	Epoch 2041 | loss: 9.0759e-06 | val_loss: 1.38384e-05 | Time: 1425.15 ms
[2021-03-20 16:09:55	                main:574]	:	INFO	:	Epoch 2042 | loss: 9.11616e-06 | val_loss: 1.46336e-05 | Time: 1425.61 ms
[2021-03-20 16:09:56	                main:574]	:	INFO	:	Epoch 2043 | loss: 2.23619e-05 | val_loss: 1.59646e-05 | Time: 1397.45 ms
[2021-03-20 16:09:57	                main:574]	:	INFO	:	Epoch 2044 | loss: 1.28565e-05 | val_loss: 1.44768e-05 | Time: 1413.26 ms
[2021-03-20 16:09:59	                main:574]	:	INFO	:	Epoch 2045 | loss: 1.03052e-05 | val_loss: 1.18444e-05 | Time: 1402.99 ms
[2021-03-20 16:10:00	                main:574]	:	INFO	:	Epoch 2046 | loss: 9.16858e-06 | val_loss: 1.20405e-05 | Time: 1403.34 ms
[2021-03-20 16:10:02	                main:574]	:	INFO	:	Epoch 2047 | loss: 8.98931e-06 | val_loss: 1.08524e-05 | Time: 1397.33 ms
[2021-03-20 16:10:03	                main:574]	:	INFO	:	Epoch 2048 | loss: 8.44039e-06 | val_loss: 1.15704e-05 | Time: 1404.66 ms
[2021-03-20 16:10:03	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 1.15704e-05
[2021-03-20 16:10:03	                main:603]	:	INFO	:	Saving end state to config to file
[2021-03-20 16:10:03	                main:608]	:	INFO	:	Success, exiting..
16:10:03 (16156): 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)