Task 14377733

Name ParityModified-1647047347-16945-3-0_0
Workunit 11423569
Created 5 Apr 2022, 8:55:13 UTC
Sent 9 Apr 2022, 20:58:08 UTC
Report deadline 17 Apr 2022, 20:58:08 UTC
Received 12 Apr 2022, 16:45:38 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21318
Run time 7 hours 21 min 37 sec
CPU time 6 hours 11 min 50 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 7,051.31 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.63 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
oss: 0.0311703 | Time: 15228.4 ms
[2022-04-11 22:06:13	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311591 | val_loss: 0.0311702 | Time: 19545.5 ms
[2022-04-11 22:06:29	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311587 | val_loss: 0.0311708 | Time: 15814.5 ms
[2022-04-11 22:06:43	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311567 | val_loss: 0.0311686 | Time: 13512.7 ms
[2022-04-11 22:06:56	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311552 | val_loss: 0.0311675 | Time: 13613.7 ms
[2022-04-11 22:07:10	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.031153 | val_loss: 0.0311713 | Time: 13203.7 ms
[2022-04-11 22:07:23	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311533 | val_loss: 0.031174 | Time: 13589 ms
[2022-04-11 22:07:36	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311519 | val_loss: 0.0311728 | Time: 12426.7 ms
[2022-04-11 22:07:48	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.031155 | val_loss: 0.03117 | Time: 12330.3 ms
[2022-04-11 22:08:01	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311549 | val_loss: 0.0311721 | Time: 12950.5 ms
[2022-04-11 22:08:13	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.031155 | val_loss: 0.0311733 | Time: 12263.5 ms
[2022-04-11 22:08:25	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311544 | val_loss: 0.0311741 | Time: 11908.6 ms
[2022-04-11 22:08:38	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.031154 | val_loss: 0.0311715 | Time: 12817.1 ms
[2022-04-11 22:08:50	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311546 | val_loss: 0.0311739 | Time: 11972.4 ms
[2022-04-11 22:09:03	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311583 | val_loss: 0.0311719 | Time: 12846.8 ms
[2022-04-11 22:09:15	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.031157 | val_loss: 0.0311734 | Time: 12399.8 ms
[2022-04-11 22:09:27	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311566 | val_loss: 0.0311672 | Time: 12073 ms
[2022-04-11 22:09:40	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311546 | val_loss: 0.0311684 | Time: 12291.6 ms
[2022-04-11 22:09:52	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311533 | val_loss: 0.0311727 | Time: 12451.1 ms
[2022-04-11 22:10:04	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311549 | val_loss: 0.0311688 | Time: 12011.5 ms
[2022-04-11 22:10:16	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311522 | val_loss: 0.0311708 | Time: 11713.8 ms
[2022-04-11 22:10:28	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311537 | val_loss: 0.0311651 | Time: 11862.4 ms
[2022-04-11 22:10:39	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311512 | val_loss: 0.0311688 | Time: 11856.2 ms
[2022-04-11 22:10:51	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311528 | val_loss: 0.031168 | Time: 11532.7 ms
[2022-04-11 22:11:03	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311515 | val_loss: 0.0311739 | Time: 11749.8 ms
[2022-04-11 22:11:14	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311498 | val_loss: 0.0311667 | Time: 11661.8 ms
[2022-04-11 22:11:26	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311522 | val_loss: 0.0311692 | Time: 11705 ms
[2022-04-11 22:11:39	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311526 | val_loss: 0.0311647 | Time: 12422.9 ms
[2022-04-11 22:11:51	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311519 | val_loss: 0.0311678 | Time: 12038.1 ms
[2022-04-11 22:12:03	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311524 | val_loss: 0.0311666 | Time: 12784.4 ms
[2022-04-11 22:12:16	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311533 | val_loss: 0.0311648 | Time: 12307.1 ms
[2022-04-11 22:12:28	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311528 | val_loss: 0.0311662 | Time: 12206.9 ms
[2022-04-11 22:12:40	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311509 | val_loss: 0.0311676 | Time: 12421.8 ms
[2022-04-11 22:12:53	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311512 | val_loss: 0.0311668 | Time: 12766.8 ms
[2022-04-11 22:13:05	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311513 | val_loss: 0.0311658 | Time: 12141.4 ms
[2022-04-11 22:13:19	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311525 | val_loss: 0.0311663 | Time: 13229.7 ms
[2022-04-11 22:13:31	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311508 | val_loss: 0.0311747 | Time: 12073.3 ms
[2022-04-11 22:13:43	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311577 | val_loss: 0.0311671 | Time: 12318.9 ms
[2022-04-11 22:13:55	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311529 | val_loss: 0.0311698 | Time: 12007.6 ms
[2022-04-11 22:14:07	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311513 | val_loss: 0.0311639 | Time: 12137.3 ms
[2022-04-11 22:14:20	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311516 | val_loss: 0.0311658 | Time: 12600.7 ms
[2022-04-11 22:14:32	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311493 | val_loss: 0.0311669 | Time: 12339.1 ms
[2022-04-11 22:14:45	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311492 | val_loss: 0.031165 | Time: 12607.9 ms
[2022-04-11 22:14:57	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311506 | val_loss: 0.0311656 | Time: 12240.2 ms
[2022-04-11 22:15:09	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311539 | val_loss: 0.0311672 | Time: 12476.7 ms
[2022-04-11 22:15:22	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.031153 | val_loss: 0.0311653 | Time: 12769.4 ms
[2022-04-11 22:15:35	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311533 | val_loss: 0.0311644 | Time: 13321.9 ms
[2022-04-11 22:15:49	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311532 | val_loss: 0.0311665 | Time: 13312.2 ms
[2022-04-11 22:16:01	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311588 | val_loss: 0.0311683 | Time: 12151.3 ms
[2022-04-11 22:16:13	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311567 | val_loss: 0.0311658 | Time: 12545.7 ms
[2022-04-11 22:16:26	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311544 | val_loss: 0.0311657 | Time: 12717.3 ms
[2022-04-11 22:16:39	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311536 | val_loss: 0.031164 | Time: 12446.1 ms
[2022-04-11 22:16:51	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311531 | val_loss: 0.0311632 | Time: 12442.4 ms
[2022-04-11 22:17:04	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311542 | val_loss: 0.0311735 | Time: 12719.4 ms
[2022-04-11 22:17:16	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311563 | val_loss: 0.0311661 | Time: 12298.8 ms
[2022-04-11 22:17:29	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311519 | val_loss: 0.0311632 | Time: 12609.1 ms
[2022-04-11 22:17:41	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311499 | val_loss: 0.0311666 | Time: 12231 ms
[2022-04-11 22:17:53	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031152 | val_loss: 0.031164 | Time: 12269.9 ms
[2022-04-11 22:18:06	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311526 | val_loss: 0.0311657 | Time: 12845.2 ms
[2022-04-11 22:18:18	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311507 | val_loss: 0.0311676 | Time: 11963.2 ms
[2022-04-11 22:18:30	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311504 | val_loss: 0.0311678 | Time: 12289.5 ms
[2022-04-11 22:18:43	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311499 | val_loss: 0.0311672 | Time: 12502.2 ms
[2022-04-11 22:18:56	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311497 | val_loss: 0.0311664 | Time: 12939.9 ms
[2022-04-11 22:19:08	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311525 | val_loss: 0.0311676 | Time: 12092.4 ms
[2022-04-11 22:19:21	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311503 | val_loss: 0.0311684 | Time: 12602.8 ms
[2022-04-11 22:19:33	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311486 | val_loss: 0.0311677 | Time: 12463.7 ms
[2022-04-11 22:19:45	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311506 | val_loss: 0.0311656 | Time: 12454.9 ms
[2022-04-11 22:19:58	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.03115 | val_loss: 0.0311687 | Time: 12891.9 ms
[2022-04-11 22:20:11	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311501 | val_loss: 0.031167 | Time: 12695.6 ms
[2022-04-11 22:20:24	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311525 | val_loss: 0.0311679 | Time: 12632.7 ms
[2022-04-11 22:20:36	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311512 | val_loss: 0.0311647 | Time: 12654.7 ms
[2022-04-11 22:20:49	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311503 | val_loss: 0.0311667 | Time: 13108.2 ms
[2022-04-11 22:21:02	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311508 | val_loss: 0.0311647 | Time: 12826.6 ms
[2022-04-11 22:21:15	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031148 | val_loss: 0.0311671 | Time: 12372.1 ms
[2022-04-11 22:21:27	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311475 | val_loss: 0.0311659 | Time: 11850.8 ms
[2022-04-11 22:21:39	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311462 | val_loss: 0.0311668 | Time: 11990.2 ms
[2022-04-11 22:21:51	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311487 | val_loss: 0.031168 | Time: 12256.8 ms
[2022-04-11 22:22:03	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311484 | val_loss: 0.0311691 | Time: 12680.6 ms
[2022-04-11 22:22:16	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311504 | val_loss: 0.0311718 | Time: 12579.5 ms
[2022-04-11 22:22:28	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311491 | val_loss: 0.0311764 | Time: 11929.3 ms
[2022-04-11 22:22:40	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311476 | val_loss: 0.0311714 | Time: 11591.6 ms
[2022-04-11 22:22:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311476 | val_loss: 0.0311765 | Time: 12635 ms
[2022-04-11 22:23:04	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311505 | val_loss: 0.0311776 | Time: 12258.9 ms
[2022-04-11 22:23:17	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311581 | val_loss: 0.0311738 | Time: 12041.2 ms
[2022-04-11 22:23:29	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311551 | val_loss: 0.0311724 | Time: 12776.8 ms
[2022-04-11 22:23:42	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311543 | val_loss: 0.031174 | Time: 12223.3 ms
[2022-04-11 22:23:54	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311526 | val_loss: 0.0311704 | Time: 11952 ms
[2022-04-11 22:24:05	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311535 | val_loss: 0.0311735 | Time: 11825.5 ms
[2022-04-11 22:24:17	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311545 | val_loss: 0.031174 | Time: 11923.9 ms
[2022-04-11 22:24:29	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311526 | val_loss: 0.0311723 | Time: 11755 ms
[2022-04-11 22:24:41	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031151 | val_loss: 0.0311753 | Time: 12025.7 ms
[2022-04-11 22:24:53	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311545 | val_loss: 0.0311721 | Time: 11626.4 ms
[2022-04-11 22:25:05	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311541 | val_loss: 0.0311724 | Time: 12141.6 ms
[2022-04-11 22:25:17	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311533 | val_loss: 0.031174 | Time: 11805.8 ms
[2022-04-11 22:25:28	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311537 | val_loss: 0.0311757 | Time: 11819 ms
[2022-04-11 22:25:40	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031153 | val_loss: 0.0311739 | Time: 11883.3 ms
[2022-04-11 22:25:52	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311524 | val_loss: 0.0311722 | Time: 11726.3 ms
[2022-04-11 22:26:04	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311512 | val_loss: 0.0311724 | Time: 11979 ms
[2022-04-11 22:26:16	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311537 | val_loss: 0.0311716 | Time: 11876 ms
[2022-04-11 22:26:29	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311533 | val_loss: 0.031169 | Time: 12624.2 ms
[2022-04-11 22:26:40	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311529 | val_loss: 0.0311718 | Time: 11301.6 ms
[2022-04-11 22:26:53	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311547 | val_loss: 0.0311704 | Time: 12651.2 ms
[2022-04-11 22:27:04	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311534 | val_loss: 0.0311701 | Time: 11555.5 ms
[2022-04-11 22:27:16	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031151 | val_loss: 0.0311682 | Time: 11749 ms
[2022-04-11 22:27:28	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311524 | val_loss: 0.0311726 | Time: 12544.9 ms
[2022-04-11 22:27:40	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311498 | val_loss: 0.0311702 | Time: 11440.4 ms
[2022-04-11 22:27:52	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311512 | val_loss: 0.0311729 | Time: 12049.1 ms
[2022-04-11 22:28:04	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311579 | val_loss: 0.031174 | Time: 12019.5 ms
[2022-04-11 22:28:16	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311632 | val_loss: 0.0311736 | Time: 12055.8 ms
[2022-04-11 22:28:28	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311609 | val_loss: 0.0311712 | Time: 12075.8 ms
[2022-04-11 22:28:40	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311601 | val_loss: 0.0311727 | Time: 11608.6 ms
[2022-04-11 22:28:52	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311593 | val_loss: 0.0311696 | Time: 12382.3 ms
[2022-04-11 22:29:04	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311595 | val_loss: 0.0311721 | Time: 12081.2 ms
[2022-04-11 22:29:16	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311582 | val_loss: 0.031175 | Time: 12005.7 ms
[2022-04-11 22:29:28	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311571 | val_loss: 0.0311716 | Time: 11861.6 ms
[2022-04-11 22:29:40	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311559 | val_loss: 0.0311738 | Time: 11859.6 ms
[2022-04-11 22:29:52	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031155 | val_loss: 0.0311709 | Time: 12160.1 ms
[2022-04-11 22:30:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311546 | val_loss: 0.0311749 | Time: 11973.1 ms
[2022-04-11 22:30:16	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031155 | val_loss: 0.0311757 | Time: 11771.3 ms
[2022-04-11 22:30:28	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311541 | val_loss: 0.0311712 | Time: 11999.9 ms
[2022-04-11 22:30:40	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311523 | val_loss: 0.0311727 | Time: 11882.9 ms
[2022-04-11 22:30:52	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311518 | val_loss: 0.0311733 | Time: 12324.2 ms
[2022-04-11 22:31:04	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311523 | val_loss: 0.0311723 | Time: 12163.3 ms
[2022-04-11 22:31:17	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311529 | val_loss: 0.0311742 | Time: 12315.9 ms
[2022-04-11 22:31:29	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031152 | val_loss: 0.031174 | Time: 12041.1 ms
[2022-04-11 22:31:41	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311523 | val_loss: 0.031176 | Time: 12022.5 ms
[2022-04-11 22:31:52	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311512 | val_loss: 0.0311719 | Time: 11804.6 ms
[2022-04-11 22:32:04	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311515 | val_loss: 0.0311761 | Time: 11951.9 ms
[2022-04-11 22:32:16	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311599 | val_loss: 0.031172 | Time: 11910 ms
[2022-04-11 22:32:28	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311596 | val_loss: 0.031172 | Time: 11974.5 ms
[2022-04-11 22:32:41	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311591 | val_loss: 0.0311752 | Time: 12433.4 ms
[2022-04-11 22:32:52	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311568 | val_loss: 0.0311674 | Time: 11655.2 ms
[2022-04-11 22:33:04	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311546 | val_loss: 0.0311698 | Time: 11651.4 ms
[2022-04-11 22:33:16	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311553 | val_loss: 0.0311655 | Time: 12321.1 ms
[2022-04-11 22:33:29	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311532 | val_loss: 0.0311755 | Time: 12556 ms
[2022-04-11 22:33:41	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311529 | val_loss: 0.0311674 | Time: 11940.8 ms
[2022-04-11 22:33:52	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311524 | val_loss: 0.031167 | Time: 11456.9 ms
[2022-04-11 22:34:04	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311539 | val_loss: 0.0311688 | Time: 11297.6 ms
[2022-04-11 22:34:16	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311548 | val_loss: 0.0311689 | Time: 12235.3 ms
[2022-04-11 22:34:28	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311557 | val_loss: 0.0311672 | Time: 12365 ms
[2022-04-11 22:34:40	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311539 | val_loss: 0.0311665 | Time: 11565.8 ms
[2022-04-11 22:34:56	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031153 | val_loss: 0.0311655 | Time: 16079.5 ms
[2022-04-11 22:35:10	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311526 | val_loss: 0.0311697 | Time: 14173.8 ms
[2022-04-11 22:35:24	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311532 | val_loss: 0.0311674 | Time: 13764.6 ms
[2022-04-11 22:35:37	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311519 | val_loss: 0.0311703 | Time: 12717.7 ms
[2022-04-11 22:35:49	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311509 | val_loss: 0.0311681 | Time: 12491.2 ms
[2022-04-11 22:36:02	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311507 | val_loss: 0.0311652 | Time: 12502.8 ms
[2022-04-11 22:36:14	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311515 | val_loss: 0.0311668 | Time: 12403.9 ms
[2022-04-11 22:36:26	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311538 | val_loss: 0.0311674 | Time: 12124.5 ms
[2022-04-11 22:36:38	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311523 | val_loss: 0.0311669 | Time: 12332.4 ms
[2022-04-11 22:36:51	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311508 | val_loss: 0.0311672 | Time: 12581.8 ms
[2022-04-11 22:37:03	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311513 | val_loss: 0.0311672 | Time: 12346.3 ms
[2022-04-11 22:37:16	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311518 | val_loss: 0.0311686 | Time: 12402.6 ms
[2022-04-11 22:37:28	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311528 | val_loss: 0.0311722 | Time: 12665.6 ms
[2022-04-11 22:37:41	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311542 | val_loss: 0.0311715 | Time: 12526.2 ms
[2022-04-11 22:37:54	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311551 | val_loss: 0.0311752 | Time: 12755 ms
[2022-04-11 22:38:07	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311632 | val_loss: 0.0311799 | Time: 13206.2 ms
[2022-04-11 22:38:19	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031156 | val_loss: 0.0311715 | Time: 12107.4 ms
[2022-04-11 22:38:31	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311538 | val_loss: 0.0311704 | Time: 12357 ms
[2022-04-11 22:38:44	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311537 | val_loss: 0.0311684 | Time: 12536.9 ms
[2022-04-11 22:38:56	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311521 | val_loss: 0.0311717 | Time: 12504.5 ms
[2022-04-11 22:39:09	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311522 | val_loss: 0.0311687 | Time: 12444.6 ms
[2022-04-11 22:39:21	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311498 | val_loss: 0.0311676 | Time: 12517.2 ms
[2022-04-11 22:39:33	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311516 | val_loss: 0.0311773 | Time: 12023.3 ms
[2022-04-11 22:39:46	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311559 | val_loss: 0.0311762 | Time: 12418.2 ms
[2022-04-11 22:39:58	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311523 | val_loss: 0.0311695 | Time: 11984.6 ms
[2022-04-11 22:40:10	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311503 | val_loss: 0.031171 | Time: 11825.6 ms
[2022-04-11 22:40:22	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311513 | val_loss: 0.0311696 | Time: 12236.3 ms
[2022-04-11 22:40:35	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311505 | val_loss: 0.0311705 | Time: 12618.3 ms
[2022-04-11 22:40:47	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311505 | val_loss: 0.031169 | Time: 12459.3 ms
[2022-04-11 22:40:59	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311511 | val_loss: 0.0311685 | Time: 12107.8 ms
[2022-04-11 22:41:11	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311519 | val_loss: 0.031171 | Time: 12258.6 ms
[2022-04-11 22:41:24	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311516 | val_loss: 0.0311697 | Time: 12597.8 ms
[2022-04-11 22:41:36	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311502 | val_loss: 0.0311714 | Time: 12284.3 ms
[2022-04-11 22:41:49	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311485 | val_loss: 0.0311727 | Time: 12425.4 ms
[2022-04-11 22:42:01	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311493 | val_loss: 0.0311748 | Time: 12639.3 ms
[2022-04-11 22:42:14	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311487 | val_loss: 0.0311716 | Time: 12256.5 ms
[2022-04-11 22:42:25	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311479 | val_loss: 0.0311721 | Time: 11783.3 ms
[2022-04-11 22:42:38	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311467 | val_loss: 0.0311734 | Time: 12374.4 ms
[2022-04-11 22:42:51	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311465 | val_loss: 0.0311736 | Time: 12703.7 ms
[2022-04-11 22:43:03	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031149 | val_loss: 0.0311721 | Time: 12134.9 ms
[2022-04-11 22:43:15	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311542 | val_loss: 0.0311811 | Time: 12766.5 ms
[2022-04-11 22:43:28	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311508 | val_loss: 0.0311716 | Time: 12315.5 ms
[2022-04-11 22:43:41	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311488 | val_loss: 0.0311722 | Time: 13136.5 ms
[2022-04-11 22:43:53	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311482 | val_loss: 0.0311713 | Time: 12365.4 ms
[2022-04-11 22:44:05	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311469 | val_loss: 0.0311717 | Time: 12030.7 ms
[2022-04-11 22:44:17	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311502 | val_loss: 0.0311675 | Time: 11745.9 ms
[2022-04-11 22:44:30	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311491 | val_loss: 0.0311725 | Time: 12988.7 ms
[2022-04-11 22:44:43	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311492 | val_loss: 0.0311699 | Time: 12496.4 ms
[2022-04-11 22:44:55	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311536 | val_loss: 0.0311741 | Time: 12507.4 ms
[2022-04-11 22:45:08	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311574 | val_loss: 0.0311753 | Time: 12539.9 ms
[2022-04-11 22:45:20	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311543 | val_loss: 0.031177 | Time: 12353.6 ms
[2022-04-11 22:45:32	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311532 | val_loss: 0.0311736 | Time: 12225 ms
[2022-04-11 22:45:45	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311535 | val_loss: 0.0311762 | Time: 12420.4 ms
[2022-04-11 22:45:57	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311531 | val_loss: 0.0311737 | Time: 12737.7 ms
[2022-04-11 22:46:11	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031152 | val_loss: 0.0311706 | Time: 13307.5 ms
[2022-04-11 22:46:24	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311509 | val_loss: 0.0311726 | Time: 13168.3 ms
[2022-04-11 22:46:37	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311512 | val_loss: 0.0311706 | Time: 12748 ms
[2022-04-11 22:46:49	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311505 | val_loss: 0.0311734 | Time: 12516.2 ms
[2022-04-11 22:47:02	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311519 | val_loss: 0.0311709 | Time: 12484.7 ms
[2022-04-11 22:47:14	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311525 | val_loss: 0.0311768 | Time: 12414.9 ms
[2022-04-11 22:47:27	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311513 | val_loss: 0.0311694 | Time: 12632.2 ms
[2022-04-11 22:47:39	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031156 | val_loss: 0.0311701 | Time: 12593.1 ms
[2022-04-11 22:47:53	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311554 | val_loss: 0.0311706 | Time: 13951.5 ms
[2022-04-11 22:48:07	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311533 | val_loss: 0.0311698 | Time: 13798.8 ms
[2022-04-11 22:48:22	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311524 | val_loss: 0.0311713 | Time: 14768.5 ms
[2022-04-11 22:48:37	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311523 | val_loss: 0.03117 | Time: 14723.1 ms
[2022-04-11 22:48:51	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311523 | val_loss: 0.0311699 | Time: 14703.6 ms
[2022-04-11 22:49:06	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311506 | val_loss: 0.0311712 | Time: 14667.5 ms
[2022-04-11 22:49:21	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311509 | val_loss: 0.0311716 | Time: 15013.4 ms
[2022-04-11 22:49:36	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311496 | val_loss: 0.0311696 | Time: 14647.1 ms
[2022-04-11 22:49:49	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311501 | val_loss: 0.0311688 | Time: 13414.1 ms
[2022-04-11 22:50:02	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311504 | val_loss: 0.0311683 | Time: 12632.5 ms
[2022-04-11 22:50:15	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311506 | val_loss: 0.0311704 | Time: 12994.9 ms
[2022-04-11 22:50:27	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311507 | val_loss: 0.0311706 | Time: 12450.8 ms
[2022-04-11 22:50:40	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.03115 | val_loss: 0.0311715 | Time: 12871.5 ms
[2022-04-11 22:50:54	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311507 | val_loss: 0.0311672 | Time: 13534.2 ms
[2022-04-11 22:51:07	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311494 | val_loss: 0.0311689 | Time: 13519.3 ms
[2022-04-11 22:51:22	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311488 | val_loss: 0.0311694 | Time: 14408.8 ms
[2022-04-11 22:51:36	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031151 | val_loss: 0.0311672 | Time: 14700.1 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1070)
[2022-04-12 17:48:13	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-12 17:48:13	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-12 17:48:13	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-12 17:48:13	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-12 17:48:13	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-12 17:48:13	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-12 17:48:13	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-12 17:48:13	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-12 17:48:13	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-12 17:48:13	                main:474]	:	INFO	:	Configuration: 
[2022-04-12 17:48:13	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-12 17:48:13	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-12 17:48:13	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-12 17:48:13	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-12 17:48:13	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-12 17:48:13	                main:480]	:	INFO	:	    Patience: 10
[2022-04-12 17:48:13	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-12 17:48:13	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-12 17:48:13	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-12 17:48:13	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-12 17:48:13	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-12 17:48:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-12 17:48:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-12 17:48:18	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-12 17:48:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-12 17:48:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-12 17:48:19	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-12 17:48:19	                main:494]	:	INFO	:	Creating Model
[2022-04-12 17:48:19	                main:507]	:	INFO	:	Preparing config file
[2022-04-12 17:48:19	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-12 17:48:19	                main:512]	:	INFO	:	Loading config
[2022-04-12 17:48:19	                main:514]	:	INFO	:	Loading state
[2022-04-12 17:48:22	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-12 17:48:22	                main:562]	:	INFO	:	Starting Training
[2022-04-12 17:49:17	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311769 | val_loss: 0.0311782 | Time: 55412.9 ms
[2022-04-12 17:49:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311545 | val_loss: 0.0311726 | Time: 18776.4 ms
[2022-04-12 17:49:52	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311522 | val_loss: 0.031173 | Time: 15979 ms
[2022-04-12 17:50:08	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311513 | val_loss: 0.0311698 | Time: 15506 ms
[2022-04-12 17:50:22	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311506 | val_loss: 0.031173 | Time: 14747.9 ms
[2022-04-12 17:50:36	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311514 | val_loss: 0.031171 | Time: 14031.1 ms
[2022-04-12 17:50:50	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311526 | val_loss: 0.0311732 | Time: 13253.1 ms
[2022-04-12 17:51:03	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311511 | val_loss: 0.0311728 | Time: 13534.9 ms
[2022-04-12 17:51:17	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311539 | val_loss: 0.0311728 | Time: 13525.6 ms
[2022-04-12 17:51:30	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311564 | val_loss: 0.0311716 | Time: 13048.6 ms
[2022-04-12 17:51:43	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311558 | val_loss: 0.0311727 | Time: 13450 ms
[2022-04-12 17:51:58	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311538 | val_loss: 0.031176 | Time: 15160.9 ms
[2022-04-12 17:52:13	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311668 | val_loss: 0.0311923 | Time: 14265.4 ms
[2022-04-12 17:52:27	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311709 | val_loss: 0.0311836 | Time: 14322.3 ms
[2022-04-12 17:52:40	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311664 | val_loss: 0.0311803 | Time: 13265.4 ms
[2022-04-12 17:52:57	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311654 | val_loss: 0.0311827 | Time: 16957.2 ms
[2022-04-12 17:53:16	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311664 | val_loss: 0.0311798 | Time: 18491 ms
[2022-04-12 17:53:29	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311644 | val_loss: 0.0311792 | Time: 13277.8 ms
[2022-04-12 17:53:42	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311626 | val_loss: 0.031181 | Time: 13288.3 ms
[2022-04-12 17:53:55	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311605 | val_loss: 0.0311803 | Time: 12272.7 ms
[2022-04-12 17:54:06	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031159 | val_loss: 0.0311775 | Time: 11879.3 ms
[2022-04-12 17:54:18	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311579 | val_loss: 0.0311762 | Time: 11701.8 ms
[2022-04-12 17:54:30	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.031157 | val_loss: 0.0311765 | Time: 11782.7 ms
[2022-04-12 17:54:46	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031158 | val_loss: 0.0311771 | Time: 15835.2 ms
[2022-04-12 17:54:59	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311579 | val_loss: 0.0311842 | Time: 13562.2 ms
[2022-04-12 17:55:11	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311623 | val_loss: 0.031182 | Time: 12080.8 ms
[2022-04-12 17:55:23	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311633 | val_loss: 0.0311783 | Time: 11748.4 ms
[2022-04-12 17:55:35	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311616 | val_loss: 0.0311738 | Time: 12115.9 ms
[2022-04-12 17:55:47	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.031159 | val_loss: 0.0311733 | Time: 11746.4 ms
[2022-04-12 17:56:00	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311579 | val_loss: 0.0311769 | Time: 12989.4 ms
[2022-04-12 17:56:12	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311554 | val_loss: 0.0311762 | Time: 12152.5 ms
[2022-04-12 17:56:24	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311551 | val_loss: 0.031176 | Time: 11569.9 ms
[2022-04-12 17:56:36	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311534 | val_loss: 0.0311751 | Time: 12294.4 ms
[2022-04-12 17:56:49	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311549 | val_loss: 0.0311856 | Time: 12594.5 ms
[2022-04-12 17:57:01	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311578 | val_loss: 0.0311718 | Time: 11829.4 ms
[2022-04-12 17:57:12	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311554 | val_loss: 0.0311745 | Time: 11568.3 ms
[2022-04-12 17:57:24	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311555 | val_loss: 0.0311752 | Time: 11561 ms
[2022-04-12 17:57:36	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311582 | val_loss: 0.0311782 | Time: 11907.3 ms
[2022-04-12 17:57:48	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311572 | val_loss: 0.0311749 | Time: 12495.3 ms
[2022-04-12 17:58:00	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311597 | val_loss: 0.0311763 | Time: 11761.9 ms
[2022-04-12 17:58:12	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311599 | val_loss: 0.0311738 | Time: 11852.6 ms
[2022-04-12 17:58:25	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311722 | val_loss: 0.03121 | Time: 13176 ms
[2022-04-12 17:58:37	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311939 | val_loss: 0.0311944 | Time: 12256.2 ms
[2022-04-12 17:58:49	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311789 | val_loss: 0.0311909 | Time: 12207.6 ms
[2022-04-12 17:59:02	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311742 | val_loss: 0.0311846 | Time: 12810.5 ms
[2022-04-12 17:59:17	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311719 | val_loss: 0.0311957 | Time: 15060.3 ms
[2022-04-12 17:59:30	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311763 | val_loss: 0.031182 | Time: 12610.9 ms
[2022-04-12 17:59:43	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311702 | val_loss: 0.0311772 | Time: 12739.7 ms
[2022-04-12 17:59:54	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311664 | val_loss: 0.0311796 | Time: 11693.2 ms
[2022-04-12 18:00:06	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311642 | val_loss: 0.031179 | Time: 12024.8 ms
[2022-04-12 18:00:18	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311637 | val_loss: 0.0311776 | Time: 12151.4 ms
[2022-04-12 18:00:33	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311665 | val_loss: 0.0311778 | Time: 14338.9 ms
[2022-04-12 18:00:46	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311646 | val_loss: 0.0311792 | Time: 13355.5 ms
[2022-04-12 18:01:04	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311624 | val_loss: 0.0311749 | Time: 17523 ms
[2022-04-12 18:01:20	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311614 | val_loss: 0.0311764 | Time: 15939.3 ms
[2022-04-12 18:01:33	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311603 | val_loss: 0.0311765 | Time: 13420.7 ms
[2022-04-12 18:01:45	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311595 | val_loss: 0.0311795 | Time: 12371.8 ms
[2022-04-12 18:01:58	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311588 | val_loss: 0.0311755 | Time: 12295.2 ms
[2022-04-12 18:02:10	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311603 | val_loss: 0.0311768 | Time: 12413.2 ms
[2022-04-12 18:02:25	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311601 | val_loss: 0.0311796 | Time: 15144.2 ms
[2022-04-12 18:02:38	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311597 | val_loss: 0.0311768 | Time: 12608.6 ms
[2022-04-12 18:02:51	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311587 | val_loss: 0.0311789 | Time: 13118.3 ms
[2022-04-12 18:03:05	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031161 | val_loss: 0.0311773 | Time: 13531.4 ms
[2022-04-12 18:03:17	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311614 | val_loss: 0.031181 | Time: 12562.4 ms
[2022-04-12 18:03:30	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311599 | val_loss: 0.031175 | Time: 12379.8 ms
[2022-04-12 18:03:42	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311593 | val_loss: 0.0311767 | Time: 12292.1 ms
[2022-04-12 18:04:01	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311588 | val_loss: 0.0311736 | Time: 19262.6 ms
[2022-04-12 18:04:16	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311568 | val_loss: 0.0311735 | Time: 14787.2 ms
[2022-04-12 18:04:30	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311566 | val_loss: 0.0311755 | Time: 14156.7 ms
[2022-04-12 18:04:43	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311587 | val_loss: 0.0311748 | Time: 13386.4 ms
[2022-04-12 18:04:56	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.031159 | val_loss: 0.0311823 | Time: 12106.1 ms
[2022-04-12 18:05:08	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311598 | val_loss: 0.0311788 | Time: 11896.3 ms
[2022-04-12 18:05:20	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311587 | val_loss: 0.0311767 | Time: 12148.5 ms
[2022-04-12 18:05:32	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311567 | val_loss: 0.0311772 | Time: 12524.9 ms
[2022-04-12 18:05:44	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031155 | val_loss: 0.0311759 | Time: 12239 ms
[2022-04-12 18:05:56	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311538 | val_loss: 0.0311732 | Time: 11939.8 ms
[2022-04-12 18:06:08	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311537 | val_loss: 0.0311728 | Time: 11857 ms
[2022-04-12 18:06:20	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311534 | val_loss: 0.031173 | Time: 12095.6 ms
[2022-04-12 18:06:32	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311548 | val_loss: 0.0311745 | Time: 12017.7 ms
[2022-04-12 18:06:45	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311538 | val_loss: 0.0311745 | Time: 12164.9 ms
[2022-04-12 18:06:56	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311546 | val_loss: 0.0311726 | Time: 11944 ms
[2022-04-12 18:07:09	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311574 | val_loss: 0.0311714 | Time: 12165.5 ms
[2022-04-12 18:07:21	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311563 | val_loss: 0.0311732 | Time: 12151.4 ms
[2022-04-12 18:07:33	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.031156 | val_loss: 0.0311696 | Time: 12110.2 ms
[2022-04-12 18:07:45	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311562 | val_loss: 0.031172 | Time: 12525.5 ms
[2022-04-12 18:07:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311564 | val_loss: 0.0311681 | Time: 12031.4 ms
[2022-04-12 18:08:10	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311557 | val_loss: 0.03117 | Time: 12232.8 ms
[2022-04-12 18:08:22	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311535 | val_loss: 0.0311695 | Time: 12171.9 ms
[2022-04-12 18:08:35	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311531 | val_loss: 0.031171 | Time: 12720.8 ms
[2022-04-12 18:08:47	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311526 | val_loss: 0.0311731 | Time: 11845.6 ms
[2022-04-12 18:08:59	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311533 | val_loss: 0.0311698 | Time: 11989.8 ms
[2022-04-12 18:09:11	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311557 | val_loss: 0.0311746 | Time: 12144 ms
[2022-04-12 18:09:23	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311681 | val_loss: 0.0311838 | Time: 12440.1 ms
[2022-04-12 18:09:35	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311699 | val_loss: 0.0311778 | Time: 12325.7 ms
[2022-04-12 18:09:48	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311678 | val_loss: 0.0311783 | Time: 12116.3 ms
[2022-04-12 18:10:00	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031165 | val_loss: 0.0311783 | Time: 12063.1 ms
[2022-04-12 18:10:12	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031168 | val_loss: 0.0311804 | Time: 12114.1 ms
[2022-04-12 18:10:24	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031172 | val_loss: 0.0311784 | Time: 11948.7 ms
[2022-04-12 18:10:36	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311705 | val_loss: 0.0311778 | Time: 11816.1 ms
[2022-04-12 18:10:47	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311697 | val_loss: 0.0311758 | Time: 11847.2 ms
[2022-04-12 18:11:00	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.031168 | val_loss: 0.0311755 | Time: 12559.4 ms
[2022-04-12 18:11:12	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311671 | val_loss: 0.0311738 | Time: 12165.1 ms
[2022-04-12 18:11:24	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311675 | val_loss: 0.0311746 | Time: 11748.8 ms
[2022-04-12 18:11:36	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311674 | val_loss: 0.0311731 | Time: 11929.3 ms
[2022-04-12 18:11:48	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311692 | val_loss: 0.0311775 | Time: 11889 ms
[2022-04-12 18:12:00	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311692 | val_loss: 0.0311847 | Time: 11917.5 ms
[2022-04-12 18:12:11	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311693 | val_loss: 0.0311839 | Time: 11324.5 ms
[2022-04-12 18:12:22	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311684 | val_loss: 0.0311841 | Time: 10633 ms
[2022-04-12 18:12:33	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311681 | val_loss: 0.0311804 | Time: 11829.6 ms
[2022-04-12 18:12:45	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311674 | val_loss: 0.0311802 | Time: 11903.9 ms
[2022-04-12 18:12:57	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311654 | val_loss: 0.0311785 | Time: 11918.1 ms
[2022-04-12 18:13:09	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311643 | val_loss: 0.0311714 | Time: 11778.5 ms
[2022-04-12 18:13:25	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311633 | val_loss: 0.0311716 | Time: 15862.6 ms
[2022-04-12 18:13:38	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311641 | val_loss: 0.031171 | Time: 12631.8 ms
[2022-04-12 18:13:51	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311652 | val_loss: 0.0311775 | Time: 12977.2 ms
[2022-04-12 18:14:03	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311698 | val_loss: 0.0311686 | Time: 12317.3 ms
[2022-04-12 18:14:15	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311674 | val_loss: 0.0311719 | Time: 12617.4 ms
[2022-04-12 18:14:29	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311676 | val_loss: 0.0311704 | Time: 13024.4 ms
[2022-04-12 18:14:42	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311659 | val_loss: 0.0311706 | Time: 13548.5 ms
[2022-04-12 18:14:56	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311662 | val_loss: 0.0311701 | Time: 13488.5 ms
[2022-04-12 18:15:09	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311642 | val_loss: 0.0311699 | Time: 13103.3 ms
[2022-04-12 18:15:22	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311647 | val_loss: 0.0311735 | Time: 13177.7 ms
[2022-04-12 18:15:35	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311636 | val_loss: 0.0311687 | Time: 13168.4 ms
[2022-04-12 18:15:48	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311625 | val_loss: 0.0311689 | Time: 12931.9 ms
[2022-04-12 18:16:01	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311628 | val_loss: 0.0311704 | Time: 12726.7 ms
[2022-04-12 18:16:13	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311631 | val_loss: 0.0311693 | Time: 12544.6 ms
[2022-04-12 18:16:32	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311624 | val_loss: 0.0311693 | Time: 18910.2 ms
[2022-04-12 18:16:47	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031162 | val_loss: 0.0311673 | Time: 15303.2 ms
[2022-04-12 18:17:03	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031163 | val_loss: 0.0311676 | Time: 15525.9 ms
[2022-04-12 18:17:19	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311609 | val_loss: 0.0311697 | Time: 16011.9 ms
[2022-04-12 18:17:37	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031161 | val_loss: 0.0311715 | Time: 18144.7 ms
[2022-04-12 18:18:06	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311611 | val_loss: 0.0311719 | Time: 28674.8 ms
[2022-04-12 18:18:22	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311631 | val_loss: 0.0311713 | Time: 16230.5 ms
[2022-04-12 18:18:39	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311613 | val_loss: 0.0311698 | Time: 16978.9 ms
[2022-04-12 18:18:54	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311615 | val_loss: 0.0311732 | Time: 14498.6 ms
[2022-04-12 18:19:06	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311627 | val_loss: 0.0311736 | Time: 12083.2 ms
[2022-04-12 18:19:18	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311629 | val_loss: 0.0311707 | Time: 12434.8 ms
[2022-04-12 18:19:32	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311606 | val_loss: 0.031172 | Time: 13546.6 ms
[2022-04-12 18:19:45	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311615 | val_loss: 0.031171 | Time: 13350.9 ms
[2022-04-12 18:20:00	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311618 | val_loss: 0.0311738 | Time: 15157.2 ms
[2022-04-12 18:20:16	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311601 | val_loss: 0.031171 | Time: 15409.1 ms
[2022-04-12 18:20:29	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311604 | val_loss: 0.0311707 | Time: 13865.5 ms
[2022-04-12 18:20:44	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311593 | val_loss: 0.0311713 | Time: 14254.4 ms
[2022-04-12 18:20:58	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311593 | val_loss: 0.0311696 | Time: 13975.2 ms
[2022-04-12 18:21:12	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311584 | val_loss: 0.0311696 | Time: 13798.6 ms
[2022-04-12 18:21:25	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311589 | val_loss: 0.0311702 | Time: 13893.6 ms
[2022-04-12 18:21:39	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311587 | val_loss: 0.0311682 | Time: 13776 ms
[2022-04-12 18:21:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311579 | val_loss: 0.0311696 | Time: 13552 ms
[2022-04-12 18:22:06	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311575 | val_loss: 0.03117 | Time: 13235.1 ms
[2022-04-12 18:22:26	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311579 | val_loss: 0.0311724 | Time: 19713.3 ms
[2022-04-12 18:22:45	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311581 | val_loss: 0.0311711 | Time: 19348 ms
[2022-04-12 18:22:59	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311583 | val_loss: 0.0311715 | Time: 14389 ms
[2022-04-12 18:23:12	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311578 | val_loss: 0.0311715 | Time: 12851 ms
[2022-04-12 18:23:25	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311585 | val_loss: 0.0311707 | Time: 12537.7 ms
[2022-04-12 18:23:38	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311564 | val_loss: 0.0311704 | Time: 13326.6 ms
[2022-04-12 18:23:51	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311566 | val_loss: 0.031171 | Time: 12818.2 ms
[2022-04-12 18:24:04	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311584 | val_loss: 0.0311705 | Time: 12507.3 ms
[2022-04-12 18:24:16	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311561 | val_loss: 0.0311695 | Time: 12664 ms
[2022-04-12 18:24:28	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311566 | val_loss: 0.0311756 | Time: 11652.8 ms
[2022-04-12 18:24:40	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311561 | val_loss: 0.0311712 | Time: 11754.6 ms
[2022-04-12 18:24:52	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311555 | val_loss: 0.0311703 | Time: 12256 ms
[2022-04-12 18:25:04	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311541 | val_loss: 0.0311741 | Time: 11785.7 ms
[2022-04-12 18:25:15	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311543 | val_loss: 0.0311732 | Time: 11219.7 ms
[2022-04-12 18:25:26	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311552 | val_loss: 0.031173 | Time: 11174.3 ms
[2022-04-12 18:25:39	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311556 | val_loss: 0.0311745 | Time: 12392.5 ms
[2022-04-12 18:25:51	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311566 | val_loss: 0.031173 | Time: 12379.7 ms
[2022-04-12 18:26:04	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311569 | val_loss: 0.0311737 | Time: 13044 ms
[2022-04-12 18:26:16	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311625 | val_loss: 0.031174 | Time: 11695.2 ms
[2022-04-12 18:26:27	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311633 | val_loss: 0.0311709 | Time: 11462.5 ms
[2022-04-12 18:26:39	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031162 | val_loss: 0.0311748 | Time: 12151 ms
[2022-04-12 18:26:51	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311707 | val_loss: 0.0311829 | Time: 11350.7 ms
[2022-04-12 18:27:02	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311773 | val_loss: 0.031183 | Time: 11257.9 ms
[2022-04-12 18:27:15	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311742 | val_loss: 0.0311795 | Time: 12666.4 ms
[2022-04-12 18:27:28	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311704 | val_loss: 0.031182 | Time: 13305.6 ms
[2022-04-12 18:27:40	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311688 | val_loss: 0.0311755 | Time: 12260.4 ms
[2022-04-12 18:28:04	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311679 | val_loss: 0.0311783 | Time: 24292.9 ms
[2022-04-12 18:28:18	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031171 | val_loss: 0.0311781 | Time: 13291.2 ms
[2022-04-12 18:28:31	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311709 | val_loss: 0.0311796 | Time: 13298.1 ms
[2022-04-12 18:28:46	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311692 | val_loss: 0.0311809 | Time: 14533.2 ms
[2022-04-12 18:28:58	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311664 | val_loss: 0.0311759 | Time: 12565.8 ms
[2022-04-12 18:29:11	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311653 | val_loss: 0.0311746 | Time: 12569 ms
[2022-04-12 18:29:24	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311641 | val_loss: 0.0311753 | Time: 13163.1 ms
[2022-04-12 18:29:36	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031163 | val_loss: 0.0311769 | Time: 12332.3 ms
[2022-04-12 18:29:49	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311633 | val_loss: 0.0311768 | Time: 12635.5 ms
[2022-04-12 18:30:01	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311641 | val_loss: 0.0311735 | Time: 12216.8 ms
[2022-04-12 18:30:13	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311655 | val_loss: 0.0311735 | Time: 12209.3 ms
[2022-04-12 18:30:27	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311647 | val_loss: 0.0311727 | Time: 13951.2 ms
[2022-04-12 18:30:42	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311672 | val_loss: 0.0311789 | Time: 14971.4 ms
[2022-04-12 18:30:54	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.031171 | val_loss: 0.0311785 | Time: 12095.2 ms
[2022-04-12 18:31:06	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311699 | val_loss: 0.0311799 | Time: 12105 ms
[2022-04-12 18:31:18	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311691 | val_loss: 0.0311809 | Time: 11288.3 ms
[2022-04-12 18:31:30	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311668 | val_loss: 0.0311809 | Time: 11891.8 ms
[2022-04-12 18:31:41	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311661 | val_loss: 0.0311788 | Time: 11221.8 ms
[2022-04-12 18:31:52	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311635 | val_loss: 0.0311786 | Time: 11338.5 ms
[2022-04-12 18:32:04	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311639 | val_loss: 0.0311852 | Time: 11392 ms
[2022-04-12 18:32:15	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311643 | val_loss: 0.0311785 | Time: 11099.3 ms
[2022-04-12 18:32:26	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311642 | val_loss: 0.0311786 | Time: 11306.1 ms
[2022-04-12 18:32:38	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311629 | val_loss: 0.0311809 | Time: 11935.4 ms
[2022-04-12 18:32:49	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311631 | val_loss: 0.0311793 | Time: 11412.7 ms
[2022-04-12 18:33:01	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311635 | val_loss: 0.0311824 | Time: 11374.3 ms
[2022-04-12 18:33:12	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311657 | val_loss: 0.031178 | Time: 11431 ms
[2022-04-12 18:33:24	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311654 | val_loss: 0.0311748 | Time: 11929.2 ms
[2022-04-12 18:33:36	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311643 | val_loss: 0.031176 | Time: 11895.5 ms
[2022-04-12 18:33:48	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311636 | val_loss: 0.0311745 | Time: 11402.9 ms
[2022-04-12 18:33:59	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311646 | val_loss: 0.0311754 | Time: 11391.6 ms
[2022-04-12 18:34:11	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311637 | val_loss: 0.031175 | Time: 11680.7 ms
[2022-04-12 18:34:22	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311627 | val_loss: 0.0311749 | Time: 11614.5 ms
[2022-04-12 18:34:34	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311623 | val_loss: 0.0311733 | Time: 11341.8 ms
[2022-04-12 18:34:45	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311628 | val_loss: 0.0311733 | Time: 11356.1 ms
[2022-04-12 18:34:57	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311644 | val_loss: 0.0311733 | Time: 11501.7 ms
[2022-04-12 18:35:08	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311639 | val_loss: 0.0311746 | Time: 11839.4 ms
[2022-04-12 18:35:21	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311646 | val_loss: 0.0311751 | Time: 12710 ms
[2022-04-12 18:35:35	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311625 | val_loss: 0.0311742 | Time: 13309.7 ms
[2022-04-12 18:35:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311626 | val_loss: 0.0311742 | Time: 13921.5 ms
[2022-04-12 18:36:11	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311631 | val_loss: 0.0311747 | Time: 22108.1 ms
[2022-04-12 18:36:22	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311621 | val_loss: 0.0311762 | Time: 11724.1 ms
[2022-04-12 18:36:34	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311624 | val_loss: 0.0311748 | Time: 11930.7 ms
[2022-04-12 18:36:46	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311617 | val_loss: 0.0311767 | Time: 11952.5 ms
[2022-04-12 18:36:58	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311607 | val_loss: 0.0311769 | Time: 11669.2 ms
[2022-04-12 18:37:09	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311608 | val_loss: 0.0311747 | Time: 11454.9 ms
[2022-04-12 18:37:21	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311608 | val_loss: 0.031176 | Time: 11498 ms
[2022-04-12 18:37:33	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311604 | val_loss: 0.0311746 | Time: 12077.5 ms
[2022-04-12 18:37:45	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311608 | val_loss: 0.0311784 | Time: 12278.5 ms
[2022-04-12 18:37:57	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311603 | val_loss: 0.0311752 | Time: 11971.3 ms
[2022-04-12 18:38:10	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311613 | val_loss: 0.0311756 | Time: 12415 ms
[2022-04-12 18:38:22	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311624 | val_loss: 0.031182 | Time: 12120.2 ms
[2022-04-12 18:38:33	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311625 | val_loss: 0.0311761 | Time: 11787.6 ms
[2022-04-12 18:38:45	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311642 | val_loss: 0.0311775 | Time: 11630 ms
[2022-04-12 18:38:57	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031163 | val_loss: 0.0311751 | Time: 11609 ms
[2022-04-12 18:39:09	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311618 | val_loss: 0.0311783 | Time: 12117 ms
[2022-04-12 18:39:21	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311642 | val_loss: 0.0311773 | Time: 12440 ms
[2022-04-12 18:39:33	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311637 | val_loss: 0.0311823 | Time: 11677.1 ms
[2022-04-12 18:39:45	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311603 | val_loss: 0.0311712 | Time: 12039.6 ms
[2022-04-12 18:39:57	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031159 | val_loss: 0.0311734 | Time: 11983 ms
[2022-04-12 18:40:09	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311595 | val_loss: 0.0311679 | Time: 11777.1 ms
[2022-04-12 18:40:21	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.03116 | val_loss: 0.0311678 | Time: 11875.7 ms
[2022-04-12 18:40:33	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311674 | val_loss: 0.0311734 | Time: 11878.5 ms
[2022-04-12 18:40:45	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311745 | val_loss: 0.0311767 | Time: 12711.1 ms
[2022-04-12 18:40:58	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311737 | val_loss: 0.0311748 | Time: 12320.9 ms
[2022-04-12 18:41:10	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311703 | val_loss: 0.0311746 | Time: 11892.4 ms
[2022-04-12 18:41:22	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031169 | val_loss: 0.0311746 | Time: 12124.4 ms
[2022-04-12 18:41:33	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311681 | val_loss: 0.0311745 | Time: 11620.3 ms
[2022-04-12 18:41:45	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311687 | val_loss: 0.0311755 | Time: 11509.7 ms
[2022-04-12 18:41:56	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311668 | val_loss: 0.0311762 | Time: 11457.9 ms
[2022-04-12 18:42:08	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311665 | val_loss: 0.0311754 | Time: 11710.3 ms
[2022-04-12 18:42:20	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.031166 | val_loss: 0.0311762 | Time: 11697 ms
[2022-04-12 18:42:31	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031167 | val_loss: 0.0311748 | Time: 11713.7 ms
[2022-04-12 18:42:43	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311675 | val_loss: 0.0311751 | Time: 11736.4 ms
[2022-04-12 18:42:55	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311666 | val_loss: 0.0311738 | Time: 11562 ms
[2022-04-12 18:43:06	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311672 | val_loss: 0.0311745 | Time: 11574.4 ms
[2022-04-12 18:43:18	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311678 | val_loss: 0.0311745 | Time: 11739.6 ms
[2022-04-12 18:43:30	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311688 | val_loss: 0.0311746 | Time: 11607.1 ms
[2022-04-12 18:43:41	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031167 | val_loss: 0.0311716 | Time: 11566.7 ms
[2022-04-12 18:43:53	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311677 | val_loss: 0.0311745 | Time: 11650.4 ms
[2022-04-12 18:44:05	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311664 | val_loss: 0.0311736 | Time: 11618.2 ms
[2022-04-12 18:44:16	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311661 | val_loss: 0.0311719 | Time: 11510.3 ms
[2022-04-12 18:44:28	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311658 | val_loss: 0.0311733 | Time: 11768.7 ms
[2022-04-12 18:44:40	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311658 | val_loss: 0.0311727 | Time: 12108.8 ms
[2022-04-12 18:44:52	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311644 | val_loss: 0.0311734 | Time: 11517.7 ms
[2022-04-12 18:45:03	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311652 | val_loss: 0.0311726 | Time: 11621.6 ms
[2022-04-12 18:45:15	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311647 | val_loss: 0.0311738 | Time: 12263.3 ms
[2022-04-12 18:45:27	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.031164 | val_loss: 0.031172 | Time: 11978.2 ms
[2022-04-12 18:45:40	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311631 | val_loss: 0.0311726 | Time: 12119.4 ms
[2022-04-12 18:45:40	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311726
[2022-04-12 18:45:40	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-12 18:45:40	                main:608]	:	INFO	:	Success, exiting..
18:45:40 (21016): 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)