Task 12888473

Name ParityModified-1645994470-6849-3-0_0
Workunit 10025475
Created 10 Mar 2022, 19:01:10 UTC
Sent 11 Mar 2022, 7:41:59 UTC
Report deadline 19 Mar 2022, 7:41:59 UTC
Received 11 Mar 2022, 10:58:48 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1150
Run time 57 min 9 sec
CPU time 55 min 36 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,174.91 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.48 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
: 1642.45 ms
[2022-03-11 03:42:44	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311521 | val_loss: 0.0311615 | Time: 1639.83 ms
[2022-03-11 03:42:46	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311536 | val_loss: 0.031157 | Time: 1656.47 ms
[2022-03-11 03:42:47	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031153 | val_loss: 0.0311576 | Time: 1639.54 ms
[2022-03-11 03:42:49	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311526 | val_loss: 0.0311575 | Time: 1648.71 ms
[2022-03-11 03:42:51	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311707 | val_loss: 0.0311836 | Time: 1647.55 ms
[2022-03-11 03:42:52	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311732 | val_loss: 0.0311654 | Time: 1647.06 ms
[2022-03-11 03:42:54	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311655 | val_loss: 0.031165 | Time: 1643.14 ms
[2022-03-11 03:42:56	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311638 | val_loss: 0.0311621 | Time: 1646.53 ms
[2022-03-11 03:42:57	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311597 | val_loss: 0.0311609 | Time: 1640.89 ms
[2022-03-11 03:42:59	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311593 | val_loss: 0.0311603 | Time: 1650.73 ms
[2022-03-11 03:43:01	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311576 | val_loss: 0.0311657 | Time: 1647.43 ms
[2022-03-11 03:43:02	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311569 | val_loss: 0.0311598 | Time: 1647.27 ms
[2022-03-11 03:43:04	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311565 | val_loss: 0.0311613 | Time: 1639.88 ms
[2022-03-11 03:43:06	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311581 | val_loss: 0.0311656 | Time: 1649.68 ms
[2022-03-11 03:43:07	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311619 | val_loss: 0.0311651 | Time: 1642.43 ms
[2022-03-11 03:43:09	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031156 | val_loss: 0.0311596 | Time: 1650.65 ms
[2022-03-11 03:43:11	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311558 | val_loss: 0.0311598 | Time: 1642.98 ms
[2022-03-11 03:43:12	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.031156 | val_loss: 0.0311586 | Time: 1649.97 ms
[2022-03-11 03:43:14	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031157 | val_loss: 0.0311657 | Time: 1652.17 ms
[2022-03-11 03:43:16	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311598 | val_loss: 0.0311645 | Time: 1647.14 ms
[2022-03-11 03:43:17	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031158 | val_loss: 0.0311594 | Time: 1640.87 ms
[2022-03-11 03:43:19	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311563 | val_loss: 0.03116 | Time: 1645.61 ms
[2022-03-11 03:43:20	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311559 | val_loss: 0.0311613 | Time: 1644.87 ms
[2022-03-11 03:43:22	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311567 | val_loss: 0.0311606 | Time: 1652.67 ms
[2022-03-11 03:43:24	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311604 | val_loss: 0.0311586 | Time: 1645.65 ms
[2022-03-11 03:43:25	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311578 | val_loss: 0.0311679 | Time: 1648.74 ms
[2022-03-11 03:43:27	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311559 | val_loss: 0.0311594 | Time: 1637.44 ms
[2022-03-11 03:43:29	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311551 | val_loss: 0.0311615 | Time: 1646.78 ms
[2022-03-11 03:43:30	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311562 | val_loss: 0.0311589 | Time: 1654.56 ms
[2022-03-11 03:43:32	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311548 | val_loss: 0.0311585 | Time: 1655.85 ms
[2022-03-11 03:43:34	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311553 | val_loss: 0.0311689 | Time: 1638.43 ms
[2022-03-11 03:43:35	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311549 | val_loss: 0.0311589 | Time: 1650.46 ms
[2022-03-11 03:43:37	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311531 | val_loss: 0.0311615 | Time: 1640.8 ms
[2022-03-11 03:43:39	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311544 | val_loss: 0.0311605 | Time: 1646.6 ms
[2022-03-11 03:43:40	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311536 | val_loss: 0.0311576 | Time: 1644.06 ms
[2022-03-11 03:43:42	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311526 | val_loss: 0.0311575 | Time: 1658.46 ms
[2022-03-11 03:43:44	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031153 | val_loss: 0.0311617 | Time: 1641.87 ms
[2022-03-11 03:43:45	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311536 | val_loss: 0.0311583 | Time: 1663.64 ms
[2022-03-11 03:43:47	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311528 | val_loss: 0.031159 | Time: 1661.91 ms
[2022-03-11 03:43:49	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311541 | val_loss: 0.0311785 | Time: 1659.71 ms
[2022-03-11 03:43:50	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311543 | val_loss: 0.0311588 | Time: 1651.9 ms
[2022-03-11 03:43:52	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311557 | val_loss: 0.0311595 | Time: 1655.6 ms
[2022-03-11 03:43:54	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311546 | val_loss: 0.0311592 | Time: 1643.34 ms
[2022-03-11 03:43:55	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311549 | val_loss: 0.0311577 | Time: 1648.85 ms
[2022-03-11 03:43:57	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311518 | val_loss: 0.0311576 | Time: 1646.81 ms
[2022-03-11 03:43:59	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311536 | val_loss: 0.0311633 | Time: 1650.09 ms
[2022-03-11 03:44:00	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311519 | val_loss: 0.0311573 | Time: 1648.06 ms
[2022-03-11 03:44:02	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031152 | val_loss: 0.0311586 | Time: 1652.61 ms
[2022-03-11 03:44:04	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311543 | val_loss: 0.0311629 | Time: 1639.08 ms
[2022-03-11 03:44:05	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311546 | val_loss: 0.0311582 | Time: 1660.48 ms
[2022-03-11 03:44:07	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311515 | val_loss: 0.0311586 | Time: 1679.44 ms
[2022-03-11 03:44:09	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311523 | val_loss: 0.0311583 | Time: 1645.06 ms
[2022-03-11 03:44:10	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311514 | val_loss: 0.0311577 | Time: 1650.38 ms
[2022-03-11 03:44:12	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311519 | val_loss: 0.0311593 | Time: 1661.29 ms
[2022-03-11 03:44:14	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311528 | val_loss: 0.0311579 | Time: 1661.54 ms
[2022-03-11 03:44:15	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311543 | val_loss: 0.0311625 | Time: 1661.26 ms
[2022-03-11 03:44:17	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311532 | val_loss: 0.0311584 | Time: 1643.54 ms
[2022-03-11 03:44:18	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031153 | val_loss: 0.0311598 | Time: 1645.28 ms
[2022-03-11 03:44:20	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311514 | val_loss: 0.031158 | Time: 1657.37 ms
[2022-03-11 03:44:22	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311556 | val_loss: 0.0311613 | Time: 1658.37 ms
[2022-03-11 03:44:23	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311557 | val_loss: 0.0311593 | Time: 1645.01 ms
[2022-03-11 03:44:25	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311521 | val_loss: 0.0311581 | Time: 1652.17 ms
[2022-03-11 03:44:27	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031152 | val_loss: 0.0311597 | Time: 1639.39 ms
[2022-03-11 03:44:28	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311555 | val_loss: 0.0311608 | Time: 1646.45 ms
[2022-03-11 03:44:30	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311527 | val_loss: 0.0311619 | Time: 1656.95 ms
[2022-03-11 03:44:32	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311528 | val_loss: 0.0311624 | Time: 1654.28 ms
[2022-03-11 03:44:33	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031152 | val_loss: 0.031159 | Time: 1650.43 ms
[2022-03-11 03:44:35	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031151 | val_loss: 0.0311581 | Time: 1650.2 ms
[2022-03-11 03:44:37	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311511 | val_loss: 0.0311611 | Time: 1642.7 ms
[2022-03-11 03:44:38	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311515 | val_loss: 0.0311632 | Time: 1648.87 ms
[2022-03-11 03:44:40	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311533 | val_loss: 0.0311595 | Time: 1654.4 ms
[2022-03-11 03:44:42	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311528 | val_loss: 0.031159 | Time: 1654.05 ms
[2022-03-11 03:44:43	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311512 | val_loss: 0.0311584 | Time: 1641.83 ms
[2022-03-11 03:44:45	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311512 | val_loss: 0.031159 | Time: 1645.81 ms
[2022-03-11 03:44:47	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311531 | val_loss: 0.0311606 | Time: 1644.54 ms
[2022-03-11 03:44:48	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311515 | val_loss: 0.0311642 | Time: 1649.72 ms
[2022-03-11 03:44:50	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311514 | val_loss: 0.0311585 | Time: 1650.53 ms
[2022-03-11 03:44:52	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311504 | val_loss: 0.0311606 | Time: 1655.89 ms
[2022-03-11 03:44:53	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311506 | val_loss: 0.0311595 | Time: 1649.06 ms
[2022-03-11 03:44:55	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311504 | val_loss: 0.0311586 | Time: 1643.42 ms
[2022-03-11 03:44:57	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031151 | val_loss: 0.0311587 | Time: 1648.01 ms
[2022-03-11 03:44:58	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311503 | val_loss: 0.0311629 | Time: 1642.35 ms
[2022-03-11 03:45:00	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311503 | val_loss: 0.0311587 | Time: 1652.37 ms
[2022-03-11 03:45:02	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311503 | val_loss: 0.0311594 | Time: 1653.72 ms
[2022-03-11 03:45:03	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311495 | val_loss: 0.0311584 | Time: 1646.2 ms
[2022-03-11 03:45:05	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.031151 | val_loss: 0.0311604 | Time: 1640.54 ms
[2022-03-11 03:45:06	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031153 | val_loss: 0.0311704 | Time: 1660.28 ms
[2022-03-11 03:45:08	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.031155 | val_loss: 0.0311596 | Time: 1641.77 ms
[2022-03-11 03:45:10	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311557 | val_loss: 0.0311617 | Time: 1654.19 ms
[2022-03-11 03:45:11	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311537 | val_loss: 0.031162 | Time: 1649.38 ms
[2022-03-11 03:45:13	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311521 | val_loss: 0.0311589 | Time: 1646.41 ms
[2022-03-11 03:45:15	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311508 | val_loss: 0.0311599 | Time: 1654.49 ms
[2022-03-11 03:45:16	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031151 | val_loss: 0.0311608 | Time: 1651.8 ms
[2022-03-11 03:45:18	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031151 | val_loss: 0.0311601 | Time: 1645.08 ms
[2022-03-11 03:45:20	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311512 | val_loss: 0.0311622 | Time: 1654.4 ms
[2022-03-11 03:45:21	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311513 | val_loss: 0.0311599 | Time: 1653.95 ms
[2022-03-11 03:45:23	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311504 | val_loss: 0.0311596 | Time: 1650.02 ms
[2022-03-11 03:45:25	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311501 | val_loss: 0.0311591 | Time: 1643.67 ms
[2022-03-11 03:45:26	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311535 | val_loss: 0.031161 | Time: 1656 ms
[2022-03-11 03:45:28	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311507 | val_loss: 0.0311622 | Time: 1644.68 ms
[2022-03-11 03:45:30	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311512 | val_loss: 0.0311618 | Time: 1652.07 ms
[2022-03-11 03:45:31	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.031151 | val_loss: 0.0311595 | Time: 1648.75 ms
[2022-03-11 03:45:33	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311538 | val_loss: 0.0311635 | Time: 1647.53 ms
[2022-03-11 03:45:35	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311509 | val_loss: 0.031161 | Time: 1644.13 ms
[2022-03-11 03:45:36	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311513 | val_loss: 0.0311615 | Time: 1652.79 ms
[2022-03-11 03:45:38	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.03115 | val_loss: 0.0311592 | Time: 1640.16 ms
[2022-03-11 03:45:40	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311494 | val_loss: 0.0311605 | Time: 1653.66 ms
[2022-03-11 03:45:41	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311492 | val_loss: 0.0311608 | Time: 1646.68 ms
[2022-03-11 03:45:43	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311504 | val_loss: 0.0311631 | Time: 1644.26 ms
[2022-03-11 03:45:45	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311544 | val_loss: 0.0311615 | Time: 1639.56 ms
[2022-03-11 03:45:46	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311517 | val_loss: 0.0311602 | Time: 1654.78 ms
[2022-03-11 03:45:48	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311508 | val_loss: 0.0311604 | Time: 1643.39 ms
[2022-03-11 03:45:49	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311506 | val_loss: 0.0311603 | Time: 1653.65 ms
[2022-03-11 03:45:51	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311501 | val_loss: 0.0311614 | Time: 1642.08 ms
[2022-03-11 03:45:53	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311495 | val_loss: 0.0311633 | Time: 1655.59 ms
[2022-03-11 03:45:54	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311506 | val_loss: 0.0311616 | Time: 1646.64 ms
[2022-03-11 03:45:56	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311494 | val_loss: 0.0311603 | Time: 1651.21 ms
[2022-03-11 03:45:58	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.03115 | val_loss: 0.0311601 | Time: 1638.63 ms
[2022-03-11 03:45:59	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311494 | val_loss: 0.0311637 | Time: 1660.27 ms
[2022-03-11 03:46:01	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311494 | val_loss: 0.0311621 | Time: 1645.36 ms
[2022-03-11 03:46:03	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311505 | val_loss: 0.0311613 | Time: 1660.71 ms
[2022-03-11 03:46:04	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311513 | val_loss: 0.0311598 | Time: 1642.24 ms
[2022-03-11 03:46:06	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.03115 | val_loss: 0.0311593 | Time: 1658.72 ms
[2022-03-11 03:46:08	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311504 | val_loss: 0.0311606 | Time: 1642.44 ms
[2022-03-11 03:46:09	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311504 | val_loss: 0.0311629 | Time: 1649.45 ms
[2022-03-11 03:46:11	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031152 | val_loss: 0.0311635 | Time: 1649.92 ms
[2022-03-11 03:46:13	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311553 | val_loss: 0.0311629 | Time: 1648.42 ms
[2022-03-11 03:46:14	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.031151 | val_loss: 0.0311657 | Time: 1645.88 ms
[2022-03-11 03:46:16	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031153 | val_loss: 0.0311613 | Time: 1654.25 ms
[2022-03-11 03:46:18	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311496 | val_loss: 0.0311655 | Time: 1642.04 ms
[2022-03-11 03:46:19	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311496 | val_loss: 0.0311593 | Time: 1654.64 ms
[2022-03-11 03:46:21	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311503 | val_loss: 0.0311603 | Time: 1649.13 ms
[2022-03-11 03:46:23	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311493 | val_loss: 0.0311577 | Time: 1652.65 ms
[2022-03-11 03:46:24	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311493 | val_loss: 0.0311627 | Time: 1639.04 ms
[2022-03-11 03:46:26	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031151 | val_loss: 0.031161 | Time: 1649.29 ms
[2022-03-11 03:46:28	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311513 | val_loss: 0.0311616 | Time: 1643.53 ms
[2022-03-11 03:46:29	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311499 | val_loss: 0.0311599 | Time: 1654.79 ms
[2022-03-11 03:46:31	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311498 | val_loss: 0.0311594 | Time: 1648.59 ms
[2022-03-11 03:46:33	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311506 | val_loss: 0.03116 | Time: 1663.23 ms
[2022-03-11 03:46:34	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311498 | val_loss: 0.0311593 | Time: 1647.45 ms
[2022-03-11 03:46:36	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311506 | val_loss: 0.0311632 | Time: 1645.98 ms
[2022-03-11 03:46:38	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311512 | val_loss: 0.0311619 | Time: 1653.28 ms
[2022-03-11 03:46:39	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311494 | val_loss: 0.0311629 | Time: 1654.96 ms
[2022-03-11 03:46:41	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311498 | val_loss: 0.0311596 | Time: 1659.76 ms
[2022-03-11 03:46:42	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031149 | val_loss: 0.0311594 | Time: 1646.09 ms
[2022-03-11 03:46:44	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311521 | val_loss: 0.0311645 | Time: 1643.87 ms
[2022-03-11 03:46:46	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031156 | val_loss: 0.0311604 | Time: 1673.2 ms
[2022-03-11 03:46:47	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311545 | val_loss: 0.0311612 | Time: 1638.27 ms
[2022-03-11 03:46:49	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311536 | val_loss: 0.0311615 | Time: 1649.32 ms
[2022-03-11 03:46:51	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311536 | val_loss: 0.0311701 | Time: 1659.14 ms
[2022-03-11 03:46:52	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311595 | val_loss: 0.0311632 | Time: 1653.62 ms
[2022-03-11 03:46:54	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311546 | val_loss: 0.0311644 | Time: 1652.07 ms
[2022-03-11 03:46:56	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311547 | val_loss: 0.0311598 | Time: 1647.9 ms
[2022-03-11 03:46:57	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311516 | val_loss: 0.0311591 | Time: 1653.84 ms
[2022-03-11 03:46:59	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311519 | val_loss: 0.0311594 | Time: 1654.18 ms
[2022-03-11 03:47:01	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031151 | val_loss: 0.0311599 | Time: 1657.72 ms
[2022-03-11 03:47:02	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311526 | val_loss: 0.0311673 | Time: 1647.95 ms
[2022-03-11 03:47:04	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311567 | val_loss: 0.0311632 | Time: 1654.14 ms
[2022-03-11 03:47:06	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311548 | val_loss: 0.0311588 | Time: 1651.03 ms
[2022-03-11 03:47:07	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311538 | val_loss: 0.0311595 | Time: 1647.33 ms
[2022-03-11 03:47:09	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311533 | val_loss: 0.0311682 | Time: 1638.88 ms
[2022-03-11 03:47:11	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311545 | val_loss: 0.0311592 | Time: 1659.69 ms
[2022-03-11 03:47:12	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311514 | val_loss: 0.0311596 | Time: 1655.05 ms
[2022-03-11 03:47:14	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311516 | val_loss: 0.0311579 | Time: 1651.02 ms
[2022-03-11 03:47:16	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311505 | val_loss: 0.0311588 | Time: 1721.53 ms
[2022-03-11 03:47:17	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311499 | val_loss: 0.0311616 | Time: 1672.27 ms
[2022-03-11 03:47:19	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311523 | val_loss: 0.0311612 | Time: 1646.91 ms
[2022-03-11 03:47:21	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311538 | val_loss: 0.0311627 | Time: 1654.17 ms
[2022-03-11 03:47:22	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311541 | val_loss: 0.0311588 | Time: 1661.7 ms
[2022-03-11 03:47:24	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311515 | val_loss: 0.031159 | Time: 1655.7 ms
[2022-03-11 03:47:26	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311512 | val_loss: 0.0311666 | Time: 1659.61 ms
[2022-03-11 03:47:27	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311512 | val_loss: 0.0311596 | Time: 1643.58 ms
[2022-03-11 03:47:29	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.031152 | val_loss: 0.0311632 | Time: 1656.39 ms
[2022-03-11 03:47:31	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031151 | val_loss: 0.0311617 | Time: 1655.18 ms
[2022-03-11 03:47:33	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311504 | val_loss: 0.031161 | Time: 2256.1 ms
[2022-03-11 03:47:35	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311494 | val_loss: 0.0311592 | Time: 1672.9 ms
[2022-03-11 03:47:36	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.03115 | val_loss: 0.0311624 | Time: 1654.61 ms
[2022-03-11 03:47:38	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311515 | val_loss: 0.0311634 | Time: 1649.89 ms
[2022-03-11 03:47:40	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311517 | val_loss: 0.0311601 | Time: 1651.72 ms
[2022-03-11 03:47:41	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311515 | val_loss: 0.0311588 | Time: 1653.74 ms
[2022-03-11 03:47:43	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311487 | val_loss: 0.0311595 | Time: 1662.58 ms
[2022-03-11 03:47:45	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031149 | val_loss: 0.0311625 | Time: 1639.06 ms
[2022-03-11 03:47:46	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311496 | val_loss: 0.0311611 | Time: 1647.26 ms
[2022-03-11 03:47:48	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031149 | val_loss: 0.0311583 | Time: 1653.76 ms
[2022-03-11 03:47:50	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311502 | val_loss: 0.0311626 | Time: 1653.2 ms
[2022-03-11 03:47:51	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311533 | val_loss: 0.0311605 | Time: 1651.72 ms
[2022-03-11 03:47:53	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311512 | val_loss: 0.031159 | Time: 1654.19 ms
[2022-03-11 03:47:55	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311521 | val_loss: 0.0311609 | Time: 1644.13 ms
[2022-03-11 03:47:56	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311523 | val_loss: 0.0311648 | Time: 1649.79 ms
[2022-03-11 03:47:58	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031153 | val_loss: 0.0311616 | Time: 1642.62 ms
[2022-03-11 03:47:59	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311518 | val_loss: 0.0311603 | Time: 1658.88 ms
[2022-03-11 03:48:01	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311501 | val_loss: 0.0311596 | Time: 1654.33 ms
[2022-03-11 03:48:03	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311497 | val_loss: 0.0311586 | Time: 1650.29 ms
[2022-03-11 03:48:04	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311517 | val_loss: 0.0311623 | Time: 1642.91 ms
[2022-03-11 03:48:06	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311505 | val_loss: 0.0311615 | Time: 1649.47 ms
[2022-03-11 03:48:08	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311493 | val_loss: 0.0311592 | Time: 1650.05 ms
[2022-03-11 03:48:09	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311499 | val_loss: 0.0311592 | Time: 1653.52 ms
[2022-03-11 03:48:11	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311499 | val_loss: 0.0311638 | Time: 1649.75 ms
[2022-03-11 03:48:13	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311514 | val_loss: 0.031157 | Time: 1654.16 ms
[2022-03-11 03:48:14	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311498 | val_loss: 0.0311591 | Time: 1656.11 ms
[2022-03-11 03:48:16	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031151 | val_loss: 0.0311578 | Time: 1653.78 ms
[2022-03-11 03:48:18	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311507 | val_loss: 0.031161 | Time: 1640.21 ms
[2022-03-11 03:48:19	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311504 | val_loss: 0.0311603 | Time: 1660.03 ms
[2022-03-11 03:48:21	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311494 | val_loss: 0.03116 | Time: 1655.7 ms
[2022-03-11 03:48:23	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311525 | val_loss: 0.0311613 | Time: 1662.23 ms
[2022-03-11 03:48:24	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311532 | val_loss: 0.0311636 | Time: 1639.57 ms
[2022-03-11 03:48:26	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311515 | val_loss: 0.0311583 | Time: 1656.59 ms
[2022-03-11 03:48:28	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311501 | val_loss: 0.0311619 | Time: 1758.1 ms
[2022-03-11 03:48:29	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311514 | val_loss: 0.0311616 | Time: 1689.63 ms
[2022-03-11 03:48:31	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031151 | val_loss: 0.0311648 | Time: 1660.42 ms
[2022-03-11 03:48:33	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311509 | val_loss: 0.0311686 | Time: 1666.3 ms
[2022-03-11 03:48:34	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311635 | val_loss: 0.0311606 | Time: 1647 ms
[2022-03-11 03:48:36	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311556 | val_loss: 0.0311603 | Time: 1670.17 ms
[2022-03-11 03:48:38	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311543 | val_loss: 0.0311587 | Time: 1657.85 ms
[2022-03-11 03:48:40	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311524 | val_loss: 0.0311577 | Time: 2439.92 ms
[2022-03-11 03:48:43	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311515 | val_loss: 0.0311576 | Time: 2508.06 ms
[2022-03-11 03:48:44	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031151 | val_loss: 0.0311593 | Time: 1708.55 ms
[2022-03-11 03:48:46	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.031152 | val_loss: 0.0311577 | Time: 1661.88 ms
[2022-03-11 03:48:48	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031158 | val_loss: 0.0311716 | Time: 1674.45 ms
[2022-03-11 03:48:49	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311659 | val_loss: 0.031169 | Time: 1662.55 ms
[2022-03-11 03:48:51	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311653 | val_loss: 0.0311688 | Time: 1660.86 ms
[2022-03-11 03:48:53	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311629 | val_loss: 0.0311661 | Time: 1657.75 ms
[2022-03-11 03:48:54	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312044 | val_loss: 0.0311815 | Time: 1643.54 ms
[2022-03-11 03:48:56	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311794 | val_loss: 0.0311737 | Time: 1657.13 ms
[2022-03-11 03:48:58	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311661 | val_loss: 0.0311684 | Time: 1655.35 ms
[2022-03-11 03:48:59	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311636 | val_loss: 0.0311651 | Time: 1643.42 ms
[2022-03-11 03:49:01	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311623 | val_loss: 0.0311722 | Time: 1656.11 ms
[2022-03-11 03:49:03	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311608 | val_loss: 0.0311653 | Time: 1658.19 ms
[2022-03-11 03:49:04	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311605 | val_loss: 0.0311668 | Time: 1655.79 ms
[2022-03-11 03:49:06	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311607 | val_loss: 0.0311676 | Time: 1649.95 ms
[2022-03-11 03:49:08	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311591 | val_loss: 0.0311648 | Time: 1644.97 ms
[2022-03-11 03:49:09	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311597 | val_loss: 0.0311637 | Time: 1659.14 ms
[2022-03-11 03:49:11	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311581 | val_loss: 0.0311627 | Time: 1667.39 ms
[2022-03-11 03:49:13	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311619 | val_loss: 0.0311685 | Time: 1663.41 ms
[2022-03-11 03:49:14	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311595 | val_loss: 0.0311654 | Time: 1662.17 ms
[2022-03-11 03:49:16	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311577 | val_loss: 0.031162 | Time: 1666.27 ms
[2022-03-11 03:49:18	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311579 | val_loss: 0.031164 | Time: 1661.02 ms
[2022-03-11 03:49:19	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311576 | val_loss: 0.0311637 | Time: 1651.75 ms
[2022-03-11 03:49:21	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311579 | val_loss: 0.0311627 | Time: 1662.31 ms
[2022-03-11 03:49:23	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311606 | val_loss: 0.0311648 | Time: 1659.04 ms
[2022-03-11 03:49:24	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311569 | val_loss: 0.0311632 | Time: 1654.38 ms
[2022-03-11 03:49:26	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311568 | val_loss: 0.0311618 | Time: 1651.22 ms
[2022-03-11 03:49:28	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311559 | val_loss: 0.0311626 | Time: 1663.5 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970)
[2022-03-11 03:49:55	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-11 03:49:55	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-11 03:49:55	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-11 03:49:55	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-11 03:49:55	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-11 03:49:55	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-11 03:49:55	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-11 03:49:55	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-11 03:49:55	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-11 03:49:55	                main:474]	:	INFO	:	Configuration: 
[2022-03-11 03:49:55	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-11 03:49:55	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-11 03:49:55	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-11 03:49:55	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-11 03:49:55	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-11 03:49:55	                main:480]	:	INFO	:	    Patience: 10
[2022-03-11 03:49:55	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-11 03:49:55	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-11 03:49:55	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-11 03:49:55	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-11 03:49:55	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-11 03:49:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-11 03:49:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-11 03:49:56	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-11 03:49:56	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-11 03:49:56	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-11 03:49:57	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-11 03:49:57	                main:494]	:	INFO	:	Creating Model
[2022-03-11 03:49:57	                main:507]	:	INFO	:	Preparing config file
[2022-03-11 03:49:57	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-11 03:49:57	                main:512]	:	INFO	:	Loading config
[2022-03-11 03:49:57	                main:514]	:	INFO	:	Loading state
[2022-03-11 03:49:57	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-11 03:49:57	                main:562]	:	INFO	:	Starting Training
[2022-03-11 03:49:59	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312518 | val_loss: 0.0311818 | Time: 1829.5 ms
[2022-03-11 03:50:01	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311678 | val_loss: 0.0311678 | Time: 1631.5 ms
[2022-03-11 03:50:02	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311596 | val_loss: 0.0311667 | Time: 1634.98 ms
[2022-03-11 03:50:04	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311566 | val_loss: 0.0311614 | Time: 1636.96 ms
[2022-03-11 03:50:05	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031157 | val_loss: 0.0311618 | Time: 1628.94 ms
[2022-03-11 03:50:07	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311564 | val_loss: 0.0311627 | Time: 1640.6 ms
[2022-03-11 03:50:09	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311542 | val_loss: 0.0311581 | Time: 1629.88 ms
[2022-03-11 03:50:10	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311538 | val_loss: 0.0311595 | Time: 1644.04 ms
[2022-03-11 03:50:12	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311548 | val_loss: 0.0311586 | Time: 1643.97 ms
[2022-03-11 03:50:14	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311544 | val_loss: 0.0311574 | Time: 1635.06 ms
[2022-03-11 03:50:15	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311559 | val_loss: 0.0311605 | Time: 1630.5 ms
[2022-03-11 03:50:17	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311583 | val_loss: 0.0311597 | Time: 1638.65 ms
[2022-03-11 03:50:19	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031159 | val_loss: 0.0311637 | Time: 1630.08 ms
[2022-03-11 03:50:20	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311548 | val_loss: 0.0311576 | Time: 1641.84 ms
[2022-03-11 03:50:22	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311525 | val_loss: 0.0311574 | Time: 1633.54 ms
[2022-03-11 03:50:24	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311528 | val_loss: 0.0311604 | Time: 1643.05 ms
[2022-03-11 03:50:25	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311524 | val_loss: 0.0311578 | Time: 1642.2 ms
[2022-03-11 03:50:27	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031156 | val_loss: 0.031158 | Time: 1639.36 ms
[2022-03-11 03:50:28	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311534 | val_loss: 0.0311574 | Time: 1639.08 ms
[2022-03-11 03:50:30	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311529 | val_loss: 0.0311573 | Time: 1651.73 ms
[2022-03-11 03:50:32	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311521 | val_loss: 0.0311584 | Time: 1649.7 ms
[2022-03-11 03:50:33	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311532 | val_loss: 0.0311573 | Time: 1639.22 ms
[2022-03-11 03:50:35	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311525 | val_loss: 0.0311584 | Time: 1638.96 ms
[2022-03-11 03:50:37	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031153 | val_loss: 0.0311575 | Time: 1635.05 ms
[2022-03-11 03:50:38	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311518 | val_loss: 0.0311566 | Time: 1648.9 ms
[2022-03-11 03:50:40	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311515 | val_loss: 0.0311587 | Time: 1645.16 ms
[2022-03-11 03:50:42	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311524 | val_loss: 0.0311564 | Time: 1642.79 ms
[2022-03-11 03:50:43	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311515 | val_loss: 0.0311569 | Time: 1646.26 ms
[2022-03-11 03:50:45	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311505 | val_loss: 0.0311583 | Time: 1632.12 ms
[2022-03-11 03:50:47	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311531 | val_loss: 0.0311603 | Time: 1645.44 ms
[2022-03-11 03:50:48	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311517 | val_loss: 0.0311569 | Time: 1632.59 ms
[2022-03-11 03:50:50	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311512 | val_loss: 0.0311582 | Time: 1640.21 ms
[2022-03-11 03:50:52	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.031151 | val_loss: 0.0311572 | Time: 1641.63 ms
[2022-03-11 03:50:53	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311503 | val_loss: 0.0311606 | Time: 1638.05 ms
[2022-03-11 03:50:55	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311509 | val_loss: 0.0311574 | Time: 1641.44 ms
[2022-03-11 03:50:56	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311532 | val_loss: 0.0311628 | Time: 1643.04 ms
[2022-03-11 03:50:58	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311527 | val_loss: 0.0311583 | Time: 1632.66 ms
[2022-03-11 03:51:00	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.03115 | val_loss: 0.0311574 | Time: 1640 ms
[2022-03-11 03:51:01	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311503 | val_loss: 0.031157 | Time: 1642.55 ms
[2022-03-11 03:51:03	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311521 | val_loss: 0.0311578 | Time: 1633 ms
[2022-03-11 03:51:05	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.031151 | val_loss: 0.0311605 | Time: 1637.76 ms
[2022-03-11 03:51:06	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311536 | val_loss: 0.0311598 | Time: 1631.87 ms
[2022-03-11 03:51:08	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311521 | val_loss: 0.0311598 | Time: 1634.48 ms
[2022-03-11 03:51:10	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311538 | val_loss: 0.0311588 | Time: 1631.68 ms
[2022-03-11 03:51:11	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311539 | val_loss: 0.0311602 | Time: 1639.27 ms
[2022-03-11 03:51:13	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311522 | val_loss: 0.0311578 | Time: 1633.94 ms
[2022-03-11 03:51:15	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311504 | val_loss: 0.0311569 | Time: 1639.15 ms
[2022-03-11 03:51:16	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311499 | val_loss: 0.0311576 | Time: 1631.39 ms
[2022-03-11 03:51:18	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.03115 | val_loss: 0.031157 | Time: 1645.71 ms
[2022-03-11 03:51:19	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311497 | val_loss: 0.0311573 | Time: 1642.95 ms
[2022-03-11 03:51:21	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311503 | val_loss: 0.031158 | Time: 1644.15 ms
[2022-03-11 03:51:23	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311511 | val_loss: 0.031156 | Time: 1634.23 ms
[2022-03-11 03:51:24	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311515 | val_loss: 0.0311572 | Time: 1645.72 ms
[2022-03-11 03:51:26	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311494 | val_loss: 0.031157 | Time: 1634.39 ms
[2022-03-11 03:51:28	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311493 | val_loss: 0.0311566 | Time: 1644.72 ms
[2022-03-11 03:51:29	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311505 | val_loss: 0.0311587 | Time: 1630.57 ms
[2022-03-11 03:51:31	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311535 | val_loss: 0.0311606 | Time: 1655.72 ms
[2022-03-11 03:51:33	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311495 | val_loss: 0.0311565 | Time: 1637.15 ms
[2022-03-11 03:51:34	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311515 | val_loss: 0.0311695 | Time: 1633.99 ms
[2022-03-11 03:51:36	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311539 | val_loss: 0.0311567 | Time: 1634.91 ms
[2022-03-11 03:51:38	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311499 | val_loss: 0.031158 | Time: 1642.85 ms
[2022-03-11 03:51:39	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311496 | val_loss: 0.0311583 | Time: 1631.3 ms
[2022-03-11 03:51:41	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311503 | val_loss: 0.0311581 | Time: 1644.16 ms
[2022-03-11 03:51:43	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311502 | val_loss: 0.0311583 | Time: 1637.67 ms
[2022-03-11 03:51:44	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311505 | val_loss: 0.0311587 | Time: 1640.75 ms
[2022-03-11 03:51:46	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311518 | val_loss: 0.0311645 | Time: 1635.13 ms
[2022-03-11 03:51:47	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311512 | val_loss: 0.0311578 | Time: 1635.58 ms
[2022-03-11 03:51:49	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311515 | val_loss: 0.031159 | Time: 1636.76 ms
[2022-03-11 03:51:51	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311511 | val_loss: 0.0311596 | Time: 1647.57 ms
[2022-03-11 03:51:52	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311502 | val_loss: 0.0311569 | Time: 1638.85 ms
[2022-03-11 03:51:54	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311503 | val_loss: 0.0311659 | Time: 1670.92 ms
[2022-03-11 03:51:56	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311518 | val_loss: 0.0311574 | Time: 1643.98 ms
[2022-03-11 03:51:57	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311492 | val_loss: 0.0311573 | Time: 1649.42 ms
[2022-03-11 03:51:59	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311485 | val_loss: 0.0311573 | Time: 1641.69 ms
[2022-03-11 03:52:01	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311517 | val_loss: 0.031158 | Time: 1640.52 ms
[2022-03-11 03:52:02	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311504 | val_loss: 0.0311596 | Time: 1644.1 ms
[2022-03-11 03:52:04	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.031152 | val_loss: 0.0311581 | Time: 1635.96 ms
[2022-03-11 03:52:06	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311507 | val_loss: 0.0311585 | Time: 1643.51 ms
[2022-03-11 03:52:07	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311506 | val_loss: 0.0311565 | Time: 1643.25 ms
[2022-03-11 03:52:09	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.03115 | val_loss: 0.0311566 | Time: 1641.07 ms
[2022-03-11 03:52:11	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311506 | val_loss: 0.0311587 | Time: 1644.36 ms
[2022-03-11 03:52:12	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311522 | val_loss: 0.0311609 | Time: 1643.1 ms
[2022-03-11 03:52:14	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311575 | val_loss: 0.031164 | Time: 1638.65 ms
[2022-03-11 03:52:15	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311589 | val_loss: 0.0311636 | Time: 1636.3 ms
[2022-03-11 03:52:17	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311598 | val_loss: 0.0311662 | Time: 1644.15 ms
[2022-03-11 03:52:19	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311999 | val_loss: 0.0312729 | Time: 1631.15 ms
[2022-03-11 03:52:20	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.031271 | val_loss: 0.0312643 | Time: 1641.94 ms
[2022-03-11 03:52:22	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312364 | val_loss: 0.0312274 | Time: 1646.31 ms
[2022-03-11 03:52:24	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.031211 | val_loss: 0.0312064 | Time: 1635.97 ms
[2022-03-11 03:52:25	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312015 | val_loss: 0.0311866 | Time: 1639.12 ms
[2022-03-11 03:52:27	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311922 | val_loss: 0.0311917 | Time: 1637.99 ms
[2022-03-11 03:52:29	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311956 | val_loss: 0.031188 | Time: 1641.49 ms
[2022-03-11 03:52:30	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311921 | val_loss: 0.0311863 | Time: 1645.66 ms
[2022-03-11 03:52:32	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311869 | val_loss: 0.0311822 | Time: 1648.16 ms
[2022-03-11 03:52:34	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311863 | val_loss: 0.0311826 | Time: 1638.84 ms
[2022-03-11 03:52:35	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311864 | val_loss: 0.0311794 | Time: 1638.79 ms
[2022-03-11 03:52:37	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311835 | val_loss: 0.0311878 | Time: 1638.59 ms
[2022-03-11 03:52:39	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311886 | val_loss: 0.0311812 | Time: 1646.52 ms
[2022-03-11 03:52:40	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311842 | val_loss: 0.0311855 | Time: 1643.24 ms
[2022-03-11 03:52:42	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311864 | val_loss: 0.0311801 | Time: 1641.45 ms
[2022-03-11 03:52:43	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311835 | val_loss: 0.0311792 | Time: 1638.97 ms
[2022-03-11 03:52:45	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311839 | val_loss: 0.0311821 | Time: 1643.53 ms
[2022-03-11 03:52:47	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311839 | val_loss: 0.0311811 | Time: 1645.84 ms
[2022-03-11 03:52:48	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.031183 | val_loss: 0.031181 | Time: 1647.83 ms
[2022-03-11 03:52:50	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311827 | val_loss: 0.0311808 | Time: 1641.84 ms
[2022-03-11 03:52:52	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311817 | val_loss: 0.0311808 | Time: 1644.85 ms
[2022-03-11 03:52:53	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311831 | val_loss: 0.0311801 | Time: 1641.37 ms
[2022-03-11 03:52:55	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311806 | val_loss: 0.0311802 | Time: 1647.35 ms
[2022-03-11 03:52:57	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311813 | val_loss: 0.031181 | Time: 1640.1 ms
[2022-03-11 03:52:58	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311806 | val_loss: 0.0311836 | Time: 1635.33 ms
[2022-03-11 03:53:00	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311796 | val_loss: 0.0311812 | Time: 1642.98 ms
[2022-03-11 03:53:02	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311815 | val_loss: 0.0311811 | Time: 1652.43 ms
[2022-03-11 03:53:03	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311842 | val_loss: 0.0311813 | Time: 1637.92 ms
[2022-03-11 03:53:05	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311804 | val_loss: 0.0311784 | Time: 1638.61 ms
[2022-03-11 03:53:07	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031179 | val_loss: 0.0311821 | Time: 1652.76 ms
[2022-03-11 03:53:08	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.03118 | val_loss: 0.0311792 | Time: 1644.14 ms
[2022-03-11 03:53:10	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311788 | val_loss: 0.0311762 | Time: 1647.74 ms
[2022-03-11 03:53:12	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311783 | val_loss: 0.0311765 | Time: 1644.85 ms
[2022-03-11 03:53:13	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311801 | val_loss: 0.0311797 | Time: 1640.72 ms
[2022-03-11 03:53:15	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.031179 | val_loss: 0.0311779 | Time: 1641.5 ms
[2022-03-11 03:53:16	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311786 | val_loss: 0.0311777 | Time: 1636.77 ms
[2022-03-11 03:53:18	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311781 | val_loss: 0.0311757 | Time: 1635.88 ms
[2022-03-11 03:53:20	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311773 | val_loss: 0.0311757 | Time: 1640.75 ms
[2022-03-11 03:53:21	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311778 | val_loss: 0.031177 | Time: 1650.23 ms
[2022-03-11 03:53:23	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031178 | val_loss: 0.0311747 | Time: 1642.9 ms
[2022-03-11 03:53:25	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311792 | val_loss: 0.0311748 | Time: 1640.85 ms
[2022-03-11 03:53:26	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311775 | val_loss: 0.031175 | Time: 1643.3 ms
[2022-03-11 03:53:28	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.031179 | val_loss: 0.0311761 | Time: 1640.98 ms
[2022-03-11 03:53:30	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311775 | val_loss: 0.0311778 | Time: 1638.3 ms
[2022-03-11 03:53:31	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311769 | val_loss: 0.0311751 | Time: 1645.89 ms
[2022-03-11 03:53:33	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311787 | val_loss: 0.0311761 | Time: 1640.54 ms
[2022-03-11 03:53:35	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311789 | val_loss: 0.0311798 | Time: 1648.56 ms
[2022-03-11 03:53:36	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311774 | val_loss: 0.031175 | Time: 1633.65 ms
[2022-03-11 03:53:38	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311769 | val_loss: 0.031175 | Time: 1639.16 ms
[2022-03-11 03:53:40	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311823 | val_loss: 0.0311844 | Time: 1648.34 ms
[2022-03-11 03:53:41	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311801 | val_loss: 0.0311805 | Time: 1655.6 ms
[2022-03-11 03:53:43	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311761 | val_loss: 0.0311774 | Time: 1638.25 ms
[2022-03-11 03:53:45	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311767 | val_loss: 0.0311742 | Time: 1640.24 ms
[2022-03-11 03:53:46	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311752 | val_loss: 0.0311739 | Time: 1630.76 ms
[2022-03-11 03:53:48	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311765 | val_loss: 0.0311793 | Time: 1641.29 ms
[2022-03-11 03:53:49	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311791 | val_loss: 0.0311765 | Time: 1633.3 ms
[2022-03-11 03:53:51	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.031176 | val_loss: 0.031174 | Time: 1647.73 ms
[2022-03-11 03:53:53	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311768 | val_loss: 0.0311802 | Time: 1646.74 ms
[2022-03-11 03:53:54	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311761 | val_loss: 0.0311755 | Time: 1639.3 ms
[2022-03-11 03:53:56	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311767 | val_loss: 0.031174 | Time: 1633.41 ms
[2022-03-11 03:53:58	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.031178 | val_loss: 0.0311738 | Time: 1642.26 ms
[2022-03-11 03:53:59	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311757 | val_loss: 0.0311743 | Time: 1636.46 ms
[2022-03-11 03:54:01	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031175 | val_loss: 0.0311735 | Time: 1646.66 ms
[2022-03-11 03:54:03	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311745 | val_loss: 0.0311728 | Time: 1637.84 ms
[2022-03-11 03:54:04	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311756 | val_loss: 0.0311752 | Time: 1633.84 ms
[2022-03-11 03:54:06	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311755 | val_loss: 0.0311759 | Time: 1645.58 ms
[2022-03-11 03:54:08	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311748 | val_loss: 0.031174 | Time: 1639.61 ms
[2022-03-11 03:54:09	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311747 | val_loss: 0.0311741 | Time: 1637.51 ms
[2022-03-11 03:54:11	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311747 | val_loss: 0.0311729 | Time: 1648.26 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970)
[2022-03-11 03:56:28	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-11 03:56:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-11 03:56:28	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-11 03:56:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-11 03:56:28	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-11 03:56:28	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-11 03:56:28	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-11 03:56:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-11 03:56:28	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-11 03:56:28	                main:474]	:	INFO	:	Configuration: 
[2022-03-11 03:56:28	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-11 03:56:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-11 03:56:28	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-11 03:56:28	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-11 03:56:28	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-11 03:56:28	                main:480]	:	INFO	:	    Patience: 10
[2022-03-11 03:56:28	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-11 03:56:28	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-11 03:56:28	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-11 03:56:28	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-11 03:56:28	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-11 03:56:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-11 03:56:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-11 03:56:29	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-11 03:56:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-11 03:56:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-11 03:56:29	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-11 03:56:29	                main:494]	:	INFO	:	Creating Model
[2022-03-11 03:56:29	                main:507]	:	INFO	:	Preparing config file
[2022-03-11 03:56:29	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-11 03:56:29	                main:512]	:	INFO	:	Loading config
[2022-03-11 03:56:29	                main:514]	:	INFO	:	Loading state
[2022-03-11 03:56:30	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-11 03:56:30	                main:562]	:	INFO	:	Starting Training
[2022-03-11 03:56:32	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312768 | val_loss: 0.0312368 | Time: 1835.95 ms
[2022-03-11 03:56:33	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312066 | val_loss: 0.0311874 | Time: 1620.77 ms
[2022-03-11 03:56:35	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311865 | val_loss: 0.0311768 | Time: 1619.3 ms
[2022-03-11 03:56:36	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031185 | val_loss: 0.0311782 | Time: 1626.78 ms
[2022-03-11 03:56:38	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311791 | val_loss: 0.0311737 | Time: 1630.74 ms
[2022-03-11 03:56:40	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311753 | val_loss: 0.0311733 | Time: 1633.59 ms
[2022-03-11 03:56:41	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311735 | val_loss: 0.0311713 | Time: 1640.4 ms
[2022-03-11 03:56:43	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311748 | val_loss: 0.0311712 | Time: 1639.35 ms
[2022-03-11 03:56:45	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311719 | val_loss: 0.0311716 | Time: 1639.54 ms
[2022-03-11 03:56:46	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311714 | val_loss: 0.0311715 | Time: 1633.34 ms
[2022-03-11 03:56:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.03117 | val_loss: 0.0311708 | Time: 1626.96 ms
[2022-03-11 03:56:50	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311718 | val_loss: 0.0311705 | Time: 1640 ms
[2022-03-11 03:56:51	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311685 | val_loss: 0.0311707 | Time: 1645.49 ms
[2022-03-11 03:56:53	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311695 | val_loss: 0.0311689 | Time: 1637.99 ms
[2022-03-11 03:56:55	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311703 | val_loss: 0.0311717 | Time: 1628.85 ms
[2022-03-11 03:56:56	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311704 | val_loss: 0.0311688 | Time: 1638.48 ms
[2022-03-11 03:56:58	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311701 | val_loss: 0.0311688 | Time: 1632.94 ms
[2022-03-11 03:56:59	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311694 | val_loss: 0.031168 | Time: 1633.93 ms
[2022-03-11 03:57:01	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311693 | val_loss: 0.0311734 | Time: 1636.56 ms
[2022-03-11 03:57:03	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.031176 | val_loss: 0.0311751 | Time: 1648.77 ms
[2022-03-11 03:57:04	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311759 | val_loss: 0.0311756 | Time: 1636.49 ms
[2022-03-11 03:57:06	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311733 | val_loss: 0.0311699 | Time: 1640.85 ms
[2022-03-11 03:57:08	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311711 | val_loss: 0.0311707 | Time: 1632.83 ms
[2022-03-11 03:57:09	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311725 | val_loss: 0.0311703 | Time: 1637.18 ms
[2022-03-11 03:57:11	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311733 | val_loss: 0.0311704 | Time: 1639.96 ms
[2022-03-11 03:57:13	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311714 | val_loss: 0.0311712 | Time: 1639.42 ms
[2022-03-11 03:57:14	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311689 | val_loss: 0.0311676 | Time: 1625.85 ms
[2022-03-11 03:57:16	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311684 | val_loss: 0.0311673 | Time: 1642.7 ms
[2022-03-11 03:57:18	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311679 | val_loss: 0.0311674 | Time: 1633.35 ms
[2022-03-11 03:57:19	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311676 | val_loss: 0.0311668 | Time: 1639.71 ms
[2022-03-11 03:57:21	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031168 | val_loss: 0.0311663 | Time: 1633.63 ms
[2022-03-11 03:57:22	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311664 | val_loss: 0.0311666 | Time: 1645.33 ms
[2022-03-11 03:57:24	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311672 | val_loss: 0.0311663 | Time: 1630.54 ms
[2022-03-11 03:57:26	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311686 | val_loss: 0.031169 | Time: 1640.54 ms
[2022-03-11 03:57:27	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031168 | val_loss: 0.0311667 | Time: 1621.31 ms
[2022-03-11 03:57:29	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311665 | val_loss: 0.0311656 | Time: 1644.79 ms
[2022-03-11 03:57:31	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311659 | val_loss: 0.0311657 | Time: 1642.43 ms
[2022-03-11 03:57:32	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311674 | val_loss: 0.0311665 | Time: 1636.53 ms
[2022-03-11 03:57:34	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311682 | val_loss: 0.0311655 | Time: 1626.87 ms
[2022-03-11 03:57:36	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311661 | val_loss: 0.0311685 | Time: 1640.42 ms
[2022-03-11 03:57:37	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311668 | val_loss: 0.0311666 | Time: 1636.41 ms
[2022-03-11 03:57:39	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311665 | val_loss: 0.0311681 | Time: 1635.17 ms
[2022-03-11 03:57:41	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311679 | val_loss: 0.0311737 | Time: 1641.41 ms
[2022-03-11 03:57:42	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311695 | val_loss: 0.0311669 | Time: 1645.74 ms
[2022-03-11 03:57:44	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311672 | val_loss: 0.0311662 | Time: 1633.4 ms
[2022-03-11 03:57:45	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031167 | val_loss: 0.0311672 | Time: 1632.66 ms
[2022-03-11 03:57:47	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311662 | val_loss: 0.0311678 | Time: 1634.26 ms
[2022-03-11 03:57:49	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311667 | val_loss: 0.0311676 | Time: 1638.59 ms
[2022-03-11 03:57:50	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311662 | val_loss: 0.0311671 | Time: 1636.98 ms
[2022-03-11 03:57:52	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311675 | val_loss: 0.0311669 | Time: 1641.16 ms
[2022-03-11 03:57:54	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311672 | val_loss: 0.0311712 | Time: 1639.16 ms
[2022-03-11 03:57:55	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311665 | val_loss: 0.0311682 | Time: 1639.62 ms
[2022-03-11 03:57:57	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311664 | val_loss: 0.0311674 | Time: 1640.87 ms
[2022-03-11 03:57:59	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311667 | val_loss: 0.0311679 | Time: 1641.77 ms
[2022-03-11 03:58:00	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031166 | val_loss: 0.0311661 | Time: 1637.72 ms
[2022-03-11 03:58:02	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311669 | val_loss: 0.0311656 | Time: 1637.74 ms
[2022-03-11 03:58:04	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311661 | val_loss: 0.0311686 | Time: 1646.26 ms
[2022-03-11 03:58:05	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311669 | val_loss: 0.0311662 | Time: 1634.89 ms
[2022-03-11 03:58:07	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311663 | val_loss: 0.0311673 | Time: 1640.42 ms
[2022-03-11 03:58:09	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031168 | val_loss: 0.0311707 | Time: 1634.02 ms
[2022-03-11 03:58:09	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311707
[2022-03-11 03:58:09	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-11 03:58:09	                main:608]	:	INFO	:	Success, exiting..
03:58:09 (20704): 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)