Task 9578046

Name ParityModified-1638629753-11421-1-0_0
Workunit 6986564
Created 8 Dec 2021, 1:28:35 UTC
Sent 15 Dec 2021, 0:23:23 UTC
Report deadline 23 Dec 2021, 0:23:23 UTC
Received 20 Dec 2021, 0:15:51 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16174
Run time 1 hours 51 min 58 sec
CPU time 1 hours 50 min 56 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 8,250.42 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 3.02 GB
Peak swap size 4.81 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
  main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311497 | val_loss: 0.0311551 | Time: 1246.14 ms
[2021-12-19 18:28:19	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311502 | val_loss: 0.0311584 | Time: 1225.27 ms
[2021-12-19 18:28:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311506 | val_loss: 0.0311558 | Time: 1254.33 ms
[2021-12-19 18:28:22	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311484 | val_loss: 0.0311571 | Time: 1203.78 ms
[2021-12-19 18:28:23	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311499 | val_loss: 0.0311668 | Time: 1209.28 ms
[2021-12-19 18:28:24	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311671 | val_loss: 0.0311644 | Time: 1202.62 ms
[2021-12-19 18:28:25	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311643 | val_loss: 0.0311602 | Time: 1193.04 ms
[2021-12-19 18:28:27	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311645 | val_loss: 0.0311626 | Time: 1232.88 ms
[2021-12-19 18:28:28	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031168 | val_loss: 0.031165 | Time: 1266.44 ms
[2021-12-19 18:28:29	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311648 | val_loss: 0.0311626 | Time: 1206.24 ms
[2021-12-19 18:28:30	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311642 | val_loss: 0.031163 | Time: 1208.62 ms
[2021-12-19 18:28:32	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.03116 | val_loss: 0.0311575 | Time: 1283.41 ms
[2021-12-19 18:28:33	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311587 | val_loss: 0.0311628 | Time: 1249.17 ms
[2021-12-19 18:28:34	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031159 | val_loss: 0.0311647 | Time: 1188.39 ms
[2021-12-19 18:28:35	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311625 | val_loss: 0.0311603 | Time: 1218.31 ms
[2021-12-19 18:28:36	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311597 | val_loss: 0.0311649 | Time: 1220.53 ms
[2021-12-19 18:28:38	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311615 | val_loss: 0.031163 | Time: 1209.06 ms
[2021-12-19 18:28:39	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311617 | val_loss: 0.0311635 | Time: 1217.88 ms
[2021-12-19 18:28:40	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311572 | val_loss: 0.0311591 | Time: 1278.4 ms
[2021-12-19 18:28:41	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311623 | val_loss: 0.0311647 | Time: 1275.6 ms
[2021-12-19 18:28:43	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311584 | val_loss: 0.0311621 | Time: 1246.14 ms
[2021-12-19 18:28:44	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311593 | val_loss: 0.0311601 | Time: 1260.26 ms
[2021-12-19 18:28:45	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311592 | val_loss: 0.0311608 | Time: 1270.57 ms
[2021-12-19 18:28:47	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311609 | val_loss: 0.0311609 | Time: 1290.32 ms
[2021-12-19 18:28:48	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311581 | val_loss: 0.0311574 | Time: 1186.16 ms
[2021-12-19 18:28:49	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311578 | val_loss: 0.0311559 | Time: 1249.27 ms
[2021-12-19 18:28:50	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311585 | val_loss: 0.0311667 | Time: 1224.56 ms
[2021-12-19 18:28:51	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311645 | val_loss: 0.031158 | Time: 1243.4 ms
[2021-12-19 18:28:53	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311576 | val_loss: 0.0311609 | Time: 1225.31 ms
[2021-12-19 18:28:54	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311556 | val_loss: 0.0311547 | Time: 1263.22 ms
[2021-12-19 18:28:55	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311592 | val_loss: 0.0311565 | Time: 1232.24 ms
[2021-12-19 18:28:56	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311569 | val_loss: 0.0311582 | Time: 1204.83 ms
[2021-12-19 18:28:58	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311572 | val_loss: 0.0311537 | Time: 1257.09 ms
[2021-12-19 18:28:59	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311526 | val_loss: 0.0311543 | Time: 1203.96 ms
[2021-12-19 18:29:00	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311534 | val_loss: 0.031156 | Time: 1219.96 ms
[2021-12-19 18:29:01	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311548 | val_loss: 0.0311573 | Time: 1254.1 ms
[2021-12-19 18:29:03	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311523 | val_loss: 0.0311554 | Time: 1208.45 ms
[2021-12-19 18:29:04	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311523 | val_loss: 0.0311573 | Time: 1258.73 ms
[2021-12-19 18:29:05	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311514 | val_loss: 0.0311569 | Time: 1189.97 ms
[2021-12-19 18:29:06	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311526 | val_loss: 0.0311566 | Time: 1239.92 ms
[2021-12-19 18:29:07	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311531 | val_loss: 0.0311575 | Time: 1245.53 ms
[2021-12-19 18:29:09	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031151 | val_loss: 0.0311524 | Time: 1211.32 ms
[2021-12-19 18:29:10	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311512 | val_loss: 0.0311565 | Time: 1226.58 ms
[2021-12-19 18:29:11	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311486 | val_loss: 0.0311566 | Time: 1255.31 ms
[2021-12-19 18:29:12	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311505 | val_loss: 0.0311551 | Time: 1239.06 ms
[2021-12-19 18:29:14	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311508 | val_loss: 0.0311544 | Time: 1283.96 ms
[2021-12-19 18:29:15	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.03115 | val_loss: 0.0311544 | Time: 1237.65 ms
[2021-12-19 18:29:16	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311508 | val_loss: 0.0311544 | Time: 1144.45 ms
[2021-12-19 18:29:17	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311491 | val_loss: 0.0311536 | Time: 1210.84 ms
[2021-12-19 18:29:19	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311495 | val_loss: 0.0311523 | Time: 1198.07 ms
[2021-12-19 18:29:20	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311521 | val_loss: 0.0311586 | Time: 1212.78 ms
[2021-12-19 18:29:21	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311515 | val_loss: 0.0311562 | Time: 1229.33 ms
[2021-12-19 18:29:22	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311509 | val_loss: 0.0311534 | Time: 1237.12 ms
[2021-12-19 18:29:23	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311511 | val_loss: 0.0311636 | Time: 1184.06 ms
[2021-12-19 18:29:25	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311529 | val_loss: 0.0311582 | Time: 1210.72 ms
[2021-12-19 18:29:26	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311499 | val_loss: 0.0311574 | Time: 1252.36 ms
[2021-12-19 18:29:27	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311479 | val_loss: 0.0311556 | Time: 1195.12 ms
[2021-12-19 18:29:28	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031148 | val_loss: 0.0311564 | Time: 1202.82 ms
[2021-12-19 18:29:29	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311448 | val_loss: 0.0311514 | Time: 1177.07 ms
[2021-12-19 18:29:31	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031148 | val_loss: 0.0311544 | Time: 1224.64 ms
[2021-12-19 18:29:32	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311514 | val_loss: 0.0311563 | Time: 1247.2 ms
[2021-12-19 18:29:33	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.031151 | val_loss: 0.0311563 | Time: 1228.36 ms
[2021-12-19 18:29:34	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311486 | val_loss: 0.0311588 | Time: 1197.55 ms
[2021-12-19 18:29:36	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311492 | val_loss: 0.0311537 | Time: 1230.43 ms
[2021-12-19 18:29:37	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311471 | val_loss: 0.0311569 | Time: 1202.42 ms
[2021-12-19 18:29:38	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311487 | val_loss: 0.0311603 | Time: 1251.97 ms
[2021-12-19 18:29:39	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311505 | val_loss: 0.0311572 | Time: 1217.36 ms
[2021-12-19 18:29:40	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311552 | val_loss: 0.0311711 | Time: 1200.19 ms
[2021-12-19 18:29:42	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311488 | val_loss: 0.0311599 | Time: 1207.41 ms
[2021-12-19 18:29:43	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311486 | val_loss: 0.031157 | Time: 1193.98 ms
[2021-12-19 18:29:44	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311503 | val_loss: 0.0311542 | Time: 1208.12 ms
[2021-12-19 18:29:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311478 | val_loss: 0.0311544 | Time: 1225.94 ms
[2021-12-19 18:29:47	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311481 | val_loss: 0.0311568 | Time: 1256.07 ms
[2021-12-19 18:29:48	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031145 | val_loss: 0.0311599 | Time: 1266.13 ms
[2021-12-19 18:29:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311487 | val_loss: 0.0311628 | Time: 1249.14 ms
[2021-12-19 18:29:50	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311492 | val_loss: 0.0311621 | Time: 1254.87 ms
[2021-12-19 18:29:52	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311483 | val_loss: 0.0311583 | Time: 1228.72 ms
[2021-12-19 18:29:53	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311466 | val_loss: 0.0311541 | Time: 1240.8 ms
[2021-12-19 18:29:54	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311462 | val_loss: 0.0311556 | Time: 1245.38 ms
[2021-12-19 18:29:55	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311449 | val_loss: 0.0311595 | Time: 1315.94 ms
[2021-12-19 18:29:57	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311453 | val_loss: 0.0311572 | Time: 1237.31 ms
[2021-12-19 18:29:58	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311474 | val_loss: 0.0311557 | Time: 1251.23 ms
[2021-12-19 18:29:59	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311441 | val_loss: 0.0311554 | Time: 1219.72 ms
[2021-12-19 18:30:00	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311433 | val_loss: 0.0311527 | Time: 1159.07 ms
[2021-12-19 18:30:02	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311429 | val_loss: 0.0311536 | Time: 1255.47 ms
[2021-12-19 18:30:03	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311453 | val_loss: 0.0311565 | Time: 1238.57 ms
[2021-12-19 18:30:04	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311451 | val_loss: 0.0311578 | Time: 1245.41 ms
[2021-12-19 18:30:05	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311429 | val_loss: 0.031159 | Time: 1233.63 ms
[2021-12-19 18:30:06	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311426 | val_loss: 0.0311629 | Time: 1230.8 ms
[2021-12-19 18:30:08	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311417 | val_loss: 0.0311546 | Time: 1191.65 ms
[2021-12-19 18:30:09	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311418 | val_loss: 0.0311533 | Time: 1246.45 ms
[2021-12-19 18:30:10	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311418 | val_loss: 0.0311541 | Time: 1228.54 ms
[2021-12-19 18:30:11	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311418 | val_loss: 0.031155 | Time: 1204.69 ms
[2021-12-19 18:30:13	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311403 | val_loss: 0.0311519 | Time: 1182.99 ms
[2021-12-19 18:30:14	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311422 | val_loss: 0.0311538 | Time: 1197.73 ms
[2021-12-19 18:30:15	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311429 | val_loss: 0.0311583 | Time: 1217.33 ms
[2021-12-19 18:30:16	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311421 | val_loss: 0.0311531 | Time: 1221.58 ms
[2021-12-19 18:30:18	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311453 | val_loss: 0.0311637 | Time: 1292.69 ms
[2021-12-19 18:30:19	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311455 | val_loss: 0.0311572 | Time: 1207.85 ms
[2021-12-19 18:30:20	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311437 | val_loss: 0.031159 | Time: 1252.3 ms
[2021-12-19 18:30:21	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311465 | val_loss: 0.0311583 | Time: 1206.21 ms
[2021-12-19 18:30:22	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311534 | val_loss: 0.0311622 | Time: 1215.39 ms
[2021-12-19 18:30:24	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311475 | val_loss: 0.0311555 | Time: 1186.92 ms
[2021-12-19 18:30:25	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311439 | val_loss: 0.0311532 | Time: 1185.47 ms
[2021-12-19 18:30:26	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311457 | val_loss: 0.0311579 | Time: 1181.66 ms
[2021-12-19 18:30:27	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311408 | val_loss: 0.0311558 | Time: 1189.89 ms
[2021-12-19 18:30:28	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311398 | val_loss: 0.0311568 | Time: 1226.02 ms
[2021-12-19 18:30:30	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311415 | val_loss: 0.0311537 | Time: 1274.08 ms
[2021-12-19 18:30:31	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311418 | val_loss: 0.0311524 | Time: 1256.14 ms
[2021-12-19 18:30:32	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311402 | val_loss: 0.031151 | Time: 1244.81 ms
[2021-12-19 18:30:33	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311442 | val_loss: 0.0311596 | Time: 1230.29 ms
[2021-12-19 18:30:35	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311404 | val_loss: 0.0311519 | Time: 1246.97 ms
[2021-12-19 18:30:36	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311376 | val_loss: 0.031157 | Time: 1229.85 ms
[2021-12-19 18:30:37	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311362 | val_loss: 0.0311533 | Time: 1248.04 ms
[2021-12-19 18:30:38	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311372 | val_loss: 0.0311523 | Time: 1226.69 ms
[2021-12-19 18:30:40	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031139 | val_loss: 0.0311542 | Time: 1206.84 ms
[2021-12-19 18:30:41	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311353 | val_loss: 0.0311541 | Time: 1191.1 ms
[2021-12-19 18:30:42	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311347 | val_loss: 0.0311555 | Time: 1221.29 ms
[2021-12-19 18:30:43	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311381 | val_loss: 0.0311664 | Time: 1173.52 ms
[2021-12-19 18:30:44	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311417 | val_loss: 0.0311586 | Time: 1261.88 ms
[2021-12-19 18:30:46	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311445 | val_loss: 0.031153 | Time: 1235.88 ms
[2021-12-19 18:30:47	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031143 | val_loss: 0.0311536 | Time: 1249.9 ms
[2021-12-19 18:30:48	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311402 | val_loss: 0.0311575 | Time: 1262.43 ms
[2021-12-19 18:30:49	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311439 | val_loss: 0.0311582 | Time: 1182.07 ms
[2021-12-19 18:30:51	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311439 | val_loss: 0.0311539 | Time: 1267.26 ms
[2021-12-19 18:30:52	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031141 | val_loss: 0.0311565 | Time: 1242.89 ms
[2021-12-19 18:30:53	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311411 | val_loss: 0.0311584 | Time: 1236.37 ms
[2021-12-19 18:30:54	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311456 | val_loss: 0.0311599 | Time: 1211.09 ms
[2021-12-19 18:30:56	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311412 | val_loss: 0.0311603 | Time: 1185.68 ms
[2021-12-19 18:30:57	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311518 | val_loss: 0.03116 | Time: 1256.41 ms
[2021-12-19 18:30:58	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311513 | val_loss: 0.0311626 | Time: 1276.78 ms
[2021-12-19 18:30:59	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311531 | val_loss: 0.0311634 | Time: 1266.56 ms
[2021-12-19 18:31:01	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311512 | val_loss: 0.0311582 | Time: 1221.98 ms
[2021-12-19 18:31:02	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311467 | val_loss: 0.0311589 | Time: 1152.41 ms
[2021-12-19 18:31:03	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311473 | val_loss: 0.0311586 | Time: 1222.92 ms
[2021-12-19 18:31:04	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311487 | val_loss: 0.0311618 | Time: 1231.93 ms
[2021-12-19 18:31:05	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.031148 | val_loss: 0.0311696 | Time: 1190.79 ms
[2021-12-19 18:31:07	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311476 | val_loss: 0.031159 | Time: 1243.03 ms
[2021-12-19 18:31:08	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311448 | val_loss: 0.0311573 | Time: 1289.23 ms
[2021-12-19 18:31:09	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311464 | val_loss: 0.0311585 | Time: 1220.71 ms
[2021-12-19 18:31:10	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311483 | val_loss: 0.0311597 | Time: 1242.94 ms
[2021-12-19 18:31:12	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311495 | val_loss: 0.0311588 | Time: 1256.45 ms
[2021-12-19 18:31:13	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311487 | val_loss: 0.0311622 | Time: 1223.8 ms
[2021-12-19 18:31:14	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311429 | val_loss: 0.0311539 | Time: 1206.81 ms
[2021-12-19 18:31:15	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311431 | val_loss: 0.0311538 | Time: 1252.79 ms
[2021-12-19 18:31:17	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311394 | val_loss: 0.0311541 | Time: 1178.87 ms
[2021-12-19 18:31:18	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311377 | val_loss: 0.0311563 | Time: 1208.49 ms
[2021-12-19 18:31:19	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311361 | val_loss: 0.0311512 | Time: 1207.09 ms
[2021-12-19 18:31:20	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311423 | val_loss: 0.0311638 | Time: 1242.73 ms
[2021-12-19 18:31:21	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311429 | val_loss: 0.0311585 | Time: 1222.09 ms
[2021-12-19 18:31:23	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311367 | val_loss: 0.0311532 | Time: 1202.08 ms
[2021-12-19 18:31:24	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311377 | val_loss: 0.0311579 | Time: 1252.68 ms
[2021-12-19 18:31:25	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311387 | val_loss: 0.0311555 | Time: 1225.74 ms
[2021-12-19 18:31:26	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311381 | val_loss: 0.0311551 | Time: 1218.61 ms
[2021-12-19 18:31:28	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311404 | val_loss: 0.0311544 | Time: 1200.57 ms
[2021-12-19 18:31:29	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311465 | val_loss: 0.0311541 | Time: 1246.64 ms
[2021-12-19 18:31:30	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311501 | val_loss: 0.0311531 | Time: 1239.55 ms
[2021-12-19 18:31:31	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311436 | val_loss: 0.0311539 | Time: 1190.08 ms
[2021-12-19 18:31:32	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311417 | val_loss: 0.0311558 | Time: 1177.34 ms
[2021-12-19 18:31:34	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311403 | val_loss: 0.0311536 | Time: 1222.62 ms
[2021-12-19 18:31:35	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311411 | val_loss: 0.0311548 | Time: 1232.34 ms
[2021-12-19 18:31:36	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311405 | val_loss: 0.0311603 | Time: 1188.96 ms
[2021-12-19 18:31:37	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311404 | val_loss: 0.0311577 | Time: 1238.65 ms
[2021-12-19 18:31:38	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311391 | val_loss: 0.0311509 | Time: 1203.84 ms
[2021-12-19 18:31:40	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311364 | val_loss: 0.0311565 | Time: 1228.17 ms
[2021-12-19 18:31:41	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311416 | val_loss: 0.0311559 | Time: 1170.94 ms
[2021-12-19 18:31:42	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031145 | val_loss: 0.031157 | Time: 1165.63 ms
[2021-12-19 18:31:43	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311415 | val_loss: 0.0311532 | Time: 1259.5 ms
[2021-12-19 18:31:45	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311403 | val_loss: 0.0311547 | Time: 1232.49 ms
[2021-12-19 18:31:46	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311446 | val_loss: 0.0311596 | Time: 1229.86 ms
[2021-12-19 18:31:47	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311514 | val_loss: 0.0311758 | Time: 1191.76 ms
[2021-12-19 18:31:48	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311736 | val_loss: 0.0311695 | Time: 1254.55 ms
[2021-12-19 18:31:49	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311651 | val_loss: 0.0311673 | Time: 1228.36 ms
[2021-12-19 18:31:51	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311575 | val_loss: 0.0311592 | Time: 1215.95 ms
[2021-12-19 18:31:52	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311557 | val_loss: 0.0311552 | Time: 1196.24 ms
[2021-12-19 18:31:53	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311509 | val_loss: 0.0311551 | Time: 1236.17 ms
[2021-12-19 18:31:54	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311487 | val_loss: 0.0311608 | Time: 1255.83 ms
[2021-12-19 18:31:56	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311448 | val_loss: 0.0311548 | Time: 1174.26 ms
[2021-12-19 18:31:57	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311424 | val_loss: 0.031153 | Time: 1251.9 ms
[2021-12-19 18:31:58	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311417 | val_loss: 0.0311514 | Time: 1196.3 ms
[2021-12-19 18:31:59	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311418 | val_loss: 0.0311606 | Time: 1203.67 ms
[2021-12-19 18:32:00	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311436 | val_loss: 0.0311549 | Time: 1202.56 ms
[2021-12-19 18:32:02	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311435 | val_loss: 0.0311664 | Time: 1262.09 ms
[2021-12-19 18:32:03	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311437 | val_loss: 0.0311567 | Time: 1236.97 ms
[2021-12-19 18:32:04	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031141 | val_loss: 0.0311538 | Time: 1180.94 ms
[2021-12-19 18:32:05	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311395 | val_loss: 0.0311518 | Time: 1238.52 ms
[2021-12-19 18:32:07	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311379 | val_loss: 0.031154 | Time: 1214.73 ms
[2021-12-19 18:32:08	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311368 | val_loss: 0.0311544 | Time: 1230.9 ms
[2021-12-19 18:32:09	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311376 | val_loss: 0.031153 | Time: 1245.11 ms
[2021-12-19 18:32:10	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311395 | val_loss: 0.0311558 | Time: 1219.59 ms
[2021-12-19 18:32:12	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.031137 | val_loss: 0.0311556 | Time: 1280.18 ms
[2021-12-19 18:32:13	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311403 | val_loss: 0.0311553 | Time: 1252.68 ms
[2021-12-19 18:32:14	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311367 | val_loss: 0.0311567 | Time: 1211.77 ms
[2021-12-19 18:32:15	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311374 | val_loss: 0.0311534 | Time: 1233.72 ms
[2021-12-19 18:32:16	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311368 | val_loss: 0.0311534 | Time: 1193.78 ms
[2021-12-19 18:32:18	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311395 | val_loss: 0.0311544 | Time: 1205.7 ms
[2021-12-19 18:32:19	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311391 | val_loss: 0.0311534 | Time: 1189.16 ms
[2021-12-19 18:32:20	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031141 | val_loss: 0.0311575 | Time: 1206.76 ms
[2021-12-19 18:32:21	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311396 | val_loss: 0.0311522 | Time: 1170.74 ms
[2021-12-19 18:32:22	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311382 | val_loss: 0.0311558 | Time: 1228.73 ms
[2021-12-19 18:32:24	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311375 | val_loss: 0.0311534 | Time: 1239.56 ms
[2021-12-19 18:32:25	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311334 | val_loss: 0.0311543 | Time: 1236.95 ms
[2021-12-19 18:32:26	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311348 | val_loss: 0.0311585 | Time: 1259.99 ms
[2021-12-19 18:32:27	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311363 | val_loss: 0.0311562 | Time: 1261.8 ms
[2021-12-19 18:32:29	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311338 | val_loss: 0.0311569 | Time: 1262.63 ms
[2021-12-19 18:32:30	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311387 | val_loss: 0.0311586 | Time: 1205.76 ms
[2021-12-19 18:32:31	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311352 | val_loss: 0.0311555 | Time: 1218.95 ms
[2021-12-19 18:32:32	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311329 | val_loss: 0.0311535 | Time: 1244.21 ms
[2021-12-19 18:32:34	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311464 | val_loss: 0.0311553 | Time: 1223.03 ms
[2021-12-19 18:32:35	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311494 | val_loss: 0.0311532 | Time: 1250.22 ms
[2021-12-19 18:32:36	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311462 | val_loss: 0.0311518 | Time: 1229.57 ms
[2021-12-19 18:32:37	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311497 | val_loss: 0.0311563 | Time: 1172.28 ms
[2021-12-19 18:32:39	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311459 | val_loss: 0.0311517 | Time: 1175.54 ms
[2021-12-19 18:32:40	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311436 | val_loss: 0.0311523 | Time: 1163.96 ms
[2021-12-19 18:32:41	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311408 | val_loss: 0.0311523 | Time: 1234.14 ms
[2021-12-19 18:32:42	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311422 | val_loss: 0.031153 | Time: 1203.16 ms
[2021-12-19 18:32:43	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311414 | val_loss: 0.0311542 | Time: 1223.77 ms
[2021-12-19 18:32:45	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311431 | val_loss: 0.0311567 | Time: 1224.77 ms
[2021-12-19 18:32:46	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311464 | val_loss: 0.0311504 | Time: 1191.46 ms
[2021-12-19 18:32:47	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311406 | val_loss: 0.0311534 | Time: 1206.91 ms
[2021-12-19 18:32:48	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031138 | val_loss: 0.0311489 | Time: 1201.43 ms
[2021-12-19 18:32:49	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311365 | val_loss: 0.0311553 | Time: 1215.4 ms
[2021-12-19 18:32:51	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311366 | val_loss: 0.0311478 | Time: 1218.42 ms
[2021-12-19 18:32:52	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311339 | val_loss: 0.0311489 | Time: 1213.13 ms
[2021-12-19 18:32:53	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311348 | val_loss: 0.0311479 | Time: 1264.29 ms
[2021-12-19 18:32:54	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311334 | val_loss: 0.0311511 | Time: 1218.29 ms
[2021-12-19 18:32:56	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311356 | val_loss: 0.0311522 | Time: 1251.84 ms
[2021-12-19 18:32:57	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311369 | val_loss: 0.0311488 | Time: 1177.2 ms
[2021-12-19 18:32:58	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311341 | val_loss: 0.0311496 | Time: 1171.68 ms
[2021-12-19 18:32:59	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311371 | val_loss: 0.0311544 | Time: 1266.93 ms
[2021-12-19 18:33:00	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311359 | val_loss: 0.0311537 | Time: 1220.19 ms
[2021-12-19 18:33:02	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311361 | val_loss: 0.0311515 | Time: 1202.11 ms
[2021-12-19 18:33:03	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311376 | val_loss: 0.0311554 | Time: 1247.33 ms
[2021-12-19 18:33:04	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311353 | val_loss: 0.0311516 | Time: 1240.39 ms
[2021-12-19 18:33:05	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.031135 | val_loss: 0.0311449 | Time: 1218.14 ms
[2021-12-19 18:33:07	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311366 | val_loss: 0.0311522 | Time: 1259.95 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3060 Ti)
[2021-12-19 18:35:28	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-19 18:35:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-19 18:35:28	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-19 18:35:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-19 18:35:28	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-19 18:35:28	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-19 18:35:28	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-19 18:35:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-19 18:35:28	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-19 18:35:28	                main:474]	:	INFO	:	Configuration: 
[2021-12-19 18:35:28	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-19 18:35:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-19 18:35:28	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-19 18:35:28	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-19 18:35:28	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-19 18:35:28	                main:480]	:	INFO	:	    Patience: 10
[2021-12-19 18:35:28	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-19 18:35:28	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-19 18:35:28	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-19 18:35:28	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-19 18:35:28	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-19 18:35:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-19 18:35:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-19 18:54:54	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-19 18:54:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-19 18:54:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-19 18:54:54	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-19 18:54:54	                main:494]	:	INFO	:	Creating Model
[2021-12-19 18:54:54	                main:507]	:	INFO	:	Preparing config file
[2021-12-19 18:54:54	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-19 18:54:54	                main:512]	:	INFO	:	Loading config
[2021-12-19 18:54:54	                main:514]	:	INFO	:	Loading state
[2021-12-19 19:09:28	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-19 19:09:28	                main:562]	:	INFO	:	Starting Training
[2021-12-19 19:10:42	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0313298 | val_loss: 0.0312372 | Time: 74459 ms
[2021-12-19 19:10:44	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311958 | val_loss: 0.0311721 | Time: 1180.1 ms
[2021-12-19 19:10:45	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311531 | val_loss: 0.0311535 | Time: 1175.71 ms
[2021-12-19 19:10:46	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031144 | val_loss: 0.0311539 | Time: 1132.39 ms
[2021-12-19 19:10:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311447 | val_loss: 0.0311523 | Time: 1228.72 ms
[2021-12-19 19:10:48	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311385 | val_loss: 0.0311571 | Time: 1256.61 ms
[2021-12-19 19:10:50	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311391 | val_loss: 0.0311564 | Time: 1243.27 ms
[2021-12-19 19:10:51	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311401 | val_loss: 0.0311521 | Time: 1250.37 ms
[2021-12-19 19:10:52	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311377 | val_loss: 0.0311524 | Time: 1235.17 ms
[2021-12-19 19:10:53	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311398 | val_loss: 0.0311506 | Time: 1165.24 ms
[2021-12-19 19:10:55	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311416 | val_loss: 0.0311622 | Time: 1196.78 ms
[2021-12-19 19:10:56	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311464 | val_loss: 0.0311594 | Time: 1264.61 ms
[2021-12-19 19:10:57	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311411 | val_loss: 0.0311533 | Time: 1211.27 ms
[2021-12-19 19:10:58	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311388 | val_loss: 0.0311578 | Time: 1175.52 ms
[2021-12-19 19:10:59	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311367 | val_loss: 0.0311511 | Time: 1218.91 ms
[2021-12-19 19:11:01	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.031136 | val_loss: 0.0311575 | Time: 1234.62 ms
[2021-12-19 19:11:02	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311372 | val_loss: 0.0311493 | Time: 1224.01 ms
[2021-12-19 19:11:03	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311382 | val_loss: 0.0311522 | Time: 1219.26 ms
[2021-12-19 19:11:04	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311404 | val_loss: 0.0311599 | Time: 1242.91 ms
[2021-12-19 19:11:06	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311424 | val_loss: 0.031157 | Time: 1159.82 ms
[2021-12-19 19:11:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311373 | val_loss: 0.0311524 | Time: 1240.27 ms
[2021-12-19 19:11:08	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311361 | val_loss: 0.0311535 | Time: 1188.19 ms
[2021-12-19 19:11:09	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311349 | val_loss: 0.0311535 | Time: 1225 ms
[2021-12-19 19:11:10	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311356 | val_loss: 0.0311584 | Time: 1205.12 ms
[2021-12-19 19:11:12	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031136 | val_loss: 0.0311549 | Time: 1213.16 ms
[2021-12-19 19:11:13	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.031139 | val_loss: 0.0311615 | Time: 1213.35 ms
[2021-12-19 19:11:14	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031137 | val_loss: 0.0311535 | Time: 1299.79 ms
[2021-12-19 19:11:15	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311336 | val_loss: 0.0311534 | Time: 1232.1 ms
[2021-12-19 19:11:17	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311374 | val_loss: 0.0311562 | Time: 1194.87 ms
[2021-12-19 19:11:18	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311441 | val_loss: 0.0311582 | Time: 1260.43 ms
[2021-12-19 19:11:19	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311442 | val_loss: 0.0311561 | Time: 1239.92 ms
[2021-12-19 19:11:20	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311405 | val_loss: 0.0311553 | Time: 1178.12 ms
[2021-12-19 19:11:22	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.03114 | val_loss: 0.0311509 | Time: 1231.13 ms
[2021-12-19 19:11:23	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311394 | val_loss: 0.0311528 | Time: 1263.65 ms
[2021-12-19 19:11:24	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311405 | val_loss: 0.0311552 | Time: 1299.13 ms
[2021-12-19 19:11:25	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311456 | val_loss: 0.0311606 | Time: 1226.24 ms
[2021-12-19 19:11:27	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031141 | val_loss: 0.0311526 | Time: 1242.41 ms
[2021-12-19 19:11:28	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311381 | val_loss: 0.031156 | Time: 1213.04 ms
[2021-12-19 19:11:29	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311408 | val_loss: 0.0311577 | Time: 1208.81 ms
[2021-12-19 19:11:30	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311388 | val_loss: 0.0311593 | Time: 1243.39 ms
[2021-12-19 19:11:31	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311413 | val_loss: 0.0311543 | Time: 1195.05 ms
[2021-12-19 19:11:33	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311395 | val_loss: 0.0311514 | Time: 1250.59 ms
[2021-12-19 19:11:34	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311407 | val_loss: 0.0311567 | Time: 1244.24 ms
[2021-12-19 19:11:35	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311359 | val_loss: 0.0311594 | Time: 1215.35 ms
[2021-12-19 19:11:36	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311347 | val_loss: 0.0311539 | Time: 1215.56 ms
[2021-12-19 19:11:38	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311333 | val_loss: 0.0311532 | Time: 1197.91 ms
[2021-12-19 19:11:39	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311337 | val_loss: 0.0311545 | Time: 1223.29 ms
[2021-12-19 19:11:40	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311329 | val_loss: 0.0311527 | Time: 1168.02 ms
[2021-12-19 19:11:41	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311416 | val_loss: 0.0311531 | Time: 1202.77 ms
[2021-12-19 19:11:42	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311408 | val_loss: 0.0311559 | Time: 1238.68 ms
[2021-12-19 19:11:44	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311415 | val_loss: 0.0311584 | Time: 1207.84 ms
[2021-12-19 19:11:45	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311394 | val_loss: 0.0311565 | Time: 1262.24 ms
[2021-12-19 19:11:46	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311397 | val_loss: 0.0311562 | Time: 1161.15 ms
[2021-12-19 19:11:47	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311393 | val_loss: 0.0311519 | Time: 1177.74 ms
[2021-12-19 19:11:48	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311378 | val_loss: 0.031152 | Time: 1180.55 ms
[2021-12-19 19:11:50	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311353 | val_loss: 0.0311532 | Time: 1185.68 ms
[2021-12-19 19:11:51	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311342 | val_loss: 0.0311478 | Time: 1219.39 ms
[2021-12-19 19:11:52	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311386 | val_loss: 0.0311472 | Time: 1206.32 ms
[2021-12-19 19:11:53	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031134 | val_loss: 0.031151 | Time: 1219.28 ms
[2021-12-19 19:11:55	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311303 | val_loss: 0.0311459 | Time: 1237.7 ms
[2021-12-19 19:11:56	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311307 | val_loss: 0.0311477 | Time: 1268.62 ms
[2021-12-19 19:11:57	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031134 | val_loss: 0.031152 | Time: 1219.89 ms
[2021-12-19 19:11:58	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311364 | val_loss: 0.0311568 | Time: 1188.7 ms
[2021-12-19 19:11:59	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311347 | val_loss: 0.0311476 | Time: 1253.74 ms
[2021-12-19 19:12:01	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311334 | val_loss: 0.0311488 | Time: 1249.95 ms
[2021-12-19 19:12:02	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.031135 | val_loss: 0.0311538 | Time: 1289.17 ms
[2021-12-19 19:12:03	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311343 | val_loss: 0.0311463 | Time: 1182.17 ms
[2021-12-19 19:12:04	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.031136 | val_loss: 0.0311467 | Time: 1232.79 ms
[2021-12-19 19:12:06	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311342 | val_loss: 0.0311466 | Time: 1211.49 ms
[2021-12-19 19:12:07	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311335 | val_loss: 0.0311487 | Time: 1224.93 ms
[2021-12-19 19:12:08	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311356 | val_loss: 0.0311498 | Time: 1203.77 ms
[2021-12-19 19:12:09	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311379 | val_loss: 0.0311525 | Time: 1185.91 ms
[2021-12-19 19:12:10	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311323 | val_loss: 0.0311469 | Time: 1221.36 ms
[2021-12-19 19:12:12	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311328 | val_loss: 0.031149 | Time: 1274.02 ms
[2021-12-19 19:12:13	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311307 | val_loss: 0.0311499 | Time: 1252.6 ms
[2021-12-19 19:12:14	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311372 | val_loss: 0.0311599 | Time: 1226.02 ms
[2021-12-19 19:12:16	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311388 | val_loss: 0.0311533 | Time: 1263.31 ms
[2021-12-19 19:12:17	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311364 | val_loss: 0.0311583 | Time: 1185.88 ms
[2021-12-19 19:12:18	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031137 | val_loss: 0.0311583 | Time: 1174.91 ms
[2021-12-19 19:12:19	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311354 | val_loss: 0.0311494 | Time: 1243.14 ms
[2021-12-19 19:12:20	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311364 | val_loss: 0.0311445 | Time: 1204.12 ms
[2021-12-19 19:12:22	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311363 | val_loss: 0.031147 | Time: 1188.01 ms
[2021-12-19 19:12:23	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311351 | val_loss: 0.0311484 | Time: 1188.34 ms
[2021-12-19 19:12:24	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311361 | val_loss: 0.0311488 | Time: 1204.81 ms
[2021-12-19 19:12:25	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311377 | val_loss: 0.0311516 | Time: 1222.12 ms
[2021-12-19 19:12:26	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031134 | val_loss: 0.0311477 | Time: 1226.84 ms
[2021-12-19 19:12:28	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311328 | val_loss: 0.0311492 | Time: 1239.06 ms
[2021-12-19 19:12:29	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311345 | val_loss: 0.0311473 | Time: 1191.22 ms
[2021-12-19 19:12:30	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311342 | val_loss: 0.0311485 | Time: 1226.83 ms
[2021-12-19 19:12:31	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311339 | val_loss: 0.0311501 | Time: 1239 ms
[2021-12-19 19:12:33	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311354 | val_loss: 0.0311606 | Time: 1235.45 ms
[2021-12-19 19:12:34	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031138 | val_loss: 0.0311527 | Time: 1178.83 ms
[2021-12-19 19:12:35	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311381 | val_loss: 0.0311556 | Time: 1218.53 ms
[2021-12-19 19:12:36	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311381 | val_loss: 0.0311544 | Time: 1192.6 ms
[2021-12-19 19:12:37	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311324 | val_loss: 0.0311501 | Time: 1271.56 ms
[2021-12-19 19:12:39	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311338 | val_loss: 0.0311485 | Time: 1215.86 ms
[2021-12-19 19:12:40	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311327 | val_loss: 0.0311534 | Time: 1197.61 ms
[2021-12-19 19:12:41	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311349 | val_loss: 0.031155 | Time: 1142.21 ms
[2021-12-19 19:12:42	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311314 | val_loss: 0.0311482 | Time: 1163.1 ms
[2021-12-19 19:12:43	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311339 | val_loss: 0.0311476 | Time: 1201.87 ms
[2021-12-19 19:12:45	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311323 | val_loss: 0.0311497 | Time: 1200.23 ms
[2021-12-19 19:12:46	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311338 | val_loss: 0.0311528 | Time: 1208.94 ms
[2021-12-19 19:12:47	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311314 | val_loss: 0.0311488 | Time: 1197.56 ms
[2021-12-19 19:12:48	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311305 | val_loss: 0.0311539 | Time: 1199.26 ms
[2021-12-19 19:12:49	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311384 | val_loss: 0.0311546 | Time: 1232.09 ms
[2021-12-19 19:12:51	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311377 | val_loss: 0.0311532 | Time: 1200.55 ms
[2021-12-19 19:12:52	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311372 | val_loss: 0.0311548 | Time: 1187.96 ms
[2021-12-19 19:12:53	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311379 | val_loss: 0.0311544 | Time: 1225.84 ms
[2021-12-19 19:12:54	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311388 | val_loss: 0.0311571 | Time: 1216.94 ms
[2021-12-19 19:12:55	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311348 | val_loss: 0.0311544 | Time: 1179.86 ms
[2021-12-19 19:12:57	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311383 | val_loss: 0.0311541 | Time: 1245.01 ms
[2021-12-19 19:12:58	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311366 | val_loss: 0.0311534 | Time: 1201.5 ms
[2021-12-19 19:12:59	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311402 | val_loss: 0.03115 | Time: 1241.1 ms
[2021-12-19 19:13:00	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311376 | val_loss: 0.0311534 | Time: 1200.04 ms
[2021-12-19 19:13:02	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311372 | val_loss: 0.0311525 | Time: 1226.39 ms
[2021-12-19 19:13:03	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311353 | val_loss: 0.0311492 | Time: 1250.56 ms
[2021-12-19 19:13:04	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311351 | val_loss: 0.0311531 | Time: 1233.3 ms
[2021-12-19 19:13:05	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311329 | val_loss: 0.03115 | Time: 1221.28 ms
[2021-12-19 19:13:06	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311327 | val_loss: 0.0311562 | Time: 1253.89 ms
[2021-12-19 19:13:08	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.031134 | val_loss: 0.0311517 | Time: 1224.34 ms
[2021-12-19 19:13:09	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311305 | val_loss: 0.0311514 | Time: 1241.98 ms
[2021-12-19 19:13:10	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311307 | val_loss: 0.0311507 | Time: 1218.21 ms
[2021-12-19 19:13:11	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311307 | val_loss: 0.0311502 | Time: 1211.06 ms
[2021-12-19 19:13:13	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311308 | val_loss: 0.0311536 | Time: 1178.85 ms
[2021-12-19 19:13:14	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311337 | val_loss: 0.0311522 | Time: 1237.05 ms
[2021-12-19 19:13:15	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311317 | val_loss: 0.0311493 | Time: 1198.52 ms
[2021-12-19 19:13:16	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311303 | val_loss: 0.0311558 | Time: 1239.25 ms
[2021-12-19 19:13:17	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311338 | val_loss: 0.0311548 | Time: 1205.01 ms
[2021-12-19 19:13:19	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311331 | val_loss: 0.0311636 | Time: 1255.31 ms
[2021-12-19 19:13:20	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311364 | val_loss: 0.0311533 | Time: 1149.43 ms
[2021-12-19 19:13:21	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311349 | val_loss: 0.0311612 | Time: 1253.57 ms
[2021-12-19 19:13:22	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311408 | val_loss: 0.0311543 | Time: 1199.15 ms
[2021-12-19 19:13:24	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311457 | val_loss: 0.0311593 | Time: 1225.6 ms
[2021-12-19 19:13:25	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311431 | val_loss: 0.0311546 | Time: 1211.33 ms
[2021-12-19 19:13:26	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031141 | val_loss: 0.0311603 | Time: 1198.92 ms
[2021-12-19 19:13:27	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311406 | val_loss: 0.0311605 | Time: 1213.16 ms
[2021-12-19 19:13:28	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311355 | val_loss: 0.0311493 | Time: 1236.09 ms
[2021-12-19 19:13:30	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311372 | val_loss: 0.0311539 | Time: 1210.55 ms
[2021-12-19 19:13:31	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311354 | val_loss: 0.0311483 | Time: 1153.06 ms
[2021-12-19 19:13:32	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311337 | val_loss: 0.0311497 | Time: 1263.24 ms
[2021-12-19 19:13:33	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311308 | val_loss: 0.0311481 | Time: 1193.59 ms
[2021-12-19 19:13:35	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311336 | val_loss: 0.031151 | Time: 1264.98 ms
[2021-12-19 19:13:36	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311315 | val_loss: 0.0311487 | Time: 1186.92 ms
[2021-12-19 19:13:37	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.031131 | val_loss: 0.0311448 | Time: 1231.21 ms
[2021-12-19 19:13:38	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311324 | val_loss: 0.031147 | Time: 1226.62 ms
[2021-12-19 19:13:39	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311311 | val_loss: 0.0311458 | Time: 1224.57 ms
[2021-12-19 19:13:41	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311317 | val_loss: 0.0311496 | Time: 1217.07 ms
[2021-12-19 19:13:42	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311319 | val_loss: 0.0311498 | Time: 1222.47 ms
[2021-12-19 19:13:43	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311341 | val_loss: 0.0311495 | Time: 1203.98 ms
[2021-12-19 19:13:44	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311307 | val_loss: 0.0311461 | Time: 1198.07 ms
[2021-12-19 19:13:45	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031127 | val_loss: 0.0311482 | Time: 1192.53 ms
[2021-12-19 19:13:47	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311314 | val_loss: 0.0311459 | Time: 1196.91 ms
[2021-12-19 19:13:48	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311314 | val_loss: 0.0311491 | Time: 1164.21 ms
[2021-12-19 19:13:49	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311299 | val_loss: 0.0311525 | Time: 1275.19 ms
[2021-12-19 19:13:50	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311325 | val_loss: 0.031148 | Time: 1200.07 ms
[2021-12-19 19:13:52	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311341 | val_loss: 0.0311547 | Time: 1217.4 ms
[2021-12-19 19:13:53	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311422 | val_loss: 0.0311545 | Time: 1256.78 ms
[2021-12-19 19:13:54	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311395 | val_loss: 0.0311517 | Time: 1200.64 ms
[2021-12-19 19:13:55	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311402 | val_loss: 0.0311517 | Time: 1235.42 ms
[2021-12-19 19:13:56	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311349 | val_loss: 0.0311482 | Time: 1227.28 ms
[2021-12-19 19:13:58	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311317 | val_loss: 0.0311483 | Time: 1222.61 ms
[2021-12-19 19:13:59	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311317 | val_loss: 0.0311499 | Time: 1171.81 ms
[2021-12-19 19:14:00	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311713 | val_loss: 0.0311599 | Time: 1234.34 ms
[2021-12-19 19:14:01	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311574 | val_loss: 0.0311618 | Time: 1230.13 ms
[2021-12-19 19:14:03	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311465 | val_loss: 0.0311564 | Time: 1180.52 ms
[2021-12-19 19:14:04	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311426 | val_loss: 0.0311549 | Time: 1179.34 ms
[2021-12-19 19:14:05	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311415 | val_loss: 0.0311549 | Time: 1256.53 ms
[2021-12-19 19:14:06	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311413 | val_loss: 0.0311485 | Time: 1187.91 ms
[2021-12-19 19:14:07	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311416 | val_loss: 0.0311469 | Time: 1214.36 ms
[2021-12-19 19:14:09	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031141 | val_loss: 0.0311555 | Time: 1160.25 ms
[2021-12-19 19:14:10	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311438 | val_loss: 0.0311513 | Time: 1282.86 ms
[2021-12-19 19:14:11	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311442 | val_loss: 0.0311596 | Time: 1178.11 ms
[2021-12-19 19:14:12	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311457 | val_loss: 0.0311544 | Time: 1176.4 ms
[2021-12-19 19:14:13	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311444 | val_loss: 0.0311553 | Time: 1254.49 ms
[2021-12-19 19:14:15	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311402 | val_loss: 0.0311527 | Time: 1247.54 ms
[2021-12-19 19:14:16	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311386 | val_loss: 0.0311511 | Time: 1211.14 ms
[2021-12-19 19:14:17	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311349 | val_loss: 0.0311506 | Time: 1227.54 ms
[2021-12-19 19:14:18	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311326 | val_loss: 0.0311532 | Time: 1238.07 ms
[2021-12-19 19:14:20	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311362 | val_loss: 0.0311505 | Time: 1241.77 ms
[2021-12-19 19:14:21	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311341 | val_loss: 0.0311507 | Time: 1281.8 ms
[2021-12-19 19:14:22	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311305 | val_loss: 0.0311513 | Time: 1254.08 ms
[2021-12-19 19:14:23	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311307 | val_loss: 0.03115 | Time: 1191.14 ms
[2021-12-19 19:14:25	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031134 | val_loss: 0.0311488 | Time: 1193.3 ms
[2021-12-19 19:14:26	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311333 | val_loss: 0.0311496 | Time: 1203.59 ms
[2021-12-19 19:14:27	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311319 | val_loss: 0.0311488 | Time: 1206.9 ms
[2021-12-19 19:14:28	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311327 | val_loss: 0.0311502 | Time: 1213.29 ms
[2021-12-19 19:14:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311306 | val_loss: 0.0311519 | Time: 1146.93 ms
[2021-12-19 19:14:31	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311308 | val_loss: 0.0311539 | Time: 1215.88 ms
[2021-12-19 19:14:32	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311292 | val_loss: 0.0311488 | Time: 1180.2 ms
[2021-12-19 19:14:33	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311361 | val_loss: 0.0311467 | Time: 1206.63 ms
[2021-12-19 19:14:34	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.031135 | val_loss: 0.0311476 | Time: 1199.65 ms
[2021-12-19 19:14:35	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031134 | val_loss: 0.0311497 | Time: 1220.41 ms
[2021-12-19 19:14:37	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311298 | val_loss: 0.031146 | Time: 1157.26 ms
[2021-12-19 19:14:38	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311275 | val_loss: 0.0311474 | Time: 1236.96 ms
[2021-12-19 19:14:39	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311293 | val_loss: 0.0311493 | Time: 1247.3 ms
[2021-12-19 19:14:40	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311297 | val_loss: 0.0311485 | Time: 1186.18 ms
[2021-12-19 19:14:41	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311297 | val_loss: 0.0311501 | Time: 1207.53 ms
[2021-12-19 19:14:43	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311289 | val_loss: 0.031147 | Time: 1185.08 ms
[2021-12-19 19:14:44	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311344 | val_loss: 0.0311509 | Time: 1185.78 ms
[2021-12-19 19:14:45	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311304 | val_loss: 0.0311563 | Time: 1207.55 ms
[2021-12-19 19:14:46	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311308 | val_loss: 0.0311501 | Time: 1185.63 ms
[2021-12-19 19:14:47	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311281 | val_loss: 0.0311522 | Time: 1192.87 ms
[2021-12-19 19:14:49	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.031128 | val_loss: 0.0311528 | Time: 1235.65 ms
[2021-12-19 19:14:50	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311277 | val_loss: 0.0311542 | Time: 1207.16 ms
[2021-12-19 19:14:51	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311273 | val_loss: 0.0311502 | Time: 1152.36 ms
[2021-12-19 19:14:52	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311283 | val_loss: 0.0311525 | Time: 1207.32 ms
[2021-12-19 19:14:53	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311335 | val_loss: 0.0311491 | Time: 1241.28 ms
[2021-12-19 19:14:55	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311279 | val_loss: 0.031151 | Time: 1179.42 ms
[2021-12-19 19:14:56	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311299 | val_loss: 0.0311548 | Time: 1192.15 ms
[2021-12-19 19:14:57	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311271 | val_loss: 0.0311526 | Time: 1193.54 ms
[2021-12-19 19:14:58	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311251 | val_loss: 0.0311525 | Time: 1193.21 ms
[2021-12-19 19:14:59	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311327 | val_loss: 0.0311593 | Time: 1221.39 ms
[2021-12-19 19:15:01	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311305 | val_loss: 0.0311501 | Time: 1214 ms
[2021-12-19 19:15:02	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311275 | val_loss: 0.031152 | Time: 1208 ms
[2021-12-19 19:15:03	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031128 | val_loss: 0.0311518 | Time: 1226.13 ms
[2021-12-19 19:15:04	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311269 | val_loss: 0.031151 | Time: 1247.71 ms
[2021-12-19 19:15:06	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311265 | val_loss: 0.0311523 | Time: 1249.76 ms
[2021-12-19 19:15:07	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311276 | val_loss: 0.0311507 | Time: 1205.36 ms
[2021-12-19 19:15:08	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311247 | val_loss: 0.0311516 | Time: 1211.97 ms
[2021-12-19 19:15:09	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311239 | val_loss: 0.0311513 | Time: 1195.53 ms
[2021-12-19 19:15:10	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311264 | val_loss: 0.0311489 | Time: 1216.93 ms
[2021-12-19 19:15:12	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311257 | val_loss: 0.0311506 | Time: 1172.11 ms
[2021-12-19 19:15:13	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311255 | val_loss: 0.03115 | Time: 1245.78 ms
[2021-12-19 19:15:14	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311277 | val_loss: 0.0311504 | Time: 1215.82 ms
[2021-12-19 19:15:15	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311307 | val_loss: 0.0311621 | Time: 1259.45 ms
[2021-12-19 19:15:16	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311298 | val_loss: 0.031152 | Time: 1152.27 ms
[2021-12-19 19:15:18	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.031129 | val_loss: 0.0311499 | Time: 1210.33 ms
[2021-12-19 19:15:19	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311275 | val_loss: 0.0311499 | Time: 1210.28 ms
[2021-12-19 19:15:20	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311266 | val_loss: 0.0311554 | Time: 1248.35 ms
[2021-12-19 19:15:21	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.03113 | val_loss: 0.0311533 | Time: 1184.99 ms
[2021-12-19 19:15:23	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311277 | val_loss: 0.0311491 | Time: 1261.3 ms
[2021-12-19 19:15:24	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031125 | val_loss: 0.0311524 | Time: 1203.65 ms
[2021-12-19 19:15:25	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031129 | val_loss: 0.0311566 | Time: 1209.67 ms
[2021-12-19 19:15:26	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311293 | val_loss: 0.0311471 | Time: 1233.65 ms
[2021-12-19 19:15:28	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311308 | val_loss: 0.0311506 | Time: 1232.99 ms
[2021-12-19 19:15:29	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031135 | val_loss: 0.0311496 | Time: 1247.21 ms
[2021-12-19 19:15:30	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311331 | val_loss: 0.0311543 | Time: 1202.2 ms
[2021-12-19 19:15:31	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311317 | val_loss: 0.031161 | Time: 1192.89 ms
[2021-12-19 19:15:32	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311321 | val_loss: 0.0311501 | Time: 1195.9 ms
[2021-12-19 19:15:34	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311292 | val_loss: 0.0311518 | Time: 1284.7 ms
[2021-12-19 19:15:35	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031128 | val_loss: 0.0311536 | Time: 1217.91 ms
[2021-12-19 19:15:36	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311282 | val_loss: 0.0311537 | Time: 1184.74 ms
[2021-12-19 19:15:37	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311304 | val_loss: 0.0311519 | Time: 1193.66 ms
[2021-12-19 19:15:38	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311253 | val_loss: 0.0311519 | Time: 1230.2 ms
[2021-12-19 19:15:40	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311232 | val_loss: 0.0311514 | Time: 1203.72 ms
[2021-12-19 19:15:41	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311238 | val_loss: 0.0311561 | Time: 1185.79 ms
[2021-12-19 19:15:41	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311561
[2021-12-19 19:15:41	                main:603]	:	INFO	:	Saving end state to config to file
[2021-12-19 19:15:41	                main:608]	:	INFO	:	Success, exiting..
19:15:41 (14880): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)