Task 13855572

Name ParityModified-1647047205-9989-1-0_0
Workunit 10934678
Created 27 Mar 2022, 15:28:21 UTC
Sent 1 Apr 2022, 13:31:28 UTC
Report deadline 9 Apr 2022, 13:31:28 UTC
Received 6 Apr 2022, 12:26:07 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 19110
Run time 1 hours 1 min 30 sec
CPU time 1 hours 0 min 49 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,553.57 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>
ms
[2022-04-01 12:21:30	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.000741327 | val_loss: 0.000724202 | Time: 1775.41 ms
[2022-04-01 12:21:31	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.000736732 | val_loss: 0.000713634 | Time: 1766.24 ms
[2022-04-01 12:21:33	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.000725353 | val_loss: 0.000716116 | Time: 1774.77 ms
[2022-04-01 12:21:35	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.00071759 | val_loss: 0.000703117 | Time: 1774.72 ms
[2022-04-01 12:21:37	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.00071187 | val_loss: 0.000694754 | Time: 1766.8 ms
[2022-04-01 12:21:38	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.000694497 | val_loss: 0.000673246 | Time: 1778.25 ms
[2022-04-01 12:21:40	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.000680813 | val_loss: 0.000662224 | Time: 1769.81 ms
[2022-04-01 12:21:42	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.000674759 | val_loss: 0.000660017 | Time: 1767.78 ms
[2022-04-01 12:21:44	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.000668995 | val_loss: 0.000678482 | Time: 1775.09 ms
[2022-04-01 12:21:46	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.000664806 | val_loss: 0.000641582 | Time: 1772.68 ms
[2022-04-01 12:21:47	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.000656225 | val_loss: 0.000629032 | Time: 1768.62 ms
[2022-04-01 12:21:49	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.00063681 | val_loss: 0.000616293 | Time: 1771.03 ms
[2022-04-01 12:21:51	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.000627828 | val_loss: 0.000614556 | Time: 1779.23 ms
[2022-04-01 12:21:53	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.000626047 | val_loss: 0.00060324 | Time: 1776.27 ms
[2022-04-01 12:21:55	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.000616418 | val_loss: 0.000622655 | Time: 1783.05 ms
[2022-04-01 12:21:56	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.000624059 | val_loss: 0.000595767 | Time: 1777.25 ms
[2022-04-01 12:21:58	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.000606472 | val_loss: 0.000600249 | Time: 1778.49 ms
[2022-04-01 12:22:00	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.000601693 | val_loss: 0.000579157 | Time: 1769.18 ms
[2022-04-01 12:22:02	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.000590906 | val_loss: 0.000577572 | Time: 1769.28 ms
[2022-04-01 12:22:03	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.000588873 | val_loss: 0.000579479 | Time: 1768.24 ms
[2022-04-01 12:22:05	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.000585518 | val_loss: 0.000616527 | Time: 1778.9 ms
[2022-04-01 12:22:07	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.000604808 | val_loss: 0.000565837 | Time: 1766.14 ms
[2022-04-01 12:22:09	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.000570487 | val_loss: 0.000566412 | Time: 1772.66 ms
[2022-04-01 12:22:11	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.000567224 | val_loss: 0.000550885 | Time: 1771.16 ms
[2022-04-01 12:22:12	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.000565175 | val_loss: 0.00055181 | Time: 1777.11 ms
[2022-04-01 12:22:14	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.00056349 | val_loss: 0.000566131 | Time: 1762.97 ms
[2022-04-01 12:22:16	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.000559261 | val_loss: 0.000557926 | Time: 1774.87 ms
[2022-04-01 12:22:18	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.000549248 | val_loss: 0.000535428 | Time: 1770.33 ms
[2022-04-01 12:22:20	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.000541783 | val_loss: 0.000530112 | Time: 1774.81 ms
[2022-04-01 12:22:21	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.000537753 | val_loss: 0.000528287 | Time: 1764.01 ms
[2022-04-01 12:22:23	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.00052931 | val_loss: 0.000515445 | Time: 1771.94 ms
[2022-04-01 12:22:25	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.000521741 | val_loss: 0.000511095 | Time: 1774.34 ms
[2022-04-01 12:22:27	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.000520285 | val_loss: 0.000506949 | Time: 1775.69 ms
[2022-04-01 12:22:28	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.000521473 | val_loss: 0.000507344 | Time: 1767.85 ms
[2022-04-01 12:22:30	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.000509832 | val_loss: 0.000506743 | Time: 1771.66 ms
[2022-04-01 12:22:32	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.00051201 | val_loss: 0.000503372 | Time: 1785.4 ms
[2022-04-01 12:22:34	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.000500713 | val_loss: 0.000489329 | Time: 1773.33 ms
[2022-04-01 12:22:36	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.000495757 | val_loss: 0.000494669 | Time: 1769.61 ms
[2022-04-01 12:22:37	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.000494537 | val_loss: 0.000482014 | Time: 1781.49 ms
[2022-04-01 12:22:39	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.000486374 | val_loss: 0.000476526 | Time: 1775.43 ms
[2022-04-01 12:22:41	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.000492306 | val_loss: 0.000472687 | Time: 1781.27 ms
[2022-04-01 12:22:43	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.000488467 | val_loss: 0.000468125 | Time: 1774.85 ms
[2022-04-01 12:22:45	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.000476825 | val_loss: 0.000488198 | Time: 1766.68 ms
[2022-04-01 12:22:46	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.000474009 | val_loss: 0.000457844 | Time: 1765.35 ms
[2022-04-01 12:22:48	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.000464347 | val_loss: 0.000460786 | Time: 1778.74 ms
[2022-04-01 12:22:50	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.000466807 | val_loss: 0.000452551 | Time: 1771.8 ms
[2022-04-01 12:22:52	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.000458408 | val_loss: 0.000452207 | Time: 1769.99 ms
[2022-04-01 12:22:53	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.000451167 | val_loss: 0.00044426 | Time: 1767.58 ms
[2022-04-01 12:22:55	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.000452515 | val_loss: 0.000446319 | Time: 1773.13 ms
[2022-04-01 12:22:57	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.000444629 | val_loss: 0.00043428 | Time: 1779.25 ms
[2022-04-01 12:22:59	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.000437931 | val_loss: 0.000431009 | Time: 1774.68 ms
[2022-04-01 12:23:01	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0004342 | val_loss: 0.000438117 | Time: 1771.11 ms
[2022-04-01 12:23:02	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.000431185 | val_loss: 0.000425497 | Time: 1763.28 ms
[2022-04-01 12:23:04	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.000425494 | val_loss: 0.000417775 | Time: 1787.09 ms
[2022-04-01 12:23:06	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.000429847 | val_loss: 0.000421631 | Time: 1783.04 ms
[2022-04-01 12:23:08	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.000418789 | val_loss: 0.000416308 | Time: 1784.88 ms
[2022-04-01 12:23:10	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.000417824 | val_loss: 0.000423054 | Time: 1782.61 ms
[2022-04-01 12:23:11	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.000416497 | val_loss: 0.000412286 | Time: 1784.55 ms
[2022-04-01 12:23:13	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.00040761 | val_loss: 0.00040086 | Time: 1782.6 ms
[2022-04-01 12:23:15	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.000418462 | val_loss: 0.000404318 | Time: 1779.09 ms
[2022-04-01 12:23:17	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.00040339 | val_loss: 0.000398191 | Time: 1771.83 ms
[2022-04-01 12:23:19	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.000395895 | val_loss: 0.000389306 | Time: 1769.16 ms
[2022-04-01 12:23:20	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.000393998 | val_loss: 0.000395397 | Time: 1779.2 ms
[2022-04-01 12:23:22	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0003889 | val_loss: 0.000383452 | Time: 1775.64 ms
[2022-04-01 12:23:24	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.000386419 | val_loss: 0.000383173 | Time: 1775.76 ms
[2022-04-01 12:23:26	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.000389997 | val_loss: 0.000386977 | Time: 1768.07 ms
[2022-04-01 12:23:27	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.000388052 | val_loss: 0.000379786 | Time: 1771.49 ms
[2022-04-01 12:23:29	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.000378585 | val_loss: 0.000370723 | Time: 1774.57 ms
[2022-04-01 12:23:31	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.000370808 | val_loss: 0.000367738 | Time: 1772.33 ms
[2022-04-01 12:23:33	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.000366907 | val_loss: 0.000363252 | Time: 1765.5 ms
[2022-04-01 12:23:35	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.000363254 | val_loss: 0.000371805 | Time: 1784.45 ms
[2022-04-01 12:23:36	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.000364652 | val_loss: 0.000368194 | Time: 1767.92 ms
[2022-04-01 12:23:38	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.000359322 | val_loss: 0.000354936 | Time: 1778.97 ms
[2022-04-01 12:23:40	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.000358787 | val_loss: 0.000349885 | Time: 1772.36 ms
[2022-04-01 12:23:42	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.000350797 | val_loss: 0.00034779 | Time: 1774.44 ms
[2022-04-01 12:23:44	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.000347218 | val_loss: 0.000348929 | Time: 1770.03 ms
[2022-04-01 12:23:45	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.000348587 | val_loss: 0.000359361 | Time: 1775.8 ms
[2022-04-01 12:23:47	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.000351069 | val_loss: 0.000343223 | Time: 1774.79 ms
[2022-04-01 12:23:49	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.000347663 | val_loss: 0.000345071 | Time: 1779.85 ms
[2022-04-01 12:23:51	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.000334331 | val_loss: 0.00034507 | Time: 1769.1 ms
[2022-04-01 12:23:53	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.000342606 | val_loss: 0.00034034 | Time: 1795.63 ms
[2022-04-01 12:23:54	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.000329921 | val_loss: 0.000325941 | Time: 1763.46 ms
[2022-04-01 12:23:56	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.000328811 | val_loss: 0.000333123 | Time: 1774.83 ms
[2022-04-01 12:23:58	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.000326662 | val_loss: 0.000330519 | Time: 1790.41 ms
[2022-04-01 12:24:00	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.00032509 | val_loss: 0.000330646 | Time: 1770.52 ms
[2022-04-01 12:24:01	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.000322916 | val_loss: 0.000319365 | Time: 1790.59 ms
[2022-04-01 12:24:03	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.000313825 | val_loss: 0.000319442 | Time: 1811.77 ms
[2022-04-01 12:24:05	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.000317555 | val_loss: 0.000324777 | Time: 1776.39 ms
[2022-04-01 12:24:07	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.000315533 | val_loss: 0.000313847 | Time: 1777.88 ms
[2022-04-01 12:24:09	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.000308218 | val_loss: 0.000325297 | Time: 1763.8 ms
[2022-04-01 12:24:10	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.000307427 | val_loss: 0.000308152 | Time: 1800.47 ms
[2022-04-01 12:24:12	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.000305285 | val_loss: 0.000297165 | Time: 1772.08 ms
[2022-04-01 12:24:14	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.000365722 | val_loss: 0.000369699 | Time: 1783.73 ms
[2022-04-01 12:24:16	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.00032349 | val_loss: 0.000309552 | Time: 1772.69 ms
[2022-04-01 12:24:18	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.000300894 | val_loss: 0.000307005 | Time: 1772.75 ms
[2022-04-01 12:24:19	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.000294419 | val_loss: 0.000288838 | Time: 1789.74 ms
[2022-04-01 12:24:21	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.000285861 | val_loss: 0.000296952 | Time: 1770.45 ms
[2022-04-01 12:24:23	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.000283191 | val_loss: 0.000284468 | Time: 1765.46 ms
[2022-04-01 12:24:25	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.000281847 | val_loss: 0.000296305 | Time: 1776.72 ms
[2022-04-01 12:24:27	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.000292908 | val_loss: 0.000285414 | Time: 1761.17 ms
[2022-04-01 12:24:28	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.000295194 | val_loss: 0.000309785 | Time: 1772.07 ms
[2022-04-01 12:24:30	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.000286862 | val_loss: 0.000292247 | Time: 1771.99 ms
[2022-04-01 12:24:32	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.000286583 | val_loss: 0.000273747 | Time: 1780.54 ms
[2022-04-01 12:24:34	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.000266819 | val_loss: 0.000266279 | Time: 1769.78 ms
[2022-04-01 12:24:36	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.000261175 | val_loss: 0.000273158 | Time: 1776.32 ms
[2022-04-01 12:24:37	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.000278602 | val_loss: 0.000258732 | Time: 1777.64 ms
[2022-04-01 12:24:39	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.000257656 | val_loss: 0.000259226 | Time: 1775.16 ms
[2022-04-01 12:24:41	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.000266902 | val_loss: 0.000255691 | Time: 1765.73 ms
[2022-04-01 12:24:43	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.000258866 | val_loss: 0.000272021 | Time: 1774.99 ms
[2022-04-01 12:24:44	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.000259501 | val_loss: 0.000252953 | Time: 1795.43 ms
[2022-04-01 12:24:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.000256146 | val_loss: 0.000270626 | Time: 1773.73 ms
[2022-04-01 12:24:48	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.000253948 | val_loss: 0.000247751 | Time: 1774.16 ms
[2022-04-01 12:24:50	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.00024447 | val_loss: 0.000245794 | Time: 1774.22 ms
[2022-04-01 12:24:52	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.000265567 | val_loss: 0.00027186 | Time: 1771.08 ms
[2022-04-01 12:24:53	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.000249674 | val_loss: 0.000247086 | Time: 1779.89 ms
[2022-04-01 12:24:55	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.000244005 | val_loss: 0.000267434 | Time: 1766.9 ms
[2022-04-01 12:24:57	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.00025733 | val_loss: 0.000243417 | Time: 1771.93 ms
[2022-04-01 12:24:59	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.000237185 | val_loss: 0.000238455 | Time: 1781.45 ms
[2022-04-01 12:25:01	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.000234116 | val_loss: 0.000231388 | Time: 1771.53 ms
[2022-04-01 12:25:02	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.000239908 | val_loss: 0.000243718 | Time: 1770.31 ms
[2022-04-01 12:25:04	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.000246402 | val_loss: 0.000258842 | Time: 1779.56 ms
[2022-04-01 12:25:06	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.000242481 | val_loss: 0.00023574 | Time: 1770.93 ms
[2022-04-01 12:25:08	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.000229634 | val_loss: 0.000244851 | Time: 1770.32 ms
[2022-04-01 12:25:09	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.000232026 | val_loss: 0.000227032 | Time: 1767.22 ms
[2022-04-01 12:25:11	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.00022176 | val_loss: 0.000222607 | Time: 1773.01 ms
[2022-04-01 12:25:13	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.000221422 | val_loss: 0.000231859 | Time: 1774.35 ms
[2022-04-01 12:25:15	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.000232909 | val_loss: 0.000288597 | Time: 1770.37 ms
[2022-04-01 12:25:17	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.000249209 | val_loss: 0.000218759 | Time: 1769.95 ms
[2022-04-01 12:25:18	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.000232707 | val_loss: 0.000234451 | Time: 1768.05 ms
[2022-04-01 12:25:20	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.000242896 | val_loss: 0.000222307 | Time: 1774.94 ms
[2022-04-01 12:25:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.000216537 | val_loss: 0.000221851 | Time: 1784.01 ms
[2022-04-01 12:25:24	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.000213278 | val_loss: 0.000210375 | Time: 1772.19 ms
[2022-04-01 12:25:26	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.000207891 | val_loss: 0.000208172 | Time: 1776.14 ms
[2022-04-01 12:25:27	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.000204434 | val_loss: 0.000216943 | Time: 1789.33 ms
[2022-04-01 12:25:29	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.000209729 | val_loss: 0.000206606 | Time: 1779.47 ms
[2022-04-01 12:25:31	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.000210605 | val_loss: 0.00022092 | Time: 1782.19 ms
[2022-04-01 12:25:33	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.000208006 | val_loss: 0.000211013 | Time: 1786.33 ms
[2022-04-01 12:25:35	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.000200865 | val_loss: 0.000215714 | Time: 1782.82 ms
[2022-04-01 12:25:36	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.000210059 | val_loss: 0.00020429 | Time: 1772.75 ms
[2022-04-01 12:25:38	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.000226364 | val_loss: 0.000205094 | Time: 1767.28 ms
[2022-04-01 12:25:40	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.000201579 | val_loss: 0.000208178 | Time: 1779.01 ms
[2022-04-01 12:25:42	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.000198004 | val_loss: 0.000197933 | Time: 1787.48 ms
[2022-04-01 12:25:44	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.000195528 | val_loss: 0.000201918 | Time: 1783.18 ms
[2022-04-01 12:25:45	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.000198627 | val_loss: 0.000192756 | Time: 1775.25 ms
[2022-04-01 12:25:47	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.000189138 | val_loss: 0.000191759 | Time: 1769.25 ms
[2022-04-01 12:25:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.000192799 | val_loss: 0.000200475 | Time: 1769.8 ms
[2022-04-01 12:25:51	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.000210606 | val_loss: 0.000201599 | Time: 1779.17 ms
[2022-04-01 12:25:52	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.000190005 | val_loss: 0.000184892 | Time: 1769.62 ms
[2022-04-01 12:25:54	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.000185655 | val_loss: 0.000191971 | Time: 1795.43 ms
[2022-04-01 12:25:56	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.000187697 | val_loss: 0.000184124 | Time: 1769.96 ms
[2022-04-01 12:25:58	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.000184205 | val_loss: 0.000180972 | Time: 1773.89 ms
[2022-04-01 12:26:00	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.000179056 | val_loss: 0.000190986 | Time: 1785.01 ms
[2022-04-01 12:26:01	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.00018158 | val_loss: 0.000179427 | Time: 1783.58 ms
[2022-04-01 12:26:03	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.000177484 | val_loss: 0.000195182 | Time: 1774.78 ms
[2022-04-01 12:26:05	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.000175546 | val_loss: 0.000174496 | Time: 1778.49 ms
[2022-04-01 12:26:07	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0009698 | val_loss: 0.0055396 | Time: 1764.64 ms
[2022-04-01 12:26:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.00574615 | val_loss: 0.00174809 | Time: 1785.26 ms
[2022-04-01 12:26:10	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.00100656 | val_loss: 0.000612934 | Time: 1768 ms
[2022-04-01 12:26:12	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.000380035 | val_loss: 0.000291999 | Time: 1770.81 ms
[2022-04-01 12:26:14	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.000254412 | val_loss: 0.000236768 | Time: 1783.03 ms
[2022-04-01 12:26:16	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.000222998 | val_loss: 0.000218866 | Time: 1792.19 ms
[2022-04-01 12:26:18	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.000208096 | val_loss: 0.00020997 | Time: 1784.31 ms
[2022-04-01 12:26:19	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.000200273 | val_loss: 0.000203665 | Time: 1774.91 ms
[2022-04-01 12:26:21	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.000195109 | val_loss: 0.000197848 | Time: 1770.78 ms
[2022-04-01 12:26:23	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.000190692 | val_loss: 0.000193496 | Time: 1783.79 ms
[2022-04-01 12:26:25	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.000186685 | val_loss: 0.000190628 | Time: 1769.2 ms
[2022-04-01 12:26:26	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.000183184 | val_loss: 0.000186814 | Time: 1772.26 ms
[2022-04-01 12:26:28	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.000180387 | val_loss: 0.000184632 | Time: 1776.67 ms
[2022-04-01 12:26:30	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.000178274 | val_loss: 0.000181583 | Time: 1774.27 ms
[2022-04-01 12:26:32	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.000175852 | val_loss: 0.000179486 | Time: 1781.17 ms
[2022-04-01 12:26:34	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.000173663 | val_loss: 0.000176076 | Time: 1772.18 ms
[2022-04-01 12:26:35	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.000170503 | val_loss: 0.00017328 | Time: 1784 ms
[2022-04-01 12:26:37	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.000167469 | val_loss: 0.00017048 | Time: 1767.8 ms
[2022-04-01 12:26:39	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.000164711 | val_loss: 0.000167545 | Time: 1767.8 ms
[2022-04-01 12:26:41	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.000161803 | val_loss: 0.000164797 | Time: 1766.49 ms
[2022-04-01 12:26:43	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.000158871 | val_loss: 0.000162154 | Time: 1768.61 ms
[2022-04-01 12:26:44	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.000156471 | val_loss: 0.000159877 | Time: 1774.12 ms
[2022-04-01 12:26:46	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.000154424 | val_loss: 0.000157324 | Time: 1772.83 ms
[2022-04-01 12:26:48	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.000151937 | val_loss: 0.000154771 | Time: 1782.74 ms
[2022-04-01 12:26:50	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.000149031 | val_loss: 0.00015182 | Time: 1771.03 ms
[2022-04-01 12:26:51	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.000145981 | val_loss: 0.000148514 | Time: 1771.85 ms
[2022-04-01 12:26:53	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.000143212 | val_loss: 0.000145257 | Time: 1764.38 ms
[2022-04-01 12:26:55	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.000140805 | val_loss: 0.000143377 | Time: 1770.48 ms
[2022-04-01 12:26:57	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.000139635 | val_loss: 0.000147782 | Time: 1768.87 ms
[2022-04-01 12:26:59	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.000138777 | val_loss: 0.000142379 | Time: 1777.18 ms
[2022-04-01 12:27:00	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.000136315 | val_loss: 0.000139487 | Time: 1767.28 ms
[2022-04-01 12:27:02	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.000134886 | val_loss: 0.000141087 | Time: 1774.8 ms
[2022-04-01 12:27:04	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.000135908 | val_loss: 0.000136104 | Time: 1768.64 ms
[2022-04-01 12:27:06	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.000131192 | val_loss: 0.000134387 | Time: 1768.91 ms
[2022-04-01 12:27:08	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.000129703 | val_loss: 0.000132468 | Time: 1765.74 ms
[2022-04-01 12:27:09	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.000127917 | val_loss: 0.000131021 | Time: 1780.69 ms
[2022-04-01 12:27:11	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.000125865 | val_loss: 0.000128737 | Time: 1766.66 ms
[2022-04-01 12:27:13	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.000124003 | val_loss: 0.000126682 | Time: 1768.13 ms
[2022-04-01 12:27:15	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.000122027 | val_loss: 0.000125133 | Time: 1766.6 ms
[2022-04-01 12:27:16	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.000120818 | val_loss: 0.000123197 | Time: 1770.93 ms
[2022-04-01 12:27:18	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.00011985 | val_loss: 0.00012224 | Time: 1767.06 ms
[2022-04-01 12:27:20	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.000118341 | val_loss: 0.000122894 | Time: 1775.75 ms
[2022-04-01 12:27:22	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.000117585 | val_loss: 0.000119549 | Time: 1769.43 ms
[2022-04-01 12:27:24	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.00011636 | val_loss: 0.000120228 | Time: 1769.39 ms
[2022-04-01 12:27:25	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.00011769 | val_loss: 0.000117674 | Time: 1765.5 ms
[2022-04-01 12:27:27	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.000113565 | val_loss: 0.000116098 | Time: 1767.57 ms
[2022-04-01 12:27:29	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.000111757 | val_loss: 0.000114294 | Time: 1772.05 ms
[2022-04-01 12:27:31	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.000110811 | val_loss: 0.000114909 | Time: 1772.2 ms
[2022-04-01 12:27:32	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.000110253 | val_loss: 0.000114198 | Time: 1769.02 ms
[2022-04-01 12:27:34	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.000109711 | val_loss: 0.000112748 | Time: 1775.83 ms
[2022-04-01 12:27:36	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.000108018 | val_loss: 0.000110269 | Time: 1769.73 ms
[2022-04-01 12:27:38	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.000107117 | val_loss: 0.000110363 | Time: 1772.76 ms
[2022-04-01 12:27:40	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.000106679 | val_loss: 0.000109069 | Time: 1764.51 ms
[2022-04-01 12:27:41	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.000105263 | val_loss: 0.000109534 | Time: 1779.64 ms
[2022-04-01 12:27:43	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.000104639 | val_loss: 0.000107354 | Time: 1776.56 ms
[2022-04-01 12:27:45	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.000104842 | val_loss: 0.000107075 | Time: 1772.25 ms
[2022-04-01 12:27:47	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.000103115 | val_loss: 0.000105288 | Time: 1780.25 ms
[2022-04-01 12:27:49	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.000101457 | val_loss: 0.000103705 | Time: 1775.03 ms
[2022-04-01 12:27:50	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.000101156 | val_loss: 0.000105664 | Time: 1765.01 ms
[2022-04-01 12:27:52	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.000100147 | val_loss: 0.00010292 | Time: 1775.39 ms
[2022-04-01 12:27:54	                main:574]	:	INFO	:	Epoch 1812 | loss: 9.9925e-05 | val_loss: 0.000103326 | Time: 1772.48 ms
[2022-04-01 12:27:56	                main:574]	:	INFO	:	Epoch 1813 | loss: 9.87941e-05 | val_loss: 0.000102486 | Time: 1773.02 ms
[2022-04-01 12:27:58	                main:574]	:	INFO	:	Epoch 1814 | loss: 9.62594e-05 | val_loss: 9.97678e-05 | Time: 1767.31 ms
[2022-04-01 12:27:59	                main:574]	:	INFO	:	Epoch 1815 | loss: 9.7239e-05 | val_loss: 9.94069e-05 | Time: 1774.01 ms
[2022-04-01 12:28:01	                main:574]	:	INFO	:	Epoch 1816 | loss: 9.49862e-05 | val_loss: 9.81726e-05 | Time: 1765.28 ms
[2022-04-01 12:28:03	                main:574]	:	INFO	:	Epoch 1817 | loss: 9.34343e-05 | val_loss: 9.6457e-05 | Time: 1768.83 ms
[2022-04-01 12:28:05	                main:574]	:	INFO	:	Epoch 1818 | loss: 9.29062e-05 | val_loss: 9.65772e-05 | Time: 1775.84 ms
[2022-04-01 12:28:06	                main:574]	:	INFO	:	Epoch 1819 | loss: 9.38203e-05 | val_loss: 9.68379e-05 | Time: 1775.58 ms
[2022-04-01 12:28:08	                main:574]	:	INFO	:	Epoch 1820 | loss: 9.34957e-05 | val_loss: 9.4608e-05 | Time: 1770.39 ms
[2022-04-01 12:28:10	                main:574]	:	INFO	:	Epoch 1821 | loss: 9.15092e-05 | val_loss: 9.29791e-05 | Time: 1769.39 ms
[2022-04-01 12:28:12	                main:574]	:	INFO	:	Epoch 1822 | loss: 9.03951e-05 | val_loss: 9.5121e-05 | Time: 1776.9 ms
[2022-04-01 12:28:14	                main:574]	:	INFO	:	Epoch 1823 | loss: 9.03828e-05 | val_loss: 9.56099e-05 | Time: 1773.43 ms
[2022-04-01 12:28:15	                main:574]	:	INFO	:	Epoch 1824 | loss: 9.01271e-05 | val_loss: 9.1565e-05 | Time: 1770.65 ms
[2022-04-01 12:28:17	                main:574]	:	INFO	:	Epoch 1825 | loss: 8.6554e-05 | val_loss: 9.03313e-05 | Time: 1778.79 ms
[2022-04-01 12:28:19	                main:574]	:	INFO	:	Epoch 1826 | loss: 9.06321e-05 | val_loss: 9.69299e-05 | Time: 1762.59 ms
[2022-04-01 12:28:21	                main:574]	:	INFO	:	Epoch 1827 | loss: 9.11239e-05 | val_loss: 9.47421e-05 | Time: 1770.97 ms
[2022-04-01 12:28:23	                main:574]	:	INFO	:	Epoch 1828 | loss: 8.7713e-05 | val_loss: 8.91242e-05 | Time: 1767.61 ms
[2022-04-01 12:28:24	                main:574]	:	INFO	:	Epoch 1829 | loss: 8.60161e-05 | val_loss: 9.31363e-05 | Time: 1774.01 ms
[2022-04-01 12:28:26	                main:574]	:	INFO	:	Epoch 1830 | loss: 8.90213e-05 | val_loss: 9.47086e-05 | Time: 1766.63 ms
[2022-04-01 12:28:28	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.00142237 | val_loss: 0.00291393 | Time: 1779.43 ms
[2022-04-01 12:28:30	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0020631 | val_loss: 0.00102171 | Time: 1770.37 ms
[2022-04-01 12:28:31	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.000627309 | val_loss: 0.000324799 | Time: 1770.23 ms
[2022-04-01 12:28:33	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.000271185 | val_loss: 0.0002045 | Time: 1777.24 ms
[2022-04-01 12:28:35	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.000169581 | val_loss: 0.000147846 | Time: 1773.53 ms
[2022-04-01 12:28:37	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.000137547 | val_loss: 0.000131064 | Time: 1762.39 ms
[2022-04-01 12:28:39	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.000122834 | val_loss: 0.000120817 | Time: 1773.95 ms
[2022-04-01 12:28:40	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.000114653 | val_loss: 0.000114289 | Time: 1765.72 ms
[2022-04-01 12:28:42	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.000108183 | val_loss: 0.000108683 | Time: 1773.84 ms
[2022-04-01 12:28:44	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.000103867 | val_loss: 0.000105292 | Time: 1772.78 ms
[2022-04-01 12:28:46	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.000100876 | val_loss: 0.000102397 | Time: 1782.46 ms
[2022-04-01 12:28:48	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.000101291 | val_loss: 0.000100633 | Time: 1781.94 ms
[2022-04-01 12:28:49	                main:574]	:	INFO	:	Epoch 1843 | loss: 9.62741e-05 | val_loss: 9.74061e-05 | Time: 1775.35 ms
[2022-04-01 12:28:51	                main:574]	:	INFO	:	Epoch 1844 | loss: 9.32487e-05 | val_loss: 9.41982e-05 | Time: 1764.8 ms
[2022-04-01 12:28:53	                main:574]	:	INFO	:	Epoch 1845 | loss: 9.10103e-05 | val_loss: 9.25065e-05 | Time: 1777.98 ms
[2022-04-01 12:28:55	                main:574]	:	INFO	:	Epoch 1846 | loss: 8.92899e-05 | val_loss: 9.09017e-05 | Time: 1770.07 ms
[2022-04-01 12:28:56	                main:574]	:	INFO	:	Epoch 1847 | loss: 8.75196e-05 | val_loss: 8.88084e-05 | Time: 1791.35 ms
[2022-04-01 12:28:58	                main:574]	:	INFO	:	Epoch 1848 | loss: 8.59913e-05 | val_loss: 8.73101e-05 | Time: 1764.94 ms
[2022-04-01 12:29:00	                main:574]	:	INFO	:	Epoch 1849 | loss: 8.42346e-05 | val_loss: 8.55085e-05 | Time: 1773.74 ms
[2022-04-01 12:29:02	                main:574]	:	INFO	:	Epoch 1850 | loss: 8.34639e-05 | val_loss: 8.45843e-05 | Time: 1770.84 ms
[2022-04-01 12:29:04	                main:574]	:	INFO	:	Epoch 1851 | loss: 8.19294e-05 | val_loss: 8.36126e-05 | Time: 1774.96 ms
[2022-04-01 12:29:05	                main:574]	:	INFO	:	Epoch 1852 | loss: 8.32289e-05 | val_loss: 8.29323e-05 | Time: 1770.13 ms
[2022-04-01 12:29:07	                main:574]	:	INFO	:	Epoch 1853 | loss: 8.00936e-05 | val_loss: 8.07379e-05 | Time: 1781.35 ms
[2022-04-01 12:29:09	                main:574]	:	INFO	:	Epoch 1854 | loss: 7.83181e-05 | val_loss: 7.97838e-05 | Time: 1784.09 ms
[2022-04-01 12:29:11	                main:574]	:	INFO	:	Epoch 1855 | loss: 7.69577e-05 | val_loss: 7.81278e-05 | Time: 1787.14 ms
[2022-04-01 12:29:13	                main:574]	:	INFO	:	Epoch 1856 | loss: 7.62038e-05 | val_loss: 7.74792e-05 | Time: 1768 ms
[2022-04-01 12:29:14	                main:574]	:	INFO	:	Epoch 1857 | loss: 7.48426e-05 | val_loss: 7.62271e-05 | Time: 1768.38 ms
[2022-04-01 12:29:16	                main:574]	:	INFO	:	Epoch 1858 | loss: 7.39515e-05 | val_loss: 7.49593e-05 | Time: 1766.56 ms
[2022-04-01 12:29:18	                main:574]	:	INFO	:	Epoch 1859 | loss: 7.28229e-05 | val_loss: 7.41824e-05 | Time: 1772.11 ms
[2022-04-01 12:29:20	                main:574]	:	INFO	:	Epoch 1860 | loss: 7.55853e-05 | val_loss: 7.544e-05 | Time: 1765.93 ms
[2022-04-01 12:29:21	                main:574]	:	INFO	:	Epoch 1861 | loss: 7.1931e-05 | val_loss: 7.18715e-05 | Time: 1783.93 ms
[2022-04-01 12:29:23	                main:574]	:	INFO	:	Epoch 1862 | loss: 6.9804e-05 | val_loss: 7.06154e-05 | Time: 1778.62 ms
[2022-04-01 12:29:25	                main:574]	:	INFO	:	Epoch 1863 | loss: 6.88523e-05 | val_loss: 6.95099e-05 | Time: 1775.06 ms
[2022-04-01 12:29:27	                main:574]	:	INFO	:	Epoch 1864 | loss: 6.74656e-05 | val_loss: 6.89935e-05 | Time: 1772.12 ms
[2022-04-01 12:29:29	                main:574]	:	INFO	:	Epoch 1865 | loss: 6.61943e-05 | val_loss: 6.74035e-05 | Time: 1768.18 ms
[2022-04-01 12:29:30	                main:574]	:	INFO	:	Epoch 1866 | loss: 6.50259e-05 | val_loss: 6.59568e-05 | Time: 1763.71 ms
[2022-04-01 12:29:32	                main:574]	:	INFO	:	Epoch 1867 | loss: 6.41638e-05 | val_loss: 6.52372e-05 | Time: 1772.75 ms
[2022-04-01 12:29:34	                main:574]	:	INFO	:	Epoch 1868 | loss: 6.30557e-05 | val_loss: 6.34967e-05 | Time: 1771.51 ms
[2022-04-01 12:29:36	                main:574]	:	INFO	:	Epoch 1869 | loss: 6.19006e-05 | val_loss: 6.29053e-05 | Time: 1776.57 ms
[2022-04-01 12:29:38	                main:574]	:	INFO	:	Epoch 1870 | loss: 6.21865e-05 | val_loss: 6.31027e-05 | Time: 1765.54 ms
[2022-04-01 12:29:39	                main:574]	:	INFO	:	Epoch 1871 | loss: 6.0001e-05 | val_loss: 6.11413e-05 | Time: 1766.01 ms
[2022-04-01 12:29:41	                main:574]	:	INFO	:	Epoch 1872 | loss: 5.84135e-05 | val_loss: 5.8638e-05 | Time: 1770.85 ms
[2022-04-01 12:29:43	                main:574]	:	INFO	:	Epoch 1873 | loss: 5.72107e-05 | val_loss: 5.73752e-05 | Time: 1775.3 ms
[2022-04-01 12:29:45	                main:574]	:	INFO	:	Epoch 1874 | loss: 5.60482e-05 | val_loss: 5.65112e-05 | Time: 1774.92 ms
[2022-04-01 12:29:46	                main:574]	:	INFO	:	Epoch 1875 | loss: 5.49968e-05 | val_loss: 5.52785e-05 | Time: 1774.82 ms
[2022-04-01 12:29:48	                main:574]	:	INFO	:	Epoch 1876 | loss: 5.37026e-05 | val_loss: 5.48302e-05 | Time: 1775.63 ms
[2022-04-01 12:29:50	                main:574]	:	INFO	:	Epoch 1877 | loss: 5.29691e-05 | val_loss: 5.4989e-05 | Time: 1793.74 ms
[2022-04-01 12:29:52	                main:574]	:	INFO	:	Epoch 1878 | loss: 5.38767e-05 | val_loss: 5.32459e-05 | Time: 1779.08 ms
[2022-04-01 12:29:54	                main:574]	:	INFO	:	Epoch 1879 | loss: 5.07388e-05 | val_loss: 5.14429e-05 | Time: 1786.41 ms
[2022-04-01 12:29:55	                main:574]	:	INFO	:	Epoch 1880 | loss: 4.9362e-05 | val_loss: 5.05719e-05 | Time: 1769.71 ms
[2022-04-01 12:29:57	                main:574]	:	INFO	:	Epoch 1881 | loss: 4.83497e-05 | val_loss: 5.00608e-05 | Time: 1776.38 ms
[2022-04-01 12:29:59	                main:574]	:	INFO	:	Epoch 1882 | loss: 4.76761e-05 | val_loss: 4.86501e-05 | Time: 1773.29 ms
[2022-04-01 12:30:01	                main:574]	:	INFO	:	Epoch 1883 | loss: 4.68381e-05 | val_loss: 4.95636e-05 | Time: 1774.5 ms
[2022-04-01 12:30:03	                main:574]	:	INFO	:	Epoch 1884 | loss: 4.66376e-05 | val_loss: 4.72795e-05 | Time: 1778.73 ms
[2022-04-01 12:30:04	                main:574]	:	INFO	:	Epoch 1885 | loss: 4.44803e-05 | val_loss: 4.59438e-05 | Time: 1782.81 ms
[2022-04-01 12:30:06	                main:574]	:	INFO	:	Epoch 1886 | loss: 4.36598e-05 | val_loss: 4.46231e-05 | Time: 1765.88 ms
[2022-04-01 12:30:08	                main:574]	:	INFO	:	Epoch 1887 | loss: 4.24134e-05 | val_loss: 4.32688e-05 | Time: 1770.2 ms
[2022-04-01 12:30:10	                main:574]	:	INFO	:	Epoch 1888 | loss: 4.13364e-05 | val_loss: 4.28711e-05 | Time: 1763.42 ms
[2022-04-01 12:30:12	                main:574]	:	INFO	:	Epoch 1889 | loss: 4.09976e-05 | val_loss: 4.20993e-05 | Time: 1775.6 ms
[2022-04-01 12:30:13	                main:574]	:	INFO	:	Epoch 1890 | loss: 3.97196e-05 | val_loss: 4.17831e-05 | Time: 1764.26 ms
[2022-04-01 12:30:15	                main:574]	:	INFO	:	Epoch 1891 | loss: 3.91162e-05 | val_loss: 4.11404e-05 | Time: 1771.77 ms
[2022-04-01 12:30:17	                main:574]	:	INFO	:	Epoch 1892 | loss: 3.86633e-05 | val_loss: 4.17278e-05 | Time: 1776.96 ms
[2022-04-01 12:30:19	                main:574]	:	INFO	:	Epoch 1893 | loss: 3.90647e-05 | val_loss: 3.99654e-05 | Time: 1772.58 ms
[2022-04-01 12:30:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 3.66606e-05 | val_loss: 3.80786e-05 | Time: 1777.31 ms
[2022-04-01 12:30:22	                main:574]	:	INFO	:	Epoch 1895 | loss: 3.58771e-05 | val_loss: 3.76367e-05 | Time: 1772.86 ms
[2022-04-01 12:30:24	                main:574]	:	INFO	:	Epoch 1896 | loss: 3.53074e-05 | val_loss: 3.71354e-05 | Time: 1767.2 ms
[2022-04-01 12:30:26	                main:574]	:	INFO	:	Epoch 1897 | loss: 3.45635e-05 | val_loss: 3.74157e-05 | Time: 1767.71 ms
[2022-04-01 12:30:28	                main:574]	:	INFO	:	Epoch 1898 | loss: 3.41831e-05 | val_loss: 3.57797e-05 | Time: 1772.14 ms
[2022-04-01 12:30:29	                main:574]	:	INFO	:	Epoch 1899 | loss: 3.3308e-05 | val_loss: 3.51758e-05 | Time: 1776.96 ms
[2022-04-01 12:30:31	                main:574]	:	INFO	:	Epoch 1900 | loss: 3.33267e-05 | val_loss: 3.72726e-05 | Time: 1774.8 ms
[2022-04-01 12:30:33	                main:574]	:	INFO	:	Epoch 1901 | loss: 3.62818e-05 | val_loss: 3.55917e-05 | Time: 1771.12 ms
[2022-04-01 12:30:35	                main:574]	:	INFO	:	Epoch 1902 | loss: 3.24528e-05 | val_loss: 3.37445e-05 | Time: 1768.83 ms
[2022-04-01 12:30:37	                main:574]	:	INFO	:	Epoch 1903 | loss: 3.17974e-05 | val_loss: 3.27163e-05 | Time: 1780.17 ms
[2022-04-01 12:30:38	                main:574]	:	INFO	:	Epoch 1904 | loss: 3.14179e-05 | val_loss: 3.31463e-05 | Time: 1767.94 ms
[2022-04-01 12:30:40	                main:574]	:	INFO	:	Epoch 1905 | loss: 3.09317e-05 | val_loss: 3.19906e-05 | Time: 1771.57 ms
[2022-04-01 12:30:42	                main:574]	:	INFO	:	Epoch 1906 | loss: 2.99384e-05 | val_loss: 3.14307e-05 | Time: 1766.96 ms
[2022-04-01 12:30:44	                main:574]	:	INFO	:	Epoch 1907 | loss: 2.96592e-05 | val_loss: 3.09127e-05 | Time: 1777.45 ms
[2022-04-01 12:30:45	                main:574]	:	INFO	:	Epoch 1908 | loss: 2.89729e-05 | val_loss: 3.05619e-05 | Time: 1770.43 ms
[2022-04-01 12:30:47	                main:574]	:	INFO	:	Epoch 1909 | loss: 2.85878e-05 | val_loss: 3.00218e-05 | Time: 1767.67 ms
[2022-04-01 12:30:49	                main:574]	:	INFO	:	Epoch 1910 | loss: 2.83364e-05 | val_loss: 2.98197e-05 | Time: 1772.48 ms
[2022-04-01 12:30:51	                main:574]	:	INFO	:	Epoch 1911 | loss: 2.79821e-05 | val_loss: 2.97797e-05 | Time: 1775.04 ms
[2022-04-01 12:30:53	                main:574]	:	INFO	:	Epoch 1912 | loss: 2.80521e-05 | val_loss: 3.23483e-05 | Time: 1777.65 ms
[2022-04-01 12:30:54	                main:574]	:	INFO	:	Epoch 1913 | loss: 3.07746e-05 | val_loss: 3.0099e-05 | Time: 1772.26 ms
[2022-04-01 12:30:56	                main:574]	:	INFO	:	Epoch 1914 | loss: 2.76155e-05 | val_loss: 2.92338e-05 | Time: 1769.28 ms
[2022-04-01 12:30:58	                main:574]	:	INFO	:	Epoch 1915 | loss: 2.69124e-05 | val_loss: 2.792e-05 | Time: 1769.57 ms
[2022-04-01 12:31:00	                main:574]	:	INFO	:	Epoch 1916 | loss: 2.66008e-05 | val_loss: 2.84987e-05 | Time: 1771.23 ms
[2022-04-01 12:31:02	                main:574]	:	INFO	:	Epoch 1917 | loss: 2.694e-05 | val_loss: 2.94634e-05 | Time: 1776.64 ms
[2022-04-01 12:31:03	                main:574]	:	INFO	:	Epoch 1918 | loss: 2.61139e-05 | val_loss: 2.75373e-05 | Time: 1764.75 ms
[2022-04-01 12:31:05	                main:574]	:	INFO	:	Epoch 1919 | loss: 2.55134e-05 | val_loss: 2.73528e-05 | Time: 1768.83 ms
[2022-04-01 12:31:07	                main:574]	:	INFO	:	Epoch 1920 | loss: 2.56041e-05 | val_loss: 2.70079e-05 | Time: 1768.94 ms
[2022-04-01 12:31:09	                main:574]	:	INFO	:	Epoch 1921 | loss: 2.57532e-05 | val_loss: 2.72008e-05 | Time: 1770.93 ms
[2022-04-01 12:31:10	                main:574]	:	INFO	:	Epoch 1922 | loss: 2.52718e-05 | val_loss: 2.8545e-05 | Time: 1771.66 ms
[2022-04-01 12:31:12	                main:574]	:	INFO	:	Epoch 1923 | loss: 2.61527e-05 | val_loss: 2.66529e-05 | Time: 1770.67 ms
[2022-04-01 12:31:14	                main:574]	:	INFO	:	Epoch 1924 | loss: 2.45642e-05 | val_loss: 2.63895e-05 | Time: 1767.63 ms
[2022-04-01 12:31:16	                main:574]	:	INFO	:	Epoch 1925 | loss: 2.48596e-05 | val_loss: 2.61594e-05 | Time: 1766.29 ms
[2022-04-01 12:31:18	                main:574]	:	INFO	:	Epoch 1926 | loss: 2.51263e-05 | val_loss: 2.81964e-05 | Time: 1775.1 ms
[2022-04-01 12:31:19	                main:574]	:	INFO	:	Epoch 1927 | loss: 2.51126e-05 | val_loss: 2.53327e-05 | Time: 1776.16 ms
[2022-04-01 12:31:21	                main:574]	:	INFO	:	Epoch 1928 | loss: 2.47051e-05 | val_loss: 2.91878e-05 | Time: 1769.31 ms
[2022-04-01 12:31:23	                main:574]	:	INFO	:	Epoch 1929 | loss: 2.55759e-05 | val_loss: 2.54418e-05 | Time: 1769.59 ms
[2022-04-01 12:31:25	                main:574]	:	INFO	:	Epoch 1930 | loss: 2.37973e-05 | val_loss: 2.58784e-05 | Time: 1767.83 ms
[2022-04-01 12:31:26	                main:574]	:	INFO	:	Epoch 1931 | loss: 2.41823e-05 | val_loss: 2.65639e-05 | Time: 1786.72 ms
[2022-04-01 12:31:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 2.35567e-05 | val_loss: 2.45767e-05 | Time: 1781.01 ms
[2022-04-01 12:31:30	                main:574]	:	INFO	:	Epoch 1933 | loss: 2.3259e-05 | val_loss: 2.52929e-05 | Time: 1780.52 ms
[2022-04-01 12:31:32	                main:574]	:	INFO	:	Epoch 1934 | loss: 2.47563e-05 | val_loss: 3.03512e-05 | Time: 1771.8 ms
[2022-04-01 12:31:34	                main:574]	:	INFO	:	Epoch 1935 | loss: 2.56298e-05 | val_loss: 2.4799e-05 | Time: 1774.21 ms
[2022-04-01 12:31:35	                main:574]	:	INFO	:	Epoch 1936 | loss: 2.41959e-05 | val_loss: 2.4832e-05 | Time: 1765.52 ms
[2022-04-01 12:31:37	                main:574]	:	INFO	:	Epoch 1937 | loss: 2.25337e-05 | val_loss: 2.36717e-05 | Time: 1772.03 ms
[2022-04-01 12:31:39	                main:574]	:	INFO	:	Epoch 1938 | loss: 2.23731e-05 | val_loss: 2.35101e-05 | Time: 1771.96 ms
[2022-04-01 12:31:41	                main:574]	:	INFO	:	Epoch 1939 | loss: 2.17867e-05 | val_loss: 2.30406e-05 | Time: 1776.48 ms
[2022-04-01 12:31:43	                main:574]	:	INFO	:	Epoch 1940 | loss: 2.19885e-05 | val_loss: 2.26492e-05 | Time: 1778.16 ms
[2022-04-01 12:31:44	                main:574]	:	INFO	:	Epoch 1941 | loss: 2.68545e-05 | val_loss: 3.45164e-05 | Time: 1778.76 ms
[2022-04-01 12:31:46	                main:574]	:	INFO	:	Epoch 1942 | loss: 2.52673e-05 | val_loss: 2.64371e-05 | Time: 1773.02 ms
[2022-04-01 12:31:48	                main:574]	:	INFO	:	Epoch 1943 | loss: 2.24173e-05 | val_loss: 2.27247e-05 | Time: 1774.32 ms
[2022-04-01 12:31:50	                main:574]	:	INFO	:	Epoch 1944 | loss: 2.08764e-05 | val_loss: 2.2307e-05 | Time: 1770.89 ms
[2022-04-01 12:31:51	                main:574]	:	INFO	:	Epoch 1945 | loss: 2.06188e-05 | val_loss: 2.19663e-05 | Time: 1772.2 ms
[2022-04-01 12:31:53	                main:574]	:	INFO	:	Epoch 1946 | loss: 2.05844e-05 | val_loss: 2.22115e-05 | Time: 1776.53 ms
[2022-04-01 12:31:55	                main:574]	:	INFO	:	Epoch 1947 | loss: 2.04065e-05 | val_loss: 2.18676e-05 | Time: 1778.67 ms
[2022-04-01 12:31:57	                main:574]	:	INFO	:	Epoch 1948 | loss: 2.51518e-05 | val_loss: 3.87881e-05 | Time: 1764.85 ms
[2022-04-01 12:31:59	                main:574]	:	INFO	:	Epoch 1949 | loss: 2.58795e-05 | val_loss: 2.2712e-05 | Time: 1773.27 ms
[2022-04-01 12:32:00	                main:574]	:	INFO	:	Epoch 1950 | loss: 2.08236e-05 | val_loss: 2.16355e-05 | Time: 1784.86 ms
[2022-04-01 12:32:02	                main:574]	:	INFO	:	Epoch 1951 | loss: 2.04201e-05 | val_loss: 2.13375e-05 | Time: 1778.24 ms
[2022-04-01 12:32:04	                main:574]	:	INFO	:	Epoch 1952 | loss: 2.00179e-05 | val_loss: 2.20177e-05 | Time: 1770.11 ms
[2022-04-01 12:32:06	                main:574]	:	INFO	:	Epoch 1953 | loss: 2.16196e-05 | val_loss: 2.23873e-05 | Time: 1765.2 ms
[2022-04-01 12:32:08	                main:574]	:	INFO	:	Epoch 1954 | loss: 2.05181e-05 | val_loss: 2.22258e-05 | Time: 1768.75 ms
[2022-04-01 12:32:09	                main:574]	:	INFO	:	Epoch 1955 | loss: 2.041e-05 | val_loss: 2.06884e-05 | Time: 1769.46 ms
[2022-04-01 12:32:11	                main:574]	:	INFO	:	Epoch 1956 | loss: 2.01159e-05 | val_loss: 2.40417e-05 | Time: 1770.82 ms
[2022-04-01 12:32:13	                main:574]	:	INFO	:	Epoch 1957 | loss: 2.65392e-05 | val_loss: 2.35407e-05 | Time: 1769.87 ms
[2022-04-01 12:32:15	                main:574]	:	INFO	:	Epoch 1958 | loss: 2.23596e-05 | val_loss: 2.32234e-05 | Time: 1769.52 ms
[2022-04-01 12:32:16	                main:574]	:	INFO	:	Epoch 1959 | loss: 2.03093e-05 | val_loss: 2.08004e-05 | Time: 1777.23 ms
[2022-04-01 12:32:18	                main:574]	:	INFO	:	Epoch 1960 | loss: 1.92185e-05 | val_loss: 2.0501e-05 | Time: 1774.8 ms
[2022-04-01 12:32:20	                main:574]	:	INFO	:	Epoch 1961 | loss: 1.99663e-05 | val_loss: 2.2948e-05 | Time: 1774.72 ms
[2022-04-01 12:32:22	                main:574]	:	INFO	:	Epoch 1962 | loss: 2.09398e-05 | val_loss: 2.02248e-05 | Time: 1774.25 ms
[2022-04-01 12:32:24	                main:574]	:	INFO	:	Epoch 1963 | loss: 1.93685e-05 | val_loss: 2.29187e-05 | Time: 1770.55 ms
[2022-04-01 12:32:25	                main:574]	:	INFO	:	Epoch 1964 | loss: 2.24165e-05 | val_loss: 2.27573e-05 | Time: 1778.57 ms
[2022-04-01 12:32:27	                main:574]	:	INFO	:	Epoch 1965 | loss: 2.20407e-05 | val_loss: 2.34543e-05 | Time: 1767.22 ms
[2022-04-01 12:32:29	                main:574]	:	INFO	:	Epoch 1966 | loss: 2.3811e-05 | val_loss: 3.18508e-05 | Time: 1778.36 ms
[2022-04-01 12:32:31	                main:574]	:	INFO	:	Epoch 1967 | loss: 2.40775e-05 | val_loss: 1.98893e-05 | Time: 1771.13 ms
[2022-04-01 12:32:33	                main:574]	:	INFO	:	Epoch 1968 | loss: 1.95392e-05 | val_loss: 1.97328e-05 | Time: 1769.88 ms
[2022-04-01 12:32:34	                main:574]	:	INFO	:	Epoch 1969 | loss: 1.86421e-05 | val_loss: 2.01777e-05 | Time: 1781.52 ms
[2022-04-01 12:32:36	                main:574]	:	INFO	:	Epoch 1970 | loss: 1.90396e-05 | val_loss: 2.24803e-05 | Time: 1770.58 ms
[2022-04-01 12:32:38	                main:574]	:	INFO	:	Epoch 1971 | loss: 2.1109e-05 | val_loss: 2.00602e-05 | Time: 1791.2 ms
[2022-04-01 12:32:40	                main:574]	:	INFO	:	Epoch 1972 | loss: 1.88926e-05 | val_loss: 2.01192e-05 | Time: 1774.81 ms
[2022-04-01 12:32:42	                main:574]	:	INFO	:	Epoch 1973 | loss: 1.82364e-05 | val_loss: 1.97599e-05 | Time: 1784.01 ms
[2022-04-01 12:32:43	                main:574]	:	INFO	:	Epoch 1974 | loss: 1.90426e-05 | val_loss: 2.2486e-05 | Time: 1787.3 ms
[2022-04-01 12:32:45	                main:574]	:	INFO	:	Epoch 1975 | loss: 2.49675e-05 | val_loss: 3.71156e-05 | Time: 1791.47 ms
[2022-04-01 12:32:47	                main:574]	:	INFO	:	Epoch 1976 | loss: 2.46018e-05 | val_loss: 2.11949e-05 | Time: 1773.34 ms
[2022-04-01 12:32:49	                main:574]	:	INFO	:	Epoch 1977 | loss: 1.88908e-05 | val_loss: 1.99271e-05 | Time: 1775.17 ms
[2022-04-01 12:32:51	                main:574]	:	INFO	:	Epoch 1978 | loss: 1.82999e-05 | val_loss: 1.96634e-05 | Time: 1791 ms
[2022-04-01 12:32:52	                main:574]	:	INFO	:	Epoch 1979 | loss: 1.82543e-05 | val_loss: 1.94047e-05 | Time: 1777.58 ms
[2022-04-01 12:32:54	                main:574]	:	INFO	:	Epoch 1980 | loss: 1.83504e-05 | val_loss: 1.98534e-05 | Time: 1785.16 ms
[2022-04-01 12:32:56	                main:574]	:	INFO	:	Epoch 1981 | loss: 2.03146e-05 | val_loss: 2.78061e-05 | Time: 1769.52 ms
[2022-04-01 12:32:58	                main:574]	:	INFO	:	Epoch 1982 | loss: 2.16911e-05 | val_loss: 2.1297e-05 | Time: 1790.42 ms
[2022-04-01 12:32:59	                main:574]	:	INFO	:	Epoch 1983 | loss: 1.89272e-05 | val_loss: 1.98822e-05 | Time: 1768.9 ms
[2022-04-01 12:33:01	                main:574]	:	INFO	:	Epoch 1984 | loss: 1.82988e-05 | val_loss: 1.90653e-05 | Time: 1770.59 ms
[2022-04-01 12:33:03	                main:574]	:	INFO	:	Epoch 1985 | loss: 1.75569e-05 | val_loss: 1.90733e-05 | Time: 1776.78 ms
[2022-04-01 12:33:05	                main:574]	:	INFO	:	Epoch 1986 | loss: 1.85586e-05 | val_loss: 2.12102e-05 | Time: 1767.03 ms
[2022-04-01 12:33:07	                main:574]	:	INFO	:	Epoch 1987 | loss: 2.56515e-05 | val_loss: 2.05349e-05 | Time: 1783.38 ms
[2022-04-01 12:33:08	                main:574]	:	INFO	:	Epoch 1988 | loss: 1.95717e-05 | val_loss: 1.99397e-05 | Time: 1765.73 ms
[2022-04-01 12:33:10	                main:574]	:	INFO	:	Epoch 1989 | loss: 1.8578e-05 | val_loss: 2.04059e-05 | Time: 1780.97 ms
[2022-04-01 12:33:12	                main:574]	:	INFO	:	Epoch 1990 | loss: 1.80107e-05 | val_loss: 1.86466e-05 | Time: 1771.03 ms
[2022-04-01 12:33:14	                main:574]	:	INFO	:	Epoch 1991 | loss: 1.80567e-05 | val_loss: 2.06018e-05 | Time: 1775.55 ms
[2022-04-01 12:33:16	                main:574]	:	INFO	:	Epoch 1992 | loss: 2.01971e-05 | val_loss: 1.93307e-05 | Time: 1774.32 ms
[2022-04-01 12:33:17	                main:574]	:	INFO	:	Epoch 1993 | loss: 1.85998e-05 | val_loss: 1.9412e-05 | Time: 1789.7 ms
[2022-04-01 12:33:19	                main:574]	:	INFO	:	Epoch 1994 | loss: 1.97612e-05 | val_loss: 2.2401e-05 | Time: 1777.63 ms
[2022-04-01 12:33:21	                main:574]	:	INFO	:	Epoch 1995 | loss: 1.97888e-05 | val_loss: 2.16331e-05 | Time: 1766.59 ms
[2022-04-01 12:33:23	                main:574]	:	INFO	:	Epoch 1996 | loss: 1.85888e-05 | val_loss: 2.03754e-05 | Time: 1768.8 ms
[2022-04-01 12:33:25	                main:574]	:	INFO	:	Epoch 1997 | loss: 1.98456e-05 | val_loss: 1.80734e-05 | Time: 1773.12 ms
[2022-04-01 12:33:26	                main:574]	:	INFO	:	Epoch 1998 | loss: 1.71867e-05 | val_loss: 1.79042e-05 | Time: 1766.13 ms
[2022-04-01 12:33:28	                main:574]	:	INFO	:	Epoch 1999 | loss: 1.86635e-05 | val_loss: 2.29624e-05 | Time: 1773.97 ms
[2022-04-01 12:33:30	                main:574]	:	INFO	:	Epoch 2000 | loss: 2.00692e-05 | val_loss: 2.17551e-05 | Time: 1767.94 ms
[2022-04-01 12:33:32	                main:574]	:	INFO	:	Epoch 2001 | loss: 2.04085e-05 | val_loss: 2.08833e-05 | Time: 1771.54 ms
[2022-04-01 12:33:33	                main:574]	:	INFO	:	Epoch 2002 | loss: 1.78334e-05 | val_loss: 1.86829e-05 | Time: 1776.91 ms
[2022-04-01 12:33:35	                main:574]	:	INFO	:	Epoch 2003 | loss: 1.73047e-05 | val_loss: 2.15778e-05 | Time: 1773.17 ms
[2022-04-01 12:33:37	                main:574]	:	INFO	:	Epoch 2004 | loss: 2.43499e-05 | val_loss: 2.13705e-05 | Time: 1770.31 ms
[2022-04-01 12:33:39	                main:574]	:	INFO	:	Epoch 2005 | loss: 1.94736e-05 | val_loss: 1.91109e-05 | Time: 1768.17 ms
[2022-04-01 12:33:41	                main:574]	:	INFO	:	Epoch 2006 | loss: 1.75595e-05 | val_loss: 1.80056e-05 | Time: 1770.98 ms
[2022-04-01 12:33:42	                main:574]	:	INFO	:	Epoch 2007 | loss: 1.69137e-05 | val_loss: 1.83029e-05 | Time: 1778.07 ms
[2022-04-01 12:33:44	                main:574]	:	INFO	:	Epoch 2008 | loss: 1.68361e-05 | val_loss: 1.85726e-05 | Time: 1768.95 ms
[2022-04-01 12:33:46	                main:574]	:	INFO	:	Epoch 2009 | loss: 1.71585e-05 | val_loss: 1.89215e-05 | Time: 1776.48 ms
[2022-04-01 12:33:48	                main:574]	:	INFO	:	Epoch 2010 | loss: 1.8426e-05 | val_loss: 1.8415e-05 | Time: 1768.05 ms
[2022-04-01 12:33:50	                main:574]	:	INFO	:	Epoch 2011 | loss: 1.78354e-05 | val_loss: 2.0735e-05 | Time: 1777.07 ms
[2022-04-01 12:33:51	                main:574]	:	INFO	:	Epoch 2012 | loss: 2.22402e-05 | val_loss: 1.98249e-05 | Time: 1790.09 ms
[2022-04-01 12:33:53	                main:574]	:	INFO	:	Epoch 2013 | loss: 1.70839e-05 | val_loss: 1.84311e-05 | Time: 1769.53 ms
[2022-04-01 12:33:55	                main:574]	:	INFO	:	Epoch 2014 | loss: 1.72967e-05 | val_loss: 1.84423e-05 | Time: 1788.11 ms
[2022-04-01 12:33:57	                main:574]	:	INFO	:	Epoch 2015 | loss: 1.67706e-05 | val_loss: 1.79025e-05 | Time: 1799.67 ms
[2022-04-01 12:33:59	                main:574]	:	INFO	:	Epoch 2016 | loss: 1.7624e-05 | val_loss: 2.49687e-05 | Time: 1785.48 ms
[2022-04-01 12:34:00	                main:574]	:	INFO	:	Epoch 2017 | loss: 2.37303e-05 | val_loss: 1.79216e-05 | Time: 1775.73 ms
[2022-04-01 12:34:02	                main:574]	:	INFO	:	Epoch 2018 | loss: 1.79282e-05 | val_loss: 1.90066e-05 | Time: 1767.43 ms
[2022-04-01 12:34:04	                main:574]	:	INFO	:	Epoch 2019 | loss: 1.79966e-05 | val_loss: 2.40174e-05 | Time: 1780.12 ms
[2022-04-01 12:34:06	                main:574]	:	INFO	:	Epoch 2020 | loss: 2.06224e-05 | val_loss: 2.00138e-05 | Time: 1778.23 ms
[2022-04-01 12:34:07	                main:574]	:	INFO	:	Epoch 2021 | loss: 1.76871e-05 | val_loss: 1.88587e-05 | Time: 1777.77 ms
[2022-04-01 12:34:09	                main:574]	:	INFO	:	Epoch 2022 | loss: 1.64527e-05 | val_loss: 1.75017e-05 | Time: 1768.45 ms
[2022-04-01 12:34:11	                main:574]	:	INFO	:	Epoch 2023 | loss: 1.65993e-05 | val_loss: 1.80186e-05 | Time: 1773.88 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970)
[2022-04-06 08:24:34	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-06 08:24:34	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-06 08:24:34	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-06 08:24:34	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-06 08:24:34	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-06 08:24:34	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-06 08:24:34	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-06 08:24:34	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-06 08:24:34	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-06 08:24:34	                main:474]	:	INFO	:	Configuration: 
[2022-04-06 08:24:34	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-06 08:24:34	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-06 08:24:34	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-06 08:24:34	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-06 08:24:34	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-06 08:24:34	                main:480]	:	INFO	:	    Patience: 10
[2022-04-06 08:24:35	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-06 08:24:35	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-06 08:24:35	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-06 08:24:35	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-06 08:24:35	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-06 08:24:35	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-06 08:24:35	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-06 08:24:38	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-06 08:24:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-06 08:24:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-06 08:24:38	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-06 08:24:38	                main:494]	:	INFO	:	Creating Model
[2022-04-06 08:24:38	                main:507]	:	INFO	:	Preparing config file
[2022-04-06 08:24:38	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-06 08:24:38	                main:512]	:	INFO	:	Loading config
[2022-04-06 08:24:38	                main:514]	:	INFO	:	Loading state
[2022-04-06 08:24:40	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-06 08:24:40	                main:562]	:	INFO	:	Starting Training
[2022-04-06 08:24:42	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.00253477 | val_loss: 0.000644015 | Time: 2560.48 ms
[2022-04-06 08:24:44	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.000306385 | val_loss: 0.00015895 | Time: 1962.49 ms
[2022-04-06 08:24:46	                main:574]	:	INFO	:	Epoch 2011 | loss: 9.91143e-05 | val_loss: 5.17482e-05 | Time: 2008.95 ms
[2022-04-06 08:24:48	                main:574]	:	INFO	:	Epoch 2012 | loss: 4.24748e-05 | val_loss: 3.43288e-05 | Time: 2009.49 ms
[2022-04-06 08:24:50	                main:574]	:	INFO	:	Epoch 2013 | loss: 3.05154e-05 | val_loss: 2.86937e-05 | Time: 2075.55 ms
[2022-04-06 08:24:52	                main:574]	:	INFO	:	Epoch 2014 | loss: 2.61532e-05 | val_loss: 2.57068e-05 | Time: 2048.82 ms
[2022-04-06 08:24:54	                main:574]	:	INFO	:	Epoch 2015 | loss: 2.36345e-05 | val_loss: 2.34216e-05 | Time: 1973.36 ms
[2022-04-06 08:24:56	                main:574]	:	INFO	:	Epoch 2016 | loss: 2.20428e-05 | val_loss: 2.21964e-05 | Time: 1993.59 ms
[2022-04-06 08:24:58	                main:574]	:	INFO	:	Epoch 2017 | loss: 2.10601e-05 | val_loss: 2.14437e-05 | Time: 1977.58 ms
[2022-04-06 08:25:00	                main:574]	:	INFO	:	Epoch 2018 | loss: 2.033e-05 | val_loss: 2.05917e-05 | Time: 1994.61 ms
[2022-04-06 08:25:02	                main:574]	:	INFO	:	Epoch 2019 | loss: 1.95103e-05 | val_loss: 2.01621e-05 | Time: 1968.13 ms
[2022-04-06 08:25:04	                main:574]	:	INFO	:	Epoch 2020 | loss: 1.91286e-05 | val_loss: 1.98068e-05 | Time: 1959.43 ms
[2022-04-06 08:25:06	                main:574]	:	INFO	:	Epoch 2021 | loss: 1.86707e-05 | val_loss: 1.93006e-05 | Time: 2012.85 ms
[2022-04-06 08:25:08	                main:574]	:	INFO	:	Epoch 2022 | loss: 1.8172e-05 | val_loss: 1.91291e-05 | Time: 1951.02 ms
[2022-04-06 08:25:10	                main:574]	:	INFO	:	Epoch 2023 | loss: 1.79883e-05 | val_loss: 1.88318e-05 | Time: 2088.05 ms
[2022-04-06 08:25:12	                main:574]	:	INFO	:	Epoch 2024 | loss: 1.78008e-05 | val_loss: 1.8658e-05 | Time: 1964.49 ms
[2022-04-06 08:25:14	                main:574]	:	INFO	:	Epoch 2025 | loss: 1.76549e-05 | val_loss: 1.85399e-05 | Time: 1969.3 ms
[2022-04-06 08:25:16	                main:574]	:	INFO	:	Epoch 2026 | loss: 1.75258e-05 | val_loss: 1.84146e-05 | Time: 2043.85 ms
[2022-04-06 08:25:18	                main:574]	:	INFO	:	Epoch 2027 | loss: 1.74151e-05 | val_loss: 1.83523e-05 | Time: 1911.02 ms
[2022-04-06 08:25:20	                main:574]	:	INFO	:	Epoch 2028 | loss: 1.73169e-05 | val_loss: 1.82338e-05 | Time: 2008.43 ms
[2022-04-06 08:25:22	                main:574]	:	INFO	:	Epoch 2029 | loss: 1.72028e-05 | val_loss: 1.81225e-05 | Time: 1971.8 ms
[2022-04-06 08:25:24	                main:574]	:	INFO	:	Epoch 2030 | loss: 1.70652e-05 | val_loss: 1.80378e-05 | Time: 2010.14 ms
[2022-04-06 08:25:26	                main:574]	:	INFO	:	Epoch 2031 | loss: 1.69841e-05 | val_loss: 1.79917e-05 | Time: 1972.48 ms
[2022-04-06 08:25:28	                main:574]	:	INFO	:	Epoch 2032 | loss: 1.69054e-05 | val_loss: 1.78988e-05 | Time: 1948.19 ms
[2022-04-06 08:25:30	                main:574]	:	INFO	:	Epoch 2033 | loss: 1.68703e-05 | val_loss: 1.77863e-05 | Time: 2019.3 ms
[2022-04-06 08:25:32	                main:574]	:	INFO	:	Epoch 2034 | loss: 1.67599e-05 | val_loss: 1.77769e-05 | Time: 1937.36 ms
[2022-04-06 08:25:34	                main:574]	:	INFO	:	Epoch 2035 | loss: 1.66879e-05 | val_loss: 1.76886e-05 | Time: 2029.33 ms
[2022-04-06 08:25:36	                main:574]	:	INFO	:	Epoch 2036 | loss: 1.66018e-05 | val_loss: 1.76313e-05 | Time: 2011.88 ms
[2022-04-06 08:25:38	                main:574]	:	INFO	:	Epoch 2037 | loss: 1.65585e-05 | val_loss: 1.76149e-05 | Time: 1963.63 ms
[2022-04-06 08:25:40	                main:574]	:	INFO	:	Epoch 2038 | loss: 1.64969e-05 | val_loss: 1.74706e-05 | Time: 1962.25 ms
[2022-04-06 08:25:42	                main:574]	:	INFO	:	Epoch 2039 | loss: 1.64267e-05 | val_loss: 1.74218e-05 | Time: 2043.41 ms
[2022-04-06 08:25:44	                main:574]	:	INFO	:	Epoch 2040 | loss: 1.63876e-05 | val_loss: 1.73977e-05 | Time: 1965.95 ms
[2022-04-06 08:25:46	                main:574]	:	INFO	:	Epoch 2041 | loss: 1.63242e-05 | val_loss: 1.73467e-05 | Time: 1995.73 ms
[2022-04-06 08:25:48	                main:574]	:	INFO	:	Epoch 2042 | loss: 1.6274e-05 | val_loss: 1.73155e-05 | Time: 1985.08 ms
[2022-04-06 08:25:50	                main:574]	:	INFO	:	Epoch 2043 | loss: 1.62346e-05 | val_loss: 1.71983e-05 | Time: 2025.97 ms
[2022-04-06 08:25:52	                main:574]	:	INFO	:	Epoch 2044 | loss: 1.61557e-05 | val_loss: 1.71668e-05 | Time: 1929.19 ms
[2022-04-06 08:25:54	                main:574]	:	INFO	:	Epoch 2045 | loss: 1.60569e-05 | val_loss: 1.71339e-05 | Time: 1990.36 ms
[2022-04-06 08:25:56	                main:574]	:	INFO	:	Epoch 2046 | loss: 1.60389e-05 | val_loss: 1.70678e-05 | Time: 1943.33 ms
[2022-04-06 08:25:58	                main:574]	:	INFO	:	Epoch 2047 | loss: 1.59746e-05 | val_loss: 1.70119e-05 | Time: 1954.89 ms
[2022-04-06 08:26:00	                main:574]	:	INFO	:	Epoch 2048 | loss: 1.59381e-05 | val_loss: 1.69909e-05 | Time: 2029.88 ms
[2022-04-06 08:26:00	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 1.69909e-05
[2022-04-06 08:26:00	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-06 08:26:00	                main:608]	:	INFO	:	Success, exiting..
08:26:00 (23628): 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)