Task 9999010

Name ParityModified-1639947871-6363-0_0
Workunit 7377936
Created 19 Dec 2021, 21:04:36 UTC
Sent 26 Dec 2021, 17:48:03 UTC
Report deadline 3 Jan 2022, 17:48:03 UTC
Received 26 Dec 2021, 21:16:00 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16924
Run time 2 hours 16 min 48 sec
CPU time 2 hours 14 min 12 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,786.59 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.45 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
:	Epoch 1578 | loss: 0.0311509 | val_loss: 0.0311576 | Time: 3981.31 ms
[2021-12-26 21:40:40	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311492 | val_loss: 0.0311527 | Time: 3978.24 ms
[2021-12-26 21:40:44	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311487 | val_loss: 0.0311545 | Time: 3971.39 ms
[2021-12-26 21:40:48	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311529 | val_loss: 0.0311594 | Time: 3991.64 ms
[2021-12-26 21:40:52	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311493 | val_loss: 0.0311557 | Time: 3991.33 ms
[2021-12-26 21:40:55	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311454 | val_loss: 0.0311501 | Time: 3965.79 ms
[2021-12-26 21:40:59	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311435 | val_loss: 0.0311514 | Time: 3958.16 ms
[2021-12-26 21:41:03	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311428 | val_loss: 0.0311495 | Time: 3978.91 ms
[2021-12-26 21:41:07	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311442 | val_loss: 0.031153 | Time: 3989.42 ms
[2021-12-26 21:41:11	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311462 | val_loss: 0.0311516 | Time: 3984.49 ms
[2021-12-26 21:41:15	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311476 | val_loss: 0.031151 | Time: 3972.37 ms
[2021-12-26 21:41:19	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.031145 | val_loss: 0.0311473 | Time: 3980.34 ms
[2021-12-26 21:41:23	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311393 | val_loss: 0.0311472 | Time: 3974.21 ms
[2021-12-26 21:41:27	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311388 | val_loss: 0.0311477 | Time: 3982.17 ms
[2021-12-26 21:41:31	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311391 | val_loss: 0.0311502 | Time: 3973.35 ms
[2021-12-26 21:41:35	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311385 | val_loss: 0.0311446 | Time: 3972.29 ms
[2021-12-26 21:41:39	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311379 | val_loss: 0.0311446 | Time: 3979.36 ms
[2021-12-26 21:41:43	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311387 | val_loss: 0.0311482 | Time: 3974.74 ms
[2021-12-26 21:41:47	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311366 | val_loss: 0.0311489 | Time: 3979.73 ms
[2021-12-26 21:41:51	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311425 | val_loss: 0.0311583 | Time: 3978.69 ms
[2021-12-26 21:41:55	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311481 | val_loss: 0.0311536 | Time: 3977.81 ms
[2021-12-26 21:41:59	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311426 | val_loss: 0.0311474 | Time: 3973.95 ms
[2021-12-26 21:42:03	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311413 | val_loss: 0.0311432 | Time: 3976.45 ms
[2021-12-26 21:42:07	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311387 | val_loss: 0.0311424 | Time: 3977.24 ms
[2021-12-26 21:42:11	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311351 | val_loss: 0.0311415 | Time: 3977.95 ms
[2021-12-26 21:42:15	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311358 | val_loss: 0.0311427 | Time: 4011.86 ms
[2021-12-26 21:42:19	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311325 | val_loss: 0.0311412 | Time: 3995.2 ms
[2021-12-26 21:42:23	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311316 | val_loss: 0.0311387 | Time: 3979.63 ms
[2021-12-26 21:42:27	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311308 | val_loss: 0.0311407 | Time: 3974.19 ms
[2021-12-26 21:42:31	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311337 | val_loss: 0.0311434 | Time: 3977.12 ms
[2021-12-26 21:42:35	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311311 | val_loss: 0.0311391 | Time: 3978.73 ms
[2021-12-26 21:42:39	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311276 | val_loss: 0.0311374 | Time: 3975.41 ms
[2021-12-26 21:42:43	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311305 | val_loss: 0.0311418 | Time: 3984.66 ms
[2021-12-26 21:42:47	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.031152 | val_loss: 0.0311598 | Time: 3985.03 ms
[2021-12-26 21:42:51	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031152 | val_loss: 0.0311551 | Time: 3981.85 ms
[2021-12-26 21:42:55	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311495 | val_loss: 0.0311499 | Time: 3965.01 ms
[2021-12-26 21:42:59	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311428 | val_loss: 0.0311459 | Time: 3976.44 ms
[2021-12-26 21:43:03	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311398 | val_loss: 0.0311475 | Time: 4091.13 ms
[2021-12-26 21:43:07	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311366 | val_loss: 0.0311383 | Time: 3973.72 ms
[2021-12-26 21:43:11	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311378 | val_loss: 0.0311354 | Time: 3974.48 ms
[2021-12-26 21:43:15	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311321 | val_loss: 0.0311327 | Time: 3980.88 ms
[2021-12-26 21:43:19	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311363 | val_loss: 0.0311547 | Time: 3987.21 ms
[2021-12-26 21:43:23	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311574 | val_loss: 0.0311468 | Time: 4001.88 ms
[2021-12-26 21:43:27	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311454 | val_loss: 0.0311407 | Time: 3980.94 ms
[2021-12-26 21:43:31	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311394 | val_loss: 0.0311347 | Time: 3976.22 ms
[2021-12-26 21:43:35	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311344 | val_loss: 0.0311379 | Time: 3987.13 ms
[2021-12-26 21:43:39	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311321 | val_loss: 0.0311352 | Time: 3988.2 ms
[2021-12-26 21:43:43	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311316 | val_loss: 0.0311319 | Time: 3971.16 ms
[2021-12-26 21:43:47	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311289 | val_loss: 0.0311414 | Time: 3973.54 ms
[2021-12-26 21:43:51	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311303 | val_loss: 0.0311333 | Time: 3996.76 ms
[2021-12-26 21:43:55	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311263 | val_loss: 0.0311343 | Time: 3980.26 ms
[2021-12-26 21:43:59	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311275 | val_loss: 0.0311287 | Time: 3984.71 ms
[2021-12-26 21:44:03	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311227 | val_loss: 0.0311356 | Time: 3973.25 ms
[2021-12-26 21:44:07	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.031128 | val_loss: 0.0311293 | Time: 3983.81 ms
[2021-12-26 21:44:11	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031125 | val_loss: 0.0311341 | Time: 3943.69 ms
[2021-12-26 21:44:15	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311256 | val_loss: 0.0311308 | Time: 3952.89 ms
[2021-12-26 21:44:19	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311234 | val_loss: 0.0311319 | Time: 3959.11 ms
[2021-12-26 21:44:23	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311204 | val_loss: 0.0311292 | Time: 3987.04 ms
[2021-12-26 21:44:27	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311235 | val_loss: 0.0311309 | Time: 3979.89 ms
[2021-12-26 21:44:31	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311191 | val_loss: 0.031132 | Time: 3985.13 ms
[2021-12-26 21:44:35	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311181 | val_loss: 0.0311236 | Time: 3989.91 ms
[2021-12-26 21:44:39	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311235 | val_loss: 0.0311259 | Time: 3984.53 ms
[2021-12-26 21:44:43	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311169 | val_loss: 0.031125 | Time: 3974.21 ms
[2021-12-26 21:44:47	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311141 | val_loss: 0.031123 | Time: 3970.92 ms
[2021-12-26 21:44:51	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311117 | val_loss: 0.031122 | Time: 3974.69 ms
[2021-12-26 21:44:54	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311121 | val_loss: 0.031123 | Time: 3978.95 ms
[2021-12-26 21:44:58	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311099 | val_loss: 0.0311202 | Time: 3970.15 ms
[2021-12-26 21:45:02	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311083 | val_loss: 0.0311226 | Time: 3985.16 ms
[2021-12-26 21:45:06	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311107 | val_loss: 0.0311217 | Time: 3973.59 ms
[2021-12-26 21:45:10	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311115 | val_loss: 0.0311328 | Time: 3963.78 ms
[2021-12-26 21:45:14	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311156 | val_loss: 0.0311223 | Time: 3997.06 ms
[2021-12-26 21:45:18	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311155 | val_loss: 0.0311243 | Time: 3957.65 ms
[2021-12-26 21:45:22	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311071 | val_loss: 0.0311191 | Time: 3959.28 ms
[2021-12-26 21:45:26	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311046 | val_loss: 0.0311228 | Time: 3970.74 ms
[2021-12-26 21:45:30	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031111 | val_loss: 0.0311298 | Time: 3978.62 ms
[2021-12-26 21:45:34	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311228 | val_loss: 0.0311202 | Time: 3974.15 ms
[2021-12-26 21:45:38	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311115 | val_loss: 0.0311295 | Time: 3974.71 ms
[2021-12-26 21:45:42	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311086 | val_loss: 0.0311189 | Time: 3961.99 ms
[2021-12-26 21:45:46	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311137 | val_loss: 0.0311165 | Time: 4007.16 ms
[2021-12-26 21:45:50	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311126 | val_loss: 0.0311139 | Time: 3970.6 ms
[2021-12-26 21:45:54	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311043 | val_loss: 0.0311177 | Time: 3973.72 ms
[2021-12-26 21:45:58	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311037 | val_loss: 0.0311181 | Time: 3968.7 ms
[2021-12-26 21:46:02	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311016 | val_loss: 0.0311113 | Time: 3964.63 ms
[2021-12-26 21:46:06	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311005 | val_loss: 0.0311115 | Time: 3973.61 ms
[2021-12-26 21:46:10	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310976 | val_loss: 0.0311117 | Time: 3963.21 ms
[2021-12-26 21:46:14	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310963 | val_loss: 0.0311093 | Time: 3970.51 ms
[2021-12-26 21:46:18	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310977 | val_loss: 0.0311149 | Time: 3964.97 ms
[2021-12-26 21:46:22	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031098 | val_loss: 0.0311175 | Time: 3957.77 ms
[2021-12-26 21:46:26	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310954 | val_loss: 0.0311095 | Time: 3960.4 ms
[2021-12-26 21:46:30	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310929 | val_loss: 0.0311113 | Time: 3960.74 ms
[2021-12-26 21:46:34	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310936 | val_loss: 0.0311161 | Time: 3976.15 ms
[2021-12-26 21:46:38	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310959 | val_loss: 0.0311136 | Time: 3974.65 ms
[2021-12-26 21:46:42	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311058 | val_loss: 0.0311149 | Time: 3982.83 ms
[2021-12-26 21:46:46	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310989 | val_loss: 0.0311106 | Time: 3972.78 ms
[2021-12-26 21:46:50	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310917 | val_loss: 0.0311071 | Time: 3984.16 ms
[2021-12-26 21:46:54	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310932 | val_loss: 0.0311099 | Time: 3972.64 ms
[2021-12-26 21:46:58	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310909 | val_loss: 0.0311097 | Time: 3995.42 ms
[2021-12-26 21:47:02	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310916 | val_loss: 0.0311082 | Time: 3984.39 ms
[2021-12-26 21:47:06	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310937 | val_loss: 0.0311092 | Time: 3987.64 ms
[2021-12-26 21:47:10	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310891 | val_loss: 0.0311061 | Time: 3967.54 ms
[2021-12-26 21:47:14	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310876 | val_loss: 0.0311086 | Time: 3965.48 ms
[2021-12-26 21:47:18	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310854 | val_loss: 0.031105 | Time: 3977.49 ms
[2021-12-26 21:47:22	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310863 | val_loss: 0.0311145 | Time: 3981.08 ms
[2021-12-26 21:47:26	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310877 | val_loss: 0.0311034 | Time: 3968.66 ms
[2021-12-26 21:47:30	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310851 | val_loss: 0.0311038 | Time: 3973.55 ms
[2021-12-26 21:47:34	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310835 | val_loss: 0.0311072 | Time: 3982.95 ms
[2021-12-26 21:47:38	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310836 | val_loss: 0.0311122 | Time: 3960.74 ms
[2021-12-26 21:47:41	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310843 | val_loss: 0.0311065 | Time: 3978.43 ms
[2021-12-26 21:47:45	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031083 | val_loss: 0.0311029 | Time: 3979.41 ms
[2021-12-26 21:47:49	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310796 | val_loss: 0.0311027 | Time: 3985.9 ms
[2021-12-26 21:47:53	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310798 | val_loss: 0.0311035 | Time: 3981.18 ms
[2021-12-26 21:47:57	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310787 | val_loss: 0.0311002 | Time: 3972.54 ms
[2021-12-26 21:48:01	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310765 | val_loss: 0.0311068 | Time: 3973.47 ms
[2021-12-26 21:48:05	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310776 | val_loss: 0.0311059 | Time: 3979.8 ms
[2021-12-26 21:48:09	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.031076 | val_loss: 0.0311051 | Time: 3954.34 ms
[2021-12-26 21:48:13	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310796 | val_loss: 0.0311134 | Time: 3965.33 ms
[2021-12-26 21:48:17	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310784 | val_loss: 0.0311005 | Time: 3966.74 ms
[2021-12-26 21:48:21	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310723 | val_loss: 0.031106 | Time: 3957.75 ms
[2021-12-26 21:48:25	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310731 | val_loss: 0.0310994 | Time: 3960.07 ms
[2021-12-26 21:48:29	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310701 | val_loss: 0.0311052 | Time: 3981.49 ms
[2021-12-26 21:48:33	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.03107 | val_loss: 0.0311018 | Time: 3973.57 ms
[2021-12-26 21:48:37	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031071 | val_loss: 0.0311086 | Time: 3974.6 ms
[2021-12-26 21:48:41	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310728 | val_loss: 0.0311043 | Time: 3978.55 ms
[2021-12-26 21:48:45	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310694 | val_loss: 0.0311003 | Time: 3983.45 ms
[2021-12-26 21:48:49	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310687 | val_loss: 0.0311004 | Time: 3972.57 ms
[2021-12-26 21:48:53	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310674 | val_loss: 0.0310978 | Time: 3980.27 ms
[2021-12-26 21:48:57	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031072 | val_loss: 0.0310978 | Time: 3992.22 ms
[2021-12-26 21:49:01	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031071 | val_loss: 0.0311053 | Time: 3979.81 ms
[2021-12-26 21:49:05	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310704 | val_loss: 0.0310978 | Time: 3967.99 ms
[2021-12-26 21:49:09	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310705 | val_loss: 0.0311039 | Time: 3972.9 ms
[2021-12-26 21:49:13	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310679 | val_loss: 0.0310979 | Time: 3991.47 ms
[2021-12-26 21:49:17	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310662 | val_loss: 0.0310988 | Time: 3974.95 ms
[2021-12-26 21:49:21	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310722 | val_loss: 0.0310937 | Time: 3968.09 ms
[2021-12-26 21:49:25	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310698 | val_loss: 0.0310967 | Time: 3962.63 ms
[2021-12-26 21:49:29	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031062 | val_loss: 0.0310955 | Time: 3971.57 ms
[2021-12-26 21:49:33	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310608 | val_loss: 0.0310994 | Time: 3981.97 ms
[2021-12-26 21:49:37	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031062 | val_loss: 0.031093 | Time: 3973.95 ms
[2021-12-26 21:49:41	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310622 | val_loss: 0.0310917 | Time: 3974.86 ms
[2021-12-26 21:49:45	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310618 | val_loss: 0.0310927 | Time: 3971.9 ms
[2021-12-26 21:49:49	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310619 | val_loss: 0.031095 | Time: 3969.82 ms
[2021-12-26 21:49:53	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310589 | val_loss: 0.0310901 | Time: 3975.89 ms
[2021-12-26 21:49:57	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310585 | val_loss: 0.0310915 | Time: 3978.22 ms
[2021-12-26 21:50:01	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310576 | val_loss: 0.0310864 | Time: 3981.19 ms
[2021-12-26 21:50:05	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310558 | val_loss: 0.0310934 | Time: 3983.2 ms
[2021-12-26 21:50:09	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310554 | val_loss: 0.0310936 | Time: 3976.05 ms
[2021-12-26 21:50:13	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310562 | val_loss: 0.031089 | Time: 3979.16 ms
[2021-12-26 21:50:17	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310642 | val_loss: 0.0310985 | Time: 3983.72 ms
[2021-12-26 21:50:21	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310651 | val_loss: 0.0310934 | Time: 3961.47 ms
[2021-12-26 21:50:25	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310573 | val_loss: 0.0310861 | Time: 3957.19 ms
[2021-12-26 21:50:29	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310644 | val_loss: 0.0311287 | Time: 3975.26 ms
[2021-12-26 21:50:33	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310858 | val_loss: 0.0311034 | Time: 3986.4 ms
[2021-12-26 21:50:36	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310661 | val_loss: 0.0310869 | Time: 3967.78 ms
[2021-12-26 21:50:40	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310571 | val_loss: 0.0310851 | Time: 3976.4 ms
[2021-12-26 21:50:44	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310552 | val_loss: 0.0310841 | Time: 3966.27 ms
[2021-12-26 21:50:48	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310546 | val_loss: 0.0310828 | Time: 3966.72 ms
[2021-12-26 21:50:52	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310521 | val_loss: 0.0310933 | Time: 3966.93 ms
[2021-12-26 21:50:56	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310508 | val_loss: 0.0310879 | Time: 3969.37 ms
[2021-12-26 21:51:00	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310543 | val_loss: 0.0310868 | Time: 3972.19 ms
[2021-12-26 21:51:04	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.031049 | val_loss: 0.0310865 | Time: 3963.63 ms
[2021-12-26 21:51:08	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310459 | val_loss: 0.031082 | Time: 3967.5 ms
[2021-12-26 21:51:12	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310472 | val_loss: 0.0310889 | Time: 3967.31 ms
[2021-12-26 21:51:16	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310481 | val_loss: 0.0310837 | Time: 3989.52 ms
[2021-12-26 21:51:20	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310454 | val_loss: 0.0310758 | Time: 3972.47 ms
[2021-12-26 21:51:24	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0310425 | val_loss: 0.0310878 | Time: 3977.29 ms
[2021-12-26 21:51:28	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310439 | val_loss: 0.0310775 | Time: 3970.18 ms
[2021-12-26 21:51:32	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0310753 | val_loss: 0.0311043 | Time: 3985.44 ms
[2021-12-26 21:51:36	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310797 | val_loss: 0.0310844 | Time: 3971.28 ms
[2021-12-26 21:51:40	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.03106 | val_loss: 0.0310816 | Time: 3961.26 ms
[2021-12-26 21:51:44	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0310591 | val_loss: 0.0310742 | Time: 3971.5 ms
[2021-12-26 21:51:48	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310509 | val_loss: 0.0310867 | Time: 3975.09 ms
[2021-12-26 21:51:52	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.031052 | val_loss: 0.0310746 | Time: 3979.55 ms
[2021-12-26 21:51:56	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0310462 | val_loss: 0.031073 | Time: 3969.51 ms
[2021-12-26 21:52:00	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0310454 | val_loss: 0.0310685 | Time: 3968.06 ms
[2021-12-26 21:52:04	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310438 | val_loss: 0.0310722 | Time: 3981.92 ms
[2021-12-26 21:52:08	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0310425 | val_loss: 0.0310684 | Time: 3979.6 ms
[2021-12-26 21:52:12	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0310446 | val_loss: 0.0310656 | Time: 3974.04 ms
[2021-12-26 21:52:16	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310397 | val_loss: 0.0310686 | Time: 3967.14 ms
[2021-12-26 21:52:20	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0310367 | val_loss: 0.0310744 | Time: 3971.32 ms
[2021-12-26 21:52:24	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0310431 | val_loss: 0.0310752 | Time: 3978.61 ms
[2021-12-26 21:52:28	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310434 | val_loss: 0.0310738 | Time: 3982.3 ms
[2021-12-26 21:52:32	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310381 | val_loss: 0.0310689 | Time: 3949.34 ms
[2021-12-26 21:52:36	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0310369 | val_loss: 0.0310695 | Time: 3968.53 ms
[2021-12-26 21:52:40	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0310419 | val_loss: 0.031072 | Time: 3981.46 ms
[2021-12-26 21:52:44	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031045 | val_loss: 0.0310677 | Time: 3955.65 ms
[2021-12-26 21:52:48	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0310393 | val_loss: 0.0310644 | Time: 3975.32 ms
[2021-12-26 21:52:52	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0310403 | val_loss: 0.0310727 | Time: 3971.79 ms
[2021-12-26 21:52:56	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310385 | val_loss: 0.031075 | Time: 3983.63 ms
[2021-12-26 21:53:00	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310314 | val_loss: 0.0310643 | Time: 3974.05 ms
[2021-12-26 21:53:04	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310387 | val_loss: 0.031073 | Time: 3977.14 ms
[2021-12-26 21:53:08	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310407 | val_loss: 0.0310805 | Time: 3977.92 ms
[2021-12-26 21:53:12	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0310358 | val_loss: 0.0310601 | Time: 3987.93 ms
[2021-12-26 21:53:16	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310287 | val_loss: 0.031067 | Time: 3975.19 ms
[2021-12-26 21:53:20	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310268 | val_loss: 0.0310621 | Time: 3975.2 ms
[2021-12-26 21:53:23	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310314 | val_loss: 0.0310635 | Time: 3974.18 ms
[2021-12-26 21:53:27	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310371 | val_loss: 0.0310932 | Time: 3968.73 ms
[2021-12-26 21:53:31	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310348 | val_loss: 0.031074 | Time: 3962.48 ms
[2021-12-26 21:53:35	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310324 | val_loss: 0.03107 | Time: 3966.9 ms
[2021-12-26 21:53:39	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310337 | val_loss: 0.0310719 | Time: 3973.7 ms
[2021-12-26 21:53:43	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310339 | val_loss: 0.0310594 | Time: 3975.57 ms
[2021-12-26 21:53:47	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031028 | val_loss: 0.0310692 | Time: 3986.82 ms
[2021-12-26 21:53:51	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310342 | val_loss: 0.0310601 | Time: 3976.3 ms
[2021-12-26 21:53:55	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310416 | val_loss: 0.0310898 | Time: 3978.75 ms
[2021-12-26 21:53:59	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310694 | val_loss: 0.0310809 | Time: 3979.65 ms
[2021-12-26 21:54:03	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.03105 | val_loss: 0.0310624 | Time: 3975.65 ms
[2021-12-26 21:54:07	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310457 | val_loss: 0.0310597 | Time: 3972.23 ms
[2021-12-26 21:54:11	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310429 | val_loss: 0.0310662 | Time: 3967.74 ms
[2021-12-26 21:54:15	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310364 | val_loss: 0.0310542 | Time: 3962.61 ms
[2021-12-26 21:54:19	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310336 | val_loss: 0.0310584 | Time: 3968.97 ms
[2021-12-26 21:54:23	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310456 | val_loss: 0.031144 | Time: 3974.57 ms
[2021-12-26 21:54:27	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311798 | val_loss: 0.0311827 | Time: 3978.6 ms
[2021-12-26 21:54:31	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311751 | val_loss: 0.0311622 | Time: 3967.28 ms
[2021-12-26 21:54:35	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311588 | val_loss: 0.0311463 | Time: 3984.33 ms
[2021-12-26 21:54:39	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311432 | val_loss: 0.031137 | Time: 3965.72 ms
[2021-12-26 21:54:43	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311309 | val_loss: 0.0311244 | Time: 3970.05 ms
[2021-12-26 21:54:47	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031122 | val_loss: 0.0311175 | Time: 3974.96 ms
[2021-12-26 21:54:51	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311141 | val_loss: 0.0311105 | Time: 3962.7 ms
[2021-12-26 21:54:55	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311073 | val_loss: 0.0311047 | Time: 3962.47 ms
[2021-12-26 21:54:59	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311001 | val_loss: 0.0310994 | Time: 4006.25 ms
[2021-12-26 21:55:03	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310946 | val_loss: 0.0310944 | Time: 3971.27 ms
[2021-12-26 21:55:07	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310894 | val_loss: 0.0310859 | Time: 3976.81 ms
[2021-12-26 21:55:11	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310831 | val_loss: 0.0310877 | Time: 3968.93 ms
[2021-12-26 21:55:15	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310773 | val_loss: 0.0310761 | Time: 3977.95 ms
[2021-12-26 21:55:19	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310722 | val_loss: 0.0310782 | Time: 3976.07 ms
[2021-12-26 21:55:23	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310667 | val_loss: 0.0310714 | Time: 3979.23 ms
[2021-12-26 21:55:27	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310631 | val_loss: 0.0310746 | Time: 3966.15 ms
[2021-12-26 21:55:31	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310666 | val_loss: 0.0310696 | Time: 3981.65 ms
[2021-12-26 21:55:35	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310632 | val_loss: 0.0310659 | Time: 3980.73 ms
[2021-12-26 21:55:39	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310568 | val_loss: 0.0310636 | Time: 3983.62 ms
[2021-12-26 21:55:43	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031055 | val_loss: 0.0310671 | Time: 3978.29 ms
[2021-12-26 21:55:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310572 | val_loss: 0.0310687 | Time: 3988.56 ms
[2021-12-26 21:55:51	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310524 | val_loss: 0.0310606 | Time: 3976.56 ms
[2021-12-26 21:55:55	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310466 | val_loss: 0.0310524 | Time: 3981.33 ms
[2021-12-26 21:55:59	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310425 | val_loss: 0.0310499 | Time: 3961.8 ms
[2021-12-26 21:56:03	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031042 | val_loss: 0.0310549 | Time: 3973.74 ms
[2021-12-26 21:56:07	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310456 | val_loss: 0.0310525 | Time: 3968.69 ms
[2021-12-26 21:56:11	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0310434 | val_loss: 0.0310552 | Time: 3969.16 ms
[2021-12-26 21:56:15	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0310425 | val_loss: 0.031055 | Time: 3969.21 ms
[2021-12-26 21:56:18	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310415 | val_loss: 0.0310591 | Time: 3972.8 ms
[2021-12-26 21:56:23	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0310422 | val_loss: 0.0310563 | Time: 4067.61 ms
[2021-12-26 21:56:27	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031032 | val_loss: 0.0310418 | Time: 3951.79 ms
[2021-12-26 21:56:30	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310308 | val_loss: 0.0310369 | Time: 3967.72 ms
[2021-12-26 21:56:34	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310254 | val_loss: 0.0310228 | Time: 3992.28 ms
[2021-12-26 21:56:38	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310014 | val_loss: 0.030997 | Time: 3988.49 ms
[2021-12-26 21:56:42	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.030994 | val_loss: 0.0309479 | Time: 3981.42 ms
[2021-12-26 21:56:46	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0309301 | val_loss: 0.0308555 | Time: 3988.84 ms
[2021-12-26 21:56:50	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0304884 | val_loss: 0.0301307 | Time: 3969.59 ms
[2021-12-26 21:56:54	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0287491 | val_loss: 0.0269774 | Time: 3981.56 ms
[2021-12-26 21:56:58	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0251341 | val_loss: 0.0234404 | Time: 3963.16 ms
[2021-12-26 21:57:02	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0223032 | val_loss: 0.0202642 | Time: 3981.5 ms
[2021-12-26 21:57:06	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0183593 | val_loss: 0.0163459 | Time: 3973.22 ms
[2021-12-26 21:57:10	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.015855 | val_loss: 0.0138748 | Time: 3969.06 ms
[2021-12-26 21:57:14	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0113718 | val_loss: 0.00848871 | Time: 3961.61 ms
[2021-12-26 21:57:18	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.013828 | val_loss: 0.0287322 | Time: 3965.8 ms
[2021-12-26 21:57:22	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0257346 | val_loss: 0.0186931 | Time: 3957.57 ms
[2021-12-26 21:57:26	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0147453 | val_loss: 0.0119285 | Time: 3954.67 ms
[2021-12-26 21:57:30	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0108849 | val_loss: 0.00991654 | Time: 3973.33 ms
[2021-12-26 21:57:34	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.00928174 | val_loss: 0.00837667 | Time: 3953.57 ms
[2021-12-26 21:57:38	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.00795198 | val_loss: 0.00744726 | Time: 3988.63 ms
[2021-12-26 21:57:42	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.00735657 | val_loss: 0.00703963 | Time: 3966.2 ms
[2021-12-26 21:57:46	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.00701091 | val_loss: 0.00673609 | Time: 3961.52 ms
[2021-12-26 21:57:50	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.00675054 | val_loss: 0.00655472 | Time: 3979.77 ms
[2021-12-26 21:57:54	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.00662944 | val_loss: 0.00650196 | Time: 3968.04 ms
[2021-12-26 21:57:58	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.00587379 | val_loss: 0.00539618 | Time: 3984.71 ms
[2021-12-26 21:58:02	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.00480954 | val_loss: 0.00440942 | Time: 3979.03 ms
[2021-12-26 21:58:06	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.00424099 | val_loss: 0.00399505 | Time: 3965.14 ms
[2021-12-26 21:58:10	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.00393329 | val_loss: 0.00376925 | Time: 3971.24 ms
[2021-12-26 21:58:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.00371465 | val_loss: 0.00358462 | Time: 3973.56 ms
[2021-12-26 21:58:18	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.00354513 | val_loss: 0.00341395 | Time: 3979.93 ms
[2021-12-26 21:58:22	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.00335411 | val_loss: 0.00323946 | Time: 3963.8 ms
[2021-12-26 21:58:26	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.00320964 | val_loss: 0.00312935 | Time: 3979.91 ms
[2021-12-26 21:58:30	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.00310244 | val_loss: 0.00302442 | Time: 3968.61 ms
[2021-12-26 21:58:34	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0030133 | val_loss: 0.0029432 | Time: 3955.79 ms
[2021-12-26 21:58:38	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.00293441 | val_loss: 0.00287415 | Time: 3965.08 ms
[2021-12-26 21:58:42	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.00286299 | val_loss: 0.00281748 | Time: 3980.12 ms
[2021-12-26 21:58:46	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.00279272 | val_loss: 0.00274007 | Time: 3980.76 ms
[2021-12-26 21:58:50	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.00273369 | val_loss: 0.00267554 | Time: 3983.92 ms
[2021-12-26 21:58:54	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.00267922 | val_loss: 0.00264206 | Time: 3977.87 ms
[2021-12-26 21:58:58	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.00261169 | val_loss: 0.0025521 | Time: 3979 ms
[2021-12-26 21:59:02	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0025398 | val_loss: 0.0025223 | Time: 3984.69 ms
[2021-12-26 21:59:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.00247692 | val_loss: 0.00242603 | Time: 3982.33 ms
[2021-12-26 21:59:10	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.00240591 | val_loss: 0.00236343 | Time: 3980.54 ms
[2021-12-26 21:59:14	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.00234196 | val_loss: 0.00230105 | Time: 3985.79 ms
[2021-12-26 21:59:18	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.00227987 | val_loss: 0.00224167 | Time: 3984.9 ms
[2021-12-26 21:59:22	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0022249 | val_loss: 0.00218912 | Time: 3975.78 ms
[2021-12-26 21:59:25	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.00216568 | val_loss: 0.0021292 | Time: 3978.13 ms
[2021-12-26 21:59:29	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.00211839 | val_loss: 0.00208386 | Time: 3985.79 ms
[2021-12-26 21:59:33	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.00207008 | val_loss: 0.00201728 | Time: 3982.95 ms
[2021-12-26 21:59:37	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0019791 | val_loss: 0.00195183 | Time: 3976.65 ms
[2021-12-26 21:59:41	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.00185254 | val_loss: 0.00174692 | Time: 3957.07 ms
[2021-12-26 21:59:45	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.00164372 | val_loss: 0.00154241 | Time: 3967.74 ms
[2021-12-26 21:59:49	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.00147506 | val_loss: 0.00141747 | Time: 3979.26 ms
[2021-12-26 21:59:53	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.00139724 | val_loss: 0.00136233 | Time: 3973.15 ms
[2021-12-26 21:59:57	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.00134338 | val_loss: 0.00132979 | Time: 3987.4 ms
[2021-12-26 22:00:01	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0012997 | val_loss: 0.00126586 | Time: 3969.27 ms
[2021-12-26 22:00:05	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0012561 | val_loss: 0.00125566 | Time: 3979.58 ms
[2021-12-26 22:00:09	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.00122094 | val_loss: 0.00117924 | Time: 3967.44 ms
[2021-12-26 22:00:13	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.00115991 | val_loss: 0.0011428 | Time: 3974.81 ms
[2021-12-26 22:00:17	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.00111524 | val_loss: 0.00109054 | Time: 3983.26 ms
[2021-12-26 22:00:21	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.00109081 | val_loss: 0.00104411 | Time: 3990.2 ms
[2021-12-26 22:00:25	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.00103545 | val_loss: 0.00101482 | Time: 3981.11 ms
[2021-12-26 22:00:29	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.00100035 | val_loss: 0.000986784 | Time: 3982.36 ms
[2021-12-26 22:00:33	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.00097655 | val_loss: 0.000939148 | Time: 3976.08 ms
[2021-12-26 22:00:37	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.000922356 | val_loss: 0.000891934 | Time: 3989.22 ms
[2021-12-26 22:00:41	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.000888282 | val_loss: 0.000855099 | Time: 3963.44 ms
[2021-12-26 22:00:45	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.000848431 | val_loss: 0.000825969 | Time: 3970.57 ms
[2021-12-26 22:00:49	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.000815945 | val_loss: 0.000792583 | Time: 3972.89 ms
[2021-12-26 22:00:53	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.000788412 | val_loss: 0.000762047 | Time: 3975.96 ms
[2021-12-26 22:00:57	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.000767068 | val_loss: 0.000731568 | Time: 3966.05 ms
[2021-12-26 22:01:01	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.000736227 | val_loss: 0.000714039 | Time: 3958.49 ms
[2021-12-26 22:01:05	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.000723666 | val_loss: 0.000700946 | Time: 3974.66 ms
[2021-12-26 22:01:09	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.000694081 | val_loss: 0.000669579 | Time: 3984.67 ms
[2021-12-26 22:01:13	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000668157 | val_loss: 0.000642965 | Time: 3974.4 ms
[2021-12-26 22:01:17	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000650071 | val_loss: 0.000626256 | Time: 3977.31 ms
[2021-12-26 22:01:21	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000629332 | val_loss: 0.000606588 | Time: 3980.49 ms
[2021-12-26 22:01:25	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000613788 | val_loss: 0.000587286 | Time: 3984.64 ms
[2021-12-26 22:01:29	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.000601848 | val_loss: 0.000588066 | Time: 3983.59 ms
[2021-12-26 22:01:33	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.000584143 | val_loss: 0.000567178 | Time: 4197.69 ms
[2021-12-26 22:01:37	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.000565821 | val_loss: 0.000546723 | Time: 3982.47 ms
[2021-12-26 22:01:41	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.000553851 | val_loss: 0.00053836 | Time: 4022.47 ms
[2021-12-26 22:01:45	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.000550844 | val_loss: 0.000529637 | Time: 4172.76 ms
[2021-12-26 22:01:49	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.000532987 | val_loss: 0.000511878 | Time: 4029.75 ms
[2021-12-26 22:01:53	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.000516014 | val_loss: 0.000502816 | Time: 3980.14 ms
[2021-12-26 22:01:57	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.000503559 | val_loss: 0.000487972 | Time: 4091.24 ms
[2021-12-26 22:02:01	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.000494291 | val_loss: 0.00047677 | Time: 3975.2 ms
[2021-12-26 22:02:05	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.000484886 | val_loss: 0.000475494 | Time: 4143.53 ms
[2021-12-26 22:02:09	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.000473822 | val_loss: 0.000463359 | Time: 3980.38 ms
[2021-12-26 22:02:14	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.000463037 | val_loss: 0.000453908 | Time: 4052.52 ms
[2021-12-26 22:02:18	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.000455857 | val_loss: 0.00044638 | Time: 4064.16 ms
[2021-12-26 22:02:22	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.000451485 | val_loss: 0.000441457 | Time: 3995.57 ms
[2021-12-26 22:02:26	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.00044214 | val_loss: 0.000427445 | Time: 3983.2 ms
[2021-12-26 22:02:30	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.000435749 | val_loss: 0.000421818 | Time: 3983.24 ms
[2021-12-26 22:02:34	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.000436026 | val_loss: 0.000423974 | Time: 3980.32 ms
[2021-12-26 22:02:38	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.000428205 | val_loss: 0.000422825 | Time: 4008.07 ms
[2021-12-26 22:02:42	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.000413276 | val_loss: 0.000402466 | Time: 3990.08 ms
[2021-12-26 22:02:46	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.000404259 | val_loss: 0.000399037 | Time: 3993.3 ms
[2021-12-26 22:02:50	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.000393912 | val_loss: 0.000391459 | Time: 3989.74 ms
[2021-12-26 22:02:54	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.000390265 | val_loss: 0.000390743 | Time: 3984.22 ms
[2021-12-26 22:02:57	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.000386489 | val_loss: 0.000377343 | Time: 3942.82 ms
[2021-12-26 22:03:02	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.000372955 | val_loss: 0.000369766 | Time: 4047.89 ms
[2021-12-26 22:03:05	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.000365581 | val_loss: 0.000362568 | Time: 3983.28 ms
[2021-12-26 22:03:09	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.000360147 | val_loss: 0.000355596 | Time: 3995.07 ms
[2021-12-26 22:03:13	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.000353698 | val_loss: 0.00035017 | Time: 3992.74 ms
[2021-12-26 22:03:17	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.000349939 | val_loss: 0.000354041 | Time: 3979.12 ms
[2021-12-26 22:03:21	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.000343558 | val_loss: 0.000339619 | Time: 4012.41 ms
[2021-12-26 22:03:26	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.000339039 | val_loss: 0.000335831 | Time: 4030.8 ms
[2021-12-26 22:03:30	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.000332098 | val_loss: 0.000325245 | Time: 4000.47 ms
[2021-12-26 22:03:34	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.00032475 | val_loss: 0.000334702 | Time: 4017.04 ms
[2021-12-26 22:03:38	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.000325918 | val_loss: 0.000317436 | Time: 3981.88 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro M2000)
[2021-12-26 22:06:34	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-26 22:06:34	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-26 22:06:34	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-26 22:06:34	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-26 22:06:34	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-26 22:06:34	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-26 22:06:34	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2021-12-26 22:06:34	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-26 22:06:34	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-26 22:06:34	                main:474]	:	INFO	:	Configuration: 
[2021-12-26 22:06:34	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-26 22:06:34	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-26 22:06:34	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-26 22:06:34	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-26 22:06:34	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-26 22:06:34	                main:480]	:	INFO	:	    Patience: 10
[2021-12-26 22:06:34	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-26 22:06:34	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-26 22:06:34	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-26 22:06:34	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-26 22:06:34	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-26 22:06:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-26 22:06:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-26 22:06:40	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-26 22:06:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-26 22:06:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-26 22:06:41	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-26 22:06:41	                main:494]	:	INFO	:	Creating Model
[2021-12-26 22:06:41	                main:507]	:	INFO	:	Preparing config file
[2021-12-26 22:06:41	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-26 22:06:41	                main:512]	:	INFO	:	Loading config
[2021-12-26 22:06:41	                main:514]	:	INFO	:	Loading state
[2021-12-26 22:06:42	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-26 22:06:42	                main:562]	:	INFO	:	Starting Training
[2021-12-26 22:06:47	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.00735884 | val_loss: 0.001299 | Time: 5010.65 ms
[2021-12-26 22:06:51	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.00201863 | val_loss: 0.00085023 | Time: 3962.54 ms
[2021-12-26 22:06:55	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.000731778 | val_loss: 0.000529258 | Time: 3965.9 ms
[2021-12-26 22:06:59	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.000475325 | val_loss: 0.000421818 | Time: 4012.73 ms
[2021-12-26 22:07:03	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.000391337 | val_loss: 0.000384078 | Time: 3991.58 ms
[2021-12-26 22:07:07	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.000366829 | val_loss: 0.000361154 | Time: 4105.64 ms
[2021-12-26 22:07:11	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.000353573 | val_loss: 0.000351038 | Time: 3994.04 ms
[2021-12-26 22:07:15	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.000345225 | val_loss: 0.000343698 | Time: 4005.64 ms
[2021-12-26 22:07:19	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.000338017 | val_loss: 0.000338573 | Time: 3991.63 ms
[2021-12-26 22:07:23	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.000332825 | val_loss: 0.000333663 | Time: 3986.51 ms
[2021-12-26 22:07:27	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.00032821 | val_loss: 0.000329652 | Time: 4028.9 ms
[2021-12-26 22:07:31	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.000322813 | val_loss: 0.000325121 | Time: 3992.36 ms
[2021-12-26 22:07:35	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.000318729 | val_loss: 0.000320433 | Time: 4191.07 ms
[2021-12-26 22:07:39	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.000315197 | val_loss: 0.000316955 | Time: 4077.68 ms
[2021-12-26 22:07:43	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.000311373 | val_loss: 0.000313921 | Time: 4022.5 ms
[2021-12-26 22:07:47	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.000308402 | val_loss: 0.000310844 | Time: 4000.18 ms
[2021-12-26 22:07:51	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.000306075 | val_loss: 0.000307563 | Time: 3999.6 ms
[2021-12-26 22:07:55	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.000301779 | val_loss: 0.000303656 | Time: 4069.81 ms
[2021-12-26 22:08:00	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.00029909 | val_loss: 0.000300811 | Time: 4077.04 ms
[2021-12-26 22:08:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.000296175 | val_loss: 0.000297669 | Time: 4059.06 ms
[2021-12-26 22:08:08	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.00029006 | val_loss: 0.000291195 | Time: 4061.01 ms
[2021-12-26 22:08:12	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.000286012 | val_loss: 0.000288178 | Time: 4045.05 ms
[2021-12-26 22:08:16	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.000282596 | val_loss: 0.000288094 | Time: 4048.8 ms
[2021-12-26 22:08:20	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.000279125 | val_loss: 0.000280494 | Time: 4085.38 ms
[2021-12-26 22:08:24	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.000275075 | val_loss: 0.000276989 | Time: 4072.87 ms
[2021-12-26 22:08:28	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.000272002 | val_loss: 0.000274283 | Time: 4060.63 ms
[2021-12-26 22:08:32	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.000268983 | val_loss: 0.00027131 | Time: 4054.94 ms
[2021-12-26 22:08:36	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.000266247 | val_loss: 0.000268596 | Time: 4067.48 ms
[2021-12-26 22:08:40	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.000263015 | val_loss: 0.000264503 | Time: 4002.16 ms
[2021-12-26 22:08:44	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.000261078 | val_loss: 0.000263862 | Time: 4116.38 ms
[2021-12-26 22:08:48	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.000258347 | val_loss: 0.000260442 | Time: 3999.75 ms
[2021-12-26 22:08:52	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.000255737 | val_loss: 0.000256309 | Time: 4000.7 ms
[2021-12-26 22:08:56	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.000253116 | val_loss: 0.000255276 | Time: 4003.24 ms
[2021-12-26 22:09:00	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0002526 | val_loss: 0.00026056 | Time: 4163.86 ms
[2021-12-26 22:09:04	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.000251541 | val_loss: 0.000246861 | Time: 4045.72 ms
[2021-12-26 22:09:08	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.000243739 | val_loss: 0.000243772 | Time: 4006.69 ms
[2021-12-26 22:09:12	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.000240622 | val_loss: 0.000240328 | Time: 4026.86 ms
[2021-12-26 22:09:17	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.000237207 | val_loss: 0.000236569 | Time: 4070.37 ms
[2021-12-26 22:09:21	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.00023426 | val_loss: 0.000234769 | Time: 4040.2 ms
[2021-12-26 22:09:25	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.000230388 | val_loss: 0.000227992 | Time: 4046.36 ms
[2021-12-26 22:09:29	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.000224659 | val_loss: 0.000220415 | Time: 4110.15 ms
[2021-12-26 22:09:33	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.000218078 | val_loss: 0.000214468 | Time: 4115.07 ms
[2021-12-26 22:09:37	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.000210079 | val_loss: 0.000208076 | Time: 4019.85 ms
[2021-12-26 22:09:41	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.000203561 | val_loss: 0.000200895 | Time: 4237.5 ms
[2021-12-26 22:09:45	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.000198638 | val_loss: 0.000199133 | Time: 3997.04 ms
[2021-12-26 22:09:49	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.000194619 | val_loss: 0.000191036 | Time: 4012.87 ms
[2021-12-26 22:09:53	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.00018818 | val_loss: 0.000188841 | Time: 3993.12 ms
[2021-12-26 22:09:57	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.000183469 | val_loss: 0.000183491 | Time: 3986.27 ms
[2021-12-26 22:10:01	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.000180314 | val_loss: 0.000183234 | Time: 4005.98 ms
[2021-12-26 22:10:05	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.000176992 | val_loss: 0.000174051 | Time: 4050.38 ms
[2021-12-26 22:10:09	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.000173167 | val_loss: 0.000169834 | Time: 3997.55 ms
[2021-12-26 22:10:13	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.000168343 | val_loss: 0.000171663 | Time: 3991.81 ms
[2021-12-26 22:10:17	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.000166473 | val_loss: 0.00015956 | Time: 3975.71 ms
[2021-12-26 22:10:21	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.000158533 | val_loss: 0.000158348 | Time: 3980.88 ms
[2021-12-26 22:10:25	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.000154235 | val_loss: 0.000153074 | Time: 3982.17 ms
[2021-12-26 22:10:29	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.000151429 | val_loss: 0.000149084 | Time: 3948.77 ms
[2021-12-26 22:10:33	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.000148315 | val_loss: 0.000144904 | Time: 4030.32 ms
[2021-12-26 22:10:37	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.000144431 | val_loss: 0.000140982 | Time: 3929.71 ms
[2021-12-26 22:10:41	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.000140855 | val_loss: 0.000139895 | Time: 3973.39 ms
[2021-12-26 22:10:45	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.000138324 | val_loss: 0.000135659 | Time: 3982.84 ms
[2021-12-26 22:10:49	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.00013436 | val_loss: 0.000132067 | Time: 3984.66 ms
[2021-12-26 22:10:53	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.000131393 | val_loss: 0.000128441 | Time: 4032.89 ms
[2021-12-26 22:10:57	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.000126637 | val_loss: 0.000122197 | Time: 3964.73 ms
[2021-12-26 22:11:01	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.000124287 | val_loss: 0.000121955 | Time: 3994.33 ms
[2021-12-26 22:11:05	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.000122199 | val_loss: 0.000118881 | Time: 4002.85 ms
[2021-12-26 22:11:09	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.000118858 | val_loss: 0.000114839 | Time: 3994.31 ms
[2021-12-26 22:11:13	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.000116101 | val_loss: 0.000112345 | Time: 4402.36 ms
[2021-12-26 22:11:17	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.000113693 | val_loss: 0.000109716 | Time: 4067.72 ms
[2021-12-26 22:11:21	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.000112398 | val_loss: 0.000108135 | Time: 3982.17 ms
[2021-12-26 22:11:25	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.000110743 | val_loss: 0.000105878 | Time: 3981.65 ms
[2021-12-26 22:11:29	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.000111028 | val_loss: 0.000108766 | Time: 4000.89 ms
[2021-12-26 22:11:33	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.000106911 | val_loss: 0.000103606 | Time: 4005.67 ms
[2021-12-26 22:11:37	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.000104118 | val_loss: 0.000102094 | Time: 4001.81 ms
[2021-12-26 22:11:41	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.000103561 | val_loss: 9.8659e-05 | Time: 3990.23 ms
[2021-12-26 22:11:45	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.000101527 | val_loss: 9.81022e-05 | Time: 3999.8 ms
[2021-12-26 22:11:49	                main:574]	:	INFO	:	Epoch 1996 | loss: 9.9633e-05 | val_loss: 9.47564e-05 | Time: 3989.44 ms
[2021-12-26 22:11:53	                main:574]	:	INFO	:	Epoch 1997 | loss: 9.72201e-05 | val_loss: 9.52594e-05 | Time: 4015.68 ms
[2021-12-26 22:11:57	                main:574]	:	INFO	:	Epoch 1998 | loss: 9.68719e-05 | val_loss: 9.31357e-05 | Time: 3985.28 ms
[2021-12-26 22:12:01	                main:574]	:	INFO	:	Epoch 1999 | loss: 9.4846e-05 | val_loss: 9.10603e-05 | Time: 3995.18 ms
[2021-12-26 22:12:05	                main:574]	:	INFO	:	Epoch 2000 | loss: 9.31664e-05 | val_loss: 8.97993e-05 | Time: 3991.66 ms
[2021-12-26 22:12:09	                main:574]	:	INFO	:	Epoch 2001 | loss: 9.26588e-05 | val_loss: 9.18535e-05 | Time: 3999.03 ms
[2021-12-26 22:12:13	                main:574]	:	INFO	:	Epoch 2002 | loss: 9.21707e-05 | val_loss: 8.78475e-05 | Time: 4016.03 ms
[2021-12-26 22:12:18	                main:574]	:	INFO	:	Epoch 2003 | loss: 8.98214e-05 | val_loss: 8.6699e-05 | Time: 4015.55 ms
[2021-12-26 22:12:22	                main:574]	:	INFO	:	Epoch 2004 | loss: 8.87576e-05 | val_loss: 8.63034e-05 | Time: 4008.89 ms
[2021-12-26 22:12:26	                main:574]	:	INFO	:	Epoch 2005 | loss: 8.78738e-05 | val_loss: 8.48634e-05 | Time: 4005.37 ms
[2021-12-26 22:12:30	                main:574]	:	INFO	:	Epoch 2006 | loss: 8.92474e-05 | val_loss: 8.57652e-05 | Time: 4007.75 ms
[2021-12-26 22:12:34	                main:574]	:	INFO	:	Epoch 2007 | loss: 8.70326e-05 | val_loss: 8.24054e-05 | Time: 4008.16 ms
[2021-12-26 22:12:38	                main:574]	:	INFO	:	Epoch 2008 | loss: 8.38745e-05 | val_loss: 8.28833e-05 | Time: 4006.39 ms
[2021-12-26 22:12:42	                main:574]	:	INFO	:	Epoch 2009 | loss: 8.49102e-05 | val_loss: 8.04869e-05 | Time: 3984.86 ms
[2021-12-26 22:12:46	                main:574]	:	INFO	:	Epoch 2010 | loss: 8.17598e-05 | val_loss: 7.89156e-05 | Time: 4060.57 ms
[2021-12-26 22:12:50	                main:574]	:	INFO	:	Epoch 2011 | loss: 7.9922e-05 | val_loss: 7.85985e-05 | Time: 4058.14 ms
[2021-12-26 22:12:54	                main:574]	:	INFO	:	Epoch 2012 | loss: 7.85572e-05 | val_loss: 7.69006e-05 | Time: 4073.19 ms
[2021-12-26 22:12:58	                main:574]	:	INFO	:	Epoch 2013 | loss: 7.72775e-05 | val_loss: 7.78671e-05 | Time: 4046.5 ms
[2021-12-26 22:13:02	                main:574]	:	INFO	:	Epoch 2014 | loss: 7.66447e-05 | val_loss: 7.59329e-05 | Time: 4050.87 ms
[2021-12-26 22:13:06	                main:574]	:	INFO	:	Epoch 2015 | loss: 7.63911e-05 | val_loss: 7.51478e-05 | Time: 4056.65 ms
[2021-12-26 22:13:10	                main:574]	:	INFO	:	Epoch 2016 | loss: 7.5073e-05 | val_loss: 7.52299e-05 | Time: 4030.63 ms
[2021-12-26 22:13:14	                main:574]	:	INFO	:	Epoch 2017 | loss: 7.80614e-05 | val_loss: 8.21614e-05 | Time: 4272.62 ms
[2021-12-26 22:13:18	                main:574]	:	INFO	:	Epoch 2018 | loss: 7.79654e-05 | val_loss: 7.47307e-05 | Time: 4025.06 ms
[2021-12-26 22:13:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 7.31043e-05 | val_loss: 7.42313e-05 | Time: 4009.24 ms
[2021-12-26 22:13:26	                main:574]	:	INFO	:	Epoch 2020 | loss: 7.22984e-05 | val_loss: 7.32223e-05 | Time: 4007.47 ms
[2021-12-26 22:13:30	                main:574]	:	INFO	:	Epoch 2021 | loss: 7.16943e-05 | val_loss: 7.24351e-05 | Time: 4023.75 ms
[2021-12-26 22:13:34	                main:574]	:	INFO	:	Epoch 2022 | loss: 7.0424e-05 | val_loss: 7.03166e-05 | Time: 4059.47 ms
[2021-12-26 22:13:38	                main:574]	:	INFO	:	Epoch 2023 | loss: 6.93901e-05 | val_loss: 7.05076e-05 | Time: 4026.73 ms
[2021-12-26 22:13:42	                main:574]	:	INFO	:	Epoch 2024 | loss: 6.90046e-05 | val_loss: 6.97412e-05 | Time: 4029.74 ms
[2021-12-26 22:13:46	                main:574]	:	INFO	:	Epoch 2025 | loss: 6.79541e-05 | val_loss: 6.9521e-05 | Time: 4045.47 ms
[2021-12-26 22:13:51	                main:574]	:	INFO	:	Epoch 2026 | loss: 6.74159e-05 | val_loss: 6.80252e-05 | Time: 4532.25 ms
[2021-12-26 22:13:55	                main:574]	:	INFO	:	Epoch 2027 | loss: 6.67739e-05 | val_loss: 6.71383e-05 | Time: 4018.73 ms
[2021-12-26 22:13:59	                main:574]	:	INFO	:	Epoch 2028 | loss: 6.56363e-05 | val_loss: 6.73504e-05 | Time: 3995.78 ms
[2021-12-26 22:14:03	                main:574]	:	INFO	:	Epoch 2029 | loss: 6.49471e-05 | val_loss: 6.59874e-05 | Time: 4020.41 ms
[2021-12-26 22:14:07	                main:574]	:	INFO	:	Epoch 2030 | loss: 6.39734e-05 | val_loss: 6.3937e-05 | Time: 4254.96 ms
[2021-12-26 22:14:11	                main:574]	:	INFO	:	Epoch 2031 | loss: 6.30812e-05 | val_loss: 6.43531e-05 | Time: 4026.83 ms
[2021-12-26 22:14:15	                main:574]	:	INFO	:	Epoch 2032 | loss: 6.33188e-05 | val_loss: 6.46707e-05 | Time: 4005.55 ms
[2021-12-26 22:14:19	                main:574]	:	INFO	:	Epoch 2033 | loss: 6.29774e-05 | val_loss: 6.42473e-05 | Time: 4009.89 ms
[2021-12-26 22:14:24	                main:574]	:	INFO	:	Epoch 2034 | loss: 6.28998e-05 | val_loss: 6.41283e-05 | Time: 4669.06 ms
[2021-12-26 22:14:28	                main:574]	:	INFO	:	Epoch 2035 | loss: 6.18737e-05 | val_loss: 6.27826e-05 | Time: 4292.07 ms
[2021-12-26 22:14:33	                main:574]	:	INFO	:	Epoch 2036 | loss: 6.13664e-05 | val_loss: 6.26705e-05 | Time: 4034.03 ms
[2021-12-26 22:14:37	                main:574]	:	INFO	:	Epoch 2037 | loss: 6.17442e-05 | val_loss: 6.22052e-05 | Time: 3987.65 ms
[2021-12-26 22:14:41	                main:574]	:	INFO	:	Epoch 2038 | loss: 6.04575e-05 | val_loss: 6.22836e-05 | Time: 3989.68 ms
[2021-12-26 22:14:46	                main:574]	:	INFO	:	Epoch 2039 | loss: 6.14441e-05 | val_loss: 6.20548e-05 | Time: 5702.68 ms
[2021-12-26 22:14:52	                main:574]	:	INFO	:	Epoch 2040 | loss: 5.91022e-05 | val_loss: 6.03547e-05 | Time: 5460.91 ms
[2021-12-26 22:14:56	                main:574]	:	INFO	:	Epoch 2041 | loss: 5.86777e-05 | val_loss: 6.00518e-05 | Time: 4183.8 ms
[2021-12-26 22:15:01	                main:574]	:	INFO	:	Epoch 2042 | loss: 5.94546e-05 | val_loss: 6.1694e-05 | Time: 4384.8 ms
[2021-12-26 22:15:05	                main:574]	:	INFO	:	Epoch 2043 | loss: 5.99943e-05 | val_loss: 6.06121e-05 | Time: 4267.54 ms
[2021-12-26 22:15:09	                main:574]	:	INFO	:	Epoch 2044 | loss: 5.88356e-05 | val_loss: 5.96547e-05 | Time: 4207.21 ms
[2021-12-26 22:15:13	                main:574]	:	INFO	:	Epoch 2045 | loss: 5.98772e-05 | val_loss: 5.90701e-05 | Time: 4231.7 ms
[2021-12-26 22:15:18	                main:574]	:	INFO	:	Epoch 2046 | loss: 5.86041e-05 | val_loss: 6.02168e-05 | Time: 4279.07 ms
[2021-12-26 22:15:22	                main:574]	:	INFO	:	Epoch 2047 | loss: 5.87766e-05 | val_loss: 6.0563e-05 | Time: 4253.94 ms
[2021-12-26 22:15:26	                main:574]	:	INFO	:	Epoch 2048 | loss: 5.94876e-05 | val_loss: 5.82422e-05 | Time: 4343.99 ms
[2021-12-26 22:15:26	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 5.82422e-05
[2021-12-26 22:15:26	                main:603]	:	INFO	:	Saving end state to config to file
[2021-12-26 22:15:26	                main:608]	:	INFO	:	Success, exiting..
22:15:26 (15420): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)