Task 13024821

Name ParityModified-1645997526-7434-2-0_0
Workunit 10153309
Created 13 Mar 2022, 0:01:41 UTC
Sent 20 Mar 2022, 21:03:56 UTC
Report deadline 28 Mar 2022, 21:03:56 UTC
Received 23 Mar 2022, 10:21:23 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21073
Run time 2 hours 24 min 15 sec
CPU time 2 hours 17 min 56 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,572.50 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
            main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-21 16:36:14	                main:562]	:	INFO	:	Starting Training
[2022-03-21 16:36:18	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0312167 | val_loss: 0.0311824 | Time: 4120.39 ms
[2022-03-21 16:36:22	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311477 | val_loss: 0.0311647 | Time: 3945.1 ms
[2022-03-21 16:36:26	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311398 | val_loss: 0.0311613 | Time: 3930.89 ms
[2022-03-21 16:36:30	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311355 | val_loss: 0.0311603 | Time: 3954.46 ms
[2022-03-21 16:36:34	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.031136 | val_loss: 0.0311643 | Time: 3946.04 ms
[2022-03-21 16:36:38	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311349 | val_loss: 0.0311624 | Time: 4113.21 ms
[2022-03-21 16:36:42	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311367 | val_loss: 0.0311607 | Time: 4250.01 ms
[2022-03-21 16:36:46	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.031133 | val_loss: 0.0311612 | Time: 4081.29 ms
[2022-03-21 16:36:50	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311319 | val_loss: 0.0311629 | Time: 4099.1 ms
[2022-03-21 16:36:54	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311335 | val_loss: 0.0311611 | Time: 4101.2 ms
[2022-03-21 16:36:59	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311337 | val_loss: 0.0311644 | Time: 4181.1 ms
[2022-03-21 16:37:03	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311328 | val_loss: 0.0311648 | Time: 4217.85 ms
[2022-03-21 16:37:07	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311329 | val_loss: 0.0311653 | Time: 4042.18 ms
[2022-03-21 16:37:11	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311354 | val_loss: 0.031161 | Time: 4133.91 ms
[2022-03-21 16:37:15	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311348 | val_loss: 0.0311623 | Time: 4100.68 ms
[2022-03-21 16:37:19	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.031134 | val_loss: 0.0311637 | Time: 4178.97 ms
[2022-03-21 16:37:24	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311333 | val_loss: 0.031161 | Time: 4194.27 ms
[2022-03-21 16:37:28	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311328 | val_loss: 0.031159 | Time: 4167.96 ms
[2022-03-21 16:37:32	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311328 | val_loss: 0.0311626 | Time: 4142.76 ms
[2022-03-21 16:37:36	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311328 | val_loss: 0.0311627 | Time: 4094.55 ms
[2022-03-21 16:37:40	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311352 | val_loss: 0.0311659 | Time: 4155.23 ms
[2022-03-21 16:37:44	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311336 | val_loss: 0.03116 | Time: 4131.26 ms
[2022-03-21 16:37:48	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311335 | val_loss: 0.0311695 | Time: 4206.78 ms
[2022-03-21 16:37:53	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031132 | val_loss: 0.0311602 | Time: 4144.96 ms
[2022-03-21 16:37:57	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311318 | val_loss: 0.0311623 | Time: 4053.97 ms
[2022-03-21 16:38:01	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311289 | val_loss: 0.0311657 | Time: 4187.9 ms
[2022-03-21 16:38:05	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311299 | val_loss: 0.0311651 | Time: 4149.67 ms
[2022-03-21 16:38:09	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311301 | val_loss: 0.0311642 | Time: 4218.38 ms
[2022-03-21 16:38:13	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311306 | val_loss: 0.031165 | Time: 4096.16 ms
[2022-03-21 16:38:17	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311312 | val_loss: 0.0311673 | Time: 4094.18 ms
[2022-03-21 16:38:22	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311401 | val_loss: 0.0311617 | Time: 4250.1 ms
[2022-03-21 16:38:26	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311345 | val_loss: 0.0311662 | Time: 4112.73 ms
[2022-03-21 16:38:30	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311335 | val_loss: 0.0311648 | Time: 4189.01 ms
[2022-03-21 16:38:34	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311319 | val_loss: 0.0311638 | Time: 4105.71 ms
[2022-03-21 16:38:38	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311331 | val_loss: 0.0311667 | Time: 4095.01 ms
[2022-03-21 16:38:42	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311309 | val_loss: 0.0311634 | Time: 4199.72 ms
[2022-03-21 16:38:46	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311288 | val_loss: 0.0311665 | Time: 4069.62 ms
[2022-03-21 16:38:51	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311295 | val_loss: 0.0311638 | Time: 4202.94 ms
[2022-03-21 16:38:55	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311302 | val_loss: 0.0311635 | Time: 4093.79 ms
[2022-03-21 16:38:59	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311342 | val_loss: 0.0311673 | Time: 4141.1 ms
[2022-03-21 16:39:03	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311325 | val_loss: 0.0311627 | Time: 4115.9 ms
[2022-03-21 16:39:07	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311308 | val_loss: 0.0311649 | Time: 4096.17 ms
[2022-03-21 16:39:11	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311326 | val_loss: 0.0311646 | Time: 4282.16 ms
[2022-03-21 16:39:16	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311331 | val_loss: 0.0311611 | Time: 4206.14 ms
[2022-03-21 16:39:20	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311311 | val_loss: 0.031161 | Time: 4145.32 ms
[2022-03-21 16:39:24	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311305 | val_loss: 0.0311649 | Time: 4103.52 ms
[2022-03-21 16:39:28	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311298 | val_loss: 0.0311621 | Time: 4192.59 ms
[2022-03-21 16:39:32	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311301 | val_loss: 0.0311644 | Time: 4287.23 ms
[2022-03-21 16:39:37	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311286 | val_loss: 0.0311639 | Time: 4091.56 ms
[2022-03-21 16:39:41	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311367 | val_loss: 0.0311615 | Time: 4130.05 ms
[2022-03-21 16:39:45	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311353 | val_loss: 0.0311586 | Time: 4153.66 ms
[2022-03-21 16:39:49	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311353 | val_loss: 0.0311644 | Time: 4285.27 ms
[2022-03-21 16:39:53	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311344 | val_loss: 0.0311632 | Time: 4198.01 ms
[2022-03-21 16:39:57	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311374 | val_loss: 0.0311656 | Time: 4094.14 ms
[2022-03-21 16:40:02	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311425 | val_loss: 0.0311651 | Time: 4204.28 ms
[2022-03-21 16:40:06	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311441 | val_loss: 0.0311625 | Time: 4124.62 ms
[2022-03-21 16:40:10	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311445 | val_loss: 0.0311624 | Time: 4192.08 ms
[2022-03-21 16:40:14	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311406 | val_loss: 0.0311618 | Time: 4194.02 ms
[2022-03-21 16:40:18	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311408 | val_loss: 0.0311636 | Time: 4124.56 ms
[2022-03-21 16:40:22	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311376 | val_loss: 0.0311636 | Time: 4142.31 ms
[2022-03-21 16:40:26	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311356 | val_loss: 0.0311614 | Time: 4058.85 ms
[2022-03-21 16:40:31	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311395 | val_loss: 0.0311638 | Time: 4151.43 ms
[2022-03-21 16:40:35	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311411 | val_loss: 0.0311573 | Time: 4181.5 ms
[2022-03-21 16:40:39	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311386 | val_loss: 0.0311628 | Time: 4242.92 ms
[2022-03-21 16:40:43	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311435 | val_loss: 0.0311609 | Time: 4124.61 ms
[2022-03-21 16:40:47	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311427 | val_loss: 0.0311627 | Time: 4050.27 ms
[2022-03-21 16:40:51	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311399 | val_loss: 0.0311604 | Time: 4209.46 ms
[2022-03-21 16:40:56	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311392 | val_loss: 0.0311578 | Time: 4150.14 ms
[2022-03-21 16:41:00	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311357 | val_loss: 0.0311608 | Time: 4219.82 ms
[2022-03-21 16:41:04	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311345 | val_loss: 0.03116 | Time: 4130.09 ms
[2022-03-21 16:41:08	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311336 | val_loss: 0.0311581 | Time: 4122.97 ms
[2022-03-21 16:41:12	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311343 | val_loss: 0.0311627 | Time: 4218.14 ms
[2022-03-21 16:41:16	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311332 | val_loss: 0.0311602 | Time: 4125.17 ms
[2022-03-21 16:41:21	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311346 | val_loss: 0.03116 | Time: 4187.74 ms
[2022-03-21 16:41:25	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311339 | val_loss: 0.0311595 | Time: 4099.68 ms
[2022-03-21 16:41:29	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311337 | val_loss: 0.031164 | Time: 4169.39 ms
[2022-03-21 16:41:33	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311316 | val_loss: 0.0311587 | Time: 4178.67 ms
[2022-03-21 16:41:37	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311303 | val_loss: 0.0311568 | Time: 4077.49 ms
[2022-03-21 16:41:41	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311341 | val_loss: 0.0311673 | Time: 4199.22 ms
[2022-03-21 16:41:46	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311322 | val_loss: 0.0311598 | Time: 4099.03 ms
[2022-03-21 16:41:50	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311312 | val_loss: 0.0311639 | Time: 4157.79 ms
[2022-03-21 16:41:54	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311312 | val_loss: 0.0311592 | Time: 4114.97 ms
[2022-03-21 16:41:58	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311313 | val_loss: 0.0311601 | Time: 4142.57 ms
[2022-03-21 16:42:02	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.031129 | val_loss: 0.0311627 | Time: 4269.64 ms
[2022-03-21 16:42:06	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031135 | val_loss: 0.031159 | Time: 4110.06 ms
[2022-03-21 16:42:10	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311355 | val_loss: 0.0311597 | Time: 4095.94 ms
[2022-03-21 16:42:15	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311313 | val_loss: 0.031159 | Time: 4078.47 ms
[2022-03-21 16:42:19	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311311 | val_loss: 0.0311606 | Time: 4155.75 ms
[2022-03-21 16:42:23	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311307 | val_loss: 0.0311622 | Time: 4218.2 ms
[2022-03-21 16:42:27	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311289 | val_loss: 0.0311587 | Time: 4076.63 ms
[2022-03-21 16:42:31	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311315 | val_loss: 0.0311594 | Time: 4145.27 ms
[2022-03-21 16:42:35	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311308 | val_loss: 0.0311595 | Time: 4083.55 ms
[2022-03-21 16:42:40	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311299 | val_loss: 0.0311562 | Time: 4235.78 ms
[2022-03-21 16:42:44	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311279 | val_loss: 0.0311647 | Time: 4160.67 ms
[2022-03-21 16:42:48	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311273 | val_loss: 0.0311574 | Time: 4057.65 ms
[2022-03-21 16:42:52	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311278 | val_loss: 0.0311572 | Time: 4201.07 ms
[2022-03-21 16:42:56	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311277 | val_loss: 0.0311606 | Time: 4069 ms
[2022-03-21 16:43:00	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311287 | val_loss: 0.0311615 | Time: 4175.63 ms
[2022-03-21 16:43:04	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311279 | val_loss: 0.0311612 | Time: 4151.52 ms
[2022-03-21 16:43:09	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311271 | val_loss: 0.0311627 | Time: 4135.39 ms
[2022-03-21 16:43:13	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311265 | val_loss: 0.0311609 | Time: 4225.76 ms
[2022-03-21 16:43:17	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311262 | val_loss: 0.0311574 | Time: 4081.14 ms
[2022-03-21 16:43:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311286 | val_loss: 0.031158 | Time: 4207.32 ms
[2022-03-21 16:43:25	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311278 | val_loss: 0.0311574 | Time: 4200.14 ms
[2022-03-21 16:43:29	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311273 | val_loss: 0.031161 | Time: 4231.3 ms
[2022-03-21 16:43:34	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311311 | val_loss: 0.0311671 | Time: 4155.31 ms
[2022-03-21 16:43:38	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311431 | val_loss: 0.0311604 | Time: 4085.19 ms
[2022-03-21 16:43:42	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311469 | val_loss: 0.0311765 | Time: 4208.38 ms
[2022-03-21 16:43:46	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311454 | val_loss: 0.0311571 | Time: 4202.4 ms
[2022-03-21 16:43:50	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311401 | val_loss: 0.031156 | Time: 4197.38 ms
[2022-03-21 16:43:55	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311441 | val_loss: 0.0311593 | Time: 4150.25 ms
[2022-03-21 16:43:59	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311404 | val_loss: 0.0311621 | Time: 4111.24 ms
[2022-03-21 16:44:03	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031141 | val_loss: 0.0311665 | Time: 4225.24 ms
[2022-03-21 16:44:07	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031145 | val_loss: 0.0311617 | Time: 4112.42 ms
[2022-03-21 16:44:11	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311398 | val_loss: 0.0311598 | Time: 4210.53 ms
[2022-03-21 16:44:15	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311413 | val_loss: 0.031162 | Time: 4119.2 ms
[2022-03-21 16:44:20	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311358 | val_loss: 0.0311611 | Time: 4216.41 ms
[2022-03-21 16:44:24	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311348 | val_loss: 0.0311653 | Time: 4113.08 ms
[2022-03-21 16:44:28	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311358 | val_loss: 0.0311585 | Time: 4111.19 ms
[2022-03-21 16:44:32	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311332 | val_loss: 0.0311616 | Time: 4187.85 ms
[2022-03-21 16:44:36	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311388 | val_loss: 0.0311625 | Time: 4168.01 ms
[2022-03-21 16:44:40	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311382 | val_loss: 0.0311568 | Time: 4125.89 ms
[2022-03-21 16:44:44	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311357 | val_loss: 0.0311598 | Time: 4131.98 ms
[2022-03-21 16:44:49	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311373 | val_loss: 0.03116 | Time: 4204.39 ms
[2022-03-21 16:44:53	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.03114 | val_loss: 0.0311555 | Time: 4286.53 ms
[2022-03-21 16:44:57	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311402 | val_loss: 0.0311637 | Time: 4081.18 ms
[2022-03-21 16:45:01	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311375 | val_loss: 0.0311567 | Time: 4106.83 ms
[2022-03-21 16:45:05	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031136 | val_loss: 0.0311576 | Time: 4107.39 ms
[2022-03-21 16:45:09	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311364 | val_loss: 0.0311605 | Time: 4216.98 ms
[2022-03-21 16:45:14	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031145 | val_loss: 0.0311695 | Time: 4232.41 ms
[2022-03-21 16:45:18	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311465 | val_loss: 0.0311623 | Time: 4148 ms
[2022-03-21 16:45:22	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031146 | val_loss: 0.0311728 | Time: 4205.04 ms
[2022-03-21 16:45:26	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.031152 | val_loss: 0.0311704 | Time: 4088.77 ms
[2022-03-21 16:45:30	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311423 | val_loss: 0.0311626 | Time: 4203.88 ms
[2022-03-21 16:45:35	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311387 | val_loss: 0.0311684 | Time: 4145.3 ms
[2022-03-21 16:45:39	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311383 | val_loss: 0.0311627 | Time: 4139.8 ms
[2022-03-21 16:45:43	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311397 | val_loss: 0.0311609 | Time: 4165.96 ms
[2022-03-21 16:45:47	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311439 | val_loss: 0.0311639 | Time: 4091.3 ms
[2022-03-21 16:45:51	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311419 | val_loss: 0.0311634 | Time: 4172.69 ms
[2022-03-21 16:45:55	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311395 | val_loss: 0.0311642 | Time: 4122.02 ms
[2022-03-21 16:45:59	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311389 | val_loss: 0.0311589 | Time: 4206.28 ms
[2022-03-21 16:46:04	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311354 | val_loss: 0.0311607 | Time: 4148.37 ms
[2022-03-21 16:46:08	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031136 | val_loss: 0.031163 | Time: 4033.27 ms
[2022-03-21 16:46:12	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311365 | val_loss: 0.0311611 | Time: 4260.55 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-03-23 09:58:03	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 09:58:03	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 09:58:03	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 09:58:03	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 09:58:03	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 09:58:03	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 09:58:03	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 09:58:03	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 09:58:03	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 09:58:03	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 09:58:03	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 09:58:03	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 09:58:03	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 09:58:03	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 09:58:03	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 09:58:03	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 09:58:03	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 09:58:03	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 09:58:03	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 09:58:03	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 09:58:03	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 09:58:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 09:58:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-23 09:58:05	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-23 09:58:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-23 09:58:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-23 09:58:05	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-23 09:58:05	                main:494]	:	INFO	:	Creating Model
[2022-03-23 09:58:05	                main:507]	:	INFO	:	Preparing config file
[2022-03-23 09:58:05	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-23 09:58:05	                main:512]	:	INFO	:	Loading config
[2022-03-23 09:58:05	                main:514]	:	INFO	:	Loading state
[2022-03-23 09:58:06	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-23 09:58:06	                main:562]	:	INFO	:	Starting Training
[2022-03-23 09:58:11	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311622 | val_loss: 0.031165 | Time: 4473.64 ms
[2022-03-23 09:58:15	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311388 | val_loss: 0.031162 | Time: 3994.62 ms
[2022-03-23 09:58:19	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311366 | val_loss: 0.0311668 | Time: 4176.29 ms
[2022-03-23 09:58:23	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311359 | val_loss: 0.0311599 | Time: 4034.16 ms
[2022-03-23 09:58:27	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031136 | val_loss: 0.03116 | Time: 3945.52 ms
[2022-03-23 09:58:31	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311361 | val_loss: 0.03116 | Time: 4111.24 ms
[2022-03-23 09:58:35	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311349 | val_loss: 0.0311635 | Time: 4045.02 ms
[2022-03-23 09:58:39	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311329 | val_loss: 0.0311661 | Time: 4134.35 ms
[2022-03-23 09:58:43	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311387 | val_loss: 0.0311641 | Time: 4102.88 ms
[2022-03-23 09:58:47	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311361 | val_loss: 0.0311597 | Time: 4160.34 ms
[2022-03-23 09:58:51	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311345 | val_loss: 0.0311652 | Time: 4137.47 ms
[2022-03-23 09:58:55	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311345 | val_loss: 0.0311611 | Time: 3950.71 ms
[2022-03-23 09:58:59	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311348 | val_loss: 0.0311624 | Time: 4083.68 ms
[2022-03-23 09:59:14	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311356 | val_loss: 0.031162 | Time: 14470.9 ms
[2022-03-23 09:59:18	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311349 | val_loss: 0.0311643 | Time: 4192.3 ms
[2022-03-23 09:59:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311329 | val_loss: 0.0311583 | Time: 4114.38 ms
[2022-03-23 09:59:26	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311341 | val_loss: 0.031161 | Time: 3975.61 ms
[2022-03-23 09:59:30	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311321 | val_loss: 0.0311613 | Time: 4189.75 ms
[2022-03-23 09:59:34	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311326 | val_loss: 0.0311603 | Time: 4041.42 ms
[2022-03-23 09:59:38	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311315 | val_loss: 0.0311581 | Time: 3969.8 ms
[2022-03-23 09:59:42	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311332 | val_loss: 0.0311743 | Time: 3956.24 ms
[2022-03-23 09:59:46	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311337 | val_loss: 0.0311616 | Time: 3979.73 ms
[2022-03-23 09:59:51	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311308 | val_loss: 0.0311592 | Time: 4105.01 ms
[2022-03-23 09:59:54	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311314 | val_loss: 0.0311586 | Time: 3838.17 ms
[2022-03-23 09:59:58	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311337 | val_loss: 0.0311566 | Time: 4014.3 ms
[2022-03-23 10:00:03	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311371 | val_loss: 0.0311704 | Time: 4133.19 ms
[2022-03-23 10:00:07	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311547 | val_loss: 0.0311698 | Time: 4010.72 ms
[2022-03-23 10:00:10	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.03115 | val_loss: 0.0311723 | Time: 3949.13 ms
[2022-03-23 10:00:14	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311473 | val_loss: 0.0311616 | Time: 3887.02 ms
[2022-03-23 10:00:18	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311471 | val_loss: 0.0311683 | Time: 4045.74 ms
[2022-03-23 10:00:22	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311436 | val_loss: 0.0311589 | Time: 3995.01 ms
[2022-03-23 10:00:26	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311435 | val_loss: 0.0311683 | Time: 3905.3 ms
[2022-03-23 10:00:30	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311429 | val_loss: 0.0311583 | Time: 3998.47 ms
[2022-03-23 10:00:34	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311386 | val_loss: 0.0311584 | Time: 3956.53 ms
[2022-03-23 10:00:38	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311377 | val_loss: 0.0311619 | Time: 4025.14 ms
[2022-03-23 10:00:42	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311362 | val_loss: 0.0311585 | Time: 3978.71 ms
[2022-03-23 10:00:46	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311372 | val_loss: 0.0311616 | Time: 3871.64 ms
[2022-03-23 10:00:50	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311384 | val_loss: 0.0311599 | Time: 4050.3 ms
[2022-03-23 10:00:54	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311358 | val_loss: 0.0311632 | Time: 3951.17 ms
[2022-03-23 10:00:58	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311361 | val_loss: 0.0311688 | Time: 3976.2 ms
[2022-03-23 10:01:02	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311343 | val_loss: 0.0311596 | Time: 4035.68 ms
[2022-03-23 10:01:06	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311325 | val_loss: 0.0311601 | Time: 3970.32 ms
[2022-03-23 10:01:10	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031133 | val_loss: 0.0311654 | Time: 4051.73 ms
[2022-03-23 10:01:14	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311315 | val_loss: 0.0311638 | Time: 3942.05 ms
[2022-03-23 10:01:18	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311305 | val_loss: 0.0311627 | Time: 4021.53 ms
[2022-03-23 10:01:22	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311307 | val_loss: 0.0311594 | Time: 4155.53 ms
[2022-03-23 10:01:37	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311369 | val_loss: 0.0311598 | Time: 14334.1 ms
[2022-03-23 10:01:41	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311342 | val_loss: 0.0311658 | Time: 4088.04 ms
[2022-03-23 10:01:45	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311338 | val_loss: 0.0311618 | Time: 3998.42 ms
[2022-03-23 10:01:49	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311363 | val_loss: 0.0311645 | Time: 4102.04 ms
[2022-03-23 10:01:53	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311344 | val_loss: 0.0311595 | Time: 4135.81 ms
[2022-03-23 10:01:57	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.031133 | val_loss: 0.0311594 | Time: 4057.56 ms
[2022-03-23 10:02:01	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311338 | val_loss: 0.0311591 | Time: 4114.3 ms
[2022-03-23 10:02:05	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.031133 | val_loss: 0.03116 | Time: 4048.18 ms
[2022-03-23 10:02:09	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311369 | val_loss: 0.0311724 | Time: 4131.6 ms
[2022-03-23 10:02:14	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311534 | val_loss: 0.0311684 | Time: 4029.17 ms
[2022-03-23 10:02:18	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311586 | val_loss: 0.0311643 | Time: 4068.34 ms
[2022-03-23 10:02:22	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.031153 | val_loss: 0.0311614 | Time: 4118.46 ms
[2022-03-23 10:02:26	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311504 | val_loss: 0.0311585 | Time: 4118.16 ms
[2022-03-23 10:02:30	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311459 | val_loss: 0.0311597 | Time: 4126.03 ms
[2022-03-23 10:02:34	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311444 | val_loss: 0.0311587 | Time: 4008.51 ms
[2022-03-23 10:02:38	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311412 | val_loss: 0.0311575 | Time: 4145.61 ms
[2022-03-23 10:02:42	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311401 | val_loss: 0.0311626 | Time: 4193.03 ms
[2022-03-23 10:02:46	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311403 | val_loss: 0.0311581 | Time: 4017.64 ms
[2022-03-23 10:02:50	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311387 | val_loss: 0.0311604 | Time: 4057.27 ms
[2022-03-23 10:02:54	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311389 | val_loss: 0.0311597 | Time: 4036.03 ms
[2022-03-23 10:02:59	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311441 | val_loss: 0.0311656 | Time: 4184.81 ms
[2022-03-23 10:03:03	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311503 | val_loss: 0.0311622 | Time: 4087.61 ms
[2022-03-23 10:03:07	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311462 | val_loss: 0.0311618 | Time: 4072.54 ms
[2022-03-23 10:03:11	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031144 | val_loss: 0.0311608 | Time: 4169.17 ms
[2022-03-23 10:03:15	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031142 | val_loss: 0.0311627 | Time: 4046.89 ms
[2022-03-23 10:03:19	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031141 | val_loss: 0.0311594 | Time: 4096.03 ms
[2022-03-23 10:03:23	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.03114 | val_loss: 0.0311538 | Time: 4011.29 ms
[2022-03-23 10:03:27	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311412 | val_loss: 0.0311623 | Time: 4140.88 ms
[2022-03-23 10:03:32	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311409 | val_loss: 0.031156 | Time: 4207.16 ms
[2022-03-23 10:03:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311422 | val_loss: 0.0311613 | Time: 3956.73 ms
[2022-03-23 10:03:40	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311394 | val_loss: 0.0311605 | Time: 4083.29 ms
[2022-03-23 10:03:44	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311394 | val_loss: 0.0311585 | Time: 4049.84 ms
[2022-03-23 10:03:48	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311384 | val_loss: 0.0311576 | Time: 4140.37 ms
[2022-03-23 10:03:52	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311383 | val_loss: 0.0311567 | Time: 4090.95 ms
[2022-03-23 10:03:56	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311375 | val_loss: 0.031158 | Time: 3976.21 ms
[2022-03-23 10:04:00	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311381 | val_loss: 0.0311601 | Time: 4198.47 ms
[2022-03-23 10:04:04	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311384 | val_loss: 0.031163 | Time: 4094.87 ms
[2022-03-23 10:04:08	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311381 | val_loss: 0.0311609 | Time: 4072.57 ms
[2022-03-23 10:04:12	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311409 | val_loss: 0.0311627 | Time: 4086.69 ms
[2022-03-23 10:04:16	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311407 | val_loss: 0.0311586 | Time: 4029.98 ms
[2022-03-23 10:04:21	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031139 | val_loss: 0.0311615 | Time: 4187.13 ms
[2022-03-23 10:04:25	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311391 | val_loss: 0.0311618 | Time: 4012.85 ms
[2022-03-23 10:04:29	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311391 | val_loss: 0.0311633 | Time: 4051 ms
[2022-03-23 10:04:33	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311376 | val_loss: 0.0311624 | Time: 4213.12 ms
[2022-03-23 10:04:37	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311363 | val_loss: 0.0311573 | Time: 4139.62 ms
[2022-03-23 10:04:41	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311366 | val_loss: 0.0311658 | Time: 4103.2 ms
[2022-03-23 10:04:45	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311351 | val_loss: 0.0311575 | Time: 4010.24 ms
[2022-03-23 10:04:49	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311342 | val_loss: 0.0311593 | Time: 4120.24 ms
[2022-03-23 10:04:53	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031133 | val_loss: 0.0311637 | Time: 4026.17 ms
[2022-03-23 10:04:57	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311347 | val_loss: 0.0311559 | Time: 3924.28 ms
[2022-03-23 10:05:01	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311352 | val_loss: 0.0311595 | Time: 3984.19 ms
[2022-03-23 10:05:05	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311366 | val_loss: 0.0311582 | Time: 3998.17 ms
[2022-03-23 10:05:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311385 | val_loss: 0.0311657 | Time: 4059.26 ms
[2022-03-23 10:05:13	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311403 | val_loss: 0.0311718 | Time: 3944.38 ms
[2022-03-23 10:05:17	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311426 | val_loss: 0.0311579 | Time: 3875.71 ms
[2022-03-23 10:05:21	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311395 | val_loss: 0.0311584 | Time: 3979.8 ms
[2022-03-23 10:05:25	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311427 | val_loss: 0.0311741 | Time: 4026.72 ms
[2022-03-23 10:05:29	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.031142 | val_loss: 0.0311641 | Time: 3992.17 ms
[2022-03-23 10:05:33	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311409 | val_loss: 0.0311589 | Time: 3885.91 ms
[2022-03-23 10:05:37	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031138 | val_loss: 0.0311649 | Time: 3984.7 ms
[2022-03-23 10:05:41	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311371 | val_loss: 0.0311578 | Time: 4071.33 ms
[2022-03-23 10:05:45	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311356 | val_loss: 0.0311601 | Time: 3890.05 ms
[2022-03-23 10:05:49	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.031134 | val_loss: 0.031158 | Time: 4003.44 ms
[2022-03-23 10:05:53	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311361 | val_loss: 0.0311653 | Time: 3973.23 ms
[2022-03-23 10:05:57	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311378 | val_loss: 0.0311572 | Time: 4019.06 ms
[2022-03-23 10:06:01	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311345 | val_loss: 0.0311634 | Time: 4203.91 ms
[2022-03-23 10:06:05	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311334 | val_loss: 0.03116 | Time: 4136.58 ms
[2022-03-23 10:06:10	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311325 | val_loss: 0.0311644 | Time: 4127 ms
[2022-03-23 10:06:14	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311343 | val_loss: 0.0311585 | Time: 4152.19 ms
[2022-03-23 10:06:18	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031135 | val_loss: 0.0311706 | Time: 3939.68 ms
[2022-03-23 10:06:22	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311493 | val_loss: 0.0311686 | Time: 3921.88 ms
[2022-03-23 10:06:25	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311449 | val_loss: 0.0311655 | Time: 3885.04 ms
[2022-03-23 10:06:30	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.031143 | val_loss: 0.0311629 | Time: 4107.41 ms
[2022-03-23 10:06:33	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311412 | val_loss: 0.0311618 | Time: 3914.75 ms
[2022-03-23 10:06:37	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031138 | val_loss: 0.0311639 | Time: 3891.4 ms
[2022-03-23 10:06:41	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.03114 | val_loss: 0.0311649 | Time: 3957.75 ms
[2022-03-23 10:06:45	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311369 | val_loss: 0.0311611 | Time: 3938.54 ms
[2022-03-23 10:06:49	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311352 | val_loss: 0.0311565 | Time: 4047.7 ms
[2022-03-23 10:06:53	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311359 | val_loss: 0.031162 | Time: 3876.11 ms
[2022-03-23 10:06:57	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311347 | val_loss: 0.0311611 | Time: 3854.13 ms
[2022-03-23 10:07:01	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311332 | val_loss: 0.0311671 | Time: 4158.8 ms
[2022-03-23 10:07:05	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311335 | val_loss: 0.0311588 | Time: 4007.71 ms
[2022-03-23 10:07:09	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311357 | val_loss: 0.0311599 | Time: 4180.81 ms
[2022-03-23 10:07:14	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311385 | val_loss: 0.0311612 | Time: 4122.02 ms
[2022-03-23 10:07:18	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311361 | val_loss: 0.0311589 | Time: 4116.05 ms
[2022-03-23 10:07:22	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311357 | val_loss: 0.0311584 | Time: 4121.24 ms
[2022-03-23 10:07:26	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311358 | val_loss: 0.0311589 | Time: 3907.28 ms
[2022-03-23 10:07:30	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311345 | val_loss: 0.0311565 | Time: 3964.2 ms
[2022-03-23 10:07:34	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311349 | val_loss: 0.031158 | Time: 3990.88 ms
[2022-03-23 10:07:38	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311331 | val_loss: 0.0311568 | Time: 4020.53 ms
[2022-03-23 10:07:42	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031134 | val_loss: 0.0311578 | Time: 3934.57 ms
[2022-03-23 10:07:46	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311343 | val_loss: 0.0311562 | Time: 3945.55 ms
[2022-03-23 10:07:50	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311344 | val_loss: 0.0311595 | Time: 3992.45 ms
[2022-03-23 10:07:54	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311322 | val_loss: 0.0311642 | Time: 4043.14 ms
[2022-03-23 10:07:58	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031131 | val_loss: 0.0311564 | Time: 3900.4 ms
[2022-03-23 10:08:02	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311323 | val_loss: 0.0311582 | Time: 4003.99 ms
[2022-03-23 10:08:06	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311311 | val_loss: 0.0311583 | Time: 3968.01 ms
[2022-03-23 10:08:10	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311313 | val_loss: 0.0311607 | Time: 4094.4 ms
[2022-03-23 10:08:14	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311316 | val_loss: 0.0311574 | Time: 3887.4 ms
[2022-03-23 10:08:17	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311354 | val_loss: 0.03116 | Time: 3909.06 ms
[2022-03-23 10:08:21	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311353 | val_loss: 0.0311564 | Time: 4011.67 ms
[2022-03-23 10:08:25	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311325 | val_loss: 0.031158 | Time: 3953.66 ms
[2022-03-23 10:08:29	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311313 | val_loss: 0.0311629 | Time: 3941.86 ms
[2022-03-23 10:08:33	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311334 | val_loss: 0.0311619 | Time: 3913.22 ms
[2022-03-23 10:08:37	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311318 | val_loss: 0.0311604 | Time: 3992.21 ms
[2022-03-23 10:08:41	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311314 | val_loss: 0.0311597 | Time: 4036.04 ms
[2022-03-23 10:08:45	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311308 | val_loss: 0.0311604 | Time: 3887.47 ms
[2022-03-23 10:08:49	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031131 | val_loss: 0.0311574 | Time: 3954 ms
[2022-03-23 10:08:53	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311304 | val_loss: 0.0311633 | Time: 3987.72 ms
[2022-03-23 10:08:57	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311295 | val_loss: 0.0311583 | Time: 3946.08 ms
[2022-03-23 10:09:01	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311285 | val_loss: 0.0311628 | Time: 3968.09 ms
[2022-03-23 10:09:05	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311309 | val_loss: 0.031159 | Time: 3816.16 ms
[2022-03-23 10:09:09	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311301 | val_loss: 0.0311597 | Time: 4011.55 ms
[2022-03-23 10:09:13	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311296 | val_loss: 0.0311622 | Time: 4004.43 ms
[2022-03-23 10:09:17	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311284 | val_loss: 0.0311599 | Time: 3861.48 ms
[2022-03-23 10:09:21	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311285 | val_loss: 0.0311554 | Time: 3915.57 ms
[2022-03-23 10:09:25	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311308 | val_loss: 0.0311605 | Time: 3898.46 ms
[2022-03-23 10:09:29	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311274 | val_loss: 0.0311589 | Time: 4065.65 ms
[2022-03-23 10:09:33	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311265 | val_loss: 0.0311593 | Time: 4006.48 ms
[2022-03-23 10:09:37	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311289 | val_loss: 0.0311635 | Time: 3850.7 ms
[2022-03-23 10:09:41	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311274 | val_loss: 0.0311583 | Time: 4017.57 ms
[2022-03-23 10:09:45	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311268 | val_loss: 0.0311589 | Time: 3927.06 ms
[2022-03-23 10:09:48	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311269 | val_loss: 0.0311587 | Time: 3945.17 ms
[2022-03-23 10:09:52	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311293 | val_loss: 0.0311621 | Time: 3953.12 ms
[2022-03-23 10:09:56	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311317 | val_loss: 0.0311636 | Time: 3869.26 ms
[2022-03-23 10:10:00	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311306 | val_loss: 0.0311614 | Time: 4057.57 ms
[2022-03-23 10:10:04	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311345 | val_loss: 0.0311708 | Time: 3938.33 ms
[2022-03-23 10:10:08	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311362 | val_loss: 0.0311615 | Time: 3936.32 ms
[2022-03-23 10:10:12	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311362 | val_loss: 0.0311606 | Time: 3962.81 ms
[2022-03-23 10:10:16	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311331 | val_loss: 0.0311574 | Time: 3959.95 ms
[2022-03-23 10:10:20	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031136 | val_loss: 0.0311575 | Time: 4086.04 ms
[2022-03-23 10:10:24	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311373 | val_loss: 0.0311587 | Time: 4007.04 ms
[2022-03-23 10:10:28	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311358 | val_loss: 0.0311618 | Time: 4056.79 ms
[2022-03-23 10:10:32	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311349 | val_loss: 0.0311635 | Time: 4114.35 ms
[2022-03-23 10:10:36	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311376 | val_loss: 0.0311634 | Time: 3942.21 ms
[2022-03-23 10:10:40	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311344 | val_loss: 0.0311616 | Time: 4005.31 ms
[2022-03-23 10:10:44	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031135 | val_loss: 0.0311631 | Time: 3993.74 ms
[2022-03-23 10:10:49	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311329 | val_loss: 0.0311631 | Time: 4098.37 ms
[2022-03-23 10:10:53	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311326 | val_loss: 0.0311627 | Time: 4088.29 ms
[2022-03-23 10:10:57	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311346 | val_loss: 0.0311605 | Time: 3922.37 ms
[2022-03-23 10:11:01	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311411 | val_loss: 0.0311576 | Time: 4059.56 ms
[2022-03-23 10:11:05	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311377 | val_loss: 0.0311577 | Time: 4036.16 ms
[2022-03-23 10:11:09	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311336 | val_loss: 0.0311763 | Time: 4145.97 ms
[2022-03-23 10:11:13	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311372 | val_loss: 0.0311615 | Time: 4031 ms
[2022-03-23 10:11:17	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311342 | val_loss: 0.0311586 | Time: 4080.03 ms
[2022-03-23 10:11:21	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311311 | val_loss: 0.0311559 | Time: 4064.43 ms
[2022-03-23 10:11:25	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.03113 | val_loss: 0.0311571 | Time: 4078.4 ms
[2022-03-23 10:11:29	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311279 | val_loss: 0.0311591 | Time: 4063.19 ms
[2022-03-23 10:11:33	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311335 | val_loss: 0.0311597 | Time: 4024.14 ms
[2022-03-23 10:11:37	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311381 | val_loss: 0.0311562 | Time: 4048.07 ms
[2022-03-23 10:11:41	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031137 | val_loss: 0.0311582 | Time: 4140.57 ms
[2022-03-23 10:11:45	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311351 | val_loss: 0.0311567 | Time: 3939.47 ms
[2022-03-23 10:11:49	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311321 | val_loss: 0.0311578 | Time: 4000.7 ms
[2022-03-23 10:11:53	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311326 | val_loss: 0.03116 | Time: 4089.39 ms
[2022-03-23 10:11:58	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311332 | val_loss: 0.0311591 | Time: 4067.17 ms
[2022-03-23 10:12:02	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311312 | val_loss: 0.0311556 | Time: 4117.9 ms
[2022-03-23 10:12:06	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311298 | val_loss: 0.0311619 | Time: 3932.95 ms
[2022-03-23 10:12:10	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311262 | val_loss: 0.0311654 | Time: 4064.28 ms
[2022-03-23 10:12:14	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311291 | val_loss: 0.0311594 | Time: 4059.49 ms
[2022-03-23 10:12:18	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311272 | val_loss: 0.0311548 | Time: 3974.32 ms
[2022-03-23 10:12:22	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311277 | val_loss: 0.0311594 | Time: 3961.48 ms
[2022-03-23 10:12:26	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311279 | val_loss: 0.0311616 | Time: 3966.57 ms
[2022-03-23 10:12:30	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311326 | val_loss: 0.0311633 | Time: 4109.29 ms
[2022-03-23 10:12:34	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311333 | val_loss: 0.03116 | Time: 3935.49 ms
[2022-03-23 10:12:38	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311329 | val_loss: 0.0311605 | Time: 3967.66 ms
[2022-03-23 10:12:42	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311367 | val_loss: 0.031163 | Time: 4100.41 ms
[2022-03-23 10:12:46	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311372 | val_loss: 0.0311661 | Time: 4099.2 ms
[2022-03-23 10:12:50	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311521 | val_loss: 0.0311685 | Time: 4118.56 ms
[2022-03-23 10:12:54	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311494 | val_loss: 0.0311596 | Time: 3902.28 ms
[2022-03-23 10:12:58	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311472 | val_loss: 0.0311599 | Time: 3927.2 ms
[2022-03-23 10:13:02	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311427 | val_loss: 0.0311608 | Time: 4201.2 ms
[2022-03-23 10:13:06	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311412 | val_loss: 0.0311608 | Time: 4150.76 ms
[2022-03-23 10:13:20	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311408 | val_loss: 0.0311612 | Time: 14248.8 ms
[2022-03-23 10:13:24	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311399 | val_loss: 0.0311567 | Time: 3978.19 ms
[2022-03-23 10:13:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311381 | val_loss: 0.0311632 | Time: 4012.4 ms
[2022-03-23 10:13:32	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031137 | val_loss: 0.0311578 | Time: 3918.6 ms
[2022-03-23 10:13:36	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311364 | val_loss: 0.0311617 | Time: 3823.29 ms
[2022-03-23 10:13:40	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311387 | val_loss: 0.0311563 | Time: 3967.9 ms
[2022-03-23 10:13:44	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311376 | val_loss: 0.031159 | Time: 3984.64 ms
[2022-03-23 10:13:48	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311406 | val_loss: 0.0311651 | Time: 3935.93 ms
[2022-03-23 10:13:52	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311468 | val_loss: 0.0311618 | Time: 3936.31 ms
[2022-03-23 10:13:56	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311393 | val_loss: 0.0311648 | Time: 3879.62 ms
[2022-03-23 10:14:00	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311373 | val_loss: 0.0311595 | Time: 3996.11 ms
[2022-03-23 10:14:04	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311357 | val_loss: 0.0311599 | Time: 4002.49 ms
[2022-03-23 10:14:08	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311356 | val_loss: 0.0311578 | Time: 3836.65 ms
[2022-03-23 10:14:12	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311325 | val_loss: 0.0311605 | Time: 3944.05 ms
[2022-03-23 10:14:16	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311359 | val_loss: 0.0311597 | Time: 3930.77 ms
[2022-03-23 10:14:20	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311391 | val_loss: 0.0311601 | Time: 3913.06 ms
[2022-03-23 10:14:23	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311397 | val_loss: 0.0311593 | Time: 3878.13 ms
[2022-03-23 10:14:27	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311408 | val_loss: 0.0311652 | Time: 3858.35 ms
[2022-03-23 10:14:31	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.031142 | val_loss: 0.0311678 | Time: 3930.91 ms
[2022-03-23 10:14:35	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311416 | val_loss: 0.0311612 | Time: 3884.27 ms
[2022-03-23 10:14:39	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311419 | val_loss: 0.031158 | Time: 3903.1 ms
[2022-03-23 10:14:43	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311413 | val_loss: 0.0311579 | Time: 4001.54 ms
[2022-03-23 10:14:47	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311408 | val_loss: 0.0311578 | Time: 3892.69 ms
[2022-03-23 10:14:51	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311414 | val_loss: 0.0311616 | Time: 3971.38 ms
[2022-03-23 10:14:55	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311416 | val_loss: 0.0311582 | Time: 3837.24 ms
[2022-03-23 10:14:59	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311417 | val_loss: 0.0311598 | Time: 3945.55 ms
[2022-03-23 10:15:03	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311412 | val_loss: 0.0311601 | Time: 4109.83 ms
[2022-03-23 10:15:07	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311442 | val_loss: 0.0311613 | Time: 3881.95 ms
[2022-03-23 10:15:11	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.031141 | val_loss: 0.0311608 | Time: 3894.07 ms
[2022-03-23 10:15:14	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311404 | val_loss: 0.0311587 | Time: 3797.34 ms
[2022-03-23 10:15:18	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311397 | val_loss: 0.0311609 | Time: 4000.21 ms
[2022-03-23 10:15:22	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311374 | val_loss: 0.0311594 | Time: 4030.57 ms
[2022-03-23 10:15:26	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311406 | val_loss: 0.0311637 | Time: 3819.13 ms
[2022-03-23 10:15:30	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311536 | val_loss: 0.031169 | Time: 3891.47 ms
[2022-03-23 10:15:34	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311537 | val_loss: 0.0311676 | Time: 3880.77 ms
[2022-03-23 10:15:38	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311537 | val_loss: 0.0311676 | Time: 3914.78 ms
[2022-03-23 10:15:42	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311513 | val_loss: 0.0311646 | Time: 3894.54 ms
[2022-03-23 10:15:46	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311506 | val_loss: 0.0311612 | Time: 3798.03 ms
[2022-03-23 10:15:50	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031148 | val_loss: 0.0311642 | Time: 3930.87 ms
[2022-03-23 10:15:54	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311488 | val_loss: 0.0311634 | Time: 3978.58 ms
[2022-03-23 10:15:57	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311471 | val_loss: 0.0311605 | Time: 3825.88 ms
[2022-03-23 10:16:01	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311531 | val_loss: 0.0311608 | Time: 3981.68 ms
[2022-03-23 10:16:05	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312485 | val_loss: 0.0313739 | Time: 3845.71 ms
[2022-03-23 10:16:09	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.042395 | val_loss: 0.0350089 | Time: 3961.69 ms
[2022-03-23 10:16:13	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0331803 | val_loss: 0.0318082 | Time: 3963.26 ms
[2022-03-23 10:16:17	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031473 | val_loss: 0.0313471 | Time: 3811.57 ms
[2022-03-23 10:16:21	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.031372 | val_loss: 0.0312454 | Time: 3930.2 ms
[2022-03-23 10:16:25	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0312372 | val_loss: 0.0312242 | Time: 3980.98 ms
[2022-03-23 10:16:29	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0312194 | val_loss: 0.0312121 | Time: 3989.4 ms
[2022-03-23 10:16:33	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0312126 | val_loss: 0.0312071 | Time: 3935.64 ms
[2022-03-23 10:16:37	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0312099 | val_loss: 0.031205 | Time: 3843.07 ms
[2022-03-23 10:16:41	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0312086 | val_loss: 0.0312041 | Time: 3994.7 ms
[2022-03-23 10:16:45	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0312082 | val_loss: 0.031206 | Time: 3949.35 ms
[2022-03-23 10:16:49	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312074 | val_loss: 0.0312037 | Time: 3888.56 ms
[2022-03-23 10:16:53	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312069 | val_loss: 0.031203 | Time: 3920.73 ms
[2022-03-23 10:16:56	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312065 | val_loss: 0.0312024 | Time: 3950.75 ms
[2022-03-23 10:17:01	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312059 | val_loss: 0.0312015 | Time: 4102.29 ms
[2022-03-23 10:17:04	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312049 | val_loss: 0.0312007 | Time: 3855.48 ms
[2022-03-23 10:17:08	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0312037 | val_loss: 0.0312013 | Time: 3847.69 ms
[2022-03-23 10:17:12	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312041 | val_loss: 0.0312022 | Time: 3926.67 ms
[2022-03-23 10:17:16	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312046 | val_loss: 0.0311996 | Time: 4016.55 ms
[2022-03-23 10:17:20	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.031202 | val_loss: 0.0311985 | Time: 3897.95 ms
[2022-03-23 10:17:24	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0312019 | val_loss: 0.0311987 | Time: 3867.93 ms
[2022-03-23 10:17:28	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0312007 | val_loss: 0.0311985 | Time: 3936.06 ms
[2022-03-23 10:17:32	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312008 | val_loss: 0.0312017 | Time: 4385.06 ms
[2022-03-23 10:17:36	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0312011 | val_loss: 0.0311963 | Time: 4110.55 ms
[2022-03-23 10:17:41	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312003 | val_loss: 0.0311964 | Time: 4065.33 ms
[2022-03-23 10:17:45	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311991 | val_loss: 0.0311963 | Time: 3971.94 ms
[2022-03-23 10:17:49	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0312 | val_loss: 0.0311969 | Time: 4058.42 ms
[2022-03-23 10:17:53	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311987 | val_loss: 0.0311956 | Time: 4128.1 ms
[2022-03-23 10:17:57	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311987 | val_loss: 0.0311958 | Time: 3879.73 ms
[2022-03-23 10:18:01	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311984 | val_loss: 0.0311963 | Time: 4175.23 ms
[2022-03-23 10:18:05	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031199 | val_loss: 0.031195 | Time: 4094.84 ms
[2022-03-23 10:18:09	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311991 | val_loss: 0.0311959 | Time: 4086.02 ms
[2022-03-23 10:18:13	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312009 | val_loss: 0.0312045 | Time: 3963.43 ms
[2022-03-23 10:18:17	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0312048 | val_loss: 0.0312042 | Time: 3997.08 ms
[2022-03-23 10:18:21	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312032 | val_loss: 0.0311955 | Time: 4121.49 ms
[2022-03-23 10:18:25	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311993 | val_loss: 0.0311955 | Time: 3910.23 ms
[2022-03-23 10:18:29	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311987 | val_loss: 0.0311961 | Time: 4041 ms
[2022-03-23 10:18:33	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312 | val_loss: 0.0311967 | Time: 4146.59 ms
[2022-03-23 10:18:37	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311996 | val_loss: 0.0311958 | Time: 3998.89 ms
[2022-03-23 10:18:41	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311977 | val_loss: 0.0311963 | Time: 4121.43 ms
[2022-03-23 10:18:45	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311988 | val_loss: 0.0311946 | Time: 3928.01 ms
[2022-03-23 10:18:49	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311977 | val_loss: 0.0311965 | Time: 4068.59 ms
[2022-03-23 10:18:53	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311984 | val_loss: 0.0311958 | Time: 4094.47 ms
[2022-03-23 10:18:57	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311995 | val_loss: 0.0311972 | Time: 3994.06 ms
[2022-03-23 10:19:02	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031199 | val_loss: 0.0311956 | Time: 4184.34 ms
[2022-03-23 10:19:06	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031199 | val_loss: 0.0311971 | Time: 4025.33 ms
[2022-03-23 10:19:10	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312006 | val_loss: 0.0311966 | Time: 4061.23 ms
[2022-03-23 10:19:14	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311976 | val_loss: 0.0311946 | Time: 4033.27 ms
[2022-03-23 10:19:18	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311973 | val_loss: 0.0311955 | Time: 3906.6 ms
[2022-03-23 10:19:22	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311974 | val_loss: 0.0311948 | Time: 4084.24 ms
[2022-03-23 10:19:26	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311974 | val_loss: 0.0311951 | Time: 4066.72 ms
[2022-03-23 10:19:30	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311979 | val_loss: 0.0311946 | Time: 4028.98 ms
[2022-03-23 10:19:34	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311981 | val_loss: 0.031198 | Time: 4045.97 ms
[2022-03-23 10:19:38	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312001 | val_loss: 0.0311994 | Time: 4141.99 ms
[2022-03-23 10:19:42	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311997 | val_loss: 0.0311981 | Time: 4085.2 ms
[2022-03-23 10:19:46	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311984 | val_loss: 0.0311948 | Time: 3916.47 ms
[2022-03-23 10:19:50	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031197 | val_loss: 0.0311964 | Time: 3983.54 ms
[2022-03-23 10:19:54	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311988 | val_loss: 0.0311947 | Time: 4038.22 ms
[2022-03-23 10:19:58	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311994 | val_loss: 0.0311933 | Time: 4021.45 ms
[2022-03-23 10:20:02	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311944 | val_loss: 0.0311901 | Time: 4174.2 ms
[2022-03-23 10:20:06	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311925 | val_loss: 0.0311898 | Time: 4041.44 ms
[2022-03-23 10:20:11	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031192 | val_loss: 0.031191 | Time: 4236.55 ms
[2022-03-23 10:20:15	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031191 | val_loss: 0.0311859 | Time: 4072.09 ms
[2022-03-23 10:20:19	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311868 | val_loss: 0.0311827 | Time: 4101.89 ms
[2022-03-23 10:20:23	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311843 | val_loss: 0.0311869 | Time: 4054.46 ms
[2022-03-23 10:20:27	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311845 | val_loss: 0.0311825 | Time: 3996.94 ms
[2022-03-23 10:20:31	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311843 | val_loss: 0.0311792 | Time: 4075.98 ms
[2022-03-23 10:20:35	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311816 | val_loss: 0.0311772 | Time: 4009.28 ms
[2022-03-23 10:20:39	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311807 | val_loss: 0.031179 | Time: 3941.13 ms
[2022-03-23 10:20:43	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311814 | val_loss: 0.031177 | Time: 3982.06 ms
[2022-03-23 10:20:47	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311801 | val_loss: 0.031179 | Time: 4162.55 ms
[2022-03-23 10:20:51	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311813 | val_loss: 0.0311839 | Time: 4006.52 ms
[2022-03-23 10:20:55	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311846 | val_loss: 0.0311836 | Time: 4033.26 ms
[2022-03-23 10:20:59	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.03118 | val_loss: 0.0311768 | Time: 4101.8 ms
[2022-03-23 10:21:03	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311781 | val_loss: 0.0311758 | Time: 4150.56 ms
[2022-03-23 10:21:07	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311773 | val_loss: 0.0311757 | Time: 3908.72 ms
[2022-03-23 10:21:11	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311757 | val_loss: 0.0311751 | Time: 3990.23 ms
[2022-03-23 10:21:11	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311751
[2022-03-23 10:21:11	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-23 10:21:11	                main:608]	:	INFO	:	Success, exiting..
10:21:11 (1668): 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)