Task 10247800

Name ParityModified-1639950353-28363-1-0_0
Workunit 7607795
Created 28 Dec 2021, 15:33:16 UTC
Sent 14 Jan 2022, 18:15:37 UTC
Report deadline 22 Jan 2022, 18:15:37 UTC
Received 15 Jan 2022, 2:15:59 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17991
Run time 4 hours 45 min 58 sec
CPU time 4 hours 4 min 7 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,458.46 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.32 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
ain:574]	:	INFO	:	Epoch 1567 | loss: 0.0311476 | val_loss: 0.0311654 | Time: 8188.08 ms
[2022-01-14 17:03:51	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311489 | val_loss: 0.0311655 | Time: 8047.73 ms
[2022-01-14 17:03:59	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311471 | val_loss: 0.0311696 | Time: 8200.08 ms
[2022-01-14 17:04:07	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311459 | val_loss: 0.0311657 | Time: 8138.45 ms
[2022-01-14 17:04:16	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311425 | val_loss: 0.0311615 | Time: 8098.85 ms
[2022-01-14 17:04:23	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.031141 | val_loss: 0.031166 | Time: 7815.95 ms
[2022-01-14 17:04:31	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311405 | val_loss: 0.0311648 | Time: 7991.66 ms
[2022-01-14 17:04:39	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311412 | val_loss: 0.0311709 | Time: 8108.69 ms
[2022-01-14 17:04:48	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311447 | val_loss: 0.0311658 | Time: 8039.66 ms
[2022-01-14 17:04:56	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311474 | val_loss: 0.031173 | Time: 8319.98 ms
[2022-01-14 17:05:05	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311488 | val_loss: 0.0311673 | Time: 8651.97 ms
[2022-01-14 17:05:13	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311433 | val_loss: 0.0311658 | Time: 8702.44 ms
[2022-01-14 17:05:21	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311461 | val_loss: 0.0311679 | Time: 7859.31 ms
[2022-01-14 17:05:29	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311441 | val_loss: 0.0311699 | Time: 8286.88 ms
[2022-01-14 17:05:38	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311468 | val_loss: 0.0311703 | Time: 8470.58 ms
[2022-01-14 17:05:46	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311504 | val_loss: 0.031164 | Time: 8044.6 ms
[2022-01-14 17:05:54	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311486 | val_loss: 0.0311655 | Time: 8058.14 ms
[2022-01-14 17:06:02	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311474 | val_loss: 0.0311699 | Time: 7908.05 ms
[2022-01-14 17:06:10	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311447 | val_loss: 0.0311639 | Time: 8223.84 ms
[2022-01-14 17:06:19	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311427 | val_loss: 0.0311659 | Time: 8352.11 ms
[2022-01-14 17:06:27	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.031143 | val_loss: 0.0311643 | Time: 8303.96 ms
[2022-01-14 17:06:35	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311412 | val_loss: 0.0311627 | Time: 8518.42 ms
[2022-01-14 17:06:43	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311405 | val_loss: 0.0311616 | Time: 7650.86 ms
[2022-01-14 17:06:52	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311424 | val_loss: 0.0311746 | Time: 8460.33 ms
[2022-01-14 17:07:00	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311447 | val_loss: 0.0311664 | Time: 8107.95 ms
[2022-01-14 17:07:08	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311395 | val_loss: 0.031163 | Time: 8274.48 ms
[2022-01-14 17:07:16	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311366 | val_loss: 0.0311613 | Time: 8249.57 ms
[2022-01-14 17:07:24	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311372 | val_loss: 0.0311617 | Time: 8263.24 ms
[2022-01-14 17:07:33	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311397 | val_loss: 0.0311704 | Time: 8243.27 ms
[2022-01-14 17:07:41	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311397 | val_loss: 0.0311662 | Time: 7820.43 ms
[2022-01-14 17:07:49	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311368 | val_loss: 0.031163 | Time: 8034.98 ms
[2022-01-14 17:07:57	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311363 | val_loss: 0.0311634 | Time: 8552.47 ms
[2022-01-14 17:08:05	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311371 | val_loss: 0.0311671 | Time: 8132.82 ms
[2022-01-14 17:08:13	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311375 | val_loss: 0.0311673 | Time: 8044.4 ms
[2022-01-14 17:08:22	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311354 | val_loss: 0.0311638 | Time: 8168.81 ms
[2022-01-14 17:08:30	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311362 | val_loss: 0.0311638 | Time: 8425.58 ms
[2022-01-14 17:08:39	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311367 | val_loss: 0.0311685 | Time: 8498.53 ms
[2022-01-14 17:08:47	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311381 | val_loss: 0.0311665 | Time: 8480.47 ms
[2022-01-14 17:08:55	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311385 | val_loss: 0.0311692 | Time: 7927.22 ms
[2022-01-14 17:09:03	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311364 | val_loss: 0.0311656 | Time: 8468.81 ms
[2022-01-14 17:09:11	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311354 | val_loss: 0.0311696 | Time: 7981.24 ms
[2022-01-14 17:09:20	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311352 | val_loss: 0.0311663 | Time: 8503.19 ms
[2022-01-14 17:09:28	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031133 | val_loss: 0.031165 | Time: 8245.65 ms
[2022-01-14 17:09:37	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311354 | val_loss: 0.0311709 | Time: 8330.87 ms
[2022-01-14 17:09:45	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311371 | val_loss: 0.0311687 | Time: 8026.68 ms
[2022-01-14 17:09:53	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311395 | val_loss: 0.0311664 | Time: 7905.5 ms
[2022-01-14 17:10:00	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311366 | val_loss: 0.0311678 | Time: 7949.94 ms
[2022-01-14 17:10:09	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031134 | val_loss: 0.0311665 | Time: 8297.89 ms
[2022-01-14 17:10:17	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311336 | val_loss: 0.0311651 | Time: 7940.86 ms
[2022-01-14 17:10:25	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311309 | val_loss: 0.0311695 | Time: 8304.7 ms
[2022-01-14 17:10:33	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311325 | val_loss: 0.0311643 | Time: 7953.73 ms
[2022-01-14 17:10:41	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311313 | val_loss: 0.0311763 | Time: 7503.66 ms
[2022-01-14 17:10:49	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311344 | val_loss: 0.0311635 | Time: 8515.89 ms
[2022-01-14 17:10:57	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311321 | val_loss: 0.0311634 | Time: 8183.11 ms
[2022-01-14 17:11:05	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311352 | val_loss: 0.031165 | Time: 8094.08 ms
[2022-01-14 17:11:13	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031132 | val_loss: 0.0311607 | Time: 7945.16 ms
[2022-01-14 17:11:21	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311352 | val_loss: 0.0311667 | Time: 8046.54 ms
[2022-01-14 17:11:30	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311321 | val_loss: 0.0311737 | Time: 8280.97 ms
[2022-01-14 17:11:38	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311347 | val_loss: 0.0311767 | Time: 8279.06 ms
[2022-01-14 17:11:46	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311378 | val_loss: 0.031168 | Time: 8054.52 ms
[2022-01-14 17:11:54	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311352 | val_loss: 0.031162 | Time: 7840.05 ms
[2022-01-14 17:12:02	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311327 | val_loss: 0.0311629 | Time: 7852.37 ms
[2022-01-14 17:12:10	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311316 | val_loss: 0.0311657 | Time: 8249.33 ms
[2022-01-14 17:12:18	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311321 | val_loss: 0.0311656 | Time: 8103.2 ms
[2022-01-14 17:12:26	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311332 | val_loss: 0.031162 | Time: 7741.87 ms
[2022-01-14 17:12:34	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311347 | val_loss: 0.0311621 | Time: 8240.91 ms
[2022-01-14 17:12:42	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311369 | val_loss: 0.0311607 | Time: 8120.57 ms
[2022-01-14 17:12:50	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311358 | val_loss: 0.0311596 | Time: 8089.1 ms
[2022-01-14 17:12:59	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311369 | val_loss: 0.0311656 | Time: 8380.65 ms
[2022-01-14 17:13:07	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311341 | val_loss: 0.0311606 | Time: 8487.37 ms
[2022-01-14 17:13:16	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311327 | val_loss: 0.0311665 | Time: 8364.72 ms
[2022-01-14 17:13:24	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311329 | val_loss: 0.0311596 | Time: 8038.65 ms
[2022-01-14 17:13:32	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311331 | val_loss: 0.0311589 | Time: 8340.3 ms
[2022-01-14 17:13:40	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311342 | val_loss: 0.0311624 | Time: 8113.75 ms
[2022-01-14 17:13:48	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311296 | val_loss: 0.0311648 | Time: 7925.43 ms
[2022-01-14 17:13:57	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311325 | val_loss: 0.0311684 | Time: 8637.35 ms
[2022-01-14 17:14:05	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311372 | val_loss: 0.031161 | Time: 7743.08 ms
[2022-01-14 17:14:13	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311355 | val_loss: 0.0311671 | Time: 8744.65 ms
[2022-01-14 17:14:21	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311371 | val_loss: 0.0311681 | Time: 7636.57 ms
[2022-01-14 17:14:29	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311311 | val_loss: 0.0311633 | Time: 8399.85 ms
[2022-01-14 17:14:38	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311278 | val_loss: 0.0311635 | Time: 8377.4 ms
[2022-01-14 17:14:46	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311299 | val_loss: 0.0311646 | Time: 7955.05 ms
[2022-01-14 17:14:54	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311321 | val_loss: 0.0311663 | Time: 8683.88 ms
[2022-01-14 17:15:02	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311374 | val_loss: 0.0311676 | Time: 7745.96 ms
[2022-01-14 17:15:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311357 | val_loss: 0.0311633 | Time: 8101.72 ms
[2022-01-14 17:15:19	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031134 | val_loss: 0.0311646 | Time: 8465.35 ms
[2022-01-14 17:15:27	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311331 | val_loss: 0.0311638 | Time: 8359.22 ms
[2022-01-14 17:15:36	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311324 | val_loss: 0.0311606 | Time: 8496.49 ms
[2022-01-14 17:15:43	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311309 | val_loss: 0.0311622 | Time: 7583.84 ms
[2022-01-14 17:15:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311303 | val_loss: 0.0311639 | Time: 8965.21 ms
[2022-01-14 17:16:01	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311369 | val_loss: 0.0311669 | Time: 8375.13 ms
[2022-01-14 17:16:09	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311365 | val_loss: 0.0311639 | Time: 8056.22 ms
[2022-01-14 17:16:17	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311319 | val_loss: 0.0311643 | Time: 7974.95 ms
[2022-01-14 17:16:25	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311356 | val_loss: 0.0311609 | Time: 7884.29 ms
[2022-01-14 17:16:33	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311317 | val_loss: 0.0311631 | Time: 8228.36 ms
[2022-01-14 17:16:41	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311294 | val_loss: 0.0311604 | Time: 8129.69 ms
[2022-01-14 17:16:50	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311291 | val_loss: 0.03116 | Time: 8633.63 ms
[2022-01-14 17:16:58	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311306 | val_loss: 0.0311648 | Time: 8716.45 ms
[2022-01-14 17:17:07	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311316 | val_loss: 0.031161 | Time: 8111.26 ms
[2022-01-14 17:17:16	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311342 | val_loss: 0.0311616 | Time: 9129.19 ms
[2022-01-14 17:17:23	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311338 | val_loss: 0.0311614 | Time: 7822.28 ms
[2022-01-14 17:17:32	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311298 | val_loss: 0.031162 | Time: 8226.21 ms
[2022-01-14 17:17:41	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311281 | val_loss: 0.0311644 | Time: 8873.29 ms
[2022-01-14 17:17:49	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031127 | val_loss: 0.031167 | Time: 8325.13 ms
[2022-01-14 17:17:57	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311274 | val_loss: 0.0311754 | Time: 8177.25 ms
[2022-01-14 17:18:05	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311385 | val_loss: 0.0311701 | Time: 7943.37 ms
[2022-01-14 17:18:13	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311362 | val_loss: 0.0311667 | Time: 8240.62 ms
[2022-01-14 17:18:21	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311361 | val_loss: 0.0311662 | Time: 7879.39 ms
[2022-01-14 17:18:30	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.031133 | val_loss: 0.0311663 | Time: 8772.25 ms
[2022-01-14 17:18:38	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311296 | val_loss: 0.0311631 | Time: 8307.02 ms
[2022-01-14 17:18:46	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311286 | val_loss: 0.0311674 | Time: 7739.88 ms
[2022-01-14 17:18:55	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031131 | val_loss: 0.0311639 | Time: 8681.23 ms
[2022-01-14 17:19:03	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311321 | val_loss: 0.0311693 | Time: 7831.18 ms
[2022-01-14 17:19:11	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311293 | val_loss: 0.031173 | Time: 8740.36 ms
[2022-01-14 17:19:20	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311295 | val_loss: 0.0311689 | Time: 8277.19 ms
[2022-01-14 17:19:28	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311303 | val_loss: 0.0311642 | Time: 8015.23 ms
[2022-01-14 17:19:36	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311303 | val_loss: 0.0311657 | Time: 8358.36 ms
[2022-01-14 17:19:44	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311305 | val_loss: 0.0311612 | Time: 8128.12 ms
[2022-01-14 17:19:53	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311278 | val_loss: 0.0311709 | Time: 8635.43 ms
[2022-01-14 17:20:01	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031125 | val_loss: 0.0311656 | Time: 8106.78 ms
[2022-01-14 17:20:10	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311239 | val_loss: 0.0311607 | Time: 8491.08 ms
[2022-01-14 17:20:18	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311231 | val_loss: 0.0311604 | Time: 8563.59 ms
[2022-01-14 17:20:26	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311331 | val_loss: 0.0311657 | Time: 7908.56 ms
[2022-01-14 17:20:34	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311331 | val_loss: 0.0311635 | Time: 8175.38 ms
[2022-01-14 17:20:42	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311315 | val_loss: 0.0311665 | Time: 7774.05 ms
[2022-01-14 17:20:50	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311263 | val_loss: 0.0311681 | Time: 8087.61 ms
[2022-01-14 17:20:58	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311265 | val_loss: 0.0311698 | Time: 8238.07 ms
[2022-01-14 17:21:06	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311247 | val_loss: 0.0311638 | Time: 8084.79 ms
[2022-01-14 17:21:14	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311264 | val_loss: 0.0311719 | Time: 7999.63 ms
[2022-01-14 17:21:22	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311286 | val_loss: 0.0311674 | Time: 7656.67 ms
[2022-01-14 17:21:30	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311267 | val_loss: 0.0311691 | Time: 8211.6 ms
[2022-01-14 17:21:38	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311275 | val_loss: 0.0311679 | Time: 7995.57 ms
[2022-01-14 17:21:46	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311263 | val_loss: 0.0311627 | Time: 7828.06 ms
[2022-01-14 17:21:55	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311265 | val_loss: 0.0311618 | Time: 8465.43 ms
[2022-01-14 17:22:03	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311276 | val_loss: 0.03118 | Time: 8152.51 ms
[2022-01-14 17:22:11	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311306 | val_loss: 0.0311625 | Time: 7949.78 ms
[2022-01-14 17:22:18	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031129 | val_loss: 0.031166 | Time: 7654.57 ms
[2022-01-14 17:22:27	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311257 | val_loss: 0.0311679 | Time: 8091.29 ms
[2022-01-14 17:22:35	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311246 | val_loss: 0.0311653 | Time: 7958.16 ms
[2022-01-14 17:22:43	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311233 | val_loss: 0.0311676 | Time: 8069.07 ms
[2022-01-14 17:22:51	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311208 | val_loss: 0.031165 | Time: 8121.33 ms
[2022-01-14 17:22:59	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311243 | val_loss: 0.031165 | Time: 8701.77 ms
[2022-01-14 17:23:07	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311301 | val_loss: 0.0311655 | Time: 7845.73 ms
[2022-01-14 17:23:16	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311335 | val_loss: 0.0311633 | Time: 8339.72 ms
[2022-01-14 17:23:23	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311388 | val_loss: 0.0311676 | Time: 7687.75 ms
[2022-01-14 17:23:31	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311346 | val_loss: 0.031163 | Time: 7923.74 ms
[2022-01-14 17:23:39	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311318 | val_loss: 0.0311661 | Time: 7948.27 ms
[2022-01-14 17:23:47	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311329 | val_loss: 0.0311623 | Time: 8080.22 ms
[2022-01-14 17:23:56	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031132 | val_loss: 0.0311629 | Time: 8301.4 ms
[2022-01-14 17:24:04	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311296 | val_loss: 0.0311708 | Time: 8048.11 ms
[2022-01-14 17:24:12	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031129 | val_loss: 0.0311698 | Time: 8704.77 ms
[2022-01-14 17:24:21	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311286 | val_loss: 0.0311697 | Time: 8291.86 ms
[2022-01-14 17:24:29	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311281 | val_loss: 0.0311663 | Time: 7821.19 ms
[2022-01-14 17:24:36	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311275 | val_loss: 0.0311673 | Time: 7840.79 ms
[2022-01-14 17:24:44	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311266 | val_loss: 0.0311659 | Time: 7860.62 ms
[2022-01-14 17:24:53	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311259 | val_loss: 0.0311654 | Time: 8223.6 ms
[2022-01-14 17:25:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311345 | val_loss: 0.0311656 | Time: 8458.42 ms
[2022-01-14 17:25:09	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311417 | val_loss: 0.0311664 | Time: 7864.97 ms
[2022-01-14 17:25:18	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311398 | val_loss: 0.0311751 | Time: 8733.45 ms
[2022-01-14 17:25:26	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311392 | val_loss: 0.0311652 | Time: 8212.15 ms
[2022-01-14 17:25:34	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311267 | val_loss: 0.0311595 | Time: 8001.51 ms
[2022-01-14 17:25:42	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311282 | val_loss: 0.0311676 | Time: 8123.14 ms
[2022-01-14 17:25:50	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311251 | val_loss: 0.0311629 | Time: 8169.09 ms
[2022-01-14 17:25:58	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311317 | val_loss: 0.0311632 | Time: 8207.66 ms
[2022-01-14 17:26:06	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.031132 | val_loss: 0.0311716 | Time: 7679.38 ms
[2022-01-14 17:26:14	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311265 | val_loss: 0.0311668 | Time: 8222.43 ms
[2022-01-14 17:26:23	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311254 | val_loss: 0.0311664 | Time: 8402.47 ms
[2022-01-14 17:26:31	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311301 | val_loss: 0.0311671 | Time: 8192.65 ms
[2022-01-14 17:26:39	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.031129 | val_loss: 0.0311629 | Time: 8146.48 ms
[2022-01-14 17:26:47	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311299 | val_loss: 0.0311662 | Time: 7916.05 ms
[2022-01-14 17:26:56	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311497 | val_loss: 0.0311631 | Time: 8595.8 ms
[2022-01-14 17:27:04	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311512 | val_loss: 0.0311644 | Time: 8284.9 ms
[2022-01-14 17:27:12	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311494 | val_loss: 0.031167 | Time: 8063.67 ms
[2022-01-14 17:27:20	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311442 | val_loss: 0.031162 | Time: 7819.33 ms
[2022-01-14 17:27:29	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311421 | val_loss: 0.0311641 | Time: 8549.41 ms
[2022-01-14 17:27:37	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311388 | val_loss: 0.0311635 | Time: 8195.16 ms
[2022-01-14 17:27:45	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311375 | val_loss: 0.0311626 | Time: 7781.87 ms
[2022-01-14 17:27:53	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311366 | val_loss: 0.0311632 | Time: 8707.63 ms
[2022-01-14 17:28:01	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311368 | val_loss: 0.0311657 | Time: 8203.62 ms
[2022-01-14 17:28:10	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311359 | val_loss: 0.0311635 | Time: 8361.72 ms
[2022-01-14 17:28:18	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311349 | val_loss: 0.0311659 | Time: 8392.98 ms
[2022-01-14 17:28:26	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311311 | val_loss: 0.0311649 | Time: 8016.51 ms
[2022-01-14 17:28:35	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311351 | val_loss: 0.0311611 | Time: 8333.93 ms
[2022-01-14 17:28:42	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311339 | val_loss: 0.0311728 | Time: 7642.81 ms
[2022-01-14 17:28:50	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311339 | val_loss: 0.0311743 | Time: 7909.84 ms
[2022-01-14 17:28:58	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311311 | val_loss: 0.031162 | Time: 7968.83 ms
[2022-01-14 17:29:06	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311292 | val_loss: 0.0311645 | Time: 8072.14 ms
[2022-01-14 17:29:15	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031127 | val_loss: 0.0311632 | Time: 8849.94 ms
[2022-01-14 17:29:23	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311248 | val_loss: 0.0311655 | Time: 8145.18 ms
[2022-01-14 17:29:32	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311259 | val_loss: 0.0311633 | Time: 8516.51 ms
[2022-01-14 17:29:40	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311276 | val_loss: 0.0311663 | Time: 8278.72 ms
[2022-01-14 17:29:49	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311319 | val_loss: 0.0311666 | Time: 8411.47 ms
[2022-01-14 17:29:57	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311315 | val_loss: 0.0311662 | Time: 8284.87 ms
[2022-01-14 17:30:05	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311314 | val_loss: 0.0311661 | Time: 7973.71 ms
[2022-01-14 17:30:13	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311307 | val_loss: 0.0311584 | Time: 8081.67 ms
[2022-01-14 17:30:21	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311313 | val_loss: 0.0311622 | Time: 8264.88 ms
[2022-01-14 17:30:29	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311332 | val_loss: 0.0311579 | Time: 8100.56 ms
[2022-01-14 17:30:37	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311469 | val_loss: 0.0311619 | Time: 8044.24 ms
[2022-01-14 17:30:46	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311489 | val_loss: 0.0311573 | Time: 8345.59 ms
[2022-01-14 17:30:54	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311445 | val_loss: 0.0311557 | Time: 8209.79 ms
[2022-01-14 17:31:02	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311415 | val_loss: 0.0311574 | Time: 7940.12 ms
[2022-01-14 17:31:10	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311412 | val_loss: 0.0311581 | Time: 8167.48 ms
[2022-01-14 17:31:18	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311401 | val_loss: 0.0311554 | Time: 8358.29 ms
[2022-01-14 17:31:27	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311365 | val_loss: 0.0311624 | Time: 8103.4 ms
[2022-01-14 17:31:35	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311376 | val_loss: 0.03116 | Time: 8071.18 ms
[2022-01-14 17:31:43	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311385 | val_loss: 0.0311568 | Time: 8065.37 ms
[2022-01-14 17:31:51	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311372 | val_loss: 0.0311599 | Time: 8325.96 ms
[2022-01-14 17:31:59	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031137 | val_loss: 0.0311565 | Time: 7789.49 ms
[2022-01-14 17:32:07	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311356 | val_loss: 0.0311631 | Time: 7994.87 ms
[2022-01-14 17:32:15	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311335 | val_loss: 0.0311757 | Time: 8239.52 ms
[2022-01-14 17:32:23	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031136 | val_loss: 0.031158 | Time: 7557.02 ms
[2022-01-14 17:32:31	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311346 | val_loss: 0.0311634 | Time: 8259.8 ms
[2022-01-14 17:32:39	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311382 | val_loss: 0.0311587 | Time: 8116.54 ms
[2022-01-14 17:32:47	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311357 | val_loss: 0.0311614 | Time: 7992.67 ms
[2022-01-14 17:32:55	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311361 | val_loss: 0.0311593 | Time: 8172.82 ms
[2022-01-14 17:33:03	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311338 | val_loss: 0.0311591 | Time: 7382.59 ms
[2022-01-14 17:33:11	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311359 | val_loss: 0.0311691 | Time: 8198.8 ms
[2022-01-14 17:33:19	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311381 | val_loss: 0.0311699 | Time: 8261 ms
[2022-01-14 17:33:27	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311418 | val_loss: 0.0311698 | Time: 7961.26 ms
[2022-01-14 17:33:35	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311431 | val_loss: 0.0311606 | Time: 8316.58 ms
[2022-01-14 17:33:44	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311411 | val_loss: 0.0311623 | Time: 8091.39 ms
[2022-01-14 17:33:52	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311499 | val_loss: 0.0311656 | Time: 7922.84 ms
[2022-01-14 17:34:00	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311512 | val_loss: 0.0311583 | Time: 8093.71 ms
[2022-01-14 17:34:08	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311489 | val_loss: 0.0311657 | Time: 8324.19 ms
[2022-01-14 17:34:16	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031156 | val_loss: 0.0311587 | Time: 8229.21 ms
[2022-01-14 17:34:24	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311534 | val_loss: 0.0311743 | Time: 7965.49 ms
[2022-01-14 17:34:32	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311525 | val_loss: 0.0311686 | Time: 7962.11 ms
[2022-01-14 17:34:40	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311614 | val_loss: 0.0311662 | Time: 7923.3 ms
[2022-01-14 17:34:48	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031159 | val_loss: 0.0311669 | Time: 7896.94 ms
[2022-01-14 17:34:56	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311564 | val_loss: 0.0311635 | Time: 8031.83 ms
[2022-01-14 17:35:05	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031155 | val_loss: 0.0311723 | Time: 8461.62 ms
[2022-01-14 17:35:13	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311551 | val_loss: 0.0311635 | Time: 8664.95 ms
[2022-01-14 17:35:22	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311496 | val_loss: 0.0311655 | Time: 8274.36 ms
[2022-01-14 17:35:29	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311495 | val_loss: 0.031169 | Time: 7703.84 ms
[2022-01-14 17:35:37	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311473 | val_loss: 0.0311631 | Time: 8012.3 ms
[2022-01-14 17:35:45	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311454 | val_loss: 0.0311609 | Time: 7905.14 ms
[2022-01-14 17:35:53	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311436 | val_loss: 0.0311612 | Time: 8108.2 ms
[2022-01-14 17:36:02	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311443 | val_loss: 0.0311631 | Time: 8216.77 ms
[2022-01-14 17:36:10	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311445 | val_loss: 0.0311603 | Time: 8157.64 ms
[2022-01-14 17:36:18	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311472 | val_loss: 0.0311707 | Time: 8599.53 ms
[2022-01-14 17:36:26	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311445 | val_loss: 0.0311649 | Time: 7698.88 ms
[2022-01-14 17:36:35	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311412 | val_loss: 0.0311634 | Time: 8468.82 ms
[2022-01-14 17:36:43	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311414 | val_loss: 0.0311633 | Time: 8054.71 ms
[2022-01-14 17:36:50	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311394 | val_loss: 0.0311614 | Time: 7764.04 ms
[2022-01-14 17:36:59	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311401 | val_loss: 0.0311628 | Time: 8400.39 ms
[2022-01-14 17:37:07	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311383 | val_loss: 0.0311608 | Time: 8110.22 ms
[2022-01-14 17:37:15	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311393 | val_loss: 0.0311637 | Time: 8254.58 ms
[2022-01-14 17:37:23	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311385 | val_loss: 0.0311614 | Time: 7507.21 ms
[2022-01-14 17:37:31	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311424 | val_loss: 0.0311676 | Time: 8438.94 ms
[2022-01-14 17:37:40	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311409 | val_loss: 0.0311662 | Time: 8472.74 ms
[2022-01-14 17:37:48	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311407 | val_loss: 0.0311622 | Time: 8236.9 ms
[2022-01-14 17:37:57	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311403 | val_loss: 0.0311648 | Time: 8720.92 ms
[2022-01-14 17:38:05	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311381 | val_loss: 0.0311611 | Time: 8407.97 ms
[2022-01-14 17:38:14	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311358 | val_loss: 0.0311605 | Time: 8820.53 ms
[2022-01-14 17:38:22	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311385 | val_loss: 0.0311706 | Time: 8079.32 ms
[2022-01-14 17:38:30	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311375 | val_loss: 0.0311603 | Time: 8520.24 ms
[2022-01-14 17:38:38	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311359 | val_loss: 0.0311728 | Time: 7857.26 ms
[2022-01-14 17:38:46	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311395 | val_loss: 0.031165 | Time: 8075.94 ms
[2022-01-14 17:38:55	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311464 | val_loss: 0.0311613 | Time: 8262.37 ms
[2022-01-14 17:39:03	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311455 | val_loss: 0.0311616 | Time: 8158.38 ms
[2022-01-14 17:39:11	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031145 | val_loss: 0.0311656 | Time: 8519.22 ms
[2022-01-14 17:39:20	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311405 | val_loss: 0.0311681 | Time: 8721.5 ms
[2022-01-14 17:39:28	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311387 | val_loss: 0.0311618 | Time: 7675.6 ms
[2022-01-14 17:39:36	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311346 | val_loss: 0.0311619 | Time: 7768.92 ms
[2022-01-14 17:39:43	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311359 | val_loss: 0.0311684 | Time: 7853.54 ms
[2022-01-14 17:39:52	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311373 | val_loss: 0.0311622 | Time: 7991.49 ms
[2022-01-14 17:40:00	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031137 | val_loss: 0.0311635 | Time: 8788.53 ms
[2022-01-14 17:40:08	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311336 | val_loss: 0.0311566 | Time: 7807.85 ms
[2022-01-14 17:40:17	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031132 | val_loss: 0.0311616 | Time: 8372.26 ms
[2022-01-14 17:40:25	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311341 | val_loss: 0.0311664 | Time: 8509.02 ms
[2022-01-14 17:40:33	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311341 | val_loss: 0.0311632 | Time: 7836.57 ms
[2022-01-14 17:40:41	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311308 | val_loss: 0.0311676 | Time: 8274.02 ms
[2022-01-14 17:40:49	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311317 | val_loss: 0.0311714 | Time: 7771.52 ms
[2022-01-14 17:40:57	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031135 | val_loss: 0.0311666 | Time: 7885.51 ms
[2022-01-14 17:41:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311366 | val_loss: 0.0311648 | Time: 7480.26 ms
[2022-01-14 17:41:12	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311375 | val_loss: 0.0311611 | Time: 8000.45 ms
[2022-01-14 17:41:21	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311346 | val_loss: 0.0311618 | Time: 8417.75 ms
[2022-01-14 17:41:28	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031133 | val_loss: 0.0311713 | Time: 7548.79 ms
[2022-01-14 17:41:37	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.031132 | val_loss: 0.0311642 | Time: 8171.47 ms
[2022-01-14 17:41:45	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311287 | val_loss: 0.031162 | Time: 8099.42 ms
[2022-01-14 17:41:53	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311298 | val_loss: 0.0311651 | Time: 7989.18 ms
[2022-01-14 17:42:01	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311283 | val_loss: 0.031165 | Time: 8353.97 ms
[2022-01-14 17:42:09	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311283 | val_loss: 0.0311652 | Time: 8070.56 ms
[2022-01-14 17:42:17	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311305 | val_loss: 0.0311651 | Time: 8247.35 ms
[2022-01-14 17:42:25	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311325 | val_loss: 0.0311619 | Time: 7508.83 ms
[2022-01-14 17:42:33	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311321 | val_loss: 0.0311716 | Time: 8187.5 ms
[2022-01-14 17:42:41	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311342 | val_loss: 0.0311687 | Time: 8334.69 ms
[2022-01-14 17:42:50	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311321 | val_loss: 0.0311638 | Time: 8065.16 ms
[2022-01-14 17:42:58	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311295 | val_loss: 0.0311624 | Time: 8109.42 ms
[2022-01-14 17:43:06	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311306 | val_loss: 0.0311612 | Time: 7847.04 ms
[2022-01-14 17:43:14	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311278 | val_loss: 0.0311686 | Time: 8070.52 ms
[2022-01-14 17:43:22	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311297 | val_loss: 0.0311622 | Time: 8088.83 ms
[2022-01-14 17:43:30	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311316 | val_loss: 0.0311633 | Time: 8030.94 ms
[2022-01-14 17:43:38	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311333 | val_loss: 0.031169 | Time: 7880.98 ms
[2022-01-14 17:43:46	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311338 | val_loss: 0.0311679 | Time: 8181.94 ms
[2022-01-14 17:43:54	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311307 | val_loss: 0.0311647 | Time: 8081.41 ms
[2022-01-14 17:44:02	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311293 | val_loss: 0.0311644 | Time: 8017.28 ms
[2022-01-14 17:44:10	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311293 | val_loss: 0.0311713 | Time: 7817.55 ms
[2022-01-14 17:44:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311297 | val_loss: 0.0311619 | Time: 8124.38 ms
[2022-01-14 17:44:26	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311283 | val_loss: 0.0311727 | Time: 7807.73 ms
[2022-01-14 17:44:34	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311286 | val_loss: 0.0311624 | Time: 8274.01 ms
[2022-01-14 17:44:42	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311279 | val_loss: 0.0311615 | Time: 8163.25 ms
[2022-01-14 17:44:50	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311311 | val_loss: 0.0311613 | Time: 7793.99 ms
[2022-01-14 17:44:58	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311326 | val_loss: 0.0311669 | Time: 8017.91 ms
[2022-01-14 17:45:06	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311337 | val_loss: 0.0311714 | Time: 7943.92 ms
[2022-01-14 17:45:14	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311414 | val_loss: 0.0311635 | Time: 8371.13 ms
[2022-01-14 17:45:23	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311427 | val_loss: 0.0311636 | Time: 8355.84 ms
[2022-01-14 17:45:31	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311381 | val_loss: 0.0311573 | Time: 7860.19 ms
[2022-01-14 17:45:39	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311413 | val_loss: 0.0311612 | Time: 8284.75 ms
[2022-01-14 17:45:47	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311387 | val_loss: 0.0311605 | Time: 7816.9 ms
[2022-01-14 17:45:55	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311364 | val_loss: 0.0311638 | Time: 8094.81 ms
[2022-01-14 17:46:03	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311362 | val_loss: 0.0311661 | Time: 7782.64 ms
[2022-01-14 17:46:11	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311381 | val_loss: 0.0311605 | Time: 8528.23 ms
[2022-01-14 17:46:19	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311347 | val_loss: 0.0311596 | Time: 8067.16 ms
[2022-01-14 17:46:27	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311365 | val_loss: 0.0311677 | Time: 8182.06 ms
[2022-01-14 17:46:36	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031141 | val_loss: 0.0311644 | Time: 8289.12 ms
[2022-01-14 17:46:44	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311437 | val_loss: 0.0311643 | Time: 7912.26 ms
[2022-01-14 17:46:52	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311416 | val_loss: 0.0311671 | Time: 8018.6 ms
[2022-01-14 17:47:00	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311406 | val_loss: 0.0311598 | Time: 8582.15 ms
[2022-01-14 17:47:09	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311393 | val_loss: 0.0311645 | Time: 8243.73 ms
[2022-01-14 17:47:17	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311453 | val_loss: 0.0311612 | Time: 8386.06 ms
[2022-01-14 17:47:25	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311414 | val_loss: 0.0311574 | Time: 7903.06 ms
[2022-01-14 17:47:33	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311428 | val_loss: 0.031159 | Time: 8222.39 ms
[2022-01-14 17:47:42	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311427 | val_loss: 0.0311595 | Time: 8506.47 ms
[2022-01-14 17:47:49	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311418 | val_loss: 0.0311617 | Time: 7750.34 ms
[2022-01-14 17:47:57	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311379 | val_loss: 0.0311637 | Time: 8022.21 ms
[2022-01-14 17:48:05	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311371 | val_loss: 0.0311617 | Time: 7667.08 ms
[2022-01-14 17:48:14	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311387 | val_loss: 0.0311627 | Time: 8354.03 ms
[2022-01-14 17:48:22	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311436 | val_loss: 0.0311645 | Time: 8685.98 ms
[2022-01-14 17:48:30	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311396 | val_loss: 0.0311603 | Time: 8244.59 ms
[2022-01-14 17:48:39	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311362 | val_loss: 0.0311606 | Time: 8204.09 ms
[2022-01-14 17:48:46	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311363 | val_loss: 0.0311603 | Time: 7752.28 ms
[2022-01-14 17:48:54	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311358 | val_loss: 0.0311567 | Time: 7874.29 ms
[2022-01-14 17:49:03	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311319 | val_loss: 0.0311602 | Time: 8273.55 ms
[2022-01-14 17:49:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311315 | val_loss: 0.0311593 | Time: 8098.88 ms
[2022-01-14 17:49:19	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311296 | val_loss: 0.0311613 | Time: 8546.83 ms
[2022-01-14 17:49:27	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031129 | val_loss: 0.0311605 | Time: 7792.38 ms
[2022-01-14 17:49:35	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311278 | val_loss: 0.031159 | Time: 8355.59 ms
[2022-01-14 17:49:43	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311284 | val_loss: 0.0311582 | Time: 7980.4 ms
[2022-01-14 17:49:52	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311294 | val_loss: 0.0311662 | Time: 8229.02 ms
[2022-01-14 17:50:00	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311313 | val_loss: 0.0311759 | Time: 8306.79 ms
[2022-01-14 17:50:09	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311345 | val_loss: 0.0311666 | Time: 8449.99 ms
[2022-01-14 17:50:16	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311377 | val_loss: 0.031169 | Time: 7914.78 ms
[2022-01-14 17:50:25	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311401 | val_loss: 0.0311668 | Time: 8363.3 ms
[2022-01-14 17:50:33	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311375 | val_loss: 0.0311612 | Time: 8156.58 ms
[2022-01-14 17:50:41	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311322 | val_loss: 0.031164 | Time: 8239.74 ms
[2022-01-14 17:50:49	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311321 | val_loss: 0.0311635 | Time: 8016.77 ms
[2022-01-14 17:50:58	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311303 | val_loss: 0.0311624 | Time: 8253.1 ms
[2022-01-14 17:51:05	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311321 | val_loss: 0.0311615 | Time: 7681.24 ms
[2022-01-14 17:51:13	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311351 | val_loss: 0.0311581 | Time: 7940.83 ms
[2022-01-14 17:51:21	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311324 | val_loss: 0.0311627 | Time: 8202.42 ms
[2022-01-14 17:51:30	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311287 | val_loss: 0.0311601 | Time: 8369.89 ms
[2022-01-14 17:51:38	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311267 | val_loss: 0.0311644 | Time: 8370.83 ms
[2022-01-14 17:51:46	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311272 | val_loss: 0.0311634 | Time: 7557.02 ms
[2022-01-14 17:51:54	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311283 | val_loss: 0.0311648 | Time: 8038.02 ms
[2022-01-14 17:52:02	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311299 | val_loss: 0.0311609 | Time: 8422.28 ms
[2022-01-14 17:52:10	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311306 | val_loss: 0.0311602 | Time: 7998.78 ms
[2022-01-14 17:52:19	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311369 | val_loss: 0.0311615 | Time: 8747.61 ms
[2022-01-14 17:52:27	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.031131 | val_loss: 0.0311629 | Time: 7960.14 ms
[2022-01-14 17:52:35	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311298 | val_loss: 0.0311566 | Time: 8418.48 ms
[2022-01-14 17:52:44	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311305 | val_loss: 0.0311626 | Time: 8357.01 ms
[2022-01-14 17:52:52	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311274 | val_loss: 0.031158 | Time: 8235.66 ms
[2022-01-14 17:53:01	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311254 | val_loss: 0.0311574 | Time: 8994.23 ms
[2022-01-14 17:53:09	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311266 | val_loss: 0.0311626 | Time: 8156.13 ms
[2022-01-14 17:53:17	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311432 | val_loss: 0.0311778 | Time: 8180.48 ms
[2022-01-14 17:53:26	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0316 | val_loss: 0.0366144 | Time: 8650.03 ms
[2022-01-14 17:53:34	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0560682 | val_loss: 0.0338596 | Time: 8062.35 ms
[2022-01-14 17:53:43	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0765965 | val_loss: 0.0517456 | Time: 8489.01 ms
[2022-01-14 17:53:51	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0373899 | val_loss: 0.0339723 | Time: 8123.18 ms
[2022-01-14 17:53:59	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0320554 | val_loss: 0.0313308 | Time: 8437.5 ms
[2022-01-14 17:54:07	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0313673 | val_loss: 0.031315 | Time: 7469.93 ms
[2022-01-14 17:54:15	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0312781 | val_loss: 0.0312674 | Time: 8363.98 ms
[2022-01-14 17:54:23	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312585 | val_loss: 0.0312548 | Time: 8236.44 ms
[2022-01-14 17:54:31	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.031254 | val_loss: 0.0312519 | Time: 7887.81 ms
[2022-01-14 17:54:40	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0312522 | val_loss: 0.0312513 | Time: 8796.38 ms
[2022-01-14 17:54:48	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312515 | val_loss: 0.0312504 | Time: 8210.65 ms
[2022-01-14 17:54:56	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312509 | val_loss: 0.0312498 | Time: 8122.29 ms
[2022-01-14 17:55:04	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312503 | val_loss: 0.0312494 | Time: 7874.58 ms
[2022-01-14 17:55:12	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312499 | val_loss: 0.031249 | Time: 8016.09 ms
[2022-01-14 17:55:21	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0312495 | val_loss: 0.0312487 | Time: 8196.15 ms
[2022-01-14 17:55:29	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312491 | val_loss: 0.0312487 | Time: 7968.1 ms
[2022-01-14 17:55:37	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312489 | val_loss: 0.0312481 | Time: 8376.47 ms
[2022-01-14 17:55:45	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312485 | val_loss: 0.031248 | Time: 8142.03 ms
[2022-01-14 17:55:53	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0312482 | val_loss: 0.0312476 | Time: 8163.3 ms
[2022-01-14 17:56:01	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312479 | val_loss: 0.0312473 | Time: 8070.76 ms
[2022-01-14 17:56:10	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0312477 | val_loss: 0.0312471 | Time: 8406.63 ms
[2022-01-14 17:56:18	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0312476 | val_loss: 0.0312469 | Time: 7987.72 ms
[2022-01-14 17:56:26	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0312473 | val_loss: 0.0312468 | Time: 7881.75 ms
[2022-01-14 17:56:33	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312471 | val_loss: 0.0312465 | Time: 7778.27 ms
[2022-01-14 17:56:42	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312468 | val_loss: 0.0312462 | Time: 8057.12 ms
[2022-01-14 17:56:50	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312465 | val_loss: 0.0312461 | Time: 8127.72 ms
[2022-01-14 17:56:58	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0312464 | val_loss: 0.0312457 | Time: 8209.48 ms
[2022-01-14 17:57:06	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312461 | val_loss: 0.0312462 | Time: 8378.27 ms
[2022-01-14 17:57:14	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0312459 | val_loss: 0.0312454 | Time: 7823.69 ms
[2022-01-14 17:57:22	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312455 | val_loss: 0.031245 | Time: 7701.33 ms
[2022-01-14 17:57:30	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312452 | val_loss: 0.0312449 | Time: 7732.72 ms
[2022-01-14 17:57:38	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031245 | val_loss: 0.0312448 | Time: 8277.18 ms
[2022-01-14 17:57:46	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312448 | val_loss: 0.0312443 | Time: 8326.27 ms
[2022-01-14 17:57:55	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312445 | val_loss: 0.0312439 | Time: 8519.45 ms
[2022-01-14 17:58:03	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0312443 | val_loss: 0.0312436 | Time: 8120.44 ms
[2022-01-14 17:58:10	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312439 | val_loss: 0.0312433 | Time: 7579.91 ms
[2022-01-14 17:58:18	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312438 | val_loss: 0.0312441 | Time: 7784 ms
[2022-01-14 17:58:27	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0312437 | val_loss: 0.0312434 | Time: 7941.85 ms
[2022-01-14 17:58:35	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312431 | val_loss: 0.0312423 | Time: 7937.99 ms
[2022-01-14 17:58:43	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031243 | val_loss: 0.0312432 | Time: 8306.07 ms
[2022-01-14 17:58:51	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312425 | val_loss: 0.0312417 | Time: 7721.89 ms
[2022-01-14 17:58:59	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0312421 | val_loss: 0.0312413 | Time: 8324.76 ms
[2022-01-14 17:59:07	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0312416 | val_loss: 0.031241 | Time: 7573.7 ms
[2022-01-14 17:59:15	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312414 | val_loss: 0.0312416 | Time: 8267.53 ms
[2022-01-14 17:59:24	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.031241 | val_loss: 0.0312402 | Time: 8968.23 ms
[2022-01-14 17:59:33	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0312405 | val_loss: 0.0312398 | Time: 8695.04 ms
[2022-01-14 17:59:41	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.03124 | val_loss: 0.0312391 | Time: 8174.75 ms
[2022-01-14 17:59:49	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0312395 | val_loss: 0.0312387 | Time: 8263.77 ms
[2022-01-14 17:59:58	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.031239 | val_loss: 0.0312384 | Time: 8183.99 ms
[2022-01-14 18:00:06	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031239 | val_loss: 0.0312376 | Time: 8050.25 ms
[2022-01-14 18:00:14	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031238 | val_loss: 0.0312376 | Time: 8056.66 ms
[2022-01-14 18:00:22	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312375 | val_loss: 0.0312365 | Time: 8440.4 ms
[2022-01-14 18:00:30	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312369 | val_loss: 0.0312359 | Time: 8129.41 ms
[2022-01-14 18:00:39	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312367 | val_loss: 0.0312356 | Time: 8328.48 ms
[2022-01-14 18:00:47	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312359 | val_loss: 0.0312347 | Time: 8197.32 ms
[2022-01-14 18:00:55	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312356 | val_loss: 0.0312345 | Time: 8481.62 ms
[2022-01-14 18:01:03	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031235 | val_loss: 0.0312335 | Time: 7708.72 ms
[2022-01-14 18:01:11	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312346 | val_loss: 0.0312331 | Time: 8388.76 ms
[2022-01-14 18:01:20	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312338 | val_loss: 0.0312322 | Time: 8203.5 ms
[2022-01-14 18:01:28	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0312333 | val_loss: 0.0312332 | Time: 8254.4 ms
[2022-01-14 18:01:36	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0312335 | val_loss: 0.0312311 | Time: 7779.31 ms
[2022-01-14 18:01:43	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.031232 | val_loss: 0.0312305 | Time: 7588.49 ms
[2022-01-14 18:01:51	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312315 | val_loss: 0.0312299 | Time: 7793.18 ms
[2022-01-14 18:01:59	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0312314 | val_loss: 0.0312302 | Time: 8186.21 ms
[2022-01-14 18:02:08	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312304 | val_loss: 0.0312288 | Time: 8294.97 ms
[2022-01-14 18:02:16	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0312299 | val_loss: 0.0312281 | Time: 8535.16 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER)
[2022-01-14 19:08:38	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-14 19:08:38	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-14 19:08:38	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-14 19:08:38	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-14 19:08:38	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-14 19:08:38	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-14 19:08:38	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-14 19:08:38	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-14 19:08:38	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-14 19:08:38	                main:474]	:	INFO	:	Configuration: 
[2022-01-14 19:08:38	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-14 19:08:38	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-14 19:08:38	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-14 19:08:38	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-14 19:08:39	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-14 19:08:39	                main:480]	:	INFO	:	    Patience: 10
[2022-01-14 19:08:39	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-14 19:08:39	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-14 19:08:39	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-14 19:08:39	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-14 19:08:39	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-14 19:08:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-14 19:08:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-14 19:08:41	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-14 19:08:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-14 19:08:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-14 19:08:41	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-14 19:08:41	                main:494]	:	INFO	:	Creating Model
[2022-01-14 19:08:41	                main:507]	:	INFO	:	Preparing config file
[2022-01-14 19:08:41	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-14 19:08:41	                main:512]	:	INFO	:	Loading config
[2022-01-14 19:08:41	                main:514]	:	INFO	:	Loading state
[2022-01-14 19:08:43	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-14 19:08:43	                main:562]	:	INFO	:	Starting Training
[2022-01-14 19:08:51	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0342283 | val_loss: 0.0319055 | Time: 8368.78 ms
[2022-01-14 19:09:00	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0315133 | val_loss: 0.0312841 | Time: 8682.43 ms
[2022-01-14 19:09:09	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0312954 | val_loss: 0.0312656 | Time: 8855.53 ms
[2022-01-14 19:09:17	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0312572 | val_loss: 0.0312494 | Time: 7943.91 ms
[2022-01-14 19:09:25	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031248 | val_loss: 0.031248 | Time: 7991.52 ms
[2022-01-14 19:09:33	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312454 | val_loss: 0.0312441 | Time: 8447.9 ms
[2022-01-14 19:09:42	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312425 | val_loss: 0.0312411 | Time: 8559.03 ms
[2022-01-14 19:09:50	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.03124 | val_loss: 0.031239 | Time: 8635.94 ms
[2022-01-14 19:09:58	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312376 | val_loss: 0.0312364 | Time: 7761.94 ms
[2022-01-14 19:10:07	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0312355 | val_loss: 0.0312343 | Time: 8587.01 ms
[2022-01-14 19:10:15	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0312337 | val_loss: 0.0312317 | Time: 8463.29 ms
[2022-01-14 19:10:24	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312311 | val_loss: 0.0312297 | Time: 8294.76 ms
[2022-01-14 19:10:32	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312294 | val_loss: 0.0312279 | Time: 8413.36 ms
[2022-01-14 19:10:41	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312263 | val_loss: 0.0312255 | Time: 8687.79 ms
[2022-01-14 19:10:49	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312238 | val_loss: 0.0312212 | Time: 8241.25 ms
[2022-01-14 19:10:56	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312257 | val_loss: 0.0312214 | Time: 7407.19 ms
[2022-01-14 19:11:05	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312214 | val_loss: 0.0312188 | Time: 8388.88 ms
[2022-01-14 19:11:13	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312198 | val_loss: 0.0312154 | Time: 8638.01 ms
[2022-01-14 19:11:22	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031217 | val_loss: 0.0312151 | Time: 8293.82 ms
[2022-01-14 19:11:30	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312164 | val_loss: 0.0312144 | Time: 8463.98 ms
[2022-01-14 19:11:38	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312137 | val_loss: 0.0312096 | Time: 7699.54 ms
[2022-01-14 19:11:46	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312117 | val_loss: 0.0312082 | Time: 8275.89 ms
[2022-01-14 19:11:55	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.03121 | val_loss: 0.0312049 | Time: 8343.34 ms
[2022-01-14 19:12:03	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0312083 | val_loss: 0.031204 | Time: 8592.73 ms
[2022-01-14 19:12:12	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312066 | val_loss: 0.0312025 | Time: 8336.4 ms
[2022-01-14 19:12:19	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312061 | val_loss: 0.0312044 | Time: 7820.83 ms
[2022-01-14 19:12:28	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312059 | val_loss: 0.0312022 | Time: 8242.12 ms
[2022-01-14 19:12:36	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312057 | val_loss: 0.0312005 | Time: 7906.27 ms
[2022-01-14 19:12:44	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312077 | val_loss: 0.0312016 | Time: 8173.24 ms
[2022-01-14 19:12:52	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312061 | val_loss: 0.0312124 | Time: 8501.34 ms
[2022-01-14 19:13:01	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312076 | val_loss: 0.0312019 | Time: 8725.73 ms
[2022-01-14 19:13:10	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312115 | val_loss: 0.0312022 | Time: 8546.19 ms
[2022-01-14 19:13:17	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0312071 | val_loss: 0.031199 | Time: 7776.48 ms
[2022-01-14 19:13:26	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0312035 | val_loss: 0.0312045 | Time: 8364.92 ms
[2022-01-14 19:13:34	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0312061 | val_loss: 0.0311996 | Time: 8219.14 ms
[2022-01-14 19:13:42	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312041 | val_loss: 0.0312026 | Time: 8397.86 ms
[2022-01-14 19:13:51	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0312038 | val_loss: 0.0311988 | Time: 8621.2 ms
[2022-01-14 19:13:59	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312039 | val_loss: 0.0312109 | Time: 8453 ms
[2022-01-14 19:14:08	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312046 | val_loss: 0.0311996 | Time: 8070.97 ms
[2022-01-14 19:14:16	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312053 | val_loss: 0.0312077 | Time: 8353.85 ms
[2022-01-14 19:14:24	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312079 | val_loss: 0.0311972 | Time: 8216.41 ms
[2022-01-14 19:14:32	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0312043 | val_loss: 0.0312046 | Time: 8015.99 ms
[2022-01-14 19:14:41	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312053 | val_loss: 0.0312017 | Time: 8651.38 ms
[2022-01-14 19:14:49	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312011 | val_loss: 0.0311964 | Time: 8147.9 ms
[2022-01-14 19:14:57	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312009 | val_loss: 0.0312019 | Time: 8166.66 ms
[2022-01-14 19:15:05	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312021 | val_loss: 0.0311997 | Time: 8056.05 ms
[2022-01-14 19:15:13	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312008 | val_loss: 0.0311968 | Time: 7998.07 ms
[2022-01-14 19:15:21	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312011 | val_loss: 0.031197 | Time: 8114.19 ms
[2022-01-14 19:15:30	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311995 | val_loss: 0.0311967 | Time: 8664.74 ms
[2022-01-14 19:15:38	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312021 | val_loss: 0.0311954 | Time: 7833.99 ms
[2022-01-14 19:15:47	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312051 | val_loss: 0.0311956 | Time: 8746.82 ms
[2022-01-14 19:15:47	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311956
[2022-01-14 19:15:47	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-14 19:15:47	                main:608]	:	INFO	:	Success, exiting..
19:15:47 (2020): called boinc_finish(0)

</stderr_txt>
]]>


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