Task 11449948

Name ParityModified-1639946917-1175-3-0_0
Workunit 8683078
Created 9 Feb 2022, 5:50:20 UTC
Sent 21 Feb 2022, 14:31:43 UTC
Report deadline 1 Mar 2022, 14:31:43 UTC
Received 24 Feb 2022, 12:50:54 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 13970
Run time 1 days 16 hours 59 min 8 sec
CPU time 11 hours 39 min 22 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,168.24 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.57 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>

[2022-02-23 01:59:35	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311529 | val_loss: 0.0311645 | Time: 44919 ms
[2022-02-23 02:00:21	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311533 | val_loss: 0.0311653 | Time: 45048.1 ms
[2022-02-23 02:01:05	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311519 | val_loss: 0.0311651 | Time: 44705.7 ms
[2022-02-23 02:01:51	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311571 | val_loss: 0.0311688 | Time: 45120.1 ms
[2022-02-23 02:02:35	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311558 | val_loss: 0.031163 | Time: 44441.8 ms
[2022-02-23 02:03:21	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311524 | val_loss: 0.0311604 | Time: 45093.6 ms
[2022-02-23 02:04:06	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311528 | val_loss: 0.0311626 | Time: 44828.3 ms
[2022-02-23 02:04:50	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311521 | val_loss: 0.0311613 | Time: 44778.2 ms
[2022-02-23 02:05:35	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311509 | val_loss: 0.0311613 | Time: 44690.9 ms
[2022-02-23 02:06:20	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311498 | val_loss: 0.0311617 | Time: 44696.6 ms
[2022-02-23 02:07:05	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311498 | val_loss: 0.031166 | Time: 44488.2 ms
[2022-02-23 02:07:54	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311572 | val_loss: 0.0311693 | Time: 48899.7 ms
[2022-02-23 02:08:39	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311584 | val_loss: 0.0311736 | Time: 44538.5 ms
[2022-02-23 02:09:24	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311562 | val_loss: 0.031169 | Time: 44807.4 ms
[2022-02-23 02:10:08	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311537 | val_loss: 0.0311661 | Time: 44583.2 ms
[2022-02-23 02:10:53	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311524 | val_loss: 0.0311625 | Time: 44581.3 ms
[2022-02-23 02:11:38	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311505 | val_loss: 0.0311715 | Time: 44679.3 ms
[2022-02-23 02:12:23	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311534 | val_loss: 0.0311656 | Time: 44613 ms
[2022-02-23 02:13:07	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311504 | val_loss: 0.0311646 | Time: 44245.5 ms
[2022-02-23 02:13:52	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311492 | val_loss: 0.0311669 | Time: 44892.7 ms
[2022-02-23 02:14:37	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311502 | val_loss: 0.0311702 | Time: 44895.5 ms
[2022-02-23 02:15:22	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311492 | val_loss: 0.0311658 | Time: 44958.2 ms
[2022-02-23 02:16:12	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311495 | val_loss: 0.0311634 | Time: 49218.8 ms
[2022-02-23 02:16:56	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311503 | val_loss: 0.0311633 | Time: 44482.9 ms
[2022-02-23 02:17:41	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311513 | val_loss: 0.0311659 | Time: 44535 ms
[2022-02-23 02:18:29	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311498 | val_loss: 0.0311627 | Time: 47659 ms
[2022-02-23 02:19:13	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311489 | val_loss: 0.0311676 | Time: 44421.4 ms
[2022-02-23 02:20:03	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311479 | val_loss: 0.0311703 | Time: 48868.4 ms
[2022-02-23 02:20:47	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.031147 | val_loss: 0.0311688 | Time: 44418.5 ms
[2022-02-23 02:21:32	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311484 | val_loss: 0.0311688 | Time: 44883.6 ms
[2022-02-23 02:22:17	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311487 | val_loss: 0.0311693 | Time: 44338.4 ms
[2022-02-23 02:23:02	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311465 | val_loss: 0.0311654 | Time: 44705 ms
[2022-02-23 02:23:46	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311467 | val_loss: 0.0311673 | Time: 44656 ms
[2022-02-23 02:24:31	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.031148 | val_loss: 0.0311652 | Time: 44776.2 ms
[2022-02-23 02:25:16	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311472 | val_loss: 0.0311669 | Time: 44602.1 ms
[2022-02-23 02:26:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311468 | val_loss: 0.0311662 | Time: 44617.8 ms
[2022-02-23 02:26:46	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311455 | val_loss: 0.0311645 | Time: 44671.5 ms
[2022-02-23 02:27:31	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.031149 | val_loss: 0.0311644 | Time: 44918.8 ms
[2022-02-23 02:28:16	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311484 | val_loss: 0.0311689 | Time: 44799.4 ms
[2022-02-23 02:29:01	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311461 | val_loss: 0.0311646 | Time: 44626.7 ms
[2022-02-23 02:29:46	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031145 | val_loss: 0.0311654 | Time: 44871.6 ms
[2022-02-23 02:30:31	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031144 | val_loss: 0.0311659 | Time: 44828.3 ms
[2022-02-23 02:31:16	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311442 | val_loss: 0.0311654 | Time: 44646.7 ms
[2022-02-23 02:32:01	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311495 | val_loss: 0.0311639 | Time: 44706.4 ms
[2022-02-23 02:32:45	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031149 | val_loss: 0.0311647 | Time: 44488.7 ms
[2022-02-23 02:33:30	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311485 | val_loss: 0.0311653 | Time: 44520.9 ms
[2022-02-23 02:34:15	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311468 | val_loss: 0.0311652 | Time: 44688.8 ms
[2022-02-23 02:35:00	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311544 | val_loss: 0.0311632 | Time: 45120.2 ms
[2022-02-23 02:35:45	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311532 | val_loss: 0.0311742 | Time: 44746.6 ms
[2022-02-23 02:36:30	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311485 | val_loss: 0.031168 | Time: 44682.1 ms
[2022-02-23 02:37:14	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311486 | val_loss: 0.0311655 | Time: 44328.3 ms
[2022-02-23 02:37:59	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311472 | val_loss: 0.0311748 | Time: 44729.1 ms
[2022-02-23 02:38:44	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311476 | val_loss: 0.0311694 | Time: 44781.4 ms
[2022-02-23 02:39:29	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.031148 | val_loss: 0.0311696 | Time: 44697.8 ms
[2022-02-23 02:40:14	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311461 | val_loss: 0.0311695 | Time: 44547.8 ms
[2022-02-23 02:40:59	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311418 | val_loss: 0.031166 | Time: 45035.4 ms
[2022-02-23 02:41:44	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311468 | val_loss: 0.0311666 | Time: 44505.2 ms
[2022-02-23 02:42:29	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311485 | val_loss: 0.0311654 | Time: 44852.6 ms
[2022-02-23 02:43:13	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311468 | val_loss: 0.0311676 | Time: 44719.5 ms
[2022-02-23 02:43:58	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311457 | val_loss: 0.0311632 | Time: 44511.2 ms
[2022-02-23 02:44:43	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311449 | val_loss: 0.0311627 | Time: 44914.5 ms
[2022-02-23 02:45:28	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.031146 | val_loss: 0.0311665 | Time: 44977.2 ms
[2022-02-23 02:46:15	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311483 | val_loss: 0.0311722 | Time: 46786.7 ms
[2022-02-23 02:47:00	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311484 | val_loss: 0.0311672 | Time: 44677.1 ms
[2022-02-23 02:47:52	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311489 | val_loss: 0.0311672 | Time: 51799.5 ms
[2022-02-23 02:48:37	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311473 | val_loss: 0.0311673 | Time: 44866.8 ms
[2022-02-23 02:49:22	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311473 | val_loss: 0.0311658 | Time: 44453.9 ms
[2022-02-23 02:50:06	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311461 | val_loss: 0.0311653 | Time: 44474 ms
[2022-02-23 02:50:51	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311469 | val_loss: 0.0311754 | Time: 44512.5 ms
[2022-02-23 02:51:36	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311486 | val_loss: 0.0311677 | Time: 44961 ms
[2022-02-23 02:52:21	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311451 | val_loss: 0.0311671 | Time: 44513.3 ms
[2022-02-23 02:53:06	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311442 | val_loss: 0.0311666 | Time: 45184.5 ms
[2022-02-23 02:53:53	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311419 | val_loss: 0.0311676 | Time: 46499 ms
[2022-02-23 02:54:38	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311431 | val_loss: 0.0311754 | Time: 44660 ms
[2022-02-23 02:55:22	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311478 | val_loss: 0.0311675 | Time: 44854.4 ms
[2022-02-23 02:56:07	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311473 | val_loss: 0.0311653 | Time: 44544.5 ms
[2022-02-23 02:56:52	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311478 | val_loss: 0.0311729 | Time: 44658.6 ms
[2022-02-23 02:57:37	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311526 | val_loss: 0.0311634 | Time: 44726.5 ms
[2022-02-23 02:58:21	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311539 | val_loss: 0.0311627 | Time: 44385.4 ms
[2022-02-23 02:59:06	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311523 | val_loss: 0.0311657 | Time: 44585.1 ms
[2022-02-23 02:59:51	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311499 | val_loss: 0.0311641 | Time: 44899.7 ms
[2022-02-23 03:00:36	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311488 | val_loss: 0.031169 | Time: 44830.8 ms
[2022-02-23 03:01:20	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311491 | val_loss: 0.0311651 | Time: 44418.7 ms
[2022-02-23 03:02:06	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311523 | val_loss: 0.0311698 | Time: 45048.5 ms
[2022-02-23 03:02:50	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311485 | val_loss: 0.031166 | Time: 44543.6 ms
[2022-02-23 03:03:35	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311464 | val_loss: 0.0311649 | Time: 44596.5 ms
[2022-02-23 03:04:20	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311474 | val_loss: 0.0311631 | Time: 44825 ms
[2022-02-23 03:05:05	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031149 | val_loss: 0.0311687 | Time: 44809.1 ms
[2022-02-23 03:05:51	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311473 | val_loss: 0.0311658 | Time: 45988.3 ms
[2022-02-23 03:06:36	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311458 | val_loss: 0.0311678 | Time: 44803 ms
[2022-02-23 03:07:21	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311467 | val_loss: 0.0311676 | Time: 44575.3 ms
[2022-02-23 03:08:06	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311504 | val_loss: 0.0311654 | Time: 44798.6 ms
[2022-02-23 03:08:50	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311534 | val_loss: 0.0311697 | Time: 44857.7 ms
[2022-02-23 03:09:35	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311505 | val_loss: 0.0311737 | Time: 44524.3 ms
[2022-02-23 03:10:20	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311521 | val_loss: 0.0311667 | Time: 44513.2 ms
[2022-02-23 03:11:05	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311512 | val_loss: 0.0311681 | Time: 44614.6 ms
[2022-02-23 03:11:49	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311517 | val_loss: 0.0311647 | Time: 44744.1 ms
[2022-02-23 03:12:34	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311498 | val_loss: 0.0311649 | Time: 44873.6 ms
[2022-02-23 03:13:19	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311493 | val_loss: 0.031167 | Time: 44443.2 ms
[2022-02-23 03:14:04	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311488 | val_loss: 0.0311644 | Time: 44610.6 ms
[2022-02-23 03:14:48	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.031148 | val_loss: 0.0311665 | Time: 44424.4 ms
[2022-02-23 03:15:33	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311471 | val_loss: 0.0311667 | Time: 44938.1 ms
[2022-02-23 03:16:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311466 | val_loss: 0.0311642 | Time: 47470.3 ms
[2022-02-23 03:17:06	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031145 | val_loss: 0.0311651 | Time: 44533.7 ms
[2022-02-23 03:17:50	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311465 | val_loss: 0.0311662 | Time: 44825.8 ms
[2022-02-23 03:18:39	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311507 | val_loss: 0.0311628 | Time: 48482.5 ms
[2022-02-23 03:19:24	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311486 | val_loss: 0.0311611 | Time: 44715.3 ms
[2022-02-23 03:20:13	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311459 | val_loss: 0.0311667 | Time: 48782.2 ms
[2022-02-23 03:20:58	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311448 | val_loss: 0.0311639 | Time: 44507.1 ms
[2022-02-23 03:21:46	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311437 | val_loss: 0.0311629 | Time: 48709.3 ms
[2022-02-23 03:22:31	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311458 | val_loss: 0.0311719 | Time: 44394.7 ms
[2022-02-23 03:23:16	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311482 | val_loss: 0.0311737 | Time: 44673.5 ms
[2022-02-23 03:24:00	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311481 | val_loss: 0.0311636 | Time: 44362.3 ms
[2022-02-23 03:24:45	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311444 | val_loss: 0.0311655 | Time: 44692.7 ms
[2022-02-23 03:25:29	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311438 | val_loss: 0.031163 | Time: 44517 ms
[2022-02-23 03:26:14	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311422 | val_loss: 0.0311626 | Time: 44607.2 ms
[2022-02-23 03:26:59	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311429 | val_loss: 0.0311628 | Time: 44503.1 ms
[2022-02-23 03:27:43	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031142 | val_loss: 0.0311632 | Time: 44490.7 ms
[2022-02-23 03:28:28	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311413 | val_loss: 0.0311617 | Time: 44607 ms
[2022-02-23 03:29:13	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311437 | val_loss: 0.0311728 | Time: 44426.6 ms
[2022-02-23 03:29:57	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311508 | val_loss: 0.0311785 | Time: 44471.3 ms
[2022-02-23 03:30:42	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311502 | val_loss: 0.0311691 | Time: 44525.6 ms
[2022-02-23 03:31:26	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311454 | val_loss: 0.0311629 | Time: 44464.3 ms
[2022-02-23 03:32:11	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311449 | val_loss: 0.0311654 | Time: 44507.3 ms
[2022-02-23 03:32:55	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311458 | val_loss: 0.0311628 | Time: 44330.8 ms
[2022-02-23 03:33:40	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311458 | val_loss: 0.0311626 | Time: 44492.4 ms
[2022-02-23 03:34:25	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311466 | val_loss: 0.0311657 | Time: 44580 ms
[2022-02-23 03:35:09	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311478 | val_loss: 0.0311645 | Time: 44593.3 ms
[2022-02-23 03:35:54	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311456 | val_loss: 0.0311622 | Time: 44444.2 ms
[2022-02-23 03:36:38	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311443 | val_loss: 0.0311638 | Time: 44351.5 ms
[2022-02-23 03:37:23	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311443 | val_loss: 0.0311701 | Time: 44508 ms
[2022-02-23 03:38:08	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311481 | val_loss: 0.0311726 | Time: 44612.5 ms
[2022-02-23 03:38:52	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311526 | val_loss: 0.0311771 | Time: 44593.7 ms
[2022-02-23 03:39:37	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.031145 | val_loss: 0.0311712 | Time: 44592.7 ms
[2022-02-23 03:40:22	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311437 | val_loss: 0.0311631 | Time: 44376.9 ms
[2022-02-23 03:41:06	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311421 | val_loss: 0.0311636 | Time: 44554 ms
[2022-02-23 03:41:51	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311463 | val_loss: 0.0311653 | Time: 44518.7 ms
[2022-02-23 03:42:36	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311452 | val_loss: 0.0311654 | Time: 44794 ms
[2022-02-23 03:43:20	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311458 | val_loss: 0.0311759 | Time: 44386.7 ms
[2022-02-23 03:44:05	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311468 | val_loss: 0.0311648 | Time: 44524.2 ms
[2022-02-23 03:44:50	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311479 | val_loss: 0.0311616 | Time: 44550.1 ms
[2022-02-23 03:45:35	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311477 | val_loss: 0.0311669 | Time: 44592.5 ms
[2022-02-23 03:46:20	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311467 | val_loss: 0.0311646 | Time: 45599.8 ms
[2022-02-23 03:47:05	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311468 | val_loss: 0.0311691 | Time: 44374.9 ms
[2022-02-23 03:47:53	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311459 | val_loss: 0.0311661 | Time: 48230.1 ms
[2022-02-23 03:48:38	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311464 | val_loss: 0.0311674 | Time: 44701.8 ms
[2022-02-23 03:49:22	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311468 | val_loss: 0.0311616 | Time: 44351.1 ms
[2022-02-23 03:50:07	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031146 | val_loss: 0.0311637 | Time: 44485.4 ms
[2022-02-23 03:50:51	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311455 | val_loss: 0.0311621 | Time: 44394.7 ms
[2022-02-23 03:51:36	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311492 | val_loss: 0.0311615 | Time: 44767.1 ms
[2022-02-23 03:52:21	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031147 | val_loss: 0.0311649 | Time: 44392.8 ms
[2022-02-23 03:53:06	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311456 | val_loss: 0.0311611 | Time: 44534.7 ms
[2022-02-23 03:53:50	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311476 | val_loss: 0.0311653 | Time: 44418.9 ms
[2022-02-23 03:54:36	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311508 | val_loss: 0.0311679 | Time: 46298.1 ms
[2022-02-23 03:55:21	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.031149 | val_loss: 0.0311635 | Time: 44428.8 ms
[2022-02-23 03:56:12	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311464 | val_loss: 0.0311646 | Time: 51280.1 ms
[2022-02-23 03:56:59	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311437 | val_loss: 0.0311621 | Time: 46297.7 ms
[2022-02-23 03:57:44	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311443 | val_loss: 0.0311632 | Time: 44541.2 ms
[2022-02-23 03:58:28	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311426 | val_loss: 0.0311644 | Time: 44422.8 ms
[2022-02-23 03:59:13	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311423 | val_loss: 0.0311641 | Time: 44490 ms
[2022-02-23 03:59:57	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311409 | val_loss: 0.0311648 | Time: 44278.3 ms
[2022-02-23 04:00:42	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311422 | val_loss: 0.0311616 | Time: 44665.9 ms
[2022-02-23 04:01:28	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311443 | val_loss: 0.0311624 | Time: 45543.7 ms
[2022-02-23 04:02:12	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311447 | val_loss: 0.0311647 | Time: 44564.7 ms
[2022-02-23 04:02:57	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311467 | val_loss: 0.0311653 | Time: 44486.3 ms
[2022-02-23 04:03:42	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311436 | val_loss: 0.0311625 | Time: 44533 ms
[2022-02-23 04:04:26	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311454 | val_loss: 0.031168 | Time: 44418.9 ms
[2022-02-23 04:05:11	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311417 | val_loss: 0.0311664 | Time: 44433.1 ms
[2022-02-23 04:05:55	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311444 | val_loss: 0.0311671 | Time: 44273.7 ms
[2022-02-23 04:06:40	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311448 | val_loss: 0.0311654 | Time: 44533.9 ms
[2022-02-23 04:07:24	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311475 | val_loss: 0.0311716 | Time: 44340.1 ms
[2022-02-23 04:08:09	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311454 | val_loss: 0.0311712 | Time: 44687.2 ms
[2022-02-23 04:08:54	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311468 | val_loss: 0.0311635 | Time: 44425.3 ms
[2022-02-23 04:09:39	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311441 | val_loss: 0.0311633 | Time: 44683.1 ms
[2022-02-23 04:10:23	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311437 | val_loss: 0.031164 | Time: 44439.1 ms
[2022-02-23 04:11:08	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311435 | val_loss: 0.0311649 | Time: 44385.3 ms
[2022-02-23 04:11:53	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311442 | val_loss: 0.0311671 | Time: 44998.3 ms
[2022-02-23 04:12:38	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311443 | val_loss: 0.0311678 | Time: 44531.5 ms
[2022-02-23 04:13:22	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311435 | val_loss: 0.0311627 | Time: 44443.4 ms
[2022-02-23 04:14:07	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311435 | val_loss: 0.0311637 | Time: 44433.1 ms
[2022-02-23 04:14:51	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311452 | val_loss: 0.0311685 | Time: 44545.2 ms
[2022-02-23 04:15:36	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311448 | val_loss: 0.0311589 | Time: 44420.7 ms
[2022-02-23 04:16:24	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311438 | val_loss: 0.0311642 | Time: 47857.1 ms
[2022-02-23 04:17:09	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311447 | val_loss: 0.0311628 | Time: 44637 ms
[2022-02-23 04:17:53	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311422 | val_loss: 0.031171 | Time: 44467.1 ms
[2022-02-23 04:18:40	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311427 | val_loss: 0.031167 | Time: 46746.3 ms
[2022-02-23 04:19:25	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311473 | val_loss: 0.0311651 | Time: 44370.1 ms
[2022-02-23 04:20:13	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311474 | val_loss: 0.0311673 | Time: 47873.3 ms
[2022-02-23 04:20:57	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311466 | val_loss: 0.0311688 | Time: 44411.4 ms
[2022-02-23 04:21:42	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311467 | val_loss: 0.031168 | Time: 44648.1 ms
[2022-02-23 04:22:26	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311445 | val_loss: 0.0311628 | Time: 44419.7 ms
[2022-02-23 04:23:11	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311437 | val_loss: 0.0311653 | Time: 44395 ms
[2022-02-23 04:23:56	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311453 | val_loss: 0.0311638 | Time: 44750.6 ms
[2022-02-23 04:24:40	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311433 | val_loss: 0.0311617 | Time: 44458.5 ms
[2022-02-23 04:25:25	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311419 | val_loss: 0.0311679 | Time: 44491.3 ms
[2022-02-23 04:26:10	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311421 | val_loss: 0.0311632 | Time: 44518.7 ms
[2022-02-23 04:26:54	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311461 | val_loss: 0.0311627 | Time: 44531.9 ms
[2022-02-23 04:27:39	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311446 | val_loss: 0.031161 | Time: 44561.8 ms
[2022-02-23 04:28:24	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311439 | val_loss: 0.0311658 | Time: 44719.7 ms
[2022-02-23 04:29:09	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311435 | val_loss: 0.0311715 | Time: 44655.2 ms
[2022-02-23 04:29:53	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311445 | val_loss: 0.0311623 | Time: 44736 ms
[2022-02-23 04:30:38	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311422 | val_loss: 0.0311638 | Time: 44698.7 ms
[2022-02-23 04:31:24	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311419 | val_loss: 0.0311618 | Time: 45137.7 ms
[2022-02-23 04:32:10	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311399 | val_loss: 0.0311684 | Time: 46065.1 ms
[2022-02-23 04:32:54	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311465 | val_loss: 0.031161 | Time: 44539.2 ms
[2022-02-23 04:33:39	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311422 | val_loss: 0.0311614 | Time: 44464.1 ms
[2022-02-23 04:34:23	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031141 | val_loss: 0.0311603 | Time: 44535.5 ms
[2022-02-23 04:35:09	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031141 | val_loss: 0.0311653 | Time: 44882.7 ms
[2022-02-23 04:35:53	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311408 | val_loss: 0.0311605 | Time: 44832.3 ms
[2022-02-23 04:36:38	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311426 | val_loss: 0.0311615 | Time: 44501.8 ms
[2022-02-23 04:37:23	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311424 | val_loss: 0.0311598 | Time: 44746.2 ms
[2022-02-23 04:38:08	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311414 | val_loss: 0.0311586 | Time: 44354.8 ms
[2022-02-23 04:38:52	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311424 | val_loss: 0.0311623 | Time: 44413.7 ms
[2022-02-23 04:39:37	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031143 | val_loss: 0.0311589 | Time: 45059 ms
[2022-02-23 04:40:22	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311419 | val_loss: 0.0311624 | Time: 44503.6 ms
[2022-02-23 04:41:07	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311482 | val_loss: 0.0311622 | Time: 44512 ms
[2022-02-23 04:41:52	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311472 | val_loss: 0.0311615 | Time: 44589.1 ms
[2022-02-23 04:42:36	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311474 | val_loss: 0.0311599 | Time: 44542.5 ms
[2022-02-23 04:43:21	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311481 | val_loss: 0.0311693 | Time: 44774.6 ms
[2022-02-23 04:44:06	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311445 | val_loss: 0.0311649 | Time: 44710.3 ms
[2022-02-23 04:44:50	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311433 | val_loss: 0.0311621 | Time: 44395.2 ms
[2022-02-23 04:45:35	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311412 | val_loss: 0.0311642 | Time: 44565.7 ms
[2022-02-23 04:46:19	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311442 | val_loss: 0.0311696 | Time: 44406.2 ms
[2022-02-23 04:47:04	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311429 | val_loss: 0.0311636 | Time: 44756.5 ms
[2022-02-23 04:47:50	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311427 | val_loss: 0.0311735 | Time: 45491.6 ms
[2022-02-23 04:48:38	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311444 | val_loss: 0.0311673 | Time: 48203.9 ms
[2022-02-23 04:49:23	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311412 | val_loss: 0.0311617 | Time: 44722 ms
[2022-02-23 04:50:08	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311421 | val_loss: 0.0311628 | Time: 44516.6 ms
[2022-02-23 04:50:53	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311396 | val_loss: 0.0311603 | Time: 44639.3 ms
[2022-02-23 04:51:37	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311398 | val_loss: 0.0311648 | Time: 44540.1 ms
[2022-02-23 04:52:22	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311392 | val_loss: 0.0311661 | Time: 44416 ms
[2022-02-23 04:53:06	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311423 | val_loss: 0.0311694 | Time: 44510.3 ms
[2022-02-23 04:53:51	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311407 | val_loss: 0.0311644 | Time: 44579.5 ms
[2022-02-23 04:54:37	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311383 | val_loss: 0.0311648 | Time: 45989.4 ms
[2022-02-23 04:55:22	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311398 | val_loss: 0.0311654 | Time: 44594.2 ms
[2022-02-23 04:56:07	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311387 | val_loss: 0.0311619 | Time: 44557.8 ms
[2022-02-23 04:56:51	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311411 | val_loss: 0.0311639 | Time: 44579.6 ms
[2022-02-23 04:57:36	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311429 | val_loss: 0.0311678 | Time: 44440 ms
[2022-02-23 04:58:21	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311428 | val_loss: 0.0311682 | Time: 44554.1 ms
[2022-02-23 04:59:05	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311451 | val_loss: 0.031167 | Time: 44416.7 ms
[2022-02-23 04:59:50	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311404 | val_loss: 0.0311653 | Time: 44535.9 ms
[2022-02-23 05:00:35	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311405 | val_loss: 0.0311707 | Time: 44467.7 ms
[2022-02-23 05:01:19	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311406 | val_loss: 0.0311663 | Time: 44421.5 ms
[2022-02-23 05:02:04	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.03114 | val_loss: 0.0311687 | Time: 44669.3 ms
[2022-02-23 05:02:49	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311396 | val_loss: 0.031164 | Time: 44599.3 ms
[2022-02-23 05:03:33	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311403 | val_loss: 0.0311667 | Time: 44488.7 ms
[2022-02-23 05:04:18	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311438 | val_loss: 0.0311626 | Time: 44413.2 ms
[2022-02-23 05:05:03	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311503 | val_loss: 0.031163 | Time: 44683.9 ms
[2022-02-23 05:05:47	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.031149 | val_loss: 0.0311591 | Time: 44588.5 ms
[2022-02-23 05:06:32	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311513 | val_loss: 0.0311631 | Time: 44439.1 ms
[2022-02-23 05:07:17	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311495 | val_loss: 0.0311653 | Time: 44505.3 ms
[2022-02-23 05:08:01	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311667 | val_loss: 0.0311772 | Time: 44563.9 ms
[2022-02-23 05:08:46	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311693 | val_loss: 0.0311688 | Time: 44482.4 ms
[2022-02-23 05:09:30	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311652 | val_loss: 0.0311694 | Time: 44432 ms
[2022-02-23 05:10:15	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311642 | val_loss: 0.0311658 | Time: 44592.3 ms
[2022-02-23 05:11:00	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311632 | val_loss: 0.031168 | Time: 44397.4 ms
[2022-02-23 05:11:45	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311598 | val_loss: 0.0311708 | Time: 44924.9 ms
[2022-02-23 05:12:29	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311625 | val_loss: 0.0311676 | Time: 44434.3 ms
[2022-02-23 05:13:14	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311561 | val_loss: 0.031163 | Time: 44414.7 ms
[2022-02-23 05:13:58	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311598 | val_loss: 0.0311639 | Time: 44713.9 ms
[2022-02-23 05:14:43	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311581 | val_loss: 0.031166 | Time: 44618.1 ms
[2022-02-23 05:15:28	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311589 | val_loss: 0.0311653 | Time: 44517.4 ms
[2022-02-23 05:16:15	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311584 | val_loss: 0.0311716 | Time: 47040.3 ms
[2022-02-23 05:17:00	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311585 | val_loss: 0.0311665 | Time: 44566.9 ms
[2022-02-23 05:17:44	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311571 | val_loss: 0.0311673 | Time: 44369.1 ms
[2022-02-23 05:18:33	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311588 | val_loss: 0.0311663 | Time: 49236.2 ms
[2022-02-23 05:19:18	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311588 | val_loss: 0.0311673 | Time: 44381.7 ms
[2022-02-23 05:20:07	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311564 | val_loss: 0.0311646 | Time: 49214.4 ms
[2022-02-23 05:20:52	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311558 | val_loss: 0.031167 | Time: 44688.8 ms
[2022-02-23 05:21:36	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311533 | val_loss: 0.0311657 | Time: 44522.4 ms
[2022-02-23 05:22:21	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311534 | val_loss: 0.0311668 | Time: 44392.4 ms
[2022-02-23 05:23:06	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311543 | val_loss: 0.0311648 | Time: 44517.3 ms
[2022-02-23 05:23:50	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031155 | val_loss: 0.0311655 | Time: 44434.7 ms
[2022-02-23 05:24:35	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311541 | val_loss: 0.0311638 | Time: 44542.5 ms
[2022-02-23 05:25:19	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311521 | val_loss: 0.0311654 | Time: 44586.3 ms
[2022-02-23 05:26:04	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311519 | val_loss: 0.0311628 | Time: 44482.4 ms
[2022-02-23 05:26:49	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311531 | val_loss: 0.0311639 | Time: 44428.5 ms
[2022-02-23 05:27:33	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311514 | val_loss: 0.0311707 | Time: 44435.4 ms
[2022-02-23 05:28:18	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031155 | val_loss: 0.0311691 | Time: 44397 ms
[2022-02-23 05:29:03	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311525 | val_loss: 0.0311627 | Time: 44587.5 ms
[2022-02-23 05:29:47	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311507 | val_loss: 0.0311657 | Time: 44449.1 ms
[2022-02-23 05:30:32	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311503 | val_loss: 0.0311648 | Time: 44666.5 ms
[2022-02-23 05:31:17	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311496 | val_loss: 0.0311649 | Time: 44689.8 ms
[2022-02-23 05:32:01	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311504 | val_loss: 0.0311684 | Time: 44556 ms
[2022-02-23 05:32:46	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031149 | val_loss: 0.0311669 | Time: 44327.8 ms
[2022-02-23 05:33:31	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311496 | val_loss: 0.0311656 | Time: 44499.7 ms
[2022-02-23 05:34:15	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311489 | val_loss: 0.0311654 | Time: 44457.1 ms
[2022-02-23 05:35:00	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311488 | val_loss: 0.0311663 | Time: 44579.9 ms
[2022-02-23 05:35:44	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311491 | val_loss: 0.0311645 | Time: 44352 ms
[2022-02-23 05:36:29	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311467 | val_loss: 0.0311693 | Time: 44684.2 ms
[2022-02-23 05:37:14	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311489 | val_loss: 0.0311756 | Time: 44504.5 ms
[2022-02-23 05:37:58	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311545 | val_loss: 0.0311669 | Time: 44540.5 ms
[2022-02-23 05:38:43	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311474 | val_loss: 0.0311637 | Time: 44414 ms
[2022-02-23 05:39:28	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311463 | val_loss: 0.031167 | Time: 44642.6 ms
[2022-02-23 05:40:12	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311447 | val_loss: 0.0311686 | Time: 44285 ms
[2022-02-23 05:40:57	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311492 | val_loss: 0.0311658 | Time: 44507.2 ms
[2022-02-23 05:41:41	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311513 | val_loss: 0.0311644 | Time: 44611.5 ms
[2022-02-23 05:42:26	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311501 | val_loss: 0.0311678 | Time: 44741.6 ms
[2022-02-23 05:43:11	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311517 | val_loss: 0.0311698 | Time: 44603.9 ms
[2022-02-23 05:43:56	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311492 | val_loss: 0.0311641 | Time: 44541.4 ms
[2022-02-23 05:44:40	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311487 | val_loss: 0.0311646 | Time: 44472.2 ms
[2022-02-23 05:45:25	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311475 | val_loss: 0.031168 | Time: 44539.8 ms
[2022-02-23 05:46:10	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311488 | val_loss: 0.0311682 | Time: 44587.8 ms
[2022-02-23 05:46:56	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311494 | val_loss: 0.0311637 | Time: 46624.1 ms
[2022-02-23 05:47:41	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311491 | val_loss: 0.0311622 | Time: 44618.8 ms
[2022-02-23 05:48:28	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311486 | val_loss: 0.031163 | Time: 47158.9 ms
[2022-02-23 05:49:13	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311508 | val_loss: 0.0311667 | Time: 44506.1 ms
[2022-02-23 05:49:58	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311476 | val_loss: 0.0311636 | Time: 45360 ms
[2022-02-23 05:50:43	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311466 | val_loss: 0.0311636 | Time: 44469.6 ms
[2022-02-23 05:51:27	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031148 | val_loss: 0.0311634 | Time: 44491.4 ms
[2022-02-23 05:52:12	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311478 | val_loss: 0.0311616 | Time: 44525.5 ms
[2022-02-23 05:52:57	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311474 | val_loss: 0.0311642 | Time: 44520.5 ms
[2022-02-23 05:53:41	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311465 | val_loss: 0.0311676 | Time: 44379.7 ms
[2022-02-23 05:54:27	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311488 | val_loss: 0.031165 | Time: 45264.7 ms
[2022-02-23 05:55:11	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311473 | val_loss: 0.0311648 | Time: 44537.5 ms
[2022-02-23 05:55:56	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311483 | val_loss: 0.031164 | Time: 44562.3 ms
[2022-02-23 05:56:41	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.031155 | val_loss: 0.0311675 | Time: 44434.2 ms
[2022-02-23 05:57:25	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311555 | val_loss: 0.031167 | Time: 44570.9 ms
[2022-02-23 05:58:10	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311567 | val_loss: 0.0311648 | Time: 44424.2 ms
[2022-02-23 05:58:55	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311562 | val_loss: 0.0311646 | Time: 44827.7 ms
[2022-02-23 05:59:39	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031155 | val_loss: 0.0311638 | Time: 44522.1 ms
[2022-02-23 06:00:24	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311547 | val_loss: 0.0311651 | Time: 44451.3 ms
[2022-02-23 06:01:09	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311547 | val_loss: 0.0311669 | Time: 44548 ms
[2022-02-23 06:01:53	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311572 | val_loss: 0.0311735 | Time: 44703.1 ms
[2022-02-23 06:02:38	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311606 | val_loss: 0.0311664 | Time: 44374.3 ms
[2022-02-23 06:03:23	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311539 | val_loss: 0.0311637 | Time: 44564 ms
[2022-02-23 06:04:08	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311525 | val_loss: 0.0311668 | Time: 44600.8 ms
[2022-02-23 06:04:52	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311612 | val_loss: 0.0311691 | Time: 44670.7 ms
[2022-02-23 06:05:37	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311607 | val_loss: 0.0311649 | Time: 44408.5 ms
[2022-02-23 06:06:22	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031155 | val_loss: 0.0311631 | Time: 44757.6 ms
[2022-02-23 06:07:06	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311547 | val_loss: 0.0311606 | Time: 44473.4 ms
[2022-02-23 06:07:51	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311541 | val_loss: 0.0311625 | Time: 44589.4 ms
[2022-02-23 06:08:36	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311523 | val_loss: 0.0311629 | Time: 44497 ms
[2022-02-23 06:09:21	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311545 | val_loss: 0.031165 | Time: 44594.5 ms
[2022-02-23 06:10:05	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311555 | val_loss: 0.0311612 | Time: 44371.8 ms
[2022-02-23 06:10:50	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311528 | val_loss: 0.0311621 | Time: 44537.7 ms
[2022-02-23 06:11:34	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311533 | val_loss: 0.0311646 | Time: 44486.1 ms
[2022-02-23 06:12:19	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031153 | val_loss: 0.0311603 | Time: 44719.2 ms
[2022-02-23 06:13:04	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311533 | val_loss: 0.0311608 | Time: 44298.9 ms
[2022-02-23 06:13:49	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311513 | val_loss: 0.0311616 | Time: 44657.6 ms
[2022-02-23 06:14:33	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311509 | val_loss: 0.0311615 | Time: 44408.3 ms
[2022-02-23 06:15:18	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311523 | val_loss: 0.0311595 | Time: 44535.9 ms
[2022-02-23 06:16:04	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311517 | val_loss: 0.0311594 | Time: 45718.3 ms
[2022-02-23 06:16:52	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031152 | val_loss: 0.0311594 | Time: 44593.5 ms
[2022-02-23 06:17:36	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311512 | val_loss: 0.0311615 | Time: 44512.7 ms
[2022-02-23 06:18:21	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311513 | val_loss: 0.0311654 | Time: 44643.7 ms
[2022-02-23 06:19:09	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311511 | val_loss: 0.0311615 | Time: 47512.1 ms
[2022-02-23 06:19:57	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311502 | val_loss: 0.0311649 | Time: 48655.6 ms
[2022-02-23 06:20:42	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.03115 | val_loss: 0.0311627 | Time: 44582.6 ms
[2022-02-23 06:21:27	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311484 | val_loss: 0.0311612 | Time: 44667.4 ms
[2022-02-23 06:22:11	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311486 | val_loss: 0.0311618 | Time: 44438.8 ms
[2022-02-23 06:22:56	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311504 | val_loss: 0.0311603 | Time: 44706.9 ms
[2022-02-23 06:23:41	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311517 | val_loss: 0.0311609 | Time: 44371.8 ms
[2022-02-23 06:24:25	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311524 | val_loss: 0.0311616 | Time: 44477.3 ms
[2022-02-23 06:25:10	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311495 | val_loss: 0.0311571 | Time: 44554.1 ms
[2022-02-23 06:25:55	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311481 | val_loss: 0.0311592 | Time: 44660.7 ms
[2022-02-23 06:26:39	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311469 | val_loss: 0.0311638 | Time: 44484.8 ms
[2022-02-23 06:27:24	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311476 | val_loss: 0.0311629 | Time: 44550.6 ms
[2022-02-23 06:28:08	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311464 | val_loss: 0.031159 | Time: 44457.4 ms
[2022-02-23 06:28:53	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311458 | val_loss: 0.0311583 | Time: 44730 ms
[2022-02-23 06:29:38	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311458 | val_loss: 0.0311661 | Time: 44428.3 ms
[2022-02-23 06:30:22	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311498 | val_loss: 0.0311598 | Time: 44412.9 ms
[2022-02-23 06:31:07	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311454 | val_loss: 0.0311602 | Time: 44355.9 ms
[2022-02-23 06:31:51	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311456 | val_loss: 0.0311604 | Time: 44507.2 ms
[2022-02-23 06:32:36	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311457 | val_loss: 0.0311598 | Time: 44524.5 ms
[2022-02-23 06:33:21	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311452 | val_loss: 0.0311614 | Time: 44613.7 ms
[2022-02-23 06:34:05	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311453 | val_loss: 0.0311673 | Time: 44538.7 ms
[2022-02-23 06:34:50	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311446 | val_loss: 0.0311631 | Time: 44604.4 ms
[2022-02-23 06:35:34	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311469 | val_loss: 0.0311631 | Time: 44324.3 ms
[2022-02-23 06:36:19	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311455 | val_loss: 0.0311629 | Time: 44539.7 ms
[2022-02-23 06:37:04	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311464 | val_loss: 0.0311647 | Time: 44537.2 ms
[2022-02-23 06:37:48	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311456 | val_loss: 0.0311613 | Time: 44539.4 ms
[2022-02-23 06:38:33	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.031144 | val_loss: 0.0311623 | Time: 44524.5 ms
[2022-02-23 06:39:17	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311428 | val_loss: 0.0311633 | Time: 44359.9 ms
[2022-02-23 06:40:02	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311456 | val_loss: 0.0311601 | Time: 44521.3 ms
[2022-02-23 06:40:47	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311457 | val_loss: 0.0311638 | Time: 44495.1 ms
[2022-02-23 06:41:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311453 | val_loss: 0.0311606 | Time: 44419.7 ms
[2022-02-23 06:42:16	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311435 | val_loss: 0.031161 | Time: 44479.5 ms
[2022-02-23 06:43:01	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311466 | val_loss: 0.0311636 | Time: 44718.8 ms
[2022-02-23 06:43:45	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311451 | val_loss: 0.0311614 | Time: 44493.9 ms
[2022-02-23 06:44:30	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311437 | val_loss: 0.03116 | Time: 44367.1 ms
[2022-02-23 06:45:15	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311422 | val_loss: 0.0311613 | Time: 44719.5 ms
[2022-02-23 06:45:59	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311442 | val_loss: 0.0311638 | Time: 44498.5 ms
[2022-02-23 06:46:45	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311472 | val_loss: 0.0311663 | Time: 45748.8 ms
[2022-02-23 06:47:30	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311517 | val_loss: 0.0311632 | Time: 44452.8 ms
[2022-02-23 06:48:18	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311524 | val_loss: 0.031166 | Time: 48408.2 ms
[2022-02-23 06:49:03	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311518 | val_loss: 0.0311664 | Time: 44376.5 ms
[2022-02-23 06:49:47	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311508 | val_loss: 0.0311725 | Time: 44478.5 ms
[2022-02-23 06:50:32	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311534 | val_loss: 0.0311652 | Time: 44422.3 ms
[2022-02-23 06:51:16	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311521 | val_loss: 0.0311683 | Time: 44446.3 ms
[2022-02-23 06:52:01	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311487 | val_loss: 0.031164 | Time: 44505.4 ms
[2022-02-23 06:52:46	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311478 | val_loss: 0.0311684 | Time: 44510.3 ms
[2022-02-23 06:53:31	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031151 | val_loss: 0.0311647 | Time: 44532.2 ms
[2022-02-23 06:54:17	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311521 | val_loss: 0.0311737 | Time: 45827.8 ms
[2022-02-23 06:55:01	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311529 | val_loss: 0.0311652 | Time: 44462.8 ms
[2022-02-23 06:55:46	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311542 | val_loss: 0.0311653 | Time: 44430 ms
[2022-02-23 06:56:30	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311517 | val_loss: 0.0311678 | Time: 44378.2 ms
[2022-02-23 06:57:15	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311501 | val_loss: 0.0311687 | Time: 44457.8 ms
[2022-02-23 06:57:59	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311493 | val_loss: 0.0311656 | Time: 44462.5 ms
[2022-02-23 06:58:44	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311476 | val_loss: 0.0311633 | Time: 44572.3 ms
[2022-02-23 06:59:29	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311493 | val_loss: 0.0311671 | Time: 44553.1 ms
[2022-02-23 07:00:14	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311474 | val_loss: 0.0311657 | Time: 44720.7 ms
[2022-02-23 07:00:58	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311478 | val_loss: 0.0311634 | Time: 44419.1 ms
[2022-02-23 07:01:43	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311476 | val_loss: 0.0311654 | Time: 44665.1 ms
[2022-02-23 07:02:28	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311455 | val_loss: 0.0311639 | Time: 44453 ms
[2022-02-23 07:03:12	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311473 | val_loss: 0.031168 | Time: 44405.1 ms
[2022-02-23 07:03:57	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311456 | val_loss: 0.031165 | Time: 44389.8 ms
[2022-02-23 07:04:41	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311436 | val_loss: 0.0311619 | Time: 44650.4 ms
[2022-02-23 07:05:26	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311435 | val_loss: 0.0311644 | Time: 44365.2 ms
[2022-02-23 07:06:11	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311463 | val_loss: 0.0311647 | Time: 44545.7 ms
[2022-02-23 07:06:55	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311448 | val_loss: 0.0311655 | Time: 44407.8 ms
[2022-02-23 07:07:43	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311468 | val_loss: 0.0311635 | Time: 48134.9 ms
[2022-02-23 07:08:28	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311471 | val_loss: 0.0311672 | Time: 44467.2 ms
[2022-02-23 07:09:12	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031146 | val_loss: 0.0311742 | Time: 44421.8 ms
[2022-02-23 07:09:57	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311454 | val_loss: 0.0311657 | Time: 44502.1 ms
[2022-02-23 07:10:42	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311447 | val_loss: 0.0311631 | Time: 44681.5 ms
[2022-02-23 07:11:26	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311447 | val_loss: 0.0311653 | Time: 44541.3 ms
[2022-02-23 07:12:11	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311434 | val_loss: 0.0311631 | Time: 44569.4 ms
[2022-02-23 07:12:56	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311441 | val_loss: 0.0311651 | Time: 44542.6 ms
[2022-02-23 07:13:40	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311447 | val_loss: 0.0311623 | Time: 44524.8 ms
[2022-02-23 07:14:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311429 | val_loss: 0.0311614 | Time: 44487.5 ms
[2022-02-23 07:15:10	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311419 | val_loss: 0.0311619 | Time: 44548.5 ms
[2022-02-23 07:15:54	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311401 | val_loss: 0.0311606 | Time: 44501.5 ms
[2022-02-23 07:16:42	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311417 | val_loss: 0.0311623 | Time: 47636.6 ms
[2022-02-23 07:17:27	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311426 | val_loss: 0.0311638 | Time: 44453.7 ms
[2022-02-23 07:18:11	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311441 | val_loss: 0.0311607 | Time: 44555.5 ms
[2022-02-23 07:19:00	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311432 | val_loss: 0.0311651 | Time: 48774.1 ms
[2022-02-23 07:19:45	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311461 | val_loss: 0.0311659 | Time: 44556.9 ms
[2022-02-23 07:20:34	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311463 | val_loss: 0.031164 | Time: 48680.4 ms
[2022-02-23 07:21:18	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311449 | val_loss: 0.0311648 | Time: 44567.4 ms
[2022-02-23 07:22:03	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311443 | val_loss: 0.0311657 | Time: 44775.6 ms
[2022-02-23 07:22:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.031147 | val_loss: 0.0311655 | Time: 44518.4 ms
[2022-02-23 07:23:33	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311467 | val_loss: 0.0311638 | Time: 44341.2 ms
[2022-02-23 07:24:17	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311444 | val_loss: 0.0311622 | Time: 44457.1 ms
[2022-02-23 07:25:02	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311429 | val_loss: 0.0311673 | Time: 44384.7 ms
[2022-02-23 07:25:47	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311443 | val_loss: 0.0311668 | Time: 44674 ms
[2022-02-23 07:26:31	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311434 | val_loss: 0.0311644 | Time: 44625.6 ms
[2022-02-23 07:27:16	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311429 | val_loss: 0.0311652 | Time: 44501.4 ms
[2022-02-23 07:28:00	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311409 | val_loss: 0.0311651 | Time: 44338.4 ms
[2022-02-23 07:28:45	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311412 | val_loss: 0.0311709 | Time: 44680.3 ms
[2022-02-23 07:29:30	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.031142 | val_loss: 0.0311715 | Time: 44528.4 ms
[2022-02-23 07:30:15	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311471 | val_loss: 0.0311654 | Time: 44564.8 ms
[2022-02-23 07:30:59	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311471 | val_loss: 0.031166 | Time: 44600.1 ms
[2022-02-23 07:31:44	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311494 | val_loss: 0.0311775 | Time: 44713 ms
[2022-02-23 07:32:29	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311513 | val_loss: 0.0311678 | Time: 44416 ms
[2022-02-23 07:33:13	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311512 | val_loss: 0.0311653 | Time: 44414.7 ms
[2022-02-23 07:33:58	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311502 | val_loss: 0.0311662 | Time: 44478.7 ms
[2022-02-23 07:34:43	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311498 | val_loss: 0.0311626 | Time: 44574 ms
[2022-02-23 07:35:27	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311505 | val_loss: 0.0311687 | Time: 44420.8 ms
[2022-02-23 07:36:12	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311551 | val_loss: 0.0311623 | Time: 44564.1 ms
[2022-02-23 07:36:56	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311551 | val_loss: 0.0311651 | Time: 44682.7 ms
[2022-02-23 07:37:41	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311548 | val_loss: 0.031168 | Time: 44694.7 ms
[2022-02-23 07:38:26	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031154 | val_loss: 0.0311689 | Time: 44489.1 ms
[2022-02-23 07:39:10	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311514 | val_loss: 0.031164 | Time: 44398.7 ms
[2022-02-23 07:39:55	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.03115 | val_loss: 0.0311631 | Time: 44410.6 ms
[2022-02-23 07:40:39	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031154 | val_loss: 0.0311643 | Time: 44549.2 ms
[2022-02-23 07:41:24	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311554 | val_loss: 0.0311661 | Time: 44343.3 ms
[2022-02-23 07:42:09	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.031151 | val_loss: 0.0311641 | Time: 44498.1 ms
[2022-02-23 07:42:53	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.03115 | val_loss: 0.0311645 | Time: 44454 ms
[2022-02-23 07:43:38	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311501 | val_loss: 0.0311667 | Time: 44519.8 ms
[2022-02-23 07:44:22	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311524 | val_loss: 0.0311594 | Time: 44510.2 ms
[2022-02-23 07:45:07	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311512 | val_loss: 0.0311577 | Time: 44534.6 ms
[2022-02-23 07:45:52	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311519 | val_loss: 0.0311599 | Time: 44490.8 ms
[2022-02-23 07:46:38	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311481 | val_loss: 0.0311597 | Time: 46239.6 ms
[2022-02-23 07:47:22	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311495 | val_loss: 0.0311666 | Time: 44436.4 ms
[2022-02-23 07:48:22	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311491 | val_loss: 0.0311591 | Time: 59438.1 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030)
[2022-02-24 06:36:27	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-24 06:36:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-24 06:36:28	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-24 06:36:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-24 06:36:28	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-24 06:36:28	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-24 06:36:28	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-24 06:36:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-24 06:36:28	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-24 06:36:28	                main:474]	:	INFO	:	Configuration: 
[2022-02-24 06:36:28	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-24 06:36:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-24 06:36:29	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-24 06:36:29	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-24 06:36:29	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-24 06:36:29	                main:480]	:	INFO	:	    Patience: 10
[2022-02-24 06:36:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-24 06:36:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-24 06:36:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-24 06:36:29	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-24 06:36:29	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-24 06:36:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-24 06:36:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-24 06:37:36	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-24 06:37:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-24 06:37:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-24 06:37:38	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-24 06:37:38	                main:494]	:	INFO	:	Creating Model
[2022-02-24 06:37:38	                main:507]	:	INFO	:	Preparing config file
[2022-02-24 06:37:38	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-24 06:37:38	                main:512]	:	INFO	:	Loading config
[2022-02-24 06:37:38	                main:514]	:	INFO	:	Loading state
[2022-02-24 06:38:02	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-24 06:38:02	                main:562]	:	INFO	:	Starting Training
[2022-02-24 06:38:58	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311734 | val_loss: 0.0311681 | Time: 55916.5 ms
[2022-02-24 06:39:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311549 | val_loss: 0.0311675 | Time: 44319.4 ms
[2022-02-24 06:40:27	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311488 | val_loss: 0.0311617 | Time: 44168.8 ms
[2022-02-24 06:41:16	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311491 | val_loss: 0.0311628 | Time: 48774.5 ms
[2022-02-24 06:42:00	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311483 | val_loss: 0.0311637 | Time: 44213.2 ms
[2022-02-24 06:42:48	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311467 | val_loss: 0.031165 | Time: 48048.8 ms
[2022-02-24 06:43:34	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311471 | val_loss: 0.0311704 | Time: 45892.5 ms
[2022-02-24 06:44:22	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311471 | val_loss: 0.0311672 | Time: 48088 ms
[2022-02-24 06:45:07	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031145 | val_loss: 0.0311658 | Time: 44316.1 ms
[2022-02-24 06:45:51	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.031146 | val_loss: 0.031163 | Time: 44259.1 ms
[2022-02-24 06:46:39	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311462 | val_loss: 0.0311618 | Time: 47220.5 ms
[2022-02-24 06:47:24	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311452 | val_loss: 0.0311661 | Time: 44639.8 ms
[2022-02-24 06:48:08	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311461 | val_loss: 0.0311616 | Time: 44045.4 ms
[2022-02-24 06:48:52	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311446 | val_loss: 0.031163 | Time: 44247.3 ms
[2022-02-24 06:49:40	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311439 | val_loss: 0.0311605 | Time: 47213.1 ms
[2022-02-24 06:50:24	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311457 | val_loss: 0.0311656 | Time: 44219.8 ms
[2022-02-24 06:50:24	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311656
[2022-02-24 06:50:24	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-24 06:50:24	                main:608]	:	INFO	:	Success, exiting..
06:50:25 (9360): 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)