Task 14370058

Name ParityModified-1647043076-2006-3-0_0
Workunit 11416829
Created 5 Apr 2022, 0:50:09 UTC
Sent 9 Apr 2022, 11:00:26 UTC
Report deadline 17 Apr 2022, 11:00:26 UTC
Received 10 Apr 2022, 15:06:46 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21638
Run time 8 hours 24 min 16 sec
CPU time 7 hours 36 min 55 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,060.45 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.57 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
-10 11:42:04	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.031169 | val_loss: 0.0311725 | Time: 6094.9 ms
[2022-04-10 11:42:10	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311684 | val_loss: 0.0311735 | Time: 6392.76 ms
[2022-04-10 11:42:17	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311684 | val_loss: 0.0311746 | Time: 6487.81 ms
[2022-04-10 11:42:23	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311686 | val_loss: 0.0311701 | Time: 6316.06 ms
[2022-04-10 11:42:29	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311677 | val_loss: 0.031172 | Time: 5937.97 ms
[2022-04-10 11:42:36	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311677 | val_loss: 0.0311717 | Time: 6218.78 ms
[2022-04-10 11:42:42	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.031168 | val_loss: 0.0311706 | Time: 6014.92 ms
[2022-04-10 11:42:48	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311682 | val_loss: 0.0311753 | Time: 6077.31 ms
[2022-04-10 11:42:54	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311681 | val_loss: 0.0311758 | Time: 6306.89 ms
[2022-04-10 11:43:00	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311702 | val_loss: 0.0311762 | Time: 6204.15 ms
[2022-04-10 11:43:07	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311699 | val_loss: 0.0311736 | Time: 6478.7 ms
[2022-04-10 11:43:14	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311674 | val_loss: 0.0311724 | Time: 6364.66 ms
[2022-04-10 11:43:20	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311664 | val_loss: 0.0311731 | Time: 6073.17 ms
[2022-04-10 11:43:26	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311662 | val_loss: 0.0311721 | Time: 6108.66 ms
[2022-04-10 11:43:33	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311664 | val_loss: 0.0311744 | Time: 6341.75 ms
[2022-04-10 11:43:40	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311669 | val_loss: 0.0311736 | Time: 6760.18 ms
[2022-04-10 11:43:46	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311674 | val_loss: 0.0311731 | Time: 6171.66 ms
[2022-04-10 11:43:52	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311663 | val_loss: 0.031171 | Time: 6432.54 ms
[2022-04-10 11:43:59	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311662 | val_loss: 0.0311734 | Time: 6213.87 ms
[2022-04-10 11:44:05	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031166 | val_loss: 0.0311739 | Time: 6214.25 ms
[2022-04-10 11:44:11	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311667 | val_loss: 0.0311746 | Time: 6080.35 ms
[2022-04-10 11:44:18	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311674 | val_loss: 0.0311731 | Time: 6573.58 ms
[2022-04-10 11:44:24	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311673 | val_loss: 0.0311707 | Time: 6388.16 ms
[2022-04-10 11:44:31	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311676 | val_loss: 0.031172 | Time: 6511.47 ms
[2022-04-10 11:44:37	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.031169 | val_loss: 0.0311733 | Time: 6393.59 ms
[2022-04-10 11:44:44	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311706 | val_loss: 0.0311735 | Time: 6253.26 ms
[2022-04-10 11:44:50	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311697 | val_loss: 0.0311721 | Time: 6376.03 ms
[2022-04-10 11:44:56	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311699 | val_loss: 0.0311756 | Time: 6119.16 ms
[2022-04-10 11:45:03	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311705 | val_loss: 0.0311719 | Time: 6294.9 ms
[2022-04-10 11:45:09	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311687 | val_loss: 0.0311718 | Time: 6218.95 ms
[2022-04-10 11:45:15	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031167 | val_loss: 0.0311735 | Time: 6008.12 ms
[2022-04-10 11:45:21	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311664 | val_loss: 0.0311712 | Time: 6180.49 ms
[2022-04-10 11:45:27	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311669 | val_loss: 0.031176 | Time: 6238.88 ms
[2022-04-10 11:45:34	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311687 | val_loss: 0.0311714 | Time: 6139.75 ms
[2022-04-10 11:45:40	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311701 | val_loss: 0.0311719 | Time: 6328.22 ms
[2022-04-10 11:45:46	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311701 | val_loss: 0.0311706 | Time: 6271.76 ms
[2022-04-10 11:45:53	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031169 | val_loss: 0.031171 | Time: 6220.09 ms
[2022-04-10 11:45:59	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311695 | val_loss: 0.0311739 | Time: 6236.08 ms
[2022-04-10 11:46:06	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031173 | val_loss: 0.0311732 | Time: 6357.77 ms
[2022-04-10 11:46:12	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311729 | val_loss: 0.0311707 | Time: 6341.75 ms
[2022-04-10 11:46:18	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311682 | val_loss: 0.0311731 | Time: 6230.75 ms
[2022-04-10 11:46:24	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311698 | val_loss: 0.0311721 | Time: 6067.69 ms
[2022-04-10 11:46:31	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311677 | val_loss: 0.0311716 | Time: 6359.26 ms
[2022-04-10 11:46:38	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311673 | val_loss: 0.0311761 | Time: 6707.82 ms
[2022-04-10 11:46:44	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311695 | val_loss: 0.0311727 | Time: 6162.93 ms
[2022-04-10 11:46:50	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311682 | val_loss: 0.0311713 | Time: 6283.56 ms
[2022-04-10 11:46:57	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.031169 | val_loss: 0.0311719 | Time: 6355.64 ms
[2022-04-10 11:47:03	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311681 | val_loss: 0.031171 | Time: 6148.43 ms
[2022-04-10 11:47:10	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311676 | val_loss: 0.0311709 | Time: 6417.23 ms
[2022-04-10 11:47:16	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311663 | val_loss: 0.0311727 | Time: 6326.55 ms
[2022-04-10 11:47:22	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031167 | val_loss: 0.0311723 | Time: 6229.83 ms
[2022-04-10 11:47:28	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311663 | val_loss: 0.0311727 | Time: 6172.94 ms
[2022-04-10 11:47:35	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.031167 | val_loss: 0.0311732 | Time: 6285.31 ms
[2022-04-10 11:47:41	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311688 | val_loss: 0.0311759 | Time: 6203.5 ms
[2022-04-10 11:47:47	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311725 | val_loss: 0.031173 | Time: 6159.75 ms
[2022-04-10 11:47:54	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311713 | val_loss: 0.0311712 | Time: 6388.03 ms
[2022-04-10 11:48:00	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311686 | val_loss: 0.0311713 | Time: 6357.71 ms
[2022-04-10 11:48:07	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311677 | val_loss: 0.0311721 | Time: 6193.31 ms
[2022-04-10 11:48:13	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311684 | val_loss: 0.0311718 | Time: 6317.75 ms
[2022-04-10 11:48:19	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311679 | val_loss: 0.0311734 | Time: 6031.4 ms
[2022-04-10 11:48:25	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311682 | val_loss: 0.0311728 | Time: 6102.42 ms
[2022-04-10 11:48:32	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311676 | val_loss: 0.0311704 | Time: 6116.1 ms
[2022-04-10 11:48:38	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311687 | val_loss: 0.0311731 | Time: 5942 ms
[2022-04-10 11:48:44	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311699 | val_loss: 0.0311714 | Time: 6348.19 ms
[2022-04-10 11:48:50	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311693 | val_loss: 0.0311693 | Time: 6368.33 ms
[2022-04-10 11:48:57	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311697 | val_loss: 0.0311732 | Time: 6198.14 ms
[2022-04-10 11:49:03	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311708 | val_loss: 0.0311739 | Time: 6284.76 ms
[2022-04-10 11:49:09	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311689 | val_loss: 0.0311707 | Time: 6149.91 ms
[2022-04-10 11:49:16	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.031169 | val_loss: 0.0311699 | Time: 6156.2 ms
[2022-04-10 11:49:22	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311661 | val_loss: 0.0311703 | Time: 6155.64 ms
[2022-04-10 11:49:28	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311664 | val_loss: 0.0311713 | Time: 6085.12 ms
[2022-04-10 11:49:35	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311653 | val_loss: 0.0311717 | Time: 6496.84 ms
[2022-04-10 11:49:40	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311678 | val_loss: 0.031177 | Time: 5823.91 ms
[2022-04-10 11:49:46	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311696 | val_loss: 0.0311714 | Time: 5766.5 ms
[2022-04-10 11:49:52	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311672 | val_loss: 0.0311693 | Time: 5952.02 ms
[2022-04-10 11:49:58	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311663 | val_loss: 0.0311735 | Time: 5957.5 ms
[2022-04-10 11:50:04	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031173 | val_loss: 0.0311779 | Time: 5720.21 ms
[2022-04-10 11:50:10	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311722 | val_loss: 0.0311754 | Time: 5745.2 ms
[2022-04-10 11:50:16	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311696 | val_loss: 0.03118 | Time: 5812.26 ms
[2022-04-10 11:50:22	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311701 | val_loss: 0.0311734 | Time: 6228.72 ms
[2022-04-10 11:50:29	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311687 | val_loss: 0.0311741 | Time: 7044.22 ms
[2022-04-10 11:50:37	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311705 | val_loss: 0.0311725 | Time: 7263.03 ms
[2022-04-10 11:50:44	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311671 | val_loss: 0.0311714 | Time: 6884.47 ms
[2022-04-10 11:50:51	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311667 | val_loss: 0.0311716 | Time: 6896.88 ms
[2022-04-10 11:50:58	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311662 | val_loss: 0.0311721 | Time: 6935.48 ms
[2022-04-10 11:51:05	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311679 | val_loss: 0.0311775 | Time: 7054.4 ms
[2022-04-10 11:51:12	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311693 | val_loss: 0.0311741 | Time: 6910.01 ms
[2022-04-10 11:51:19	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.031168 | val_loss: 0.0311728 | Time: 7278.55 ms
[2022-04-10 11:51:26	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311673 | val_loss: 0.0311742 | Time: 6836.6 ms
[2022-04-10 11:51:34	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311677 | val_loss: 0.0311738 | Time: 7291.86 ms
[2022-04-10 11:51:41	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311659 | val_loss: 0.0311736 | Time: 6829.76 ms
[2022-04-10 11:51:48	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311666 | val_loss: 0.0311745 | Time: 7481.73 ms
[2022-04-10 11:51:55	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311668 | val_loss: 0.031175 | Time: 6689.5 ms
[2022-04-10 11:52:02	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311676 | val_loss: 0.0311762 | Time: 6924.21 ms
[2022-04-10 11:52:09	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311672 | val_loss: 0.0311762 | Time: 7222.81 ms
[2022-04-10 11:52:16	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311665 | val_loss: 0.0311756 | Time: 7057.08 ms
[2022-04-10 11:52:23	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311678 | val_loss: 0.0311757 | Time: 6965.46 ms
[2022-04-10 11:52:30	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311677 | val_loss: 0.0311762 | Time: 6985.95 ms
[2022-04-10 11:52:37	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311677 | val_loss: 0.0311748 | Time: 6979.45 ms
[2022-04-10 11:52:45	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311675 | val_loss: 0.0311736 | Time: 7085.83 ms
[2022-04-10 11:52:52	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311661 | val_loss: 0.0311766 | Time: 6895.94 ms
[2022-04-10 11:52:59	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311668 | val_loss: 0.0311741 | Time: 7122.46 ms
[2022-04-10 11:53:06	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311662 | val_loss: 0.0311738 | Time: 6767.58 ms
[2022-04-10 11:53:13	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311654 | val_loss: 0.0311726 | Time: 6835.62 ms
[2022-04-10 11:53:19	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311659 | val_loss: 0.0311717 | Time: 6834.89 ms
[2022-04-10 11:53:27	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311653 | val_loss: 0.0311739 | Time: 7188.55 ms
[2022-04-10 11:53:34	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311656 | val_loss: 0.031172 | Time: 6608.38 ms
[2022-04-10 11:53:40	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311666 | val_loss: 0.0311733 | Time: 6874.85 ms
[2022-04-10 11:53:48	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311684 | val_loss: 0.0311726 | Time: 7046.82 ms
[2022-04-10 11:53:55	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311699 | val_loss: 0.0311733 | Time: 7072.92 ms
[2022-04-10 11:54:02	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311687 | val_loss: 0.0311709 | Time: 6759.89 ms
[2022-04-10 11:54:08	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311688 | val_loss: 0.0311732 | Time: 6701.24 ms
[2022-04-10 11:54:16	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311692 | val_loss: 0.0311714 | Time: 7136.12 ms
[2022-04-10 11:54:23	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311708 | val_loss: 0.0311719 | Time: 6954.25 ms
[2022-04-10 11:54:30	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311701 | val_loss: 0.0311695 | Time: 7027.23 ms
[2022-04-10 11:54:37	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311696 | val_loss: 0.0311696 | Time: 7309.91 ms
[2022-04-10 11:54:44	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311686 | val_loss: 0.0311698 | Time: 7030.85 ms
[2022-04-10 11:54:52	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311726 | val_loss: 0.031181 | Time: 7079.47 ms
[2022-04-10 11:54:59	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.031168 | val_loss: 0.0311696 | Time: 7167.62 ms
[2022-04-10 11:55:06	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311664 | val_loss: 0.0311708 | Time: 6877.03 ms
[2022-04-10 11:55:13	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311658 | val_loss: 0.0311697 | Time: 7338.84 ms
[2022-04-10 11:55:20	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311657 | val_loss: 0.0311706 | Time: 6566.96 ms
[2022-04-10 11:55:27	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311655 | val_loss: 0.0311729 | Time: 7066.33 ms
[2022-04-10 11:55:34	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311673 | val_loss: 0.0311713 | Time: 7104.34 ms
[2022-04-10 11:55:41	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311698 | val_loss: 0.0311719 | Time: 6741.04 ms
[2022-04-10 11:55:48	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311663 | val_loss: 0.0311677 | Time: 6885.21 ms
[2022-04-10 11:55:55	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311662 | val_loss: 0.0311687 | Time: 6840.47 ms
[2022-04-10 11:56:02	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311654 | val_loss: 0.0311709 | Time: 6999.56 ms
[2022-04-10 11:56:09	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311653 | val_loss: 0.0311695 | Time: 7047.01 ms
[2022-04-10 11:56:16	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311656 | val_loss: 0.0311719 | Time: 6858.4 ms
[2022-04-10 11:56:23	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311652 | val_loss: 0.0311729 | Time: 6819.09 ms
[2022-04-10 11:56:30	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311657 | val_loss: 0.0311714 | Time: 7103.92 ms
[2022-04-10 11:56:37	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311687 | val_loss: 0.0311697 | Time: 7006.07 ms
[2022-04-10 11:56:45	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311649 | val_loss: 0.0311702 | Time: 7168.97 ms
[2022-04-10 11:56:52	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.031166 | val_loss: 0.0311726 | Time: 7091.52 ms
[2022-04-10 11:56:59	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311658 | val_loss: 0.0311695 | Time: 7080.49 ms
[2022-04-10 11:57:06	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311647 | val_loss: 0.0311701 | Time: 7165.22 ms
[2022-04-10 11:57:13	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311653 | val_loss: 0.0311707 | Time: 6718.33 ms
[2022-04-10 11:57:20	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311651 | val_loss: 0.0311696 | Time: 6969.61 ms
[2022-04-10 11:57:27	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311636 | val_loss: 0.0311698 | Time: 6910.33 ms
[2022-04-10 11:57:34	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311655 | val_loss: 0.0311721 | Time: 6956.91 ms
[2022-04-10 11:57:41	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311666 | val_loss: 0.031169 | Time: 7117.29 ms
[2022-04-10 11:57:49	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311646 | val_loss: 0.0311688 | Time: 7064.69 ms
[2022-04-10 11:57:56	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311666 | val_loss: 0.0311699 | Time: 6919.77 ms
[2022-04-10 11:58:03	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311643 | val_loss: 0.0311698 | Time: 6853.52 ms
[2022-04-10 11:58:10	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031167 | val_loss: 0.0311689 | Time: 7186.9 ms
[2022-04-10 11:58:17	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311661 | val_loss: 0.0311683 | Time: 6882.11 ms
[2022-04-10 11:58:24	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311656 | val_loss: 0.0311665 | Time: 6824.29 ms
[2022-04-10 11:58:31	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311651 | val_loss: 0.0311675 | Time: 6880.06 ms
[2022-04-10 11:58:38	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311648 | val_loss: 0.0311689 | Time: 7058.24 ms
[2022-04-10 11:58:45	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311633 | val_loss: 0.0311684 | Time: 6979.35 ms
[2022-04-10 11:58:52	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311636 | val_loss: 0.0311672 | Time: 6887.29 ms
[2022-04-10 11:58:59	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311642 | val_loss: 0.031167 | Time: 6931.35 ms
[2022-04-10 11:59:06	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311647 | val_loss: 0.0311675 | Time: 7386.23 ms
[2022-04-10 11:59:14	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311664 | val_loss: 0.0311696 | Time: 7225.42 ms
[2022-04-10 11:59:20	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311666 | val_loss: 0.0311665 | Time: 6744.18 ms
[2022-04-10 11:59:28	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.031166 | val_loss: 0.0311713 | Time: 7354.27 ms
[2022-04-10 11:59:35	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311649 | val_loss: 0.031171 | Time: 7017.09 ms
[2022-04-10 11:59:42	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311658 | val_loss: 0.0311694 | Time: 7084.43 ms
[2022-04-10 11:59:49	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311651 | val_loss: 0.0311699 | Time: 6753.24 ms
[2022-04-10 11:59:56	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311652 | val_loss: 0.0311681 | Time: 7062 ms
[2022-04-10 12:00:04	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311685 | val_loss: 0.0311718 | Time: 7443.48 ms
[2022-04-10 12:00:11	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311667 | val_loss: 0.0311701 | Time: 7104.89 ms
[2022-04-10 12:00:18	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.031165 | val_loss: 0.0311705 | Time: 7023.93 ms
[2022-04-10 12:00:25	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311662 | val_loss: 0.0311748 | Time: 7149.72 ms
[2022-04-10 12:00:32	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311658 | val_loss: 0.0311724 | Time: 6813.34 ms
[2022-04-10 12:00:39	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311672 | val_loss: 0.0311737 | Time: 6854.28 ms
[2022-04-10 12:00:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311649 | val_loss: 0.0311705 | Time: 6164.3 ms
[2022-04-10 12:00:51	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311649 | val_loss: 0.03117 | Time: 5707.59 ms
[2022-04-10 12:00:57	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311645 | val_loss: 0.0311707 | Time: 5830.07 ms
[2022-04-10 12:01:03	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311648 | val_loss: 0.0311707 | Time: 6094.68 ms
[2022-04-10 12:01:09	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031166 | val_loss: 0.0311707 | Time: 5809.13 ms
[2022-04-10 12:01:15	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311624 | val_loss: 0.0311735 | Time: 6131.83 ms
[2022-04-10 12:01:21	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311631 | val_loss: 0.0311739 | Time: 6014.78 ms
[2022-04-10 12:01:27	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311619 | val_loss: 0.0311716 | Time: 5766.04 ms
[2022-04-10 12:01:33	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311634 | val_loss: 0.031172 | Time: 5656.16 ms
[2022-04-10 12:01:39	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311645 | val_loss: 0.0311727 | Time: 6211.21 ms
[2022-04-10 12:01:45	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311648 | val_loss: 0.0311723 | Time: 5925.65 ms
[2022-04-10 12:01:51	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311645 | val_loss: 0.0311702 | Time: 6009.56 ms
[2022-04-10 12:01:57	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311673 | val_loss: 0.0311758 | Time: 6105 ms
[2022-04-10 12:02:03	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311672 | val_loss: 0.0311724 | Time: 5795.92 ms
[2022-04-10 12:02:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311661 | val_loss: 0.031173 | Time: 5628.19 ms
[2022-04-10 12:02:15	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311691 | val_loss: 0.0311722 | Time: 6083 ms
[2022-04-10 12:02:21	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311696 | val_loss: 0.0311718 | Time: 5689.59 ms
[2022-04-10 12:02:27	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311706 | val_loss: 0.031172 | Time: 6028.4 ms
[2022-04-10 12:02:33	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.031169 | val_loss: 0.031171 | Time: 5636.61 ms
[2022-04-10 12:02:39	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311701 | val_loss: 0.0311705 | Time: 5622.02 ms
[2022-04-10 12:02:44	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.03117 | val_loss: 0.0311714 | Time: 5451.82 ms
[2022-04-10 12:02:50	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311704 | val_loss: 0.0311719 | Time: 5795.7 ms
[2022-04-10 12:02:56	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311686 | val_loss: 0.0311722 | Time: 5781.65 ms
[2022-04-10 12:03:02	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311676 | val_loss: 0.0311712 | Time: 5602.7 ms
[2022-04-10 12:03:08	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311658 | val_loss: 0.0311692 | Time: 5992.54 ms
[2022-04-10 12:03:14	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311671 | val_loss: 0.0311773 | Time: 5864.6 ms
[2022-04-10 12:03:20	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.031167 | val_loss: 0.0311699 | Time: 5856.03 ms
[2022-04-10 12:03:26	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311652 | val_loss: 0.0311684 | Time: 5805.2 ms
[2022-04-10 12:03:32	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311657 | val_loss: 0.0311698 | Time: 5711.46 ms
[2022-04-10 12:03:37	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311643 | val_loss: 0.0311683 | Time: 5801.21 ms
[2022-04-10 12:03:43	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311677 | val_loss: 0.0311706 | Time: 5817.63 ms
[2022-04-10 12:03:49	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311674 | val_loss: 0.0311757 | Time: 5740.57 ms
[2022-04-10 12:03:55	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311666 | val_loss: 0.0311688 | Time: 5760.61 ms
[2022-04-10 12:04:01	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311656 | val_loss: 0.0311687 | Time: 5684.92 ms
[2022-04-10 12:04:07	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311664 | val_loss: 0.0311702 | Time: 6087.54 ms
[2022-04-10 12:04:13	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311659 | val_loss: 0.0311723 | Time: 5864.99 ms
[2022-04-10 12:04:19	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311674 | val_loss: 0.0311697 | Time: 5823.43 ms
[2022-04-10 12:04:25	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311686 | val_loss: 0.0311749 | Time: 5770.39 ms
[2022-04-10 12:04:31	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311658 | val_loss: 0.031169 | Time: 5878.89 ms
[2022-04-10 12:04:37	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311677 | val_loss: 0.0311695 | Time: 6051.97 ms
[2022-04-10 12:04:43	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311708 | val_loss: 0.0311748 | Time: 5693.21 ms
[2022-04-10 12:04:48	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311726 | val_loss: 0.0311746 | Time: 5834.1 ms
[2022-04-10 12:04:54	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311695 | val_loss: 0.0311737 | Time: 5544.05 ms
[2022-04-10 12:05:00	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311672 | val_loss: 0.0311687 | Time: 5561.14 ms
[2022-04-10 12:05:06	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311663 | val_loss: 0.0311679 | Time: 5768.66 ms
[2022-04-10 12:05:11	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.031167 | val_loss: 0.0311732 | Time: 5735.2 ms
[2022-04-10 12:05:17	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311689 | val_loss: 0.0311753 | Time: 5621.78 ms
[2022-04-10 12:05:23	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.031167 | val_loss: 0.0311688 | Time: 5542.94 ms
[2022-04-10 12:05:29	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311645 | val_loss: 0.0311691 | Time: 5824.74 ms
[2022-04-10 12:05:34	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311654 | val_loss: 0.031168 | Time: 5650.5 ms
[2022-04-10 12:05:40	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031165 | val_loss: 0.0311708 | Time: 5671.78 ms
[2022-04-10 12:05:46	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311632 | val_loss: 0.0311685 | Time: 5794.02 ms
[2022-04-10 12:05:52	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311623 | val_loss: 0.0311685 | Time: 5580 ms
[2022-04-10 12:05:57	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311627 | val_loss: 0.0311717 | Time: 5624.88 ms
[2022-04-10 12:06:03	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311638 | val_loss: 0.0311698 | Time: 5552.79 ms
[2022-04-10 12:06:09	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311635 | val_loss: 0.0311691 | Time: 5756.78 ms
[2022-04-10 12:06:14	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311628 | val_loss: 0.0311691 | Time: 5613.69 ms
[2022-04-10 12:06:20	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031163 | val_loss: 0.0311713 | Time: 5745.89 ms
[2022-04-10 12:06:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311624 | val_loss: 0.0311694 | Time: 5698.68 ms
[2022-04-10 12:06:32	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311622 | val_loss: 0.0311703 | Time: 5658.77 ms
[2022-04-10 12:06:37	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.031163 | val_loss: 0.0311702 | Time: 5564.31 ms
[2022-04-10 12:06:43	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311621 | val_loss: 0.0311709 | Time: 5679.22 ms
[2022-04-10 12:06:49	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311612 | val_loss: 0.0311685 | Time: 5725.88 ms
[2022-04-10 12:06:55	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311612 | val_loss: 0.0311711 | Time: 5805.59 ms
[2022-04-10 12:07:01	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311628 | val_loss: 0.0311701 | Time: 5675.52 ms
[2022-04-10 12:07:06	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311615 | val_loss: 0.0311697 | Time: 5759.42 ms
[2022-04-10 12:07:12	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311617 | val_loss: 0.0311713 | Time: 5818.77 ms
[2022-04-10 12:07:18	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311635 | val_loss: 0.0311709 | Time: 5627.95 ms
[2022-04-10 12:07:24	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311639 | val_loss: 0.0311722 | Time: 5712.02 ms
[2022-04-10 12:07:30	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311666 | val_loss: 0.0311763 | Time: 5771.04 ms
[2022-04-10 12:07:36	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311669 | val_loss: 0.0311701 | Time: 5702.6 ms
[2022-04-10 12:07:42	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311667 | val_loss: 0.0311725 | Time: 5795.37 ms
[2022-04-10 12:07:47	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311656 | val_loss: 0.0311692 | Time: 5815.43 ms
[2022-04-10 12:07:53	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311648 | val_loss: 0.031169 | Time: 5545.16 ms
[2022-04-10 12:07:59	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311635 | val_loss: 0.0311706 | Time: 5781.04 ms
[2022-04-10 12:08:05	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311633 | val_loss: 0.0311681 | Time: 5869.54 ms
[2022-04-10 12:08:11	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.031163 | val_loss: 0.0311688 | Time: 5925.51 ms
[2022-04-10 12:08:17	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311638 | val_loss: 0.0311683 | Time: 6031.32 ms
[2022-04-10 12:08:23	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311635 | val_loss: 0.0311679 | Time: 5810.2 ms
[2022-04-10 12:08:29	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311631 | val_loss: 0.031169 | Time: 5789.52 ms
[2022-04-10 12:08:35	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311681 | val_loss: 0.0311743 | Time: 6111.25 ms
[2022-04-10 12:08:41	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311725 | val_loss: 0.0311885 | Time: 5764.36 ms
[2022-04-10 12:08:47	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031168 | val_loss: 0.0311757 | Time: 5654.93 ms
[2022-04-10 12:08:53	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311653 | val_loss: 0.0311706 | Time: 5830.74 ms
[2022-04-10 12:08:59	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311639 | val_loss: 0.0311728 | Time: 5854.15 ms
[2022-04-10 12:09:05	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311629 | val_loss: 0.031171 | Time: 6515.45 ms
[2022-04-10 12:09:12	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311631 | val_loss: 0.0311728 | Time: 6486.43 ms
[2022-04-10 12:09:18	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311631 | val_loss: 0.0311718 | Time: 6222.33 ms
[2022-04-10 12:09:25	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311638 | val_loss: 0.031171 | Time: 6230.81 ms
[2022-04-10 12:09:31	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311647 | val_loss: 0.0311712 | Time: 6331.18 ms
[2022-04-10 12:09:37	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311636 | val_loss: 0.0311714 | Time: 6149.73 ms
[2022-04-10 12:09:44	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311634 | val_loss: 0.0311704 | Time: 6335.87 ms
[2022-04-10 12:09:50	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311667 | val_loss: 0.0311716 | Time: 6138.81 ms
[2022-04-10 12:09:56	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311652 | val_loss: 0.0311703 | Time: 6050.02 ms
[2022-04-10 12:10:02	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311664 | val_loss: 0.0311699 | Time: 6136.89 ms
[2022-04-10 12:10:09	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311652 | val_loss: 0.0311713 | Time: 5959.37 ms
[2022-04-10 12:10:15	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311702 | val_loss: 0.0311724 | Time: 6094.71 ms
[2022-04-10 12:10:21	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311679 | val_loss: 0.031173 | Time: 6072.56 ms
[2022-04-10 12:10:27	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031168 | val_loss: 0.031175 | Time: 5918.16 ms
[2022-04-10 12:10:33	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311691 | val_loss: 0.0311729 | Time: 6051.27 ms
[2022-04-10 12:10:39	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311769 | val_loss: 0.0311782 | Time: 5963.17 ms
[2022-04-10 12:10:46	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311707 | val_loss: 0.0311736 | Time: 6442.72 ms
[2022-04-10 12:10:52	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311676 | val_loss: 0.0311713 | Time: 6707.17 ms
[2022-04-10 12:10:59	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311654 | val_loss: 0.0311739 | Time: 6320.6 ms
[2022-04-10 12:11:05	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311682 | val_loss: 0.0311724 | Time: 6247.79 ms
[2022-04-10 12:11:11	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311658 | val_loss: 0.0311794 | Time: 5987.57 ms
[2022-04-10 12:11:17	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311658 | val_loss: 0.0311733 | Time: 6055.83 ms
[2022-04-10 12:11:24	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311637 | val_loss: 0.0311736 | Time: 6152.67 ms
[2022-04-10 12:11:30	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311628 | val_loss: 0.0311738 | Time: 6126.05 ms
[2022-04-10 12:11:36	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311637 | val_loss: 0.0311753 | Time: 6056.69 ms
[2022-04-10 12:11:42	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311633 | val_loss: 0.0311737 | Time: 6202.19 ms
[2022-04-10 12:11:49	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311645 | val_loss: 0.0311718 | Time: 6236.98 ms
[2022-04-10 12:11:55	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311626 | val_loss: 0.0311719 | Time: 6196.32 ms
[2022-04-10 12:12:01	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311633 | val_loss: 0.031177 | Time: 6203.49 ms
[2022-04-10 12:12:07	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311645 | val_loss: 0.0311723 | Time: 6253.32 ms
[2022-04-10 12:12:14	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311649 | val_loss: 0.0311751 | Time: 6221.17 ms
[2022-04-10 12:12:20	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311647 | val_loss: 0.0311715 | Time: 6176.93 ms
[2022-04-10 12:12:26	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.031167 | val_loss: 0.031172 | Time: 6259.76 ms
[2022-04-10 12:12:33	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311677 | val_loss: 0.0311703 | Time: 6179.5 ms
[2022-04-10 12:12:39	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311669 | val_loss: 0.0311701 | Time: 6417.27 ms
[2022-04-10 12:12:46	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311674 | val_loss: 0.0311712 | Time: 6257.77 ms
[2022-04-10 12:12:52	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311665 | val_loss: 0.0311712 | Time: 6410.11 ms
[2022-04-10 12:12:58	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311689 | val_loss: 0.0311738 | Time: 6190.38 ms
[2022-04-10 12:13:05	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031167 | val_loss: 0.031172 | Time: 6184.25 ms
[2022-04-10 12:13:11	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311652 | val_loss: 0.0311705 | Time: 6388.07 ms
[2022-04-10 12:13:17	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311645 | val_loss: 0.0311743 | Time: 6210.99 ms
[2022-04-10 12:13:24	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031169 | val_loss: 0.0311698 | Time: 6411.85 ms
[2022-04-10 12:13:30	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311669 | val_loss: 0.0311735 | Time: 6441.78 ms
[2022-04-10 12:13:37	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311686 | val_loss: 0.0311725 | Time: 6328.48 ms
[2022-04-10 12:13:43	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311682 | val_loss: 0.0311723 | Time: 6109 ms
[2022-04-10 12:13:50	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311654 | val_loss: 0.0311703 | Time: 6447.56 ms
[2022-04-10 12:13:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311662 | val_loss: 0.0311719 | Time: 6231.17 ms
[2022-04-10 12:14:02	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311655 | val_loss: 0.031172 | Time: 6094.44 ms
[2022-04-10 12:14:09	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311663 | val_loss: 0.0311704 | Time: 6368.62 ms
[2022-04-10 12:14:15	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311653 | val_loss: 0.0311732 | Time: 6144.61 ms
[2022-04-10 12:14:21	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311655 | val_loss: 0.031178 | Time: 5950.63 ms
[2022-04-10 12:14:27	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311673 | val_loss: 0.0311728 | Time: 6214.04 ms
[2022-04-10 12:14:33	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311701 | val_loss: 0.0311747 | Time: 6189.14 ms
[2022-04-10 12:14:39	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311674 | val_loss: 0.0311731 | Time: 5898.52 ms
[2022-04-10 12:14:46	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311664 | val_loss: 0.0311717 | Time: 6284.64 ms
[2022-04-10 12:14:52	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311676 | val_loss: 0.0311742 | Time: 6012.85 ms
[2022-04-10 12:14:58	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311689 | val_loss: 0.0311751 | Time: 6299.46 ms
[2022-04-10 12:15:05	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311677 | val_loss: 0.0311728 | Time: 6571.04 ms
[2022-04-10 12:15:11	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311696 | val_loss: 0.0311718 | Time: 6338.35 ms
[2022-04-10 12:15:18	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311671 | val_loss: 0.0311739 | Time: 6190.9 ms
[2022-04-10 12:15:24	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311678 | val_loss: 0.0311703 | Time: 6153.69 ms
[2022-04-10 12:15:30	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311665 | val_loss: 0.0311716 | Time: 6083.25 ms
[2022-04-10 12:15:37	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311666 | val_loss: 0.0311709 | Time: 6511.81 ms
[2022-04-10 12:15:43	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031168 | val_loss: 0.0311705 | Time: 6004.33 ms
[2022-04-10 12:15:49	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311666 | val_loss: 0.0311707 | Time: 6192.94 ms
[2022-04-10 12:15:56	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311665 | val_loss: 0.0311717 | Time: 6122.8 ms
[2022-04-10 12:16:02	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311665 | val_loss: 0.0311719 | Time: 6244 ms
[2022-04-10 12:16:08	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311676 | val_loss: 0.0311723 | Time: 6117.94 ms
[2022-04-10 12:16:14	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311672 | val_loss: 0.03117 | Time: 6173.32 ms
[2022-04-10 12:16:21	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311674 | val_loss: 0.0311711 | Time: 6263.93 ms
[2022-04-10 12:16:27	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311656 | val_loss: 0.0311718 | Time: 6007.13 ms
[2022-04-10 12:16:33	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311691 | val_loss: 0.0311697 | Time: 6138.01 ms
[2022-04-10 12:16:39	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311658 | val_loss: 0.0311697 | Time: 6183.66 ms
[2022-04-10 12:16:45	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311665 | val_loss: 0.031168 | Time: 6123.51 ms
[2022-04-10 12:16:52	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311664 | val_loss: 0.0311695 | Time: 6282.68 ms
[2022-04-10 12:16:58	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311653 | val_loss: 0.0311705 | Time: 6214.31 ms
[2022-04-10 12:17:04	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311669 | val_loss: 0.0311716 | Time: 6045.81 ms
[2022-04-10 12:17:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311662 | val_loss: 0.0311705 | Time: 6230.93 ms
[2022-04-10 12:17:17	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311652 | val_loss: 0.0311714 | Time: 6101.7 ms
[2022-04-10 12:17:23	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311636 | val_loss: 0.0311693 | Time: 6011.74 ms
[2022-04-10 12:17:29	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311639 | val_loss: 0.0311698 | Time: 6311.46 ms
[2022-04-10 12:17:35	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311656 | val_loss: 0.0311708 | Time: 6019.94 ms
[2022-04-10 12:17:42	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311648 | val_loss: 0.0311752 | Time: 6094.55 ms
[2022-04-10 12:17:48	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311654 | val_loss: 0.0311707 | Time: 6743.17 ms
[2022-04-10 12:17:55	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311636 | val_loss: 0.0311731 | Time: 6263.26 ms
[2022-04-10 12:18:01	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311643 | val_loss: 0.0311753 | Time: 6190.76 ms
[2022-04-10 12:18:08	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311654 | val_loss: 0.0311717 | Time: 6517.31 ms
[2022-04-10 12:18:14	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311634 | val_loss: 0.0311713 | Time: 5890.45 ms
[2022-04-10 12:18:20	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311636 | val_loss: 0.0311725 | Time: 6541.98 ms
[2022-04-10 12:18:27	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311666 | val_loss: 0.0311729 | Time: 6326.94 ms
[2022-04-10 12:18:33	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0384931 | val_loss: 0.161039 | Time: 6178.34 ms
[2022-04-10 12:18:39	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0462585 | val_loss: 0.0319195 | Time: 6370.03 ms
[2022-04-10 12:18:46	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0328836 | val_loss: 0.0317452 | Time: 6077.16 ms
[2022-04-10 12:18:52	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0314825 | val_loss: 0.0313228 | Time: 6016.38 ms
[2022-04-10 12:18:58	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031261 | val_loss: 0.0312381 | Time: 6229.63 ms
[2022-04-10 12:19:04	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0312278 | val_loss: 0.0312179 | Time: 6071.13 ms
[2022-04-10 12:19:10	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312183 | val_loss: 0.0312142 | Time: 6215.53 ms
[2022-04-10 12:19:17	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312145 | val_loss: 0.0312115 | Time: 6279.51 ms
[2022-04-10 12:19:23	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0312122 | val_loss: 0.0312084 | Time: 5924.86 ms
[2022-04-10 12:19:29	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312103 | val_loss: 0.0312068 | Time: 6314.78 ms
[2022-04-10 12:19:35	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312086 | val_loss: 0.0312041 | Time: 6278.76 ms
[2022-04-10 12:19:42	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0312074 | val_loss: 0.0312032 | Time: 6197.17 ms
[2022-04-10 12:19:48	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312072 | val_loss: 0.0312027 | Time: 6211.38 ms
[2022-04-10 12:19:54	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0312063 | val_loss: 0.0312021 | Time: 6227.52 ms
[2022-04-10 12:20:00	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0312057 | val_loss: 0.0312021 | Time: 6010.96 ms
[2022-04-10 12:20:07	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0312051 | val_loss: 0.0312013 | Time: 6080.77 ms
[2022-04-10 12:20:13	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312053 | val_loss: 0.0312013 | Time: 6246.73 ms
[2022-04-10 12:20:19	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0312046 | val_loss: 0.0312012 | Time: 6158.17 ms
[2022-04-10 12:20:25	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0312046 | val_loss: 0.0312008 | Time: 6097.44 ms
[2022-04-10 12:20:32	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0312048 | val_loss: 0.0312009 | Time: 6166.56 ms
[2022-04-10 12:20:38	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0312043 | val_loss: 0.0312009 | Time: 6430.72 ms
[2022-04-10 12:20:44	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312039 | val_loss: 0.0312003 | Time: 6124.7 ms
[2022-04-10 12:20:51	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312038 | val_loss: 0.0312005 | Time: 6389.98 ms
[2022-04-10 12:20:57	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0312035 | val_loss: 0.0311998 | Time: 6083.1 ms
[2022-04-10 12:21:03	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0312033 | val_loss: 0.0311998 | Time: 6309.32 ms
[2022-04-10 12:21:10	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312029 | val_loss: 0.0311995 | Time: 6508.09 ms
[2022-04-10 12:21:16	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0312028 | val_loss: 0.0312 | Time: 6250.19 ms
[2022-04-10 12:21:23	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.031203 | val_loss: 0.0311986 | Time: 6116.01 ms
[2022-04-10 12:21:29	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312026 | val_loss: 0.0311988 | Time: 6445.31 ms
[2022-04-10 12:21:36	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312016 | val_loss: 0.0311974 | Time: 6433.1 ms
[2022-04-10 12:21:42	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312007 | val_loss: 0.0311973 | Time: 6101.03 ms
[2022-04-10 12:21:49	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311998 | val_loss: 0.0311957 | Time: 6765.46 ms
[2022-04-10 12:21:55	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311987 | val_loss: 0.0311956 | Time: 6418.87 ms
[2022-04-10 12:22:02	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311983 | val_loss: 0.0311955 | Time: 6253.65 ms
[2022-04-10 12:22:08	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311972 | val_loss: 0.0311937 | Time: 6170.1 ms
[2022-04-10 12:22:14	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311961 | val_loss: 0.0311931 | Time: 6182.66 ms
[2022-04-10 12:22:20	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311957 | val_loss: 0.0311922 | Time: 6207.64 ms
[2022-04-10 12:22:27	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311947 | val_loss: 0.0311902 | Time: 6282.62 ms
[2022-04-10 12:22:33	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311921 | val_loss: 0.0311885 | Time: 6062.16 ms
[2022-04-10 12:22:39	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311903 | val_loss: 0.0311872 | Time: 6134.97 ms
[2022-04-10 12:22:46	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311891 | val_loss: 0.0311868 | Time: 6247.51 ms
[2022-04-10 12:22:52	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311886 | val_loss: 0.0311864 | Time: 6199.16 ms
[2022-04-10 12:22:58	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311882 | val_loss: 0.0311849 | Time: 6137.23 ms
[2022-04-10 12:23:05	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311875 | val_loss: 0.031185 | Time: 6205.69 ms
[2022-04-10 12:23:11	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311872 | val_loss: 0.031185 | Time: 6146.64 ms
[2022-04-10 12:23:17	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311873 | val_loss: 0.0311848 | Time: 6091.25 ms
[2022-04-10 12:23:23	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031187 | val_loss: 0.0311847 | Time: 6416.93 ms
[2022-04-10 12:23:30	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311869 | val_loss: 0.0311846 | Time: 6077.01 ms
[2022-04-10 12:23:36	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311866 | val_loss: 0.0311846 | Time: 5984.54 ms
[2022-04-10 12:23:42	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311862 | val_loss: 0.0311844 | Time: 6311.37 ms
[2022-04-10 12:23:48	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311862 | val_loss: 0.031184 | Time: 6228.68 ms
[2022-04-10 12:23:55	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311861 | val_loss: 0.0311841 | Time: 6153.6 ms
[2022-04-10 12:24:01	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311862 | val_loss: 0.0311849 | Time: 6220.29 ms
[2022-04-10 12:24:07	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311877 | val_loss: 0.0311869 | Time: 5988.34 ms
[2022-04-10 12:24:13	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311879 | val_loss: 0.0311848 | Time: 6111.8 ms
[2022-04-10 12:24:20	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.031187 | val_loss: 0.0311848 | Time: 6327.25 ms
[2022-04-10 12:24:26	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311868 | val_loss: 0.0311841 | Time: 6014.47 ms
[2022-04-10 12:24:32	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031186 | val_loss: 0.0311839 | Time: 6153.74 ms
[2022-04-10 12:24:38	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311855 | val_loss: 0.0311839 | Time: 6312.11 ms
[2022-04-10 12:24:45	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311852 | val_loss: 0.0311843 | Time: 6098.76 ms
[2022-04-10 12:24:51	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311857 | val_loss: 0.0311841 | Time: 6019.79 ms
[2022-04-10 12:24:57	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311863 | val_loss: 0.0311844 | Time: 6067.53 ms
[2022-04-10 12:25:03	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311863 | val_loss: 0.0311841 | Time: 6207.4 ms
[2022-04-10 12:25:10	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311858 | val_loss: 0.0311847 | Time: 6313.31 ms
[2022-04-10 12:25:16	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311858 | val_loss: 0.0311862 | Time: 6278 ms
[2022-04-10 12:25:22	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311858 | val_loss: 0.0311845 | Time: 6192.79 ms
[2022-04-10 12:25:29	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311858 | val_loss: 0.031184 | Time: 6103.28 ms
[2022-04-10 12:25:35	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311862 | val_loss: 0.0311836 | Time: 6431.52 ms
[2022-04-10 12:25:41	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311858 | val_loss: 0.0311835 | Time: 6042.41 ms
[2022-04-10 12:25:47	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311855 | val_loss: 0.0311843 | Time: 6017.2 ms
[2022-04-10 12:25:53	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311867 | val_loss: 0.0311849 | Time: 6025.56 ms
[2022-04-10 12:26:00	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311853 | val_loss: 0.0311844 | Time: 6168.82 ms
[2022-04-10 12:26:06	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311853 | val_loss: 0.0311869 | Time: 6341.05 ms
[2022-04-10 12:26:12	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311856 | val_loss: 0.0311839 | Time: 6275.13 ms
[2022-04-10 12:26:18	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311848 | val_loss: 0.031184 | Time: 6051.46 ms
[2022-04-10 12:26:25	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311852 | val_loss: 0.0311843 | Time: 6275.59 ms
[2022-04-10 12:26:31	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311856 | val_loss: 0.0311859 | Time: 6514.09 ms
[2022-04-10 12:26:38	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311854 | val_loss: 0.0311842 | Time: 6294.74 ms
[2022-04-10 12:26:44	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311846 | val_loss: 0.0311838 | Time: 6216.22 ms
[2022-04-10 12:26:50	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311842 | val_loss: 0.0311842 | Time: 6185.23 ms
[2022-04-10 12:26:57	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311841 | val_loss: 0.0311846 | Time: 6052.06 ms
[2022-04-10 12:27:03	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311835 | val_loss: 0.0311837 | Time: 6110.1 ms
[2022-04-10 12:27:09	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311837 | val_loss: 0.0311841 | Time: 6031.09 ms
[2022-04-10 12:27:15	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311844 | val_loss: 0.0311837 | Time: 6158.33 ms
[2022-04-10 12:27:21	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311849 | val_loss: 0.0311846 | Time: 6255.34 ms
[2022-04-10 12:27:27	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311844 | val_loss: 0.0311834 | Time: 5937.08 ms
[2022-04-10 12:27:34	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311838 | val_loss: 0.0311833 | Time: 6168.11 ms
[2022-04-10 12:27:40	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311833 | val_loss: 0.031183 | Time: 6113.34 ms
[2022-04-10 12:27:46	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311831 | val_loss: 0.0311841 | Time: 6128.15 ms
[2022-04-10 12:27:53	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311832 | val_loss: 0.0311824 | Time: 6384.29 ms
[2022-04-10 12:27:59	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311828 | val_loss: 0.0311827 | Time: 6233.35 ms
[2022-04-10 12:28:05	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311828 | val_loss: 0.0311845 | Time: 6281.83 ms
[2022-04-10 12:28:12	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311838 | val_loss: 0.0311841 | Time: 6453.53 ms
[2022-04-10 12:28:18	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311829 | val_loss: 0.031183 | Time: 6473.6 ms
[2022-04-10 12:28:25	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311825 | val_loss: 0.0311828 | Time: 6132.27 ms
[2022-04-10 12:28:31	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311828 | val_loss: 0.0311844 | Time: 6264.55 ms
[2022-04-10 12:28:37	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311835 | val_loss: 0.0311842 | Time: 5974.09 ms
[2022-04-10 12:28:43	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311829 | val_loss: 0.0311844 | Time: 6184 ms
[2022-04-10 12:28:50	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311827 | val_loss: 0.0311833 | Time: 6212.08 ms
[2022-04-10 12:28:56	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311824 | val_loss: 0.0311828 | Time: 5939.77 ms
[2022-04-10 12:29:02	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311849 | val_loss: 0.031185 | Time: 6174.1 ms
[2022-04-10 12:29:08	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311848 | val_loss: 0.031187 | Time: 6350.12 ms
[2022-04-10 12:29:15	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031185 | val_loss: 0.0311853 | Time: 6117.58 ms
[2022-04-10 12:29:21	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311844 | val_loss: 0.0311842 | Time: 6123.93 ms
[2022-04-10 12:29:27	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.031183 | val_loss: 0.0311854 | Time: 6149.08 ms
[2022-04-10 12:29:33	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311832 | val_loss: 0.0311842 | Time: 6056.86 ms
[2022-04-10 12:29:40	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031183 | val_loss: 0.031185 | Time: 6417.34 ms
[2022-04-10 12:29:46	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311845 | val_loss: 0.0311838 | Time: 6020.73 ms
[2022-04-10 12:29:52	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.031184 | val_loss: 0.0311852 | Time: 6066.31 ms
[2022-04-10 12:29:58	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311833 | val_loss: 0.0311838 | Time: 6364.06 ms
[2022-04-10 12:30:05	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311827 | val_loss: 0.0311842 | Time: 6354.83 ms
[2022-04-10 12:30:11	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311846 | val_loss: 0.0311851 | Time: 6385.72 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030)
[2022-04-10 12:33:30	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-10 12:33:30	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-10 12:33:30	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-10 12:33:30	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-10 12:33:30	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-10 12:33:30	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-10 12:33:30	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-10 12:33:30	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-10 12:33:30	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-10 12:33:30	                main:474]	:	INFO	:	Configuration: 
[2022-04-10 12:33:30	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-10 12:33:30	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-10 12:33:30	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-10 12:33:30	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-10 12:33:31	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-10 12:33:31	                main:480]	:	INFO	:	    Patience: 10
[2022-04-10 12:33:31	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-10 12:33:31	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-10 12:33:31	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-10 12:33:31	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-10 12:33:31	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-10 12:33:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-10 12:33:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-10 12:33:33	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-10 12:33:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-10 12:33:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-10 12:33:34	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-10 12:33:34	                main:494]	:	INFO	:	Creating Model
[2022-04-10 12:33:34	                main:507]	:	INFO	:	Preparing config file
[2022-04-10 12:33:34	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-10 12:33:34	                main:512]	:	INFO	:	Loading config
[2022-04-10 12:33:34	                main:514]	:	INFO	:	Loading state
[2022-04-10 12:33:35	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-10 12:33:35	                main:562]	:	INFO	:	Starting Training
[2022-04-10 12:33:42	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0325128 | val_loss: 0.031488 | Time: 6172.59 ms
[2022-04-10 12:33:48	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0313515 | val_loss: 0.0313033 | Time: 5834.84 ms
[2022-04-10 12:33:54	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031265 | val_loss: 0.0312342 | Time: 6254.07 ms
[2022-04-10 12:34:00	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312304 | val_loss: 0.031224 | Time: 6228.24 ms
[2022-04-10 12:34:07	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312167 | val_loss: 0.031212 | Time: 6276.01 ms
[2022-04-10 12:34:13	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312053 | val_loss: 0.0312014 | Time: 6448.37 ms
[2022-04-10 12:34:20	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311984 | val_loss: 0.0311977 | Time: 6259.5 ms
[2022-04-10 12:34:26	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311955 | val_loss: 0.0312015 | Time: 6317.09 ms
[2022-04-10 12:34:32	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311953 | val_loss: 0.031197 | Time: 6336.07 ms
[2022-04-10 12:34:39	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031193 | val_loss: 0.0311948 | Time: 6197.65 ms
[2022-04-10 12:34:45	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311913 | val_loss: 0.0311957 | Time: 6121.18 ms
[2022-04-10 12:34:51	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311919 | val_loss: 0.0311937 | Time: 6242.18 ms
[2022-04-10 12:34:57	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311915 | val_loss: 0.0311933 | Time: 6102.42 ms
[2022-04-10 12:35:04	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311902 | val_loss: 0.0311915 | Time: 6112.62 ms
[2022-04-10 12:35:10	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311881 | val_loss: 0.0311894 | Time: 6519.21 ms
[2022-04-10 12:35:17	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.031189 | val_loss: 0.0311888 | Time: 6457.47 ms
[2022-04-10 12:35:23	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311866 | val_loss: 0.0311877 | Time: 6259.85 ms
[2022-04-10 12:35:30	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311862 | val_loss: 0.031187 | Time: 6306.95 ms
[2022-04-10 12:35:36	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311858 | val_loss: 0.0311865 | Time: 6327.87 ms
[2022-04-10 12:35:42	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311861 | val_loss: 0.0311885 | Time: 6071.78 ms
[2022-04-10 12:35:49	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311864 | val_loss: 0.031184 | Time: 6432.25 ms
[2022-04-10 12:35:55	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311849 | val_loss: 0.0311839 | Time: 6437.43 ms
[2022-04-10 12:36:01	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311869 | val_loss: 0.0311889 | Time: 6116.29 ms
[2022-04-10 12:36:08	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311924 | val_loss: 0.0311845 | Time: 6363.35 ms
[2022-04-10 12:36:14	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311851 | val_loss: 0.0311864 | Time: 6130.4 ms
[2022-04-10 12:36:20	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311831 | val_loss: 0.0311833 | Time: 6043.13 ms
[2022-04-10 12:36:27	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311854 | val_loss: 0.0311841 | Time: 6406.31 ms
[2022-04-10 12:36:33	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311865 | val_loss: 0.0311892 | Time: 6117.09 ms
[2022-04-10 12:36:33	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311892
[2022-04-10 12:36:33	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-10 12:36:33	                main:608]	:	INFO	:	Success, exiting..
12:36:33 (340): 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)