Task 5142345

Name ParityModified-1619582117-12462-1_0
Workunit 3088839
Created 4 May 2021, 0:53:31 UTC
Sent 11 May 2021, 16:27:29 UTC
Report deadline 18 May 2021, 16:27:29 UTC
Received 12 May 2021, 3:56:05 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1764
Run time 6 hours 39 min 22 sec
CPU time 6 hours 32 min 10 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 9,398.37 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.65 GB
Peak swap size 2.75 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-11 20:12:05	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-05-11 20:12:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-11 20:12:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-11 20:12:05	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-05-11 20:12:05	                main:494]	:	INFO	:	Creating Model
[2021-05-11 20:12:05	                main:507]	:	INFO	:	Preparing config file
[2021-05-11 20:12:05	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-05-11 20:12:05	                main:512]	:	INFO	:	Loading config
[2021-05-11 20:12:05	                main:514]	:	INFO	:	Loading state
[2021-05-11 20:12:07	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-05-11 20:12:07	                main:562]	:	INFO	:	Starting Training
[2021-05-11 20:12:21	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.031249 | val_loss: 0.0312049 | Time: 14099.7 ms
[2021-05-11 20:12:34	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0311936 | val_loss: 0.0311997 | Time: 13172.7 ms
[2021-05-11 20:12:48	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.031188 | val_loss: 0.031186 | Time: 13759.9 ms
[2021-05-11 20:13:01	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311833 | val_loss: 0.0311826 | Time: 13591.8 ms
[2021-05-11 20:13:16	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0311846 | val_loss: 0.0311835 | Time: 14474 ms
[2021-05-11 20:13:30	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311836 | val_loss: 0.0311814 | Time: 14020.5 ms
[2021-05-11 20:13:43	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311825 | val_loss: 0.0311848 | Time: 13528.5 ms
[2021-05-11 20:13:58	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311805 | val_loss: 0.0311819 | Time: 14650.6 ms
[2021-05-11 20:14:13	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0311813 | val_loss: 0.0311836 | Time: 15138.8 ms
[2021-05-11 20:14:28	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311818 | val_loss: 0.0311848 | Time: 14599.5 ms
[2021-05-11 20:14:42	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0311813 | val_loss: 0.0311822 | Time: 14114.5 ms
[2021-05-11 20:14:55	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0311804 | val_loss: 0.0311825 | Time: 13447.5 ms
[2021-05-11 20:15:08	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311799 | val_loss: 0.0311845 | Time: 12639 ms
[2021-05-11 20:15:21	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311801 | val_loss: 0.0311831 | Time: 12681 ms
[2021-05-11 20:15:33	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0311819 | val_loss: 0.0311827 | Time: 12738.1 ms
[2021-05-11 20:15:47	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311808 | val_loss: 0.0311829 | Time: 13059.7 ms
[2021-05-11 20:15:59	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311791 | val_loss: 0.0311809 | Time: 12829.4 ms
[2021-05-11 20:16:12	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311785 | val_loss: 0.0311805 | Time: 12577.8 ms
[2021-05-11 20:16:25	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311804 | val_loss: 0.0311809 | Time: 12727.3 ms
[2021-05-11 20:16:37	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311791 | val_loss: 0.0311805 | Time: 12534.9 ms
[2021-05-11 20:16:50	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311781 | val_loss: 0.0311825 | Time: 12946.1 ms
[2021-05-11 20:17:03	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311765 | val_loss: 0.0311785 | Time: 13235.6 ms
[2021-05-11 20:17:16	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311752 | val_loss: 0.031181 | Time: 12711.6 ms
[2021-05-11 20:17:29	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311754 | val_loss: 0.0311774 | Time: 12873.5 ms
[2021-05-11 20:17:42	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311732 | val_loss: 0.0311775 | Time: 12779.4 ms
[2021-05-11 20:17:55	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311738 | val_loss: 0.0311797 | Time: 13006.9 ms
[2021-05-11 20:18:08	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311731 | val_loss: 0.0311772 | Time: 12860.4 ms
[2021-05-11 20:18:20	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311732 | val_loss: 0.0311789 | Time: 12521.5 ms
[2021-05-11 20:18:33	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311747 | val_loss: 0.0311782 | Time: 12686.7 ms
[2021-05-11 20:18:46	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.031175 | val_loss: 0.0311793 | Time: 12754.2 ms
[2021-05-11 20:18:59	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311729 | val_loss: 0.0311771 | Time: 13004.4 ms
[2021-05-11 20:19:12	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311739 | val_loss: 0.0311778 | Time: 12800.4 ms
[2021-05-11 20:19:24	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311729 | val_loss: 0.0311771 | Time: 12862.9 ms
[2021-05-11 20:19:37	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311744 | val_loss: 0.0311804 | Time: 12649.1 ms
[2021-05-11 20:19:49	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311734 | val_loss: 0.0311786 | Time: 12384.2 ms
[2021-05-11 20:20:03	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.031175 | val_loss: 0.0311778 | Time: 13492.9 ms
[2021-05-11 20:20:17	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311748 | val_loss: 0.0311772 | Time: 13968 ms
[2021-05-11 20:20:30	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.031173 | val_loss: 0.0311787 | Time: 13414.5 ms
[2021-05-11 20:20:44	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311732 | val_loss: 0.0311766 | Time: 14041.9 ms
[2021-05-11 20:20:58	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311758 | val_loss: 0.0311818 | Time: 13865.1 ms
[2021-05-11 20:21:13	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311726 | val_loss: 0.0311769 | Time: 14323.2 ms
[2021-05-11 20:21:27	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311722 | val_loss: 0.0311793 | Time: 14304.2 ms
[2021-05-11 20:21:41	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311731 | val_loss: 0.0311783 | Time: 14087.2 ms
[2021-05-11 20:21:55	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311726 | val_loss: 0.031179 | Time: 14137 ms
[2021-05-11 20:22:10	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311718 | val_loss: 0.0311776 | Time: 14119.3 ms
[2021-05-11 20:22:23	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311716 | val_loss: 0.0311782 | Time: 13436.4 ms
[2021-05-11 20:22:37	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311734 | val_loss: 0.0311804 | Time: 14210.7 ms
[2021-05-11 20:22:51	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311741 | val_loss: 0.0311775 | Time: 13507.7 ms
[2021-05-11 20:23:04	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311726 | val_loss: 0.0311955 | Time: 13572.8 ms
[2021-05-11 20:23:18	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311807 | val_loss: 0.0311798 | Time: 13711.5 ms
[2021-05-11 20:23:32	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311719 | val_loss: 0.0311796 | Time: 14061.5 ms
[2021-05-11 20:23:45	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311753 | val_loss: 0.0311801 | Time: 13287.6 ms
[2021-05-11 20:23:59	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311752 | val_loss: 0.0311774 | Time: 13880.2 ms
[2021-05-11 20:24:13	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311726 | val_loss: 0.0311763 | Time: 13375.1 ms
[2021-05-11 20:24:27	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311715 | val_loss: 0.0311783 | Time: 14697.7 ms
[2021-05-11 20:24:41	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311738 | val_loss: 0.0311818 | Time: 13371 ms
[2021-05-11 20:24:55	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311755 | val_loss: 0.0311792 | Time: 14439.4 ms
[2021-05-11 20:25:10	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311764 | val_loss: 0.0311777 | Time: 14891.6 ms
[2021-05-11 20:25:24	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311769 | val_loss: 0.0311766 | Time: 14128.2 ms
[2021-05-11 20:25:38	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311761 | val_loss: 0.0311795 | Time: 13966.9 ms
[2021-05-11 20:25:53	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311761 | val_loss: 0.0311821 | Time: 14584 ms
[2021-05-11 20:26:07	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311749 | val_loss: 0.0311762 | Time: 14478.8 ms
[2021-05-11 20:26:21	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311758 | val_loss: 0.0311745 | Time: 13586.4 ms
[2021-05-11 20:26:34	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311721 | val_loss: 0.0311748 | Time: 13063.3 ms
[2021-05-11 20:26:47	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311724 | val_loss: 0.0311765 | Time: 13086 ms
[2021-05-11 20:27:00	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.031171 | val_loss: 0.0311738 | Time: 13045.4 ms
[2021-05-11 20:27:14	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311723 | val_loss: 0.0311759 | Time: 13332.1 ms
[2021-05-11 20:27:27	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311716 | val_loss: 0.0311755 | Time: 13491.2 ms
[2021-05-11 20:27:41	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311724 | val_loss: 0.0311745 | Time: 13894.1 ms
[2021-05-11 20:27:55	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311709 | val_loss: 0.0311765 | Time: 13877.6 ms
[2021-05-11 20:28:08	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311697 | val_loss: 0.0311732 | Time: 12988.6 ms
[2021-05-11 20:28:23	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311716 | val_loss: 0.0311808 | Time: 14626.5 ms
[2021-05-11 20:28:37	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311732 | val_loss: 0.0311757 | Time: 14239.5 ms
[2021-05-11 20:28:50	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311683 | val_loss: 0.0311768 | Time: 13314 ms
[2021-05-11 20:29:04	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311684 | val_loss: 0.0311804 | Time: 13726.2 ms
[2021-05-11 20:29:17	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311705 | val_loss: 0.0311745 | Time: 13009.9 ms
[2021-05-11 20:29:31	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311684 | val_loss: 0.0311761 | Time: 13248.1 ms
[2021-05-11 20:29:44	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311678 | val_loss: 0.0311769 | Time: 13439.8 ms
[2021-05-11 20:29:57	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311677 | val_loss: 0.0311768 | Time: 13069.9 ms
[2021-05-11 20:30:10	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311663 | val_loss: 0.0311769 | Time: 12808.4 ms
[2021-05-11 20:30:23	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311659 | val_loss: 0.0311759 | Time: 13070.1 ms
[2021-05-11 20:30:36	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311693 | val_loss: 0.0311782 | Time: 12833.6 ms
[2021-05-11 20:30:49	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311743 | val_loss: 0.0311776 | Time: 12848.8 ms
[2021-05-11 20:31:02	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311721 | val_loss: 0.0311805 | Time: 12879.5 ms
[2021-05-11 20:31:15	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311698 | val_loss: 0.031177 | Time: 12813.6 ms
[2021-05-11 20:31:27	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311704 | val_loss: 0.0311778 | Time: 12903.1 ms
[2021-05-11 20:31:40	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311689 | val_loss: 0.0311765 | Time: 12522 ms
[2021-05-11 20:31:53	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311686 | val_loss: 0.0311774 | Time: 12861.8 ms
[2021-05-11 20:32:06	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311699 | val_loss: 0.0311756 | Time: 13194.9 ms
[2021-05-11 20:32:19	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311666 | val_loss: 0.0311758 | Time: 13370.1 ms
[2021-05-11 20:32:32	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311683 | val_loss: 0.031177 | Time: 12930.7 ms
[2021-05-11 20:32:46	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031168 | val_loss: 0.0311782 | Time: 13136.1 ms
[2021-05-11 20:32:58	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311748 | val_loss: 0.0311792 | Time: 12720.3 ms
[2021-05-11 20:33:11	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311738 | val_loss: 0.0311782 | Time: 12916.9 ms
[2021-05-11 20:33:24	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311708 | val_loss: 0.0311806 | Time: 13004.2 ms
[2021-05-11 20:33:37	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311711 | val_loss: 0.0311787 | Time: 12953.4 ms
[2021-05-11 20:33:50	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031171 | val_loss: 0.031177 | Time: 12865.8 ms
[2021-05-11 20:34:03	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311685 | val_loss: 0.031176 | Time: 12593.1 ms
[2021-05-11 20:34:15	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311681 | val_loss: 0.031177 | Time: 12731.8 ms
[2021-05-11 20:34:28	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311684 | val_loss: 0.0311769 | Time: 12763.7 ms
[2021-05-11 20:34:40	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311689 | val_loss: 0.0311771 | Time: 11924.1 ms
[2021-05-11 20:34:52	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311652 | val_loss: 0.0311766 | Time: 12059.9 ms
[2021-05-11 20:35:05	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311661 | val_loss: 0.0311789 | Time: 12251.2 ms
[2021-05-11 20:35:17	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311659 | val_loss: 0.031178 | Time: 12383.5 ms
[2021-05-11 20:35:29	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311672 | val_loss: 0.0311769 | Time: 12004 ms
[2021-05-11 20:35:41	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311706 | val_loss: 0.0311798 | Time: 11842.3 ms
[2021-05-11 20:35:53	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311742 | val_loss: 0.0311808 | Time: 12072.9 ms
[2021-05-11 20:36:05	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311816 | val_loss: 0.0311825 | Time: 12101.7 ms
[2021-05-11 20:36:17	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031179 | val_loss: 0.0311812 | Time: 12120.6 ms
[2021-05-11 20:36:29	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311757 | val_loss: 0.0311825 | Time: 12067.1 ms
[2021-05-11 20:36:42	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311746 | val_loss: 0.0311774 | Time: 12186.6 ms
[2021-05-11 20:36:54	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311728 | val_loss: 0.0311779 | Time: 12025.3 ms
[2021-05-11 20:37:05	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311713 | val_loss: 0.0311755 | Time: 11688.8 ms
[2021-05-11 20:37:18	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311709 | val_loss: 0.0311798 | Time: 12066.3 ms
[2021-05-11 20:37:30	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311704 | val_loss: 0.031178 | Time: 12367.6 ms
[2021-05-11 20:37:42	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311705 | val_loss: 0.0311799 | Time: 12142.8 ms
[2021-05-11 20:37:54	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311721 | val_loss: 0.0311773 | Time: 12040.7 ms
[2021-05-11 20:38:06	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311685 | val_loss: 0.0311767 | Time: 11892.7 ms
[2021-05-11 20:38:18	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311697 | val_loss: 0.0311758 | Time: 12021.8 ms
[2021-05-11 20:38:30	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311691 | val_loss: 0.0311775 | Time: 12057.8 ms
[2021-05-11 20:38:42	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311707 | val_loss: 0.0311756 | Time: 12042.7 ms
[2021-05-11 20:38:54	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311686 | val_loss: 0.0311742 | Time: 12078.8 ms
[2021-05-11 20:39:06	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311675 | val_loss: 0.0311774 | Time: 12156.8 ms
[2021-05-11 20:39:18	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311688 | val_loss: 0.0311761 | Time: 11883.4 ms
[2021-05-11 20:39:30	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031167 | val_loss: 0.0311793 | Time: 11912.1 ms
[2021-05-11 20:39:43	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311674 | val_loss: 0.0311755 | Time: 12186.6 ms
[2021-05-11 20:39:55	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311659 | val_loss: 0.0311758 | Time: 12165.5 ms
[2021-05-11 20:40:07	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311658 | val_loss: 0.0311772 | Time: 12672 ms
[2021-05-11 20:40:19	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311658 | val_loss: 0.0311749 | Time: 11968.8 ms
[2021-05-11 20:40:32	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311649 | val_loss: 0.0311759 | Time: 12295.9 ms
[2021-05-11 20:40:44	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031166 | val_loss: 0.0311771 | Time: 12067.2 ms
[2021-05-11 20:40:56	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311662 | val_loss: 0.0311788 | Time: 11982.8 ms
[2021-05-11 20:41:08	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311663 | val_loss: 0.0311761 | Time: 12047.5 ms
[2021-05-11 20:41:20	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311645 | val_loss: 0.0311746 | Time: 12251.6 ms
[2021-05-11 20:41:32	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311637 | val_loss: 0.0311778 | Time: 12163.1 ms
[2021-05-11 20:41:44	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311641 | val_loss: 0.03118 | Time: 11981.2 ms
[2021-05-11 20:41:56	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311667 | val_loss: 0.0311874 | Time: 11906.6 ms
[2021-05-11 20:42:08	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311654 | val_loss: 0.0311816 | Time: 12044.9 ms
[2021-05-11 20:42:20	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311659 | val_loss: 0.0311783 | Time: 11998.8 ms
[2021-05-11 20:42:32	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311647 | val_loss: 0.0311745 | Time: 12085.6 ms
[2021-05-11 20:42:45	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311667 | val_loss: 0.0311783 | Time: 12083.4 ms
[2021-05-11 20:42:57	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311679 | val_loss: 0.0311748 | Time: 11930.4 ms
[2021-05-11 20:43:08	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311688 | val_loss: 0.0311861 | Time: 11834.9 ms
[2021-05-11 20:43:20	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311822 | val_loss: 0.0311841 | Time: 11909.4 ms
[2021-05-11 20:43:33	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311776 | val_loss: 0.0311785 | Time: 12243.8 ms
[2021-05-11 20:43:45	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311726 | val_loss: 0.031178 | Time: 12134.4 ms
[2021-05-11 20:43:57	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311708 | val_loss: 0.0311802 | Time: 12085.4 ms
[2021-05-11 20:44:09	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311712 | val_loss: 0.0311765 | Time: 11964.5 ms
[2021-05-11 20:44:21	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311723 | val_loss: 0.0311791 | Time: 12078 ms
[2021-05-11 20:44:33	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311717 | val_loss: 0.0311829 | Time: 12381.2 ms
[2021-05-11 20:44:45	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311741 | val_loss: 0.0311783 | Time: 12128.7 ms
[2021-05-11 20:44:58	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311727 | val_loss: 0.0311804 | Time: 12182 ms
[2021-05-11 20:45:10	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311799 | val_loss: 0.031189 | Time: 12175.3 ms
[2021-05-11 20:45:22	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311924 | val_loss: 0.0311896 | Time: 12118.6 ms
[2021-05-11 20:45:34	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311893 | val_loss: 0.0311848 | Time: 11777.2 ms
[2021-05-11 20:45:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311827 | val_loss: 0.0311826 | Time: 12008.5 ms
[2021-05-11 20:45:58	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031178 | val_loss: 0.0311808 | Time: 11967.3 ms
[2021-05-11 20:46:10	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311761 | val_loss: 0.0311791 | Time: 12087.2 ms
[2021-05-11 20:46:22	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311792 | val_loss: 0.0311816 | Time: 12059.4 ms
[2021-05-11 20:46:34	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311752 | val_loss: 0.0311796 | Time: 12255.1 ms
[2021-05-11 20:46:46	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031175 | val_loss: 0.0311762 | Time: 11951.5 ms
[2021-05-11 20:46:58	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311734 | val_loss: 0.031177 | Time: 11910.5 ms
[2021-05-11 20:47:10	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311729 | val_loss: 0.0311777 | Time: 12042 ms
[2021-05-11 20:47:23	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311712 | val_loss: 0.0311755 | Time: 12170.7 ms
[2021-05-11 20:47:35	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311708 | val_loss: 0.0311747 | Time: 12191.7 ms
[2021-05-11 20:47:47	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311699 | val_loss: 0.031177 | Time: 11880.2 ms
[2021-05-11 20:47:59	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311692 | val_loss: 0.0311769 | Time: 12058.3 ms
[2021-05-11 20:48:11	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311699 | val_loss: 0.0311773 | Time: 12225.9 ms
[2021-05-11 20:48:23	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.031174 | val_loss: 0.031179 | Time: 11986.8 ms
[2021-05-11 20:48:35	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311782 | val_loss: 0.0311782 | Time: 12046.2 ms
[2021-05-11 20:48:47	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311763 | val_loss: 0.0311771 | Time: 12133.7 ms
[2021-05-11 20:48:59	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311764 | val_loss: 0.0311811 | Time: 11982.8 ms
[2021-05-11 20:49:11	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311762 | val_loss: 0.0311766 | Time: 11825.3 ms
[2021-05-11 20:49:23	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311764 | val_loss: 0.0311791 | Time: 11862.7 ms
[2021-05-11 20:49:35	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311736 | val_loss: 0.0311769 | Time: 12269.8 ms
[2021-05-11 20:49:47	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311731 | val_loss: 0.0311759 | Time: 12078.4 ms
[2021-05-11 20:49:59	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311718 | val_loss: 0.0311769 | Time: 12074.6 ms
[2021-05-11 20:50:11	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311725 | val_loss: 0.0311762 | Time: 12012.2 ms
[2021-05-11 20:50:23	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311714 | val_loss: 0.0311758 | Time: 12058.1 ms
[2021-05-11 20:50:36	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311726 | val_loss: 0.0311771 | Time: 12266.6 ms
[2021-05-11 20:50:48	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311734 | val_loss: 0.0311775 | Time: 12017 ms
[2021-05-11 20:51:00	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311723 | val_loss: 0.0311782 | Time: 12187.1 ms
[2021-05-11 20:51:12	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311722 | val_loss: 0.0311778 | Time: 12181.8 ms
[2021-05-11 20:51:25	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311708 | val_loss: 0.0311755 | Time: 12271 ms
[2021-05-11 20:51:36	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311705 | val_loss: 0.0311769 | Time: 11933.8 ms
[2021-05-11 20:51:49	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311715 | val_loss: 0.0311756 | Time: 12025.4 ms
[2021-05-11 20:52:01	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311703 | val_loss: 0.0311769 | Time: 12035.9 ms
[2021-05-11 20:52:13	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311699 | val_loss: 0.0311744 | Time: 12029.5 ms
[2021-05-11 20:52:25	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311689 | val_loss: 0.031174 | Time: 12093.4 ms
[2021-05-11 20:52:37	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311709 | val_loss: 0.0311772 | Time: 12225.3 ms
[2021-05-11 20:52:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311741 | val_loss: 0.0311754 | Time: 12054.6 ms
[2021-05-11 20:53:01	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311712 | val_loss: 0.0311791 | Time: 11747.6 ms
[2021-05-11 20:53:13	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311726 | val_loss: 0.0311751 | Time: 12009 ms
[2021-05-11 20:53:25	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311696 | val_loss: 0.0311739 | Time: 12165.5 ms
[2021-05-11 20:53:37	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311689 | val_loss: 0.0311748 | Time: 12146.7 ms
[2021-05-11 20:53:49	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311687 | val_loss: 0.031174 | Time: 11813.6 ms
[2021-05-11 20:54:01	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311692 | val_loss: 0.0311781 | Time: 11819.1 ms
[2021-05-11 20:54:13	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311692 | val_loss: 0.0311766 | Time: 11822.3 ms
[2021-05-11 20:54:25	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311681 | val_loss: 0.0311748 | Time: 12191.5 ms
[2021-05-11 20:54:37	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311674 | val_loss: 0.0311745 | Time: 12296.5 ms
[2021-05-11 20:54:49	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311667 | val_loss: 0.031174 | Time: 12103.5 ms
[2021-05-11 20:55:01	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.031167 | val_loss: 0.0311789 | Time: 11849 ms
[2021-05-11 20:55:13	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311712 | val_loss: 0.0311799 | Time: 11596.8 ms
[2021-05-11 20:55:26	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311808 | val_loss: 0.0311841 | Time: 13115.6 ms
[2021-05-11 20:55:39	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.031172 | val_loss: 0.0311772 | Time: 12966.8 ms
[2021-05-11 20:55:52	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311723 | val_loss: 0.0311782 | Time: 13078.5 ms
[2021-05-11 20:56:05	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311821 | val_loss: 0.0311876 | Time: 13076.4 ms
[2021-05-11 20:56:19	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311819 | val_loss: 0.0311775 | Time: 13601.2 ms
[2021-05-11 20:56:32	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311774 | val_loss: 0.0311765 | Time: 12921.4 ms
[2021-05-11 20:56:45	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311769 | val_loss: 0.0311766 | Time: 13066.6 ms
[2021-05-11 20:56:58	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311778 | val_loss: 0.0311774 | Time: 13305.4 ms
[2021-05-11 20:57:12	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311756 | val_loss: 0.0311742 | Time: 13341.8 ms
[2021-05-11 20:57:24	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311733 | val_loss: 0.0311749 | Time: 12891 ms
[2021-05-11 20:57:37	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311728 | val_loss: 0.0311718 | Time: 12858.5 ms
[2021-05-11 20:57:50	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311716 | val_loss: 0.0311757 | Time: 12686.8 ms
[2021-05-11 20:58:03	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311716 | val_loss: 0.0311759 | Time: 13230.5 ms
[2021-05-11 20:58:16	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311719 | val_loss: 0.031172 | Time: 12570.8 ms
[2021-05-11 20:58:29	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311697 | val_loss: 0.0311732 | Time: 12806.1 ms
[2021-05-11 20:58:42	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311709 | val_loss: 0.0311721 | Time: 12784.1 ms
[2021-05-11 20:58:55	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311687 | val_loss: 0.0311729 | Time: 12771.7 ms
[2021-05-11 20:59:07	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311683 | val_loss: 0.0311711 | Time: 12947.3 ms
[2021-05-11 20:59:21	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311687 | val_loss: 0.0311719 | Time: 13205.7 ms
[2021-05-11 20:59:34	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311681 | val_loss: 0.031172 | Time: 13137.2 ms
[2021-05-11 20:59:47	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311698 | val_loss: 0.0311727 | Time: 12861.3 ms
[2021-05-11 21:00:00	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311687 | val_loss: 0.031172 | Time: 12792.6 ms
[2021-05-11 21:00:12	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311684 | val_loss: 0.0311723 | Time: 12575.5 ms
[2021-05-11 21:00:25	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311674 | val_loss: 0.0311721 | Time: 12891.3 ms
[2021-05-11 21:00:38	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311687 | val_loss: 0.0311786 | Time: 13005.3 ms
[2021-05-11 21:00:51	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311745 | val_loss: 0.0311766 | Time: 12609.9 ms
[2021-05-11 21:01:03	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311703 | val_loss: 0.0311746 | Time: 12374.8 ms
[2021-05-11 21:01:16	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311699 | val_loss: 0.0311743 | Time: 12279.8 ms
[2021-05-11 21:01:27	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311695 | val_loss: 0.0311754 | Time: 11824.4 ms
[2021-05-11 21:01:39	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311677 | val_loss: 0.0311753 | Time: 11946.6 ms
[2021-05-11 21:01:51	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311673 | val_loss: 0.0311762 | Time: 11874.2 ms
[2021-05-11 21:02:03	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311669 | val_loss: 0.0311781 | Time: 11822.1 ms
[2021-05-11 21:02:15	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311669 | val_loss: 0.0311749 | Time: 12214.3 ms
[2021-05-11 21:02:27	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311663 | val_loss: 0.0311757 | Time: 11789.1 ms
[2021-05-11 21:02:39	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031166 | val_loss: 0.0311755 | Time: 12145.9 ms
[2021-05-11 21:02:52	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311662 | val_loss: 0.031175 | Time: 12374.2 ms
[2021-05-11 21:03:03	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311699 | val_loss: 0.031178 | Time: 11919 ms
[2021-05-11 21:03:16	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031168 | val_loss: 0.0311772 | Time: 12836.1 ms
[2021-05-11 21:03:30	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311685 | val_loss: 0.031174 | Time: 13306.6 ms
[2021-05-11 21:03:43	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311684 | val_loss: 0.0311739 | Time: 13151.5 ms
[2021-05-11 21:03:56	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031167 | val_loss: 0.0311736 | Time: 13211.3 ms
[2021-05-11 21:04:10	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311673 | val_loss: 0.0311737 | Time: 13886.5 ms
[2021-05-11 21:04:23	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311669 | val_loss: 0.0311767 | Time: 13253.6 ms
[2021-05-11 21:04:37	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311664 | val_loss: 0.0311753 | Time: 13273.7 ms
[2021-05-11 21:04:49	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311678 | val_loss: 0.0311751 | Time: 12661.5 ms
[2021-05-11 21:05:02	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311665 | val_loss: 0.0311769 | Time: 12720.1 ms
[2021-05-11 21:05:15	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311659 | val_loss: 0.0311782 | Time: 13059.7 ms
[2021-05-11 21:05:28	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311665 | val_loss: 0.0311755 | Time: 12700.3 ms
[2021-05-11 21:05:41	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.031166 | val_loss: 0.031174 | Time: 12670.8 ms
[2021-05-11 21:05:53	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311653 | val_loss: 0.0311743 | Time: 12478.6 ms
[2021-05-11 21:06:06	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311655 | val_loss: 0.0311772 | Time: 12646.7 ms
[2021-05-11 21:06:19	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311651 | val_loss: 0.0311733 | Time: 12965.9 ms
[2021-05-11 21:06:32	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311657 | val_loss: 0.0311768 | Time: 12849.3 ms
[2021-05-11 21:06:44	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311656 | val_loss: 0.0311728 | Time: 12788.8 ms
[2021-05-11 21:06:58	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311675 | val_loss: 0.0311751 | Time: 13161.6 ms
[2021-05-11 21:07:11	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311708 | val_loss: 0.0311742 | Time: 13084.5 ms
[2021-05-11 21:07:23	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311705 | val_loss: 0.031174 | Time: 12786.7 ms
[2021-05-11 21:07:36	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311688 | val_loss: 0.031174 | Time: 12911 ms
[2021-05-11 21:07:49	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311698 | val_loss: 0.0311801 | Time: 12813.1 ms
[2021-05-11 21:08:02	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311706 | val_loss: 0.0311743 | Time: 12884 ms
[2021-05-11 21:08:15	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311692 | val_loss: 0.0311721 | Time: 12732.4 ms
[2021-05-11 21:08:28	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311674 | val_loss: 0.0311745 | Time: 12657.2 ms
[2021-05-11 21:08:41	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311661 | val_loss: 0.0311731 | Time: 12956 ms
[2021-05-11 21:08:53	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311657 | val_loss: 0.031173 | Time: 12399.1 ms
[2021-05-11 21:09:05	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311653 | val_loss: 0.0311743 | Time: 11706.4 ms
[2021-05-11 21:09:17	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311653 | val_loss: 0.0311728 | Time: 11828 ms
[2021-05-11 21:09:29	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311683 | val_loss: 0.0311853 | Time: 11953.7 ms
[2021-05-11 21:09:40	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311776 | val_loss: 0.0311865 | Time: 11957.4 ms
[2021-05-11 21:09:52	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311716 | val_loss: 0.0311732 | Time: 11500.5 ms
[2021-05-11 21:10:04	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311716 | val_loss: 0.0311762 | Time: 11783.3 ms
[2021-05-11 21:10:16	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311655 | val_loss: 0.0311721 | Time: 12089 ms
[2021-05-11 21:10:28	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311645 | val_loss: 0.0311715 | Time: 11865.1 ms
[2021-05-11 21:10:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311647 | val_loss: 0.0311717 | Time: 11693.9 ms
[2021-05-11 21:10:51	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311643 | val_loss: 0.0311715 | Time: 11952.5 ms
[2021-05-11 21:11:04	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311637 | val_loss: 0.0311732 | Time: 11999.8 ms
[2021-05-11 21:11:16	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311664 | val_loss: 0.0311733 | Time: 12083.6 ms
[2021-05-11 21:11:28	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311672 | val_loss: 0.0311756 | Time: 12005.8 ms
[2021-05-11 21:11:40	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031165 | val_loss: 0.0311724 | Time: 11913.6 ms
[2021-05-11 21:11:51	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311649 | val_loss: 0.0311735 | Time: 11720.5 ms
[2021-05-11 21:12:03	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311664 | val_loss: 0.031173 | Time: 12145 ms
[2021-05-11 21:12:16	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311668 | val_loss: 0.0311818 | Time: 12103 ms
[2021-05-11 21:12:28	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311692 | val_loss: 0.0311776 | Time: 12025.9 ms
[2021-05-11 21:12:40	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311695 | val_loss: 0.0311747 | Time: 11890.8 ms
[2021-05-11 21:12:52	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311711 | val_loss: 0.0311752 | Time: 12458.3 ms
[2021-05-11 21:13:04	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031166 | val_loss: 0.0311766 | Time: 11889 ms
[2021-05-11 21:13:16	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311682 | val_loss: 0.0311768 | Time: 11975.6 ms
[2021-05-11 21:13:28	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311719 | val_loss: 0.0311728 | Time: 12031.2 ms
[2021-05-11 21:13:40	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311687 | val_loss: 0.031173 | Time: 12101.1 ms
[2021-05-11 21:13:53	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311676 | val_loss: 0.0311742 | Time: 12287.1 ms
[2021-05-11 21:14:05	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311691 | val_loss: 0.0311732 | Time: 12000.3 ms
[2021-05-11 21:14:16	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311747 | val_loss: 0.031178 | Time: 11742.5 ms
[2021-05-11 21:14:28	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311765 | val_loss: 0.0311789 | Time: 12094.4 ms
[2021-05-11 21:14:41	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311758 | val_loss: 0.0311787 | Time: 12327 ms
[2021-05-11 21:14:53	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311765 | val_loss: 0.0311791 | Time: 12171.7 ms
[2021-05-11 21:15:05	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311744 | val_loss: 0.031178 | Time: 11876.4 ms
[2021-05-11 21:15:17	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.031175 | val_loss: 0.0311796 | Time: 11888.6 ms
[2021-05-11 21:15:29	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311755 | val_loss: 0.0311758 | Time: 11922 ms
[2021-05-11 21:15:41	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311742 | val_loss: 0.0311758 | Time: 11939.4 ms
[2021-05-11 21:15:53	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311739 | val_loss: 0.0311747 | Time: 12114.6 ms
[2021-05-11 21:16:05	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311726 | val_loss: 0.0311744 | Time: 11999.9 ms
[2021-05-11 21:16:17	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311716 | val_loss: 0.0311742 | Time: 11868.4 ms
[2021-05-11 21:16:29	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311713 | val_loss: 0.0311756 | Time: 11874.5 ms
[2021-05-11 21:16:41	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311717 | val_loss: 0.0311753 | Time: 12141 ms
[2021-05-11 21:16:53	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311701 | val_loss: 0.0311735 | Time: 12085.1 ms
[2021-05-11 21:17:05	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311711 | val_loss: 0.0311737 | Time: 11851.3 ms
[2021-05-11 21:17:17	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031171 | val_loss: 0.0311737 | Time: 11729.4 ms
[2021-05-11 21:17:29	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311702 | val_loss: 0.0311773 | Time: 12201.3 ms
[2021-05-11 21:17:41	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031171 | val_loss: 0.0311748 | Time: 12103.7 ms
[2021-05-11 21:17:53	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311689 | val_loss: 0.0311744 | Time: 12068.8 ms
[2021-05-11 21:18:05	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311697 | val_loss: 0.0311748 | Time: 11832.1 ms
[2021-05-11 21:18:17	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311705 | val_loss: 0.0311745 | Time: 12006.8 ms
[2021-05-11 21:18:29	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311721 | val_loss: 0.031183 | Time: 12007.7 ms
[2021-05-11 21:18:41	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311745 | val_loss: 0.031174 | Time: 11929.6 ms
[2021-05-11 21:18:53	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311719 | val_loss: 0.031175 | Time: 12005 ms
[2021-05-11 21:19:05	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.03117 | val_loss: 0.031175 | Time: 12100.3 ms
[2021-05-11 21:19:17	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311699 | val_loss: 0.0311758 | Time: 12008.2 ms
[2021-05-11 21:19:29	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311706 | val_loss: 0.0311738 | Time: 11829.4 ms
[2021-05-11 21:19:41	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.03117 | val_loss: 0.0311745 | Time: 12078.3 ms
[2021-05-11 21:19:53	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311698 | val_loss: 0.0311751 | Time: 12132.9 ms
[2021-05-11 21:20:05	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311716 | val_loss: 0.0311764 | Time: 11967 ms
[2021-05-11 21:20:17	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311696 | val_loss: 0.0311759 | Time: 11666.3 ms
[2021-05-11 21:20:29	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311706 | val_loss: 0.0311749 | Time: 11868.2 ms
[2021-05-11 21:20:41	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311689 | val_loss: 0.0311761 | Time: 12130.6 ms
[2021-05-11 21:20:53	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311698 | val_loss: 0.0311737 | Time: 12024.8 ms
[2021-05-11 21:21:05	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.03117 | val_loss: 0.0311735 | Time: 12003.4 ms
[2021-05-11 21:21:17	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311698 | val_loss: 0.0311742 | Time: 11774.9 ms
[2021-05-11 21:21:29	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311698 | val_loss: 0.0311789 | Time: 11972.9 ms
[2021-05-11 21:21:41	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311713 | val_loss: 0.0311782 | Time: 12022.6 ms
[2021-05-11 21:21:53	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311723 | val_loss: 0.0311753 | Time: 12085.3 ms
[2021-05-11 21:22:05	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311735 | val_loss: 0.031176 | Time: 11971.8 ms
[2021-05-11 21:22:17	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311699 | val_loss: 0.031176 | Time: 11847.3 ms
[2021-05-11 21:22:29	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311688 | val_loss: 0.0311758 | Time: 12099.8 ms
[2021-05-11 21:22:41	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311694 | val_loss: 0.0311792 | Time: 12015.3 ms
[2021-05-11 21:22:53	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311687 | val_loss: 0.0311764 | Time: 12139 ms
[2021-05-11 21:23:05	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311669 | val_loss: 0.0311748 | Time: 11895.1 ms
[2021-05-11 21:23:17	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311679 | val_loss: 0.0311763 | Time: 11919.4 ms
[2021-05-11 21:23:29	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311693 | val_loss: 0.0311734 | Time: 12024.6 ms
[2021-05-11 21:23:41	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311707 | val_loss: 0.0311766 | Time: 12063.6 ms
[2021-05-11 21:23:53	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311697 | val_loss: 0.0311737 | Time: 12022.6 ms
[2021-05-11 21:24:05	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311686 | val_loss: 0.0311742 | Time: 12067.3 ms
[2021-05-11 21:24:17	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311678 | val_loss: 0.0311745 | Time: 11985.1 ms
[2021-05-11 21:24:29	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311683 | val_loss: 0.0311743 | Time: 11969.6 ms
[2021-05-11 21:24:41	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311674 | val_loss: 0.0311748 | Time: 12144.8 ms
[2021-05-11 21:24:53	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311668 | val_loss: 0.0311763 | Time: 12012 ms
[2021-05-11 21:25:05	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311667 | val_loss: 0.0311743 | Time: 12020.6 ms
[2021-05-11 21:25:17	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311667 | val_loss: 0.0311766 | Time: 11882.1 ms
[2021-05-11 21:25:29	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311675 | val_loss: 0.031175 | Time: 11912.4 ms
[2021-05-11 21:25:41	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311701 | val_loss: 0.0311794 | Time: 11940 ms
[2021-05-11 21:25:53	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311681 | val_loss: 0.0311738 | Time: 12179.6 ms
[2021-05-11 21:26:05	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311683 | val_loss: 0.0311741 | Time: 12039.6 ms
[2021-05-11 21:26:17	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311687 | val_loss: 0.0311756 | Time: 11655.1 ms
[2021-05-11 21:26:29	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311683 | val_loss: 0.0311761 | Time: 11773.5 ms
[2021-05-11 21:26:41	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311679 | val_loss: 0.0311768 | Time: 12040.9 ms
[2021-05-11 21:26:53	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311719 | val_loss: 0.0311766 | Time: 11969.8 ms
[2021-05-11 21:27:05	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311893 | val_loss: 0.0312616 | Time: 12053.4 ms
[2021-05-11 21:27:17	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0313417 | val_loss: 0.0316572 | Time: 11842.7 ms
[2021-05-11 21:27:29	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0324178 | val_loss: 0.0320957 | Time: 11879.5 ms
[2021-05-11 21:27:41	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.036995 | val_loss: 0.0330368 | Time: 12083.2 ms
[2021-05-11 21:27:53	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0320245 | val_loss: 0.0314325 | Time: 12073.8 ms
[2021-05-11 21:28:05	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0313483 | val_loss: 0.031286 | Time: 11999.3 ms
[2021-05-11 21:28:17	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.031269 | val_loss: 0.0312541 | Time: 11744.3 ms
[2021-05-11 21:28:29	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031253 | val_loss: 0.0312484 | Time: 11913.3 ms
[2021-05-11 21:28:41	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0312466 | val_loss: 0.0312443 | Time: 12062 ms
[2021-05-11 21:28:53	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0312413 | val_loss: 0.0312383 | Time: 12239.4 ms
[2021-05-11 21:29:05	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0312344 | val_loss: 0.0312301 | Time: 11870.8 ms
[2021-05-11 21:29:17	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312254 | val_loss: 0.0312201 | Time: 11826.5 ms
[2021-05-11 21:29:29	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312199 | val_loss: 0.0312266 | Time: 11948.2 ms
[2021-05-11 21:29:41	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0312131 | val_loss: 0.0312082 | Time: 11958.4 ms
[2021-05-11 21:29:53	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312065 | val_loss: 0.0312074 | Time: 12034.1 ms
[2021-05-11 21:30:05	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312046 | val_loss: 0.0312011 | Time: 11890.3 ms
[2021-05-11 21:30:16	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0312026 | val_loss: 0.0311989 | Time: 11882.2 ms
[2021-05-11 21:30:28	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312013 | val_loss: 0.0311971 | Time: 11872.1 ms
[2021-05-11 21:30:40	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311989 | val_loss: 0.0311983 | Time: 12081.7 ms
[2021-05-11 21:30:52	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311977 | val_loss: 0.0311945 | Time: 11992.5 ms
[2021-05-11 21:31:04	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311967 | val_loss: 0.0311953 | Time: 11820.4 ms
[2021-05-11 21:31:16	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311967 | val_loss: 0.0311929 | Time: 11779.4 ms
[2021-05-11 21:31:28	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311947 | val_loss: 0.0311921 | Time: 12157.1 ms
[2021-05-11 21:31:40	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311952 | val_loss: 0.0311911 | Time: 12139.7 ms
[2021-05-11 21:31:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311911 | val_loss: 0.031187 | Time: 12068 ms
[2021-05-11 21:32:04	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311878 | val_loss: 0.0311866 | Time: 11755.4 ms
[2021-05-11 21:32:16	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311864 | val_loss: 0.0311856 | Time: 11882.6 ms
[2021-05-11 21:32:28	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031185 | val_loss: 0.0311849 | Time: 12008.3 ms
[2021-05-11 21:32:40	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311857 | val_loss: 0.0311845 | Time: 11918.5 ms
[2021-05-11 21:32:52	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311879 | val_loss: 0.0311851 | Time: 12171.7 ms
[2021-05-11 21:33:05	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311852 | val_loss: 0.0311842 | Time: 12919.6 ms
[2021-05-11 21:33:19	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311833 | val_loss: 0.0311838 | Time: 13389.3 ms
[2021-05-11 21:33:32	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311823 | val_loss: 0.0311836 | Time: 13023 ms
[2021-05-11 21:33:45	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311821 | val_loss: 0.0311822 | Time: 12866.5 ms
[2021-05-11 21:33:58	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311831 | val_loss: 0.0311836 | Time: 13681.2 ms
[2021-05-11 21:34:12	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311816 | val_loss: 0.0311824 | Time: 13211.6 ms
[2021-05-11 21:34:25	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311811 | val_loss: 0.0311842 | Time: 12980.9 ms
[2021-05-11 21:34:38	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311814 | val_loss: 0.0311816 | Time: 12972.6 ms
[2021-05-11 21:34:51	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311803 | val_loss: 0.0311804 | Time: 13597 ms
[2021-05-11 21:35:04	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311816 | val_loss: 0.0311805 | Time: 12856.1 ms
[2021-05-11 21:35:17	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311802 | val_loss: 0.0311855 | Time: 12782.8 ms
[2021-05-11 21:35:30	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311797 | val_loss: 0.0311809 | Time: 12675.6 ms
[2021-05-11 21:35:42	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311804 | val_loss: 0.0311809 | Time: 12801 ms
[2021-05-11 21:35:55	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311795 | val_loss: 0.0311821 | Time: 12760.3 ms
[2021-05-11 21:36:08	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311795 | val_loss: 0.0311809 | Time: 12674.8 ms
[2021-05-11 21:36:21	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311795 | val_loss: 0.0311805 | Time: 12880.7 ms
[2021-05-11 21:36:34	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311785 | val_loss: 0.0311802 | Time: 13156.5 ms
[2021-05-11 21:36:47	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311781 | val_loss: 0.0311804 | Time: 12888.7 ms
[2021-05-11 21:37:00	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311793 | val_loss: 0.0311823 | Time: 12825.6 ms
[2021-05-11 21:37:13	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311791 | val_loss: 0.0311831 | Time: 12911.3 ms
[2021-05-11 21:37:26	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311787 | val_loss: 0.0311804 | Time: 13590.9 ms
[2021-05-11 21:37:39	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031177 | val_loss: 0.0311797 | Time: 12705.2 ms
[2021-05-11 21:37:52	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311769 | val_loss: 0.0311815 | Time: 12709.6 ms
[2021-05-11 21:38:04	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311774 | val_loss: 0.0311795 | Time: 12622.4 ms
[2021-05-11 21:38:17	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311789 | val_loss: 0.0311809 | Time: 12547.4 ms
[2021-05-11 21:38:29	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311774 | val_loss: 0.0311796 | Time: 12392.3 ms
[2021-05-11 21:38:42	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311774 | val_loss: 0.0311805 | Time: 12628 ms
[2021-05-11 21:38:54	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031177 | val_loss: 0.0311788 | Time: 12076.7 ms
[2021-05-11 21:39:06	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311776 | val_loss: 0.0311812 | Time: 11849.9 ms
[2021-05-11 21:39:18	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311799 | val_loss: 0.0311814 | Time: 11642.3 ms
[2021-05-11 21:39:30	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311781 | val_loss: 0.0311813 | Time: 12018.3 ms
[2021-05-11 21:39:42	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311769 | val_loss: 0.03118 | Time: 12245.8 ms
[2021-05-11 21:39:54	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311759 | val_loss: 0.0311783 | Time: 12095.8 ms
[2021-05-11 21:40:06	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031176 | val_loss: 0.0311794 | Time: 11799.1 ms
[2021-05-11 21:40:18	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311768 | val_loss: 0.0311827 | Time: 12003.8 ms
[2021-05-11 21:40:30	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311772 | val_loss: 0.0311793 | Time: 11953.9 ms
[2021-05-11 21:40:42	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311774 | val_loss: 0.0311799 | Time: 12029.3 ms
[2021-05-11 21:40:54	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311775 | val_loss: 0.0311796 | Time: 12212.4 ms
[2021-05-11 21:41:06	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311766 | val_loss: 0.0311795 | Time: 12045.3 ms
[2021-05-11 21:41:18	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311783 | val_loss: 0.0311856 | Time: 11851.9 ms
[2021-05-11 21:41:30	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311789 | val_loss: 0.0311806 | Time: 11749.5 ms
[2021-05-11 21:41:42	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311756 | val_loss: 0.0311797 | Time: 12074.1 ms
[2021-05-11 21:41:54	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311755 | val_loss: 0.031178 | Time: 12117.1 ms
[2021-05-11 21:42:06	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311762 | val_loss: 0.0311808 | Time: 11818.9 ms
[2021-05-11 21:42:17	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311763 | val_loss: 0.0311792 | Time: 11716.3 ms
[2021-05-11 21:42:29	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311749 | val_loss: 0.0311793 | Time: 12077.2 ms
[2021-05-11 21:42:42	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311757 | val_loss: 0.0311811 | Time: 12082.2 ms
[2021-05-11 21:42:53	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311755 | val_loss: 0.0311787 | Time: 11764 ms
[2021-05-11 21:43:05	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311744 | val_loss: 0.0311791 | Time: 11726.8 ms
[2021-05-11 21:43:17	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311753 | val_loss: 0.0311783 | Time: 11933.3 ms
[2021-05-11 21:43:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311747 | val_loss: 0.0311792 | Time: 12163.5 ms
[2021-05-11 21:43:41	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311749 | val_loss: 0.0311792 | Time: 11859.2 ms
[2021-05-11 21:43:53	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311752 | val_loss: 0.0311826 | Time: 11911.6 ms
[2021-05-11 21:44:05	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031177 | val_loss: 0.0311791 | Time: 11860.5 ms
[2021-05-11 21:44:17	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311752 | val_loss: 0.0311794 | Time: 12043.6 ms
[2021-05-11 21:44:29	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311763 | val_loss: 0.0311788 | Time: 11983 ms
[2021-05-11 21:44:41	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031175 | val_loss: 0.0311782 | Time: 12002.7 ms
[2021-05-11 21:44:53	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311743 | val_loss: 0.0311793 | Time: 12481.1 ms
[2021-05-11 21:45:05	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311759 | val_loss: 0.0311799 | Time: 11761 ms
[2021-05-11 21:45:17	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311744 | val_loss: 0.0311798 | Time: 11815 ms
[2021-05-11 21:45:29	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311746 | val_loss: 0.0311785 | Time: 12127.1 ms
[2021-05-11 21:45:41	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311735 | val_loss: 0.0311788 | Time: 11982.7 ms
[2021-05-11 21:45:53	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311741 | val_loss: 0.0311787 | Time: 11852.1 ms
[2021-05-11 21:46:05	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031175 | val_loss: 0.0311805 | Time: 11897.3 ms
[2021-05-11 21:46:17	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311751 | val_loss: 0.0311778 | Time: 12028.7 ms
[2021-05-11 21:46:29	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311754 | val_loss: 0.0311791 | Time: 12227.4 ms
[2021-05-11 21:46:41	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311744 | val_loss: 0.0311777 | Time: 12013.6 ms
[2021-05-11 21:46:53	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.031173 | val_loss: 0.0311785 | Time: 11965.2 ms
[2021-05-11 21:47:05	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031173 | val_loss: 0.0311828 | Time: 11895.2 ms
[2021-05-11 21:47:17	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311751 | val_loss: 0.0311797 | Time: 11758.7 ms
[2021-05-11 21:47:29	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311744 | val_loss: 0.0311783 | Time: 12088.6 ms
[2021-05-11 21:47:41	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311738 | val_loss: 0.0311785 | Time: 12115.2 ms
[2021-05-11 21:47:53	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311736 | val_loss: 0.0311789 | Time: 11927.3 ms
[2021-05-11 21:48:05	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311743 | val_loss: 0.0311788 | Time: 11550.3 ms
[2021-05-11 21:48:17	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311743 | val_loss: 0.0311778 | Time: 11948.5 ms
[2021-05-11 21:48:29	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311744 | val_loss: 0.0311779 | Time: 11932.1 ms
[2021-05-11 21:48:41	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311743 | val_loss: 0.0311792 | Time: 11789.4 ms
[2021-05-11 21:48:52	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311733 | val_loss: 0.0311782 | Time: 11729.8 ms
[2021-05-11 21:49:04	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031173 | val_loss: 0.0311789 | Time: 11997.6 ms
[2021-05-11 21:49:17	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311733 | val_loss: 0.0311791 | Time: 12036.9 ms
[2021-05-11 21:49:28	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311728 | val_loss: 0.0311772 | Time: 11951.7 ms
[2021-05-11 21:49:40	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311729 | val_loss: 0.0311775 | Time: 11811.6 ms
[2021-05-11 21:49:52	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031173 | val_loss: 0.0311781 | Time: 11855.1 ms
[2021-05-11 21:50:04	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311732 | val_loss: 0.0311784 | Time: 12054 ms
[2021-05-11 21:50:16	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311732 | val_loss: 0.0311788 | Time: 11940.5 ms
[2021-05-11 21:50:28	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.031174 | val_loss: 0.0311866 | Time: 12066.1 ms
[2021-05-11 21:50:41	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311763 | val_loss: 0.0311801 | Time: 12241.7 ms
[2021-05-11 21:50:52	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311733 | val_loss: 0.0311789 | Time: 11869.8 ms
[2021-05-11 21:51:04	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311719 | val_loss: 0.0311787 | Time: 11941.6 ms
[2021-05-11 21:51:17	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311747 | val_loss: 0.0311787 | Time: 12198.9 ms
[2021-05-11 21:51:29	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311738 | val_loss: 0.031179 | Time: 12151.4 ms
[2021-05-11 21:51:40	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311751 | val_loss: 0.0311792 | Time: 11677.9 ms
[2021-05-11 21:51:52	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311743 | val_loss: 0.0311777 | Time: 11719.2 ms
[2021-05-11 21:52:04	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311739 | val_loss: 0.0311782 | Time: 12118.8 ms
[2021-05-11 21:52:16	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031173 | val_loss: 0.031178 | Time: 12045.7 ms
[2021-05-11 21:52:28	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311723 | val_loss: 0.0311779 | Time: 11882.2 ms
[2021-05-11 21:52:40	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311727 | val_loss: 0.0311809 | Time: 11959.2 ms
[2021-05-11 21:52:52	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.031173 | val_loss: 0.0311769 | Time: 11913.6 ms
[2021-05-11 21:53:04	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311726 | val_loss: 0.0311787 | Time: 12038.9 ms
[2021-05-11 21:53:16	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031173 | val_loss: 0.0311768 | Time: 11935.4 ms
[2021-05-11 21:53:28	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311741 | val_loss: 0.0311777 | Time: 11932.8 ms
[2021-05-11 21:53:40	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311729 | val_loss: 0.0311813 | Time: 11934.6 ms
[2021-05-11 21:53:52	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031173 | val_loss: 0.03118 | Time: 11823.7 ms
[2021-05-11 21:54:04	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311726 | val_loss: 0.0311791 | Time: 12195.8 ms
[2021-05-11 21:54:16	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311713 | val_loss: 0.031179 | Time: 12309.6 ms
[2021-05-11 21:54:29	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031174 | val_loss: 0.0311819 | Time: 12781.4 ms
[2021-05-11 21:54:41	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311723 | val_loss: 0.0311777 | Time: 11861.9 ms
[2021-05-11 21:54:53	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.031171 | val_loss: 0.0311784 | Time: 11836.3 ms
[2021-05-11 21:55:05	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311713 | val_loss: 0.031179 | Time: 11827.5 ms
[2021-05-11 21:55:17	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311709 | val_loss: 0.0311789 | Time: 12183.5 ms
[2021-05-11 21:55:17	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311789
[2021-05-11 21:55:17	                main:603]	:	INFO	:	Saving end state to config to file
[2021-05-11 21:55:17	                main:608]	:	INFO	:	Success, exiting..
21:55:17 (16868): called boinc_finish(0)

</stderr_txt>
]]>


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