Task 14345854

Name ParityModified-1645998297-31386-3-0_1
Workunit 11124873
Created 4 Apr 2022, 8:55:43 UTC
Sent 4 Apr 2022, 10:22:57 UTC
Report deadline 12 Apr 2022, 10:22:57 UTC
Received 5 Apr 2022, 8:25:59 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16262
Run time 40 min 38 sec
CPU time 39 min 5 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,073.77 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.32 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
             main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311949 | val_loss: 0.0311969 | Time: 1208.9 ms
[2022-04-05 10:16:02	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311958 | val_loss: 0.0311948 | Time: 1157.8 ms
[2022-04-05 10:16:03	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311937 | val_loss: 0.0311923 | Time: 1166.19 ms
[2022-04-05 10:16:04	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311929 | val_loss: 0.0311949 | Time: 1228.18 ms
[2022-04-05 10:16:06	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311929 | val_loss: 0.0311915 | Time: 1102.56 ms
[2022-04-05 10:16:07	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311925 | val_loss: 0.0311945 | Time: 1230.08 ms
[2022-04-05 10:16:08	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.031192 | val_loss: 0.0311948 | Time: 1170.39 ms
[2022-04-05 10:16:09	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311904 | val_loss: 0.0311907 | Time: 1138.63 ms
[2022-04-05 10:16:10	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311903 | val_loss: 0.0311944 | Time: 1243.63 ms
[2022-04-05 10:16:11	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311922 | val_loss: 0.0311914 | Time: 1122.63 ms
[2022-04-05 10:16:13	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311883 | val_loss: 0.0311904 | Time: 1229.59 ms
[2022-04-05 10:16:14	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311897 | val_loss: 0.0311904 | Time: 1102.58 ms
[2022-04-05 10:16:15	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311918 | val_loss: 0.0311888 | Time: 1155 ms
[2022-04-05 10:16:16	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311883 | val_loss: 0.0311897 | Time: 1146.7 ms
[2022-04-05 10:16:17	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311892 | val_loss: 0.0311878 | Time: 1127.62 ms
[2022-04-05 10:16:19	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311894 | val_loss: 0.0311879 | Time: 1179.49 ms
[2022-04-05 10:16:20	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311876 | val_loss: 0.0311884 | Time: 1100.57 ms
[2022-04-05 10:16:21	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311867 | val_loss: 0.0311874 | Time: 1148.39 ms
[2022-04-05 10:16:22	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311862 | val_loss: 0.0311865 | Time: 1152.04 ms
[2022-04-05 10:16:23	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311857 | val_loss: 0.0311859 | Time: 1111.56 ms
[2022-04-05 10:16:24	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031186 | val_loss: 0.0311894 | Time: 1166.89 ms
[2022-04-05 10:16:25	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311878 | val_loss: 0.0311892 | Time: 1117.81 ms
[2022-04-05 10:16:26	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311855 | val_loss: 0.0311851 | Time: 1115.19 ms
[2022-04-05 10:16:28	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311839 | val_loss: 0.0311854 | Time: 1141.86 ms
[2022-04-05 10:16:29	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311834 | val_loss: 0.0311843 | Time: 1102.07 ms
[2022-04-05 10:16:30	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311848 | val_loss: 0.0311845 | Time: 1173.88 ms
[2022-04-05 10:16:31	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311832 | val_loss: 0.0311847 | Time: 1085.58 ms
[2022-04-05 10:16:32	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311825 | val_loss: 0.0311847 | Time: 1165.77 ms
[2022-04-05 10:16:33	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311824 | val_loss: 0.0311843 | Time: 1144.54 ms
[2022-04-05 10:16:34	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311848 | val_loss: 0.0311869 | Time: 1101.42 ms
[2022-04-05 10:16:36	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311818 | val_loss: 0.031189 | Time: 1170.15 ms
[2022-04-05 10:16:37	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311817 | val_loss: 0.0311843 | Time: 1106.24 ms
[2022-04-05 10:16:38	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311818 | val_loss: 0.0311842 | Time: 1129.6 ms
[2022-04-05 10:16:39	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311814 | val_loss: 0.0311837 | Time: 1158.17 ms
[2022-04-05 10:16:40	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311811 | val_loss: 0.0311845 | Time: 1098.82 ms
[2022-04-05 10:16:41	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311795 | val_loss: 0.031183 | Time: 1164.86 ms
[2022-04-05 10:16:43	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311814 | val_loss: 0.0311845 | Time: 1105.98 ms
[2022-04-05 10:16:44	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311817 | val_loss: 0.0311828 | Time: 1110.19 ms
[2022-04-05 10:16:45	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.031179 | val_loss: 0.0311819 | Time: 1144.99 ms
[2022-04-05 10:16:46	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311807 | val_loss: 0.0311913 | Time: 1107.75 ms
[2022-04-05 10:16:47	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031181 | val_loss: 0.0311806 | Time: 1163.47 ms
[2022-04-05 10:16:48	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311794 | val_loss: 0.0311833 | Time: 1093.33 ms
[2022-04-05 10:16:49	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311779 | val_loss: 0.0311816 | Time: 1138.9 ms
[2022-04-05 10:16:51	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311772 | val_loss: 0.0311861 | Time: 1161.28 ms
[2022-04-05 10:16:52	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311769 | val_loss: 0.0311811 | Time: 1092.34 ms
[2022-04-05 10:16:53	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311773 | val_loss: 0.0311801 | Time: 1163.04 ms
[2022-04-05 10:16:54	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311769 | val_loss: 0.0311808 | Time: 1126.08 ms
[2022-04-05 10:16:55	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311782 | val_loss: 0.0311821 | Time: 1113.89 ms
[2022-04-05 10:16:56	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311858 | val_loss: 0.0311855 | Time: 1161.18 ms
[2022-04-05 10:16:57	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311852 | val_loss: 0.0311845 | Time: 1094.16 ms
[2022-04-05 10:16:59	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311862 | val_loss: 0.0311909 | Time: 1163.76 ms
[2022-04-05 10:17:00	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311833 | val_loss: 0.0311839 | Time: 1122.21 ms
[2022-04-05 10:17:01	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311808 | val_loss: 0.0311826 | Time: 1097.42 ms
[2022-04-05 10:17:02	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311805 | val_loss: 0.0311832 | Time: 1145.53 ms
[2022-04-05 10:17:03	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311801 | val_loss: 0.0311817 | Time: 1123.24 ms
[2022-04-05 10:17:04	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311789 | val_loss: 0.0311819 | Time: 1180.14 ms
[2022-04-05 10:17:05	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311799 | val_loss: 0.0311811 | Time: 1106.44 ms
[2022-04-05 10:17:06	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311784 | val_loss: 0.0311819 | Time: 1130.84 ms
[2022-04-05 10:17:08	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311764 | val_loss: 0.0311809 | Time: 1157.73 ms
[2022-04-05 10:17:09	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311764 | val_loss: 0.031184 | Time: 1107.94 ms
[2022-04-05 10:17:10	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311773 | val_loss: 0.0311814 | Time: 1165.86 ms
[2022-04-05 10:17:11	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311791 | val_loss: 0.0311834 | Time: 1112.13 ms
[2022-04-05 10:17:12	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311842 | val_loss: 0.0311863 | Time: 1123.5 ms
[2022-04-05 10:17:13	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311843 | val_loss: 0.0311856 | Time: 1162.99 ms
[2022-04-05 10:17:15	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031184 | val_loss: 0.0311828 | Time: 1098.11 ms
[2022-04-05 10:17:16	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311816 | val_loss: 0.0311828 | Time: 1154.25 ms
[2022-04-05 10:17:17	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311799 | val_loss: 0.0311819 | Time: 1110.19 ms
[2022-04-05 10:17:18	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311793 | val_loss: 0.0311833 | Time: 1121.55 ms
[2022-04-05 10:17:19	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311788 | val_loss: 0.031183 | Time: 1149.31 ms
[2022-04-05 10:17:20	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311772 | val_loss: 0.0311802 | Time: 1108.42 ms
[2022-04-05 10:17:21	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311777 | val_loss: 0.0311845 | Time: 1164.52 ms
[2022-04-05 10:17:22	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311768 | val_loss: 0.0311808 | Time: 1110.82 ms
[2022-04-05 10:17:24	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311764 | val_loss: 0.031181 | Time: 1119.66 ms
[2022-04-05 10:17:25	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311777 | val_loss: 0.0311859 | Time: 1166.32 ms
[2022-04-05 10:17:26	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311782 | val_loss: 0.0311812 | Time: 1098.59 ms
[2022-04-05 10:17:27	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311772 | val_loss: 0.0311808 | Time: 1172.07 ms
[2022-04-05 10:17:28	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311748 | val_loss: 0.0311794 | Time: 1123.56 ms
[2022-04-05 10:17:29	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311751 | val_loss: 0.0311809 | Time: 1110.23 ms
[2022-04-05 10:17:31	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311739 | val_loss: 0.031178 | Time: 1166.93 ms
[2022-04-05 10:17:32	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311741 | val_loss: 0.0311815 | Time: 1098.16 ms
[2022-04-05 10:17:33	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311768 | val_loss: 0.0311846 | Time: 1150.8 ms
[2022-04-05 10:17:34	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311747 | val_loss: 0.0311797 | Time: 1129.8 ms
[2022-04-05 10:17:35	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311735 | val_loss: 0.0311795 | Time: 1147.4 ms
[2022-04-05 10:17:36	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311738 | val_loss: 0.0311803 | Time: 1159.6 ms
[2022-04-05 10:17:37	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311725 | val_loss: 0.0311814 | Time: 1098.06 ms
[2022-04-05 10:17:39	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311752 | val_loss: 0.0311851 | Time: 1151.61 ms
[2022-04-05 10:17:40	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311742 | val_loss: 0.0311831 | Time: 1106.65 ms
[2022-04-05 10:17:41	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311781 | val_loss: 0.0311808 | Time: 1128.56 ms
[2022-04-05 10:17:42	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311775 | val_loss: 0.0311803 | Time: 1161.39 ms
[2022-04-05 10:17:43	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031179 | val_loss: 0.0311825 | Time: 1083.95 ms
[2022-04-05 10:17:44	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031174 | val_loss: 0.0311774 | Time: 1158.81 ms
[2022-04-05 10:17:45	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311735 | val_loss: 0.0311859 | Time: 1126.3 ms
[2022-04-05 10:17:47	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311748 | val_loss: 0.0311813 | Time: 1107.69 ms
[2022-04-05 10:17:48	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311737 | val_loss: 0.0311797 | Time: 1171.29 ms
[2022-04-05 10:17:49	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311722 | val_loss: 0.0311798 | Time: 1094.57 ms
[2022-04-05 10:17:50	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311731 | val_loss: 0.031179 | Time: 1153.64 ms
[2022-04-05 10:17:51	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311772 | val_loss: 0.0311799 | Time: 1125.09 ms
[2022-04-05 10:17:52	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311803 | val_loss: 0.0312012 | Time: 1101.69 ms
[2022-04-05 10:17:53	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311793 | val_loss: 0.0311821 | Time: 1152.33 ms
[2022-04-05 10:17:55	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311738 | val_loss: 0.0311833 | Time: 1105.57 ms
[2022-04-05 10:17:56	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311743 | val_loss: 0.0311785 | Time: 1188.8 ms
[2022-04-05 10:17:57	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311716 | val_loss: 0.0311794 | Time: 1116.65 ms
[2022-04-05 10:17:58	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 1124.05 ms
[2022-04-05 10:17:59	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311739 | val_loss: 0.0311783 | Time: 1165.23 ms
[2022-04-05 10:18:00	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311719 | val_loss: 0.0311777 | Time: 1092.08 ms
[2022-04-05 10:18:02	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311732 | val_loss: 0.0311758 | Time: 1158.82 ms
[2022-04-05 10:18:03	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311761 | val_loss: 0.0311812 | Time: 1125.14 ms
[2022-04-05 10:18:04	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311734 | val_loss: 0.0311767 | Time: 1098.82 ms
[2022-04-05 10:18:05	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311704 | val_loss: 0.0311777 | Time: 1154.17 ms
[2022-04-05 10:18:06	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311713 | val_loss: 0.0311761 | Time: 1111.36 ms
[2022-04-05 10:18:07	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311747 | val_loss: 0.0311772 | Time: 1126.76 ms
[2022-04-05 10:18:08	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311713 | val_loss: 0.0311827 | Time: 1108.6 ms
[2022-04-05 10:18:09	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311733 | val_loss: 0.0311811 | Time: 1113.62 ms
[2022-04-05 10:18:11	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031174 | val_loss: 0.031177 | Time: 1158.22 ms
[2022-04-05 10:18:12	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311719 | val_loss: 0.0311727 | Time: 1101.08 ms
[2022-04-05 10:18:13	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311717 | val_loss: 0.0311773 | Time: 1166.74 ms
[2022-04-05 10:18:14	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311758 | val_loss: 0.0311785 | Time: 1129.72 ms
[2022-04-05 10:18:15	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311786 | val_loss: 0.0311797 | Time: 1120.16 ms
[2022-04-05 10:18:16	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311751 | val_loss: 0.0311753 | Time: 1169.72 ms
[2022-04-05 10:18:17	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311783 | val_loss: 0.0311803 | Time: 1093.94 ms
[2022-04-05 10:18:19	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311774 | val_loss: 0.0311788 | Time: 1148.1 ms
[2022-04-05 10:18:20	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311772 | val_loss: 0.0311784 | Time: 1139.88 ms
[2022-04-05 10:18:21	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311736 | val_loss: 0.0311735 | Time: 1095.36 ms
[2022-04-05 10:18:22	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311737 | val_loss: 0.031171 | Time: 1137.98 ms
[2022-04-05 10:18:23	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311701 | val_loss: 0.0311706 | Time: 1108.6 ms
[2022-04-05 10:18:24	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311692 | val_loss: 0.0311739 | Time: 1132.49 ms
[2022-04-05 10:18:25	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311701 | val_loss: 0.0311735 | Time: 1119.63 ms
[2022-04-05 10:18:27	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311695 | val_loss: 0.0311711 | Time: 1129.5 ms
[2022-04-05 10:18:28	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311692 | val_loss: 0.03117 | Time: 1174.58 ms
[2022-04-05 10:18:29	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311692 | val_loss: 0.0311701 | Time: 1088.97 ms
[2022-04-05 10:18:30	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311697 | val_loss: 0.0311719 | Time: 1156.16 ms
[2022-04-05 10:18:31	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311705 | val_loss: 0.0311741 | Time: 1137.61 ms
[2022-04-05 10:18:33	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031171 | val_loss: 0.0311712 | Time: 1602.32 ms
[2022-04-05 10:18:34	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311682 | val_loss: 0.0311704 | Time: 1452.08 ms
[2022-04-05 10:18:35	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311664 | val_loss: 0.0311711 | Time: 1171.97 ms
[2022-04-05 10:18:37	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311663 | val_loss: 0.0311814 | Time: 1187.48 ms
[2022-04-05 10:18:38	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311707 | val_loss: 0.0311793 | Time: 1140.17 ms
[2022-04-05 10:18:39	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311696 | val_loss: 0.0311692 | Time: 1263.44 ms
[2022-04-05 10:18:40	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311678 | val_loss: 0.0311693 | Time: 1109.66 ms
[2022-04-05 10:18:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311671 | val_loss: 0.0311685 | Time: 1396.62 ms
[2022-04-05 10:18:43	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311642 | val_loss: 0.0311738 | Time: 1187.87 ms
[2022-04-05 10:18:44	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311659 | val_loss: 0.0311677 | Time: 1528.83 ms
[2022-04-05 10:18:46	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311662 | val_loss: 0.0311686 | Time: 1294.98 ms
[2022-04-05 10:18:48	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311653 | val_loss: 0.0311679 | Time: 2698.19 ms
[2022-04-05 10:18:50	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311648 | val_loss: 0.0311685 | Time: 1239.44 ms
[2022-04-05 10:18:51	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311637 | val_loss: 0.0311695 | Time: 1329.38 ms
[2022-04-05 10:18:52	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311632 | val_loss: 0.0311701 | Time: 1174.71 ms
[2022-04-05 10:18:53	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311622 | val_loss: 0.031168 | Time: 1328.1 ms
[2022-04-05 10:18:55	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311623 | val_loss: 0.0311681 | Time: 1233.49 ms
[2022-04-05 10:18:56	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311637 | val_loss: 0.0311698 | Time: 1155.68 ms
[2022-04-05 10:18:57	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311646 | val_loss: 0.0311699 | Time: 1143.03 ms
[2022-04-05 10:18:58	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311651 | val_loss: 0.0311678 | Time: 1178.61 ms
[2022-04-05 10:18:59	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311607 | val_loss: 0.0311671 | Time: 1201.04 ms
[2022-04-05 10:19:01	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311614 | val_loss: 0.0311666 | Time: 1119.41 ms
[2022-04-05 10:19:02	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311633 | val_loss: 0.0311696 | Time: 1336.47 ms
[2022-04-05 10:19:03	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311644 | val_loss: 0.0311744 | Time: 1204.69 ms
[2022-04-05 10:19:04	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311629 | val_loss: 0.0311673 | Time: 1204.81 ms
[2022-04-05 10:19:06	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311659 | val_loss: 0.0311676 | Time: 1243.22 ms
[2022-04-05 10:19:07	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.03117 | val_loss: 0.0311872 | Time: 1097.05 ms
[2022-04-05 10:19:08	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311684 | val_loss: 0.0311678 | Time: 1166.27 ms
[2022-04-05 10:19:09	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311648 | val_loss: 0.0311697 | Time: 1128.62 ms
[2022-04-05 10:19:10	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031164 | val_loss: 0.031166 | Time: 1118.31 ms
[2022-04-05 10:19:11	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311634 | val_loss: 0.0311661 | Time: 1137.81 ms
[2022-04-05 10:19:12	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311616 | val_loss: 0.0311651 | Time: 1104.7 ms
[2022-04-05 10:19:14	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311613 | val_loss: 0.0311666 | Time: 1158.74 ms
[2022-04-05 10:19:15	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311613 | val_loss: 0.0311673 | Time: 1091.48 ms
[2022-04-05 10:19:16	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311657 | val_loss: 0.0311679 | Time: 1266.15 ms
[2022-04-05 10:19:17	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311633 | val_loss: 0.0311698 | Time: 1134.99 ms
[2022-04-05 10:19:18	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311615 | val_loss: 0.0311686 | Time: 1101.34 ms
[2022-04-05 10:19:19	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311621 | val_loss: 0.0311685 | Time: 1166.01 ms
[2022-04-05 10:19:20	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311656 | val_loss: 0.0311707 | Time: 1105.97 ms
[2022-04-05 10:19:22	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311671 | val_loss: 0.0311724 | Time: 1132.32 ms
[2022-04-05 10:19:23	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311768 | val_loss: 0.0311839 | Time: 1130.7 ms
[2022-04-05 10:19:24	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311826 | val_loss: 0.0311787 | Time: 1154.15 ms
[2022-04-05 10:19:25	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311819 | val_loss: 0.0311874 | Time: 1161.82 ms
[2022-04-05 10:19:26	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311884 | val_loss: 0.0311876 | Time: 1112.44 ms
[2022-04-05 10:19:27	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311869 | val_loss: 0.0311858 | Time: 1125.68 ms
[2022-04-05 10:19:28	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311841 | val_loss: 0.0311841 | Time: 1110.84 ms
[2022-04-05 10:19:30	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311828 | val_loss: 0.0311843 | Time: 1121.32 ms
[2022-04-05 10:19:31	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311834 | val_loss: 0.0311838 | Time: 1176.73 ms
[2022-04-05 10:19:32	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311854 | val_loss: 0.0311873 | Time: 1096.8 ms
[2022-04-05 10:19:33	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311903 | val_loss: 0.0311905 | Time: 1158.07 ms
[2022-04-05 10:19:34	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311935 | val_loss: 0.0311995 | Time: 1186.72 ms
[2022-04-05 10:19:35	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311943 | val_loss: 0.0311952 | Time: 1137.06 ms
[2022-04-05 10:19:37	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031193 | val_loss: 0.0311942 | Time: 1201.51 ms
[2022-04-05 10:19:38	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311947 | val_loss: 0.0311954 | Time: 1106.18 ms
[2022-04-05 10:19:39	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311953 | val_loss: 0.031194 | Time: 1192.01 ms
[2022-04-05 10:19:40	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311955 | val_loss: 0.031197 | Time: 1290.66 ms
[2022-04-05 10:19:42	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031194 | val_loss: 0.0311941 | Time: 2197.03 ms
[2022-04-05 10:19:44	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311931 | val_loss: 0.0311968 | Time: 1156.28 ms
[2022-04-05 10:19:45	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311986 | val_loss: 0.031197 | Time: 1327.5 ms
[2022-04-05 10:19:46	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311955 | val_loss: 0.0311939 | Time: 1145.59 ms
[2022-04-05 10:19:47	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311902 | val_loss: 0.0311954 | Time: 1172.7 ms
[2022-04-05 10:19:49	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311913 | val_loss: 0.0311996 | Time: 1196.03 ms
[2022-04-05 10:19:50	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311901 | val_loss: 0.0311938 | Time: 1138.32 ms
[2022-04-05 10:19:51	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311868 | val_loss: 0.0311958 | Time: 1182.86 ms
[2022-04-05 10:19:52	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311906 | val_loss: 0.0311902 | Time: 1103.56 ms
[2022-04-05 10:19:53	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311863 | val_loss: 0.0311941 | Time: 1115 ms
[2022-04-05 10:19:54	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311838 | val_loss: 0.0311897 | Time: 1103.3 ms
[2022-04-05 10:19:55	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311853 | val_loss: 0.0311904 | Time: 1106.22 ms
[2022-04-05 10:19:56	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311834 | val_loss: 0.0311895 | Time: 1111.7 ms
[2022-04-05 10:19:59	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311878 | val_loss: 0.0311952 | Time: 1097.92 ms
[2022-04-05 10:20:00	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311925 | val_loss: 0.0311911 | Time: 1101 ms
[2022-04-05 10:20:01	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311851 | val_loss: 0.0311897 | Time: 1105.46 ms
[2022-04-05 10:20:02	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311849 | val_loss: 0.0311974 | Time: 1098.24 ms
[2022-04-05 10:20:03	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311862 | val_loss: 0.0311901 | Time: 1112.49 ms
[2022-04-05 10:20:05	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311825 | val_loss: 0.0311926 | Time: 1111.23 ms
[2022-04-05 10:20:06	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311829 | val_loss: 0.0311895 | Time: 1097.78 ms
[2022-04-05 10:20:07	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311823 | val_loss: 0.0311893 | Time: 1097.86 ms
[2022-04-05 10:20:08	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311842 | val_loss: 0.031192 | Time: 1093.24 ms
[2022-04-05 10:20:09	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311832 | val_loss: 0.0311915 | Time: 1099.04 ms
[2022-04-05 10:20:10	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311816 | val_loss: 0.0311897 | Time: 1093.8 ms
[2022-04-05 10:20:11	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311812 | val_loss: 0.0311948 | Time: 1097.34 ms
[2022-04-05 10:20:12	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311815 | val_loss: 0.0311898 | Time: 1127.36 ms
[2022-04-05 10:20:13	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311824 | val_loss: 0.0311901 | Time: 1091.82 ms
[2022-04-05 10:20:15	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311803 | val_loss: 0.0311908 | Time: 1111.29 ms
[2022-04-05 10:20:16	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311792 | val_loss: 0.0311925 | Time: 1121.21 ms
[2022-04-05 10:20:17	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311804 | val_loss: 0.0311893 | Time: 1104.84 ms
[2022-04-05 10:20:18	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311807 | val_loss: 0.0311898 | Time: 1174.02 ms
[2022-04-05 10:20:19	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311807 | val_loss: 0.0311956 | Time: 1107.4 ms
[2022-04-05 10:20:20	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311839 | val_loss: 0.0311884 | Time: 1126.47 ms
[2022-04-05 10:20:21	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311802 | val_loss: 0.0311902 | Time: 1132 ms
[2022-04-05 10:20:23	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311819 | val_loss: 0.0312007 | Time: 1107.27 ms
[2022-04-05 10:20:24	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311843 | val_loss: 0.0311877 | Time: 1145.39 ms
[2022-04-05 10:20:25	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311804 | val_loss: 0.0311882 | Time: 1096.51 ms
[2022-04-05 10:20:26	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311788 | val_loss: 0.0311881 | Time: 1109.29 ms
[2022-04-05 10:20:27	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311782 | val_loss: 0.0311883 | Time: 1135.36 ms
[2022-04-05 10:20:28	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311788 | val_loss: 0.0311885 | Time: 1104.35 ms
[2022-04-05 10:20:29	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311793 | val_loss: 0.0311876 | Time: 1126.38 ms
[2022-04-05 10:20:30	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311803 | val_loss: 0.031189 | Time: 1112.03 ms
[2022-04-05 10:20:32	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311804 | val_loss: 0.0311874 | Time: 1101.35 ms
[2022-04-05 10:20:33	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311789 | val_loss: 0.0311891 | Time: 1109.89 ms
[2022-04-05 10:20:34	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311806 | val_loss: 0.0311917 | Time: 1100.91 ms
[2022-04-05 10:20:35	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311815 | val_loss: 0.0311884 | Time: 1117.68 ms
[2022-04-05 10:20:36	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311844 | val_loss: 0.0311937 | Time: 1110.96 ms
[2022-04-05 10:20:37	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311781 | val_loss: 0.0311889 | Time: 1096.33 ms
[2022-04-05 10:20:38	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311802 | val_loss: 0.0311913 | Time: 1103.77 ms
[2022-04-05 10:20:39	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311806 | val_loss: 0.0311921 | Time: 1117.15 ms
[2022-04-05 10:20:40	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311789 | val_loss: 0.0311906 | Time: 1115.29 ms
[2022-04-05 10:20:42	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311791 | val_loss: 0.0311875 | Time: 1095.31 ms
[2022-04-05 10:20:43	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311783 | val_loss: 0.0311886 | Time: 1099.04 ms
[2022-04-05 10:20:44	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311798 | val_loss: 0.0311875 | Time: 1111.71 ms
[2022-04-05 10:20:45	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311802 | val_loss: 0.0311875 | Time: 1096.41 ms
[2022-04-05 10:20:46	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031178 | val_loss: 0.0311873 | Time: 1099.6 ms
[2022-04-05 10:20:47	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311764 | val_loss: 0.0311891 | Time: 1111.74 ms
[2022-04-05 10:20:48	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311757 | val_loss: 0.0311876 | Time: 1093.32 ms
[2022-04-05 10:20:49	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311751 | val_loss: 0.0311917 | Time: 1107.75 ms
[2022-04-05 10:20:51	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311749 | val_loss: 0.031187 | Time: 1096.02 ms
[2022-04-05 10:20:52	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311735 | val_loss: 0.0311879 | Time: 1099.88 ms
[2022-04-05 10:20:53	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311745 | val_loss: 0.0311887 | Time: 1114.37 ms
[2022-04-05 10:20:54	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311745 | val_loss: 0.0311927 | Time: 1100.53 ms
[2022-04-05 10:20:55	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311764 | val_loss: 0.0311891 | Time: 1109.26 ms
[2022-04-05 10:20:56	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311742 | val_loss: 0.0311918 | Time: 1096.1 ms
[2022-04-05 10:20:57	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311786 | val_loss: 0.0311957 | Time: 1104.61 ms
[2022-04-05 10:20:58	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311749 | val_loss: 0.0311886 | Time: 1130.41 ms
[2022-04-05 10:20:59	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311731 | val_loss: 0.0311945 | Time: 1096.71 ms
[2022-04-05 10:21:01	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311838 | val_loss: 0.0312066 | Time: 1103.09 ms
[2022-04-05 10:21:02	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311845 | val_loss: 0.0311945 | Time: 1102.1 ms
[2022-04-05 10:21:03	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311793 | val_loss: 0.0311903 | Time: 1098.91 ms
[2022-04-05 10:21:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031178 | val_loss: 0.0311888 | Time: 1112.77 ms
[2022-04-05 10:21:05	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311773 | val_loss: 0.0311887 | Time: 1095.4 ms
[2022-04-05 10:21:06	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311803 | val_loss: 0.0311902 | Time: 1102.89 ms
[2022-04-05 10:21:07	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031179 | val_loss: 0.0311888 | Time: 1097.08 ms
[2022-04-05 10:21:08	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311777 | val_loss: 0.0311868 | Time: 1093.83 ms
[2022-04-05 10:21:09	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311781 | val_loss: 0.0311864 | Time: 1095.04 ms
[2022-04-05 10:21:11	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311764 | val_loss: 0.0311877 | Time: 1091.77 ms
[2022-04-05 10:21:12	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031183 | val_loss: 0.0311917 | Time: 1095.6 ms
[2022-04-05 10:21:13	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.031182 | val_loss: 0.031186 | Time: 1100.24 ms
[2022-04-05 10:21:14	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311789 | val_loss: 0.0311857 | Time: 1088.08 ms
[2022-04-05 10:21:15	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311785 | val_loss: 0.03119 | Time: 1102.33 ms
[2022-04-05 10:21:16	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311772 | val_loss: 0.031189 | Time: 1091.36 ms
[2022-04-05 10:21:17	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311771 | val_loss: 0.031186 | Time: 1101.75 ms
[2022-04-05 10:21:18	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311776 | val_loss: 0.0311861 | Time: 1102.12 ms
[2022-04-05 10:21:19	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311779 | val_loss: 0.0311835 | Time: 1090.2 ms
[2022-04-05 10:21:21	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311781 | val_loss: 0.0311865 | Time: 1098.35 ms
[2022-04-05 10:21:22	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311792 | val_loss: 0.031189 | Time: 1098.36 ms
[2022-04-05 10:21:23	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311779 | val_loss: 0.0311938 | Time: 1097.07 ms
[2022-04-05 10:21:24	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311804 | val_loss: 0.0311838 | Time: 1103.95 ms
[2022-04-05 10:21:25	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031175 | val_loss: 0.0311841 | Time: 1097.11 ms
[2022-04-05 10:21:26	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311742 | val_loss: 0.0311854 | Time: 1093.49 ms
[2022-04-05 10:21:27	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311728 | val_loss: 0.0311856 | Time: 1099.14 ms
[2022-04-05 10:21:28	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311731 | val_loss: 0.0311853 | Time: 1096.22 ms
[2022-04-05 10:21:29	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311731 | val_loss: 0.0311852 | Time: 1095.47 ms
[2022-04-05 10:21:31	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311741 | val_loss: 0.0311888 | Time: 1094.26 ms
[2022-04-05 10:21:32	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311742 | val_loss: 0.0311922 | Time: 1093.76 ms
[2022-04-05 10:21:33	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311721 | val_loss: 0.0311871 | Time: 1097.74 ms
[2022-04-05 10:21:34	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311731 | val_loss: 0.0311859 | Time: 1097.92 ms
[2022-04-05 10:21:35	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311724 | val_loss: 0.0311859 | Time: 1101.31 ms
[2022-04-05 10:21:36	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311707 | val_loss: 0.031187 | Time: 1091.68 ms
[2022-04-05 10:21:37	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311713 | val_loss: 0.0311878 | Time: 1106.17 ms
[2022-04-05 10:21:38	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311715 | val_loss: 0.0311871 | Time: 1092.3 ms
[2022-04-05 10:21:39	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311716 | val_loss: 0.0311897 | Time: 1088.75 ms
[2022-04-05 10:21:40	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311784 | val_loss: 0.0311931 | Time: 1094.65 ms
[2022-04-05 10:21:42	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311734 | val_loss: 0.0311891 | Time: 1095.95 ms
[2022-04-05 10:21:43	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311702 | val_loss: 0.0311877 | Time: 1092.47 ms
[2022-04-05 10:21:44	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311739 | val_loss: 0.031191 | Time: 1097.76 ms
[2022-04-05 10:21:45	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031172 | val_loss: 0.0311872 | Time: 1095.84 ms
[2022-04-05 10:21:46	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311694 | val_loss: 0.0311871 | Time: 1095.19 ms
[2022-04-05 10:21:47	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311707 | val_loss: 0.0311869 | Time: 1102.79 ms
[2022-04-05 10:21:48	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311699 | val_loss: 0.0311863 | Time: 1097.29 ms
[2022-04-05 10:21:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311712 | val_loss: 0.0311879 | Time: 1095.7 ms
[2022-04-05 10:21:50	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311803 | val_loss: 0.0311943 | Time: 1095.45 ms
[2022-04-05 10:21:52	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.031184 | val_loss: 0.0311871 | Time: 1101.21 ms
[2022-04-05 10:21:53	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311812 | val_loss: 0.0311896 | Time: 1104.61 ms
[2022-04-05 10:21:54	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311789 | val_loss: 0.0311863 | Time: 1082.88 ms
[2022-04-05 10:21:55	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311784 | val_loss: 0.031189 | Time: 1100.42 ms
[2022-04-05 10:21:56	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311797 | val_loss: 0.031198 | Time: 1092.82 ms
[2022-04-05 10:21:57	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311792 | val_loss: 0.0311888 | Time: 1105.05 ms
[2022-04-05 10:21:58	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311759 | val_loss: 0.031187 | Time: 1108.86 ms
[2022-04-05 10:21:59	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311744 | val_loss: 0.031188 | Time: 1096.19 ms
[2022-04-05 10:22:00	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311782 | val_loss: 0.0311907 | Time: 1100.98 ms
[2022-04-05 10:22:02	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311787 | val_loss: 0.03119 | Time: 1088.4 ms
[2022-04-05 10:22:03	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311812 | val_loss: 0.0311923 | Time: 1087.24 ms
[2022-04-05 10:22:04	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311821 | val_loss: 0.0311869 | Time: 1097.78 ms
[2022-04-05 10:22:05	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311773 | val_loss: 0.0311948 | Time: 1094 ms
[2022-04-05 10:22:06	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311796 | val_loss: 0.0311895 | Time: 1086.85 ms
[2022-04-05 10:22:07	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311771 | val_loss: 0.0311921 | Time: 1089.63 ms
[2022-04-05 10:22:08	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311772 | val_loss: 0.0311924 | Time: 1089.83 ms
[2022-04-05 10:22:09	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311754 | val_loss: 0.0311886 | Time: 1088.88 ms
[2022-04-05 10:22:10	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311727 | val_loss: 0.0311906 | Time: 1086.53 ms
[2022-04-05 10:22:11	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311748 | val_loss: 0.0311948 | Time: 1089.1 ms
[2022-04-05 10:22:13	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311745 | val_loss: 0.0311944 | Time: 1084.12 ms
[2022-04-05 10:22:14	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311764 | val_loss: 0.031187 | Time: 1087.3 ms
[2022-04-05 10:22:15	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311732 | val_loss: 0.0311895 | Time: 1082.2 ms
[2022-04-05 10:22:16	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311719 | val_loss: 0.0311878 | Time: 1085.82 ms
[2022-04-05 10:22:17	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311719 | val_loss: 0.0311887 | Time: 1095.48 ms
[2022-04-05 10:22:18	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311725 | val_loss: 0.0311869 | Time: 1097.92 ms
[2022-04-05 10:22:19	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311737 | val_loss: 0.0311851 | Time: 1093.54 ms
[2022-04-05 10:22:20	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311738 | val_loss: 0.0311903 | Time: 1092.91 ms
[2022-04-05 10:22:21	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311746 | val_loss: 0.0311842 | Time: 1092.61 ms
[2022-04-05 10:22:22	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311714 | val_loss: 0.0311894 | Time: 1083.65 ms
[2022-04-05 10:22:24	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311718 | val_loss: 0.0311901 | Time: 1086.28 ms
[2022-04-05 10:22:25	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.03117 | val_loss: 0.0311887 | Time: 1091.96 ms
[2022-04-05 10:22:26	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311683 | val_loss: 0.0311869 | Time: 1089.55 ms
[2022-04-05 10:22:27	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311683 | val_loss: 0.0311861 | Time: 1112.3 ms
[2022-04-05 10:22:28	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311685 | val_loss: 0.031189 | Time: 1103.82 ms
[2022-04-05 10:22:29	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311719 | val_loss: 0.0311897 | Time: 1094.49 ms
[2022-04-05 10:22:30	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311998 | val_loss: 0.0312017 | Time: 1109.68 ms
[2022-04-05 10:22:31	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312049 | val_loss: 0.0312055 | Time: 1095.88 ms
[2022-04-05 10:22:32	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312029 | val_loss: 0.0312001 | Time: 1102.64 ms
[2022-04-05 10:22:34	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311975 | val_loss: 0.0311991 | Time: 1103.6 ms
[2022-04-05 10:22:35	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311969 | val_loss: 0.0311955 | Time: 1090.24 ms
[2022-04-05 10:22:36	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.031194 | val_loss: 0.0311949 | Time: 1095.16 ms
[2022-04-05 10:22:37	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311919 | val_loss: 0.0311935 | Time: 1097.27 ms
[2022-04-05 10:22:38	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311906 | val_loss: 0.0311926 | Time: 1100.99 ms
[2022-04-05 10:22:39	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031191 | val_loss: 0.0311937 | Time: 1089.79 ms
[2022-04-05 10:22:40	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.031191 | val_loss: 0.0311962 | Time: 1087.05 ms
[2022-04-05 10:22:41	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311883 | val_loss: 0.0311898 | Time: 1086.85 ms
[2022-04-05 10:22:42	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311877 | val_loss: 0.0311995 | Time: 1103.51 ms
[2022-04-05 10:22:44	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.03119 | val_loss: 0.0311904 | Time: 1088.92 ms
[2022-04-05 10:22:45	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311857 | val_loss: 0.0311891 | Time: 1080.81 ms
[2022-04-05 10:22:46	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311848 | val_loss: 0.0311894 | Time: 1086.17 ms
[2022-04-05 10:22:47	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311869 | val_loss: 0.0311949 | Time: 1095.04 ms
[2022-04-05 10:22:48	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311875 | val_loss: 0.0311906 | Time: 1095.09 ms
[2022-04-05 10:22:49	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311868 | val_loss: 0.0311914 | Time: 1087.26 ms
[2022-04-05 10:22:50	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311848 | val_loss: 0.0311896 | Time: 1088.73 ms
[2022-04-05 10:22:51	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311831 | val_loss: 0.0311887 | Time: 1084.62 ms
[2022-04-05 10:22:52	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311831 | val_loss: 0.0311895 | Time: 1088.11 ms
[2022-04-05 10:22:53	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311837 | val_loss: 0.0311922 | Time: 1100.96 ms
[2022-04-05 10:22:55	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311848 | val_loss: 0.0311904 | Time: 1091.67 ms
[2022-04-05 10:22:56	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311825 | val_loss: 0.0311878 | Time: 1090.34 ms
[2022-04-05 10:22:57	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311816 | val_loss: 0.0311877 | Time: 1087.61 ms
[2022-04-05 10:22:58	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311818 | val_loss: 0.031188 | Time: 1090.14 ms
[2022-04-05 10:22:59	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311815 | val_loss: 0.031191 | Time: 1081.7 ms
[2022-04-05 10:23:00	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311816 | val_loss: 0.0311887 | Time: 1091.71 ms
[2022-04-05 10:23:01	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311818 | val_loss: 0.0311909 | Time: 1095.28 ms
[2022-04-05 10:23:02	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311813 | val_loss: 0.0311889 | Time: 1094.46 ms
[2022-04-05 10:23:03	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.031184 | val_loss: 0.031191 | Time: 1085.9 ms
[2022-04-05 10:23:04	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311887 | val_loss: 0.0311938 | Time: 1085.17 ms
[2022-04-05 10:23:06	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311933 | val_loss: 0.0311923 | Time: 1087.71 ms
[2022-04-05 10:23:07	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311908 | val_loss: 0.031187 | Time: 1088.6 ms
[2022-04-05 10:23:08	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311894 | val_loss: 0.0311871 | Time: 1089.48 ms
[2022-04-05 10:23:09	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311871 | val_loss: 0.0311874 | Time: 1085.08 ms
[2022-04-05 10:23:10	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311863 | val_loss: 0.0311878 | Time: 1082.77 ms
[2022-04-05 10:23:11	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311871 | val_loss: 0.0311865 | Time: 1087.95 ms
[2022-04-05 10:23:12	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311873 | val_loss: 0.0311863 | Time: 1088.18 ms
[2022-04-05 10:23:13	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.031186 | val_loss: 0.0311873 | Time: 1084.24 ms
[2022-04-05 10:23:14	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311846 | val_loss: 0.0311876 | Time: 1084.99 ms
[2022-04-05 10:23:15	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311833 | val_loss: 0.0311864 | Time: 1082.53 ms
[2022-04-05 10:23:17	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311834 | val_loss: 0.0311873 | Time: 1092.35 ms
[2022-04-05 10:23:18	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311841 | val_loss: 0.031186 | Time: 1089.51 ms
[2022-04-05 10:23:19	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311826 | val_loss: 0.0311882 | Time: 1093.89 ms
[2022-04-05 10:23:20	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311836 | val_loss: 0.0311883 | Time: 1090.67 ms
[2022-04-05 10:23:21	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311828 | val_loss: 0.0311906 | Time: 1090.62 ms
[2022-04-05 10:23:22	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311851 | val_loss: 0.0311855 | Time: 1090.34 ms
[2022-04-05 10:23:23	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031183 | val_loss: 0.0311904 | Time: 1092.79 ms
[2022-04-05 10:23:24	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311837 | val_loss: 0.031187 | Time: 1088.19 ms
[2022-04-05 10:23:25	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311832 | val_loss: 0.0311943 | Time: 1085.61 ms
[2022-04-05 10:23:26	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311839 | val_loss: 0.031188 | Time: 1085.16 ms
[2022-04-05 10:23:28	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311833 | val_loss: 0.0311879 | Time: 1085.63 ms
[2022-04-05 10:23:29	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031183 | val_loss: 0.0311881 | Time: 1086.87 ms
[2022-04-05 10:23:30	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311822 | val_loss: 0.0311872 | Time: 1084.95 ms
[2022-04-05 10:23:31	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311817 | val_loss: 0.0311873 | Time: 1083.46 ms
[2022-04-05 10:23:32	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311819 | val_loss: 0.0311884 | Time: 1092.36 ms
[2022-04-05 10:23:33	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311864 | val_loss: 0.0311893 | Time: 1086.98 ms
[2022-04-05 10:23:34	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311843 | val_loss: 0.031186 | Time: 1086.6 ms
[2022-04-05 10:23:35	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031183 | val_loss: 0.0311875 | Time: 1085.26 ms
[2022-04-05 10:23:36	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311829 | val_loss: 0.0311873 | Time: 1090.91 ms
[2022-04-05 10:23:37	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311814 | val_loss: 0.0311877 | Time: 1094.11 ms
[2022-04-05 10:23:38	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311825 | val_loss: 0.0311864 | Time: 1092.31 ms
[2022-04-05 10:23:40	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311816 | val_loss: 0.0311885 | Time: 1080.69 ms
[2022-04-05 10:23:41	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.031184 | val_loss: 0.0311883 | Time: 1094.42 ms
[2022-04-05 10:23:42	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031184 | val_loss: 0.0311897 | Time: 1091.68 ms
[2022-04-05 10:23:43	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311829 | val_loss: 0.0311856 | Time: 1090.3 ms
[2022-04-05 10:23:44	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.031181 | val_loss: 0.0311848 | Time: 1085.91 ms
[2022-04-05 10:23:45	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311798 | val_loss: 0.0311853 | Time: 1085.66 ms
[2022-04-05 10:23:46	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311801 | val_loss: 0.031186 | Time: 1089.76 ms
[2022-04-05 10:23:47	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311797 | val_loss: 0.0311854 | Time: 1088.68 ms
[2022-04-05 10:23:48	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311803 | val_loss: 0.031185 | Time: 1085.65 ms
[2022-04-05 10:23:49	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.03118 | val_loss: 0.0311894 | Time: 1088.1 ms
[2022-04-05 10:23:51	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311794 | val_loss: 0.0311855 | Time: 1081.84 ms
[2022-04-05 10:23:52	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311789 | val_loss: 0.031186 | Time: 1083.84 ms
[2022-04-05 10:23:53	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311785 | val_loss: 0.0311863 | Time: 1089.64 ms
[2022-04-05 10:23:54	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311785 | val_loss: 0.0311862 | Time: 1093.65 ms
[2022-04-05 10:23:55	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311804 | val_loss: 0.0311909 | Time: 1115.05 ms
[2022-04-05 10:23:56	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.031179 | val_loss: 0.0311871 | Time: 1097.53 ms
[2022-04-05 10:23:57	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311777 | val_loss: 0.0311868 | Time: 1095.12 ms
[2022-04-05 10:23:58	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311771 | val_loss: 0.0311857 | Time: 1095.47 ms
[2022-04-05 10:23:59	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311771 | val_loss: 0.0311858 | Time: 1099.71 ms
[2022-04-05 10:24:01	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311772 | val_loss: 0.0311866 | Time: 1094.69 ms
[2022-04-05 10:24:02	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311773 | val_loss: 0.0311869 | Time: 1097.87 ms
[2022-04-05 10:24:03	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311767 | val_loss: 0.0311852 | Time: 1095.4 ms
[2022-04-05 10:24:04	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311796 | val_loss: 0.0311882 | Time: 1090.3 ms
[2022-04-05 10:24:05	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311766 | val_loss: 0.0311857 | Time: 1098.56 ms
[2022-04-05 10:24:06	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311764 | val_loss: 0.0311883 | Time: 1094.48 ms
[2022-04-05 10:24:07	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311769 | val_loss: 0.0311873 | Time: 1090.63 ms
[2022-04-05 10:24:08	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311768 | val_loss: 0.0311855 | Time: 1096.81 ms
[2022-04-05 10:24:09	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311768 | val_loss: 0.0311922 | Time: 1087.87 ms
[2022-04-05 10:24:10	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311792 | val_loss: 0.0311881 | Time: 1094.58 ms
[2022-04-05 10:24:12	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311782 | val_loss: 0.0311872 | Time: 1088.63 ms
[2022-04-05 10:24:13	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311776 | val_loss: 0.0311918 | Time: 1090.62 ms
[2022-04-05 10:24:14	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311816 | val_loss: 0.0311892 | Time: 1090.32 ms
[2022-04-05 10:24:15	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311768 | val_loss: 0.0311885 | Time: 1096.27 ms
[2022-04-05 10:24:16	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311762 | val_loss: 0.0311857 | Time: 1091.87 ms
[2022-04-05 10:24:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311791 | val_loss: 0.0311881 | Time: 1102.04 ms
[2022-04-05 10:24:18	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311784 | val_loss: 0.0311844 | Time: 1099.57 ms
[2022-04-05 10:24:19	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311761 | val_loss: 0.0311851 | Time: 1089.15 ms
[2022-04-05 10:24:20	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031176 | val_loss: 0.0311876 | Time: 1088.95 ms
[2022-04-05 10:24:22	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311756 | val_loss: 0.0311849 | Time: 1085.8 ms
[2022-04-05 10:24:23	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031175 | val_loss: 0.0311851 | Time: 1093.53 ms
[2022-04-05 10:24:24	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311741 | val_loss: 0.0311888 | Time: 1095.25 ms
[2022-04-05 10:24:25	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311753 | val_loss: 0.0311864 | Time: 1090.68 ms
[2022-04-05 10:24:26	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311743 | val_loss: 0.0311859 | Time: 1086.53 ms
[2022-04-05 10:24:27	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311756 | val_loss: 0.0311863 | Time: 1095.33 ms
[2022-04-05 10:24:28	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311765 | val_loss: 0.0311879 | Time: 1088.81 ms
[2022-04-05 10:24:29	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311782 | val_loss: 0.0311858 | Time: 1087.54 ms
[2022-04-05 10:24:30	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311756 | val_loss: 0.0311919 | Time: 1084.94 ms
[2022-04-05 10:24:31	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311749 | val_loss: 0.031186 | Time: 1109.83 ms
[2022-04-05 10:24:33	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311746 | val_loss: 0.031187 | Time: 1084.97 ms
[2022-04-05 10:24:34	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311734 | val_loss: 0.031186 | Time: 1087.93 ms
[2022-04-05 10:24:35	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031175 | val_loss: 0.0311867 | Time: 1103.22 ms
[2022-04-05 10:24:36	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031175 | val_loss: 0.0311849 | Time: 1098.21 ms
[2022-04-05 10:24:37	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311745 | val_loss: 0.0311915 | Time: 1095.42 ms
[2022-04-05 10:24:38	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311765 | val_loss: 0.0311862 | Time: 1107.3 ms
[2022-04-05 10:24:39	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311783 | val_loss: 0.0311865 | Time: 1098.41 ms
[2022-04-05 10:24:40	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311738 | val_loss: 0.031185 | Time: 1085.75 ms
[2022-04-05 10:24:41	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311741 | val_loss: 0.0311989 | Time: 1092.17 ms
[2022-04-05 10:24:43	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311751 | val_loss: 0.0311872 | Time: 1085.17 ms
[2022-04-05 10:24:44	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311736 | val_loss: 0.0311863 | Time: 1088.08 ms
[2022-04-05 10:24:45	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311725 | val_loss: 0.0312129 | Time: 1090.06 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1660)
[2022-04-05 10:25:19	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-05 10:25:19	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-05 10:25:19	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-05 10:25:19	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-05 10:25:19	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-05 10:25:19	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-05 10:25:19	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-05 10:25:19	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-05 10:25:19	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-05 10:25:19	                main:474]	:	INFO	:	Configuration: 
[2022-04-05 10:25:19	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-05 10:25:19	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-05 10:25:19	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-05 10:25:19	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-05 10:25:19	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-05 10:25:19	                main:480]	:	INFO	:	    Patience: 10
[2022-04-05 10:25:19	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-05 10:25:19	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-05 10:25:19	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-05 10:25:19	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-05 10:25:19	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-05 10:25:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-05 10:25:20	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-05 10:25:21	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-05 10:25:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-05 10:25:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-05 10:25:21	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-05 10:25:21	                main:494]	:	INFO	:	Creating Model
[2022-04-05 10:25:21	                main:507]	:	INFO	:	Preparing config file
[2022-04-05 10:25:21	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-05 10:25:21	                main:512]	:	INFO	:	Loading config
[2022-04-05 10:25:21	                main:514]	:	INFO	:	Loading state
[2022-04-05 10:25:22	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-05 10:25:22	                main:562]	:	INFO	:	Starting Training
[2022-04-05 10:25:23	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312577 | val_loss: 0.0311947 | Time: 1312.22 ms
[2022-04-05 10:25:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311897 | val_loss: 0.0311859 | Time: 1097.74 ms
[2022-04-05 10:25:25	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311837 | val_loss: 0.0311844 | Time: 1105.01 ms
[2022-04-05 10:25:26	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311821 | val_loss: 0.0311853 | Time: 1096.55 ms
[2022-04-05 10:25:27	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311818 | val_loss: 0.0311879 | Time: 1097.11 ms
[2022-04-05 10:25:28	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311817 | val_loss: 0.0311917 | Time: 1094.87 ms
[2022-04-05 10:25:30	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031183 | val_loss: 0.0311896 | Time: 1099.55 ms
[2022-04-05 10:25:31	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311848 | val_loss: 0.031186 | Time: 1098.84 ms
[2022-04-05 10:25:32	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311806 | val_loss: 0.0311836 | Time: 1097.71 ms
[2022-04-05 10:25:33	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311815 | val_loss: 0.0311839 | Time: 1090.4 ms
[2022-04-05 10:25:34	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311796 | val_loss: 0.0311812 | Time: 1099.42 ms
[2022-04-05 10:25:35	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311779 | val_loss: 0.0311852 | Time: 1090.71 ms
[2022-04-05 10:25:36	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311804 | val_loss: 0.0311961 | Time: 1099.48 ms
[2022-04-05 10:25:37	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311833 | val_loss: 0.0311941 | Time: 1098.13 ms
[2022-04-05 10:25:38	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311807 | val_loss: 0.0311883 | Time: 1097.79 ms
[2022-04-05 10:25:40	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311772 | val_loss: 0.0311879 | Time: 1089.51 ms
[2022-04-05 10:25:41	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311784 | val_loss: 0.0311901 | Time: 1094.84 ms
[2022-04-05 10:25:42	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311804 | val_loss: 0.0311871 | Time: 1093.48 ms
[2022-04-05 10:25:43	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311808 | val_loss: 0.0311855 | Time: 1095.54 ms
[2022-04-05 10:25:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311807 | val_loss: 0.0311847 | Time: 1084.89 ms
[2022-04-05 10:25:45	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311821 | val_loss: 0.0311839 | Time: 1096.91 ms
[2022-04-05 10:25:46	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311794 | val_loss: 0.0311836 | Time: 1101.42 ms
[2022-04-05 10:25:46	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311836
[2022-04-05 10:25:46	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-05 10:25:46	                main:608]	:	INFO	:	Success, exiting..
10:25:46 (7504): 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)