Task 11223264

Name ParityModified-1639952043-20351-3-0_0
Workunit 8494664
Created 1 Feb 2022, 15:10:51 UTC
Sent 15 Feb 2022, 23:21:31 UTC
Report deadline 23 Feb 2022, 23:21:31 UTC
Received 20 Feb 2022, 19:22:32 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17360
Run time 4 hours 33 min 57 sec
CPU time 4 hours 3 min 52 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 865.70 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.43 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: 0.0311759 | val_loss: 0.0311924 | Time: 7602.92 ms
[2022-02-16 15:25:15	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311764 | val_loss: 0.0311925 | Time: 7577.15 ms
[2022-02-16 15:25:23	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311759 | val_loss: 0.0311923 | Time: 7590 ms
[2022-02-16 15:25:30	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311756 | val_loss: 0.0311911 | Time: 7625.22 ms
[2022-02-16 15:25:38	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311747 | val_loss: 0.0311936 | Time: 7573.13 ms
[2022-02-16 15:25:46	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311757 | val_loss: 0.0311902 | Time: 7601.03 ms
[2022-02-16 15:25:53	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311754 | val_loss: 0.031191 | Time: 7673.15 ms
[2022-02-16 15:26:01	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311741 | val_loss: 0.0311925 | Time: 7591.26 ms
[2022-02-16 15:26:08	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311763 | val_loss: 0.0311938 | Time: 7586.28 ms
[2022-02-16 15:26:16	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311751 | val_loss: 0.0311926 | Time: 7595.96 ms
[2022-02-16 15:26:24	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311745 | val_loss: 0.031193 | Time: 7609.3 ms
[2022-02-16 15:26:31	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311747 | val_loss: 0.0311908 | Time: 7602.71 ms
[2022-02-16 15:26:39	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311744 | val_loss: 0.0311934 | Time: 7591.55 ms
[2022-02-16 15:26:47	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311742 | val_loss: 0.0311907 | Time: 7643.42 ms
[2022-02-16 15:26:54	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311759 | val_loss: 0.031193 | Time: 7589.43 ms
[2022-02-16 15:27:02	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311749 | val_loss: 0.0311932 | Time: 7593.8 ms
[2022-02-16 15:27:09	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311759 | val_loss: 0.0312008 | Time: 7619.54 ms
[2022-02-16 15:27:17	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311772 | val_loss: 0.0311918 | Time: 7597.92 ms
[2022-02-16 15:27:25	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311739 | val_loss: 0.0311908 | Time: 7629.97 ms
[2022-02-16 15:27:32	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311738 | val_loss: 0.0311956 | Time: 7600.77 ms
[2022-02-16 15:27:40	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311762 | val_loss: 0.0311958 | Time: 7607.64 ms
[2022-02-16 15:27:47	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311753 | val_loss: 0.0311931 | Time: 7603.38 ms
[2022-02-16 15:27:55	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311749 | val_loss: 0.0311924 | Time: 7592.68 ms
[2022-02-16 15:28:03	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311755 | val_loss: 0.0311907 | Time: 7585.48 ms
[2022-02-16 15:28:10	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311816 | val_loss: 0.0311934 | Time: 7595.51 ms
[2022-02-16 15:28:18	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311859 | val_loss: 0.0311901 | Time: 7607.14 ms
[2022-02-16 15:28:25	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311846 | val_loss: 0.0311913 | Time: 7626.12 ms
[2022-02-16 15:28:33	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311838 | val_loss: 0.0311901 | Time: 7628.5 ms
[2022-02-16 15:28:41	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311839 | val_loss: 0.0311915 | Time: 7669.32 ms
[2022-02-16 15:28:48	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311822 | val_loss: 0.0311919 | Time: 7589.58 ms
[2022-02-16 15:28:56	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311815 | val_loss: 0.0311893 | Time: 7633.2 ms
[2022-02-16 15:29:04	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311815 | val_loss: 0.031191 | Time: 7594.08 ms
[2022-02-16 15:29:11	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311801 | val_loss: 0.0311906 | Time: 7584.99 ms
[2022-02-16 15:29:19	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311801 | val_loss: 0.0311941 | Time: 7592.71 ms
[2022-02-16 15:29:26	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311801 | val_loss: 0.0311912 | Time: 7594.3 ms
[2022-02-16 15:29:34	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311808 | val_loss: 0.0311901 | Time: 7597.81 ms
[2022-02-16 15:29:42	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311805 | val_loss: 0.0311943 | Time: 7584.43 ms
[2022-02-16 15:29:49	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311791 | val_loss: 0.0311904 | Time: 7601.62 ms
[2022-02-16 15:29:58	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311794 | val_loss: 0.0311915 | Time: 8303.64 ms
[2022-02-16 15:30:05	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311799 | val_loss: 0.0311893 | Time: 7595.3 ms
[2022-02-16 15:30:13	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311822 | val_loss: 0.0311919 | Time: 7602.44 ms
[2022-02-16 15:30:20	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311797 | val_loss: 0.0311891 | Time: 7594.93 ms
[2022-02-16 15:30:28	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311792 | val_loss: 0.0311898 | Time: 7600.79 ms
[2022-02-16 15:30:36	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311805 | val_loss: 0.0311893 | Time: 7575.22 ms
[2022-02-16 15:30:43	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311787 | val_loss: 0.0311903 | Time: 7588.12 ms
[2022-02-16 15:30:51	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311795 | val_loss: 0.0311902 | Time: 7577.19 ms
[2022-02-16 15:30:58	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311798 | val_loss: 0.0311905 | Time: 7669.19 ms
[2022-02-16 15:31:06	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311791 | val_loss: 0.0311913 | Time: 7649.17 ms
[2022-02-16 15:31:14	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311808 | val_loss: 0.0311921 | Time: 7665.13 ms
[2022-02-16 15:31:21	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311802 | val_loss: 0.0311897 | Time: 7675.63 ms
[2022-02-16 15:31:29	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311775 | val_loss: 0.031191 | Time: 7667.79 ms
[2022-02-16 15:31:37	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311774 | val_loss: 0.0311912 | Time: 7667.99 ms
[2022-02-16 15:31:44	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311764 | val_loss: 0.0311905 | Time: 7684.75 ms
[2022-02-16 15:31:52	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311756 | val_loss: 0.0311912 | Time: 7685.67 ms
[2022-02-16 15:32:00	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311757 | val_loss: 0.0311911 | Time: 7746.12 ms
[2022-02-16 15:32:08	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311769 | val_loss: 0.0311928 | Time: 7659.24 ms
[2022-02-16 15:32:15	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311763 | val_loss: 0.031191 | Time: 7690.2 ms
[2022-02-16 15:32:23	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311753 | val_loss: 0.0311911 | Time: 7672.2 ms
[2022-02-16 15:32:31	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311753 | val_loss: 0.03119 | Time: 7665.93 ms
[2022-02-16 15:32:38	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311756 | val_loss: 0.03119 | Time: 7665.19 ms
[2022-02-16 15:32:46	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311768 | val_loss: 0.0311883 | Time: 7664.66 ms
[2022-02-16 15:32:54	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311767 | val_loss: 0.0311939 | Time: 7667.94 ms
[2022-02-16 15:33:01	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311775 | val_loss: 0.0311911 | Time: 7659.4 ms
[2022-02-16 15:33:09	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311763 | val_loss: 0.0311927 | Time: 7660.54 ms
[2022-02-16 15:33:17	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311779 | val_loss: 0.031189 | Time: 7655.14 ms
[2022-02-16 15:33:24	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311779 | val_loss: 0.0311877 | Time: 7679.98 ms
[2022-02-16 15:33:32	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031178 | val_loss: 0.0311883 | Time: 7660.73 ms
[2022-02-16 15:33:40	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311784 | val_loss: 0.0311926 | Time: 7677.72 ms
[2022-02-16 15:33:47	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311777 | val_loss: 0.0311888 | Time: 7706.08 ms
[2022-02-16 15:33:55	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311758 | val_loss: 0.0311926 | Time: 7683.43 ms
[2022-02-16 15:34:03	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311785 | val_loss: 0.0311883 | Time: 7705.65 ms
[2022-02-16 15:34:11	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311775 | val_loss: 0.0311882 | Time: 7660.91 ms
[2022-02-16 15:34:18	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311775 | val_loss: 0.0311894 | Time: 7659.85 ms
[2022-02-16 15:34:26	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311752 | val_loss: 0.0311901 | Time: 7663.77 ms
[2022-02-16 15:34:34	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311733 | val_loss: 0.031193 | Time: 7658.9 ms
[2022-02-16 15:34:41	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311738 | val_loss: 0.0311911 | Time: 7678.86 ms
[2022-02-16 15:34:49	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311746 | val_loss: 0.031189 | Time: 7680.71 ms
[2022-02-16 15:34:57	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311763 | val_loss: 0.0311907 | Time: 7655.18 ms
[2022-02-16 15:35:04	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311745 | val_loss: 0.031191 | Time: 7671.17 ms
[2022-02-16 15:35:12	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311749 | val_loss: 0.0311913 | Time: 7688.89 ms
[2022-02-16 15:35:20	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311738 | val_loss: 0.0311901 | Time: 7656.92 ms
[2022-02-16 15:35:27	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311751 | val_loss: 0.0311935 | Time: 7675.47 ms
[2022-02-16 15:35:35	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311738 | val_loss: 0.0311923 | Time: 7671.44 ms
[2022-02-16 15:35:43	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311726 | val_loss: 0.0311923 | Time: 7666.37 ms
[2022-02-16 15:35:50	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031173 | val_loss: 0.0311925 | Time: 7678.2 ms
[2022-02-16 15:35:58	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311756 | val_loss: 0.0311929 | Time: 7668.71 ms
[2022-02-16 15:36:06	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311758 | val_loss: 0.0311909 | Time: 7660.87 ms
[2022-02-16 15:36:13	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.031176 | val_loss: 0.0311937 | Time: 7659.62 ms
[2022-02-16 15:36:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031177 | val_loss: 0.0311932 | Time: 7668.96 ms
[2022-02-16 15:36:29	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311775 | val_loss: 0.0311898 | Time: 7669.68 ms
[2022-02-16 15:36:36	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311767 | val_loss: 0.0311903 | Time: 7663.01 ms
[2022-02-16 15:36:44	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311752 | val_loss: 0.0311883 | Time: 7661.28 ms
[2022-02-16 15:36:52	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311751 | val_loss: 0.0311945 | Time: 7672.85 ms
[2022-02-16 15:36:59	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311859 | val_loss: 0.0311962 | Time: 7661.44 ms
[2022-02-16 15:37:07	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311881 | val_loss: 0.0311945 | Time: 7671.45 ms
[2022-02-16 15:37:15	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311877 | val_loss: 0.0311945 | Time: 7648.66 ms
[2022-02-16 15:37:22	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311845 | val_loss: 0.0311915 | Time: 7658.68 ms
[2022-02-16 15:37:31	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311839 | val_loss: 0.0311917 | Time: 8340.04 ms
[2022-02-16 15:37:38	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031182 | val_loss: 0.0311916 | Time: 7471.91 ms
[2022-02-16 15:37:46	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311806 | val_loss: 0.0311924 | Time: 7487.48 ms
[2022-02-16 15:37:53	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311806 | val_loss: 0.0311932 | Time: 7487.59 ms
[2022-02-16 15:38:01	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311852 | val_loss: 0.0311964 | Time: 7489.71 ms
[2022-02-16 15:38:08	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311856 | val_loss: 0.0311927 | Time: 7479.47 ms
[2022-02-16 15:38:16	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311836 | val_loss: 0.0311931 | Time: 7493.47 ms
[2022-02-16 15:38:23	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311853 | val_loss: 0.0311959 | Time: 7470.25 ms
[2022-02-16 15:38:31	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311848 | val_loss: 0.0311958 | Time: 7488.24 ms
[2022-02-16 15:38:38	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311847 | val_loss: 0.0311986 | Time: 7481.38 ms
[2022-02-16 15:38:46	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311844 | val_loss: 0.0311967 | Time: 7475.67 ms
[2022-02-16 15:38:53	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311827 | val_loss: 0.0311944 | Time: 7489.75 ms
[2022-02-16 15:39:01	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311823 | val_loss: 0.0311929 | Time: 7503.34 ms
[2022-02-16 15:39:08	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311817 | val_loss: 0.0311942 | Time: 7491.86 ms
[2022-02-16 15:39:16	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311815 | val_loss: 0.0311986 | Time: 7509.93 ms
[2022-02-16 15:39:23	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311804 | val_loss: 0.0311926 | Time: 7476.58 ms
[2022-02-16 15:39:31	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311821 | val_loss: 0.0311949 | Time: 7519.01 ms
[2022-02-16 15:39:38	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031181 | val_loss: 0.031193 | Time: 7482.11 ms
[2022-02-16 15:39:46	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311795 | val_loss: 0.0311944 | Time: 7516.95 ms
[2022-02-16 15:39:53	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311791 | val_loss: 0.0311974 | Time: 7475.5 ms
[2022-02-16 15:40:01	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311793 | val_loss: 0.0311915 | Time: 7496.25 ms
[2022-02-16 15:40:08	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311791 | val_loss: 0.0311927 | Time: 7475.51 ms
[2022-02-16 15:40:16	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311791 | val_loss: 0.0311938 | Time: 7522.55 ms
[2022-02-16 15:40:23	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311828 | val_loss: 0.0311917 | Time: 7499.98 ms
[2022-02-16 15:40:31	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311808 | val_loss: 0.031191 | Time: 7487.42 ms
[2022-02-16 15:40:38	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311816 | val_loss: 0.0311907 | Time: 7474.01 ms
[2022-02-16 15:40:46	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311792 | val_loss: 0.0311903 | Time: 7508.05 ms
[2022-02-16 15:40:53	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311937 | val_loss: 0.0312012 | Time: 7476.74 ms
[2022-02-16 15:41:01	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031197 | val_loss: 0.0311986 | Time: 7514.84 ms
[2022-02-16 15:41:08	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031193 | val_loss: 0.0311968 | Time: 7477.02 ms
[2022-02-16 15:41:16	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311995 | val_loss: 0.031204 | Time: 7526.42 ms
[2022-02-16 15:41:23	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312037 | val_loss: 0.0311994 | Time: 7469.01 ms
[2022-02-16 15:41:31	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311977 | val_loss: 0.031198 | Time: 7520.19 ms
[2022-02-16 15:41:38	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311958 | val_loss: 0.031198 | Time: 7498.19 ms
[2022-02-16 15:41:46	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311958 | val_loss: 0.0311967 | Time: 7500.66 ms
[2022-02-16 15:41:53	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311915 | val_loss: 0.0311954 | Time: 7490.06 ms
[2022-02-16 15:42:01	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311898 | val_loss: 0.0311933 | Time: 7503.27 ms
[2022-02-16 15:42:08	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311883 | val_loss: 0.0311929 | Time: 7473.1 ms
[2022-02-16 15:42:16	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311875 | val_loss: 0.0311922 | Time: 7487.45 ms
[2022-02-16 15:42:23	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311873 | val_loss: 0.0311969 | Time: 7482.13 ms
[2022-02-16 15:42:31	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311888 | val_loss: 0.0311933 | Time: 7496.95 ms
[2022-02-16 15:42:38	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311877 | val_loss: 0.0311928 | Time: 7499.54 ms
[2022-02-16 15:42:46	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311883 | val_loss: 0.0311939 | Time: 7472.51 ms
[2022-02-16 15:42:53	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.031187 | val_loss: 0.0311957 | Time: 7466 ms
[2022-02-16 15:43:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311856 | val_loss: 0.0311938 | Time: 7505.33 ms
[2022-02-16 15:43:08	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311831 | val_loss: 0.0311953 | Time: 7498.94 ms
[2022-02-16 15:43:16	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311847 | val_loss: 0.031192 | Time: 7490.68 ms
[2022-02-16 15:43:23	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311847 | val_loss: 0.0311965 | Time: 7489.54 ms
[2022-02-16 15:43:31	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031186 | val_loss: 0.0311936 | Time: 7479.94 ms
[2022-02-16 15:43:38	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311879 | val_loss: 0.0311965 | Time: 7475.57 ms
[2022-02-16 15:43:46	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311927 | val_loss: 0.0311968 | Time: 7500.2 ms
[2022-02-16 15:43:53	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311925 | val_loss: 0.031198 | Time: 7485.81 ms
[2022-02-16 15:44:01	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311918 | val_loss: 0.0311942 | Time: 7517.37 ms
[2022-02-16 15:44:08	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311941 | val_loss: 0.0312016 | Time: 7470.19 ms
[2022-02-16 15:44:16	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311975 | val_loss: 0.0311997 | Time: 7491.06 ms
[2022-02-16 15:44:23	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311958 | val_loss: 0.0311967 | Time: 7490.84 ms
[2022-02-16 15:44:31	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311927 | val_loss: 0.0311961 | Time: 7494.72 ms
[2022-02-16 15:44:38	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311913 | val_loss: 0.0311982 | Time: 7474.25 ms
[2022-02-16 15:44:46	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311909 | val_loss: 0.0312 | Time: 7501.57 ms
[2022-02-16 15:44:53	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311902 | val_loss: 0.0311955 | Time: 7483.94 ms
[2022-02-16 15:45:01	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311901 | val_loss: 0.0311951 | Time: 7619.02 ms
[2022-02-16 15:45:08	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311902 | val_loss: 0.0311998 | Time: 7495 ms
[2022-02-16 15:45:16	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311912 | val_loss: 0.0311966 | Time: 7504.14 ms
[2022-02-16 15:45:23	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311893 | val_loss: 0.0312004 | Time: 7495.01 ms
[2022-02-16 15:45:31	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311918 | val_loss: 0.0311979 | Time: 7463.45 ms
[2022-02-16 15:45:38	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031189 | val_loss: 0.0311982 | Time: 7483.36 ms
[2022-02-16 15:45:46	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311874 | val_loss: 0.0311953 | Time: 7480.4 ms
[2022-02-16 15:45:53	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311868 | val_loss: 0.0311953 | Time: 7485.75 ms
[2022-02-16 15:46:01	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311867 | val_loss: 0.031196 | Time: 7471.6 ms
[2022-02-16 15:46:08	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311863 | val_loss: 0.0311961 | Time: 7478.38 ms
[2022-02-16 15:46:16	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311863 | val_loss: 0.0311956 | Time: 7475.75 ms
[2022-02-16 15:46:23	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311854 | val_loss: 0.031196 | Time: 7463 ms
[2022-02-16 15:46:31	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311852 | val_loss: 0.0311975 | Time: 7510.03 ms
[2022-02-16 15:46:38	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311908 | val_loss: 0.0312002 | Time: 7480.84 ms
[2022-02-16 15:46:46	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311971 | val_loss: 0.0311986 | Time: 7485.58 ms
[2022-02-16 15:46:53	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031196 | val_loss: 0.0311958 | Time: 7484.6 ms
[2022-02-16 15:47:01	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311945 | val_loss: 0.0311969 | Time: 7485.93 ms
[2022-02-16 15:47:08	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311939 | val_loss: 0.0311962 | Time: 7489.19 ms
[2022-02-16 15:47:16	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311937 | val_loss: 0.0311971 | Time: 7486.39 ms
[2022-02-16 15:47:23	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311937 | val_loss: 0.0312007 | Time: 7500.64 ms
[2022-02-16 15:47:31	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311924 | val_loss: 0.0311971 | Time: 7498.2 ms
[2022-02-16 15:47:38	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311912 | val_loss: 0.0311978 | Time: 7459.12 ms
[2022-02-16 15:47:46	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311956 | val_loss: 0.0312061 | Time: 7509.64 ms
[2022-02-16 15:47:53	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312036 | val_loss: 0.0312094 | Time: 7476.23 ms
[2022-02-16 15:48:01	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.031201 | val_loss: 0.0312049 | Time: 7522.15 ms
[2022-02-16 15:48:08	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311988 | val_loss: 0.0312009 | Time: 7477.7 ms
[2022-02-16 15:48:16	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311954 | val_loss: 0.0311977 | Time: 7520.22 ms
[2022-02-16 15:48:23	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311931 | val_loss: 0.0311963 | Time: 7478.48 ms
[2022-02-16 15:48:31	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311919 | val_loss: 0.0311973 | Time: 7494.18 ms
[2022-02-16 15:48:38	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311922 | val_loss: 0.0311956 | Time: 7467.29 ms
[2022-02-16 15:48:46	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311915 | val_loss: 0.0311954 | Time: 7487.99 ms
[2022-02-16 15:48:53	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031192 | val_loss: 0.0311998 | Time: 7485.89 ms
[2022-02-16 15:49:01	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031192 | val_loss: 0.0311986 | Time: 7484.18 ms
[2022-02-16 15:49:08	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311913 | val_loss: 0.0311991 | Time: 7495.75 ms
[2022-02-16 15:49:16	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311919 | val_loss: 0.0311943 | Time: 7499.37 ms
[2022-02-16 15:49:23	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311914 | val_loss: 0.0311961 | Time: 7480.3 ms
[2022-02-16 15:49:31	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311895 | val_loss: 0.0311974 | Time: 7481.94 ms
[2022-02-16 15:49:38	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311878 | val_loss: 0.0311948 | Time: 7498.47 ms
[2022-02-16 15:49:46	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311872 | val_loss: 0.031195 | Time: 7501.22 ms
[2022-02-16 15:49:53	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311877 | val_loss: 0.0311948 | Time: 7478.58 ms
[2022-02-16 15:50:01	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311876 | val_loss: 0.0311953 | Time: 7499.63 ms
[2022-02-16 15:50:08	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311872 | val_loss: 0.0311964 | Time: 7490.77 ms
[2022-02-16 15:50:16	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311879 | val_loss: 0.0311956 | Time: 7483.96 ms
[2022-02-16 15:50:23	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311875 | val_loss: 0.0311944 | Time: 7491.45 ms
[2022-02-16 15:50:31	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311854 | val_loss: 0.0311941 | Time: 7495.46 ms
[2022-02-16 15:50:38	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311856 | val_loss: 0.0311942 | Time: 7472.37 ms
[2022-02-16 15:50:46	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311851 | val_loss: 0.0312005 | Time: 7471.13 ms
[2022-02-16 15:50:53	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311857 | val_loss: 0.0311929 | Time: 7484.48 ms
[2022-02-16 15:51:01	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311867 | val_loss: 0.0311983 | Time: 7485.44 ms
[2022-02-16 15:51:08	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311871 | val_loss: 0.0311953 | Time: 7471.99 ms
[2022-02-16 15:51:16	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311915 | val_loss: 0.0311986 | Time: 7473.07 ms
[2022-02-16 15:51:23	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311895 | val_loss: 0.0311954 | Time: 7486.55 ms
[2022-02-16 15:51:31	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311868 | val_loss: 0.0311934 | Time: 7506.06 ms
[2022-02-16 15:51:38	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311848 | val_loss: 0.0311938 | Time: 7480.68 ms
[2022-02-16 15:51:46	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311841 | val_loss: 0.0311926 | Time: 7467.61 ms
[2022-02-16 15:51:53	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311839 | val_loss: 0.0311951 | Time: 7496.23 ms
[2022-02-16 15:52:01	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311834 | val_loss: 0.0311944 | Time: 7482.25 ms
[2022-02-16 15:52:08	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311836 | val_loss: 0.0311931 | Time: 7486 ms
[2022-02-16 15:52:16	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311839 | val_loss: 0.031193 | Time: 7482.78 ms
[2022-02-16 15:52:23	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311832 | val_loss: 0.0311926 | Time: 7489.14 ms
[2022-02-16 15:52:31	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311829 | val_loss: 0.0311948 | Time: 7479.95 ms
[2022-02-16 15:52:38	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311829 | val_loss: 0.0311946 | Time: 7519.79 ms
[2022-02-16 15:52:46	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311821 | val_loss: 0.0311935 | Time: 7472.58 ms
[2022-02-16 15:52:53	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311814 | val_loss: 0.0311942 | Time: 7470.03 ms
[2022-02-16 15:53:01	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311816 | val_loss: 0.031193 | Time: 7479.1 ms
[2022-02-16 15:53:08	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311819 | val_loss: 0.0311933 | Time: 7510.96 ms
[2022-02-16 15:53:16	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311832 | val_loss: 0.0311932 | Time: 7487.29 ms
[2022-02-16 15:53:23	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031182 | val_loss: 0.0311946 | Time: 7489.41 ms
[2022-02-16 15:53:31	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311837 | val_loss: 0.031196 | Time: 7464.42 ms
[2022-02-16 15:53:38	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311824 | val_loss: 0.0311925 | Time: 7581.44 ms
[2022-02-16 15:53:46	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031183 | val_loss: 0.0311994 | Time: 7611.46 ms
[2022-02-16 15:53:53	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311832 | val_loss: 0.0311929 | Time: 7760.35 ms
[2022-02-16 15:54:01	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311809 | val_loss: 0.0311932 | Time: 7915.8 ms
[2022-02-16 15:54:09	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311802 | val_loss: 0.0311937 | Time: 7701.79 ms
[2022-02-16 15:54:17	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311812 | val_loss: 0.0311947 | Time: 7623.85 ms
[2022-02-16 15:54:26	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311807 | val_loss: 0.0311929 | Time: 9693.76 ms
[2022-02-16 15:54:38	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.03118 | val_loss: 0.0311933 | Time: 11465.4 ms
[2022-02-16 15:54:46	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311803 | val_loss: 0.0311957 | Time: 7791.22 ms
[2022-02-16 15:54:53	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311815 | val_loss: 0.0311923 | Time: 7717.62 ms
[2022-02-16 15:55:01	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311806 | val_loss: 0.0311939 | Time: 7148.89 ms
[2022-02-16 15:55:08	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311819 | val_loss: 0.0311939 | Time: 7169.19 ms
[2022-02-16 15:55:15	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311802 | val_loss: 0.0311935 | Time: 7161.27 ms
[2022-02-16 15:55:22	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311805 | val_loss: 0.0311929 | Time: 7163.37 ms
[2022-02-16 15:55:29	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311796 | val_loss: 0.0311924 | Time: 7157.37 ms
[2022-02-16 15:55:36	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.03118 | val_loss: 0.0311946 | Time: 7149.68 ms
[2022-02-16 15:55:44	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311799 | val_loss: 0.0311919 | Time: 7176.71 ms
[2022-02-16 15:55:51	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311806 | val_loss: 0.0311924 | Time: 7167.35 ms
[2022-02-16 15:55:58	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311797 | val_loss: 0.0311969 | Time: 7171.59 ms
[2022-02-16 15:56:05	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311814 | val_loss: 0.0311945 | Time: 7170.99 ms
[2022-02-16 15:56:12	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311797 | val_loss: 0.0311933 | Time: 7157.18 ms
[2022-02-16 15:56:20	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311791 | val_loss: 0.0311929 | Time: 7158.96 ms
[2022-02-16 15:56:27	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311805 | val_loss: 0.0311928 | Time: 7169.54 ms
[2022-02-16 15:56:34	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311809 | val_loss: 0.0311934 | Time: 7164.74 ms
[2022-02-16 15:56:41	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311832 | val_loss: 0.0311945 | Time: 7169.44 ms
[2022-02-16 15:56:48	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311804 | val_loss: 0.031193 | Time: 7154.94 ms
[2022-02-16 15:56:55	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311795 | val_loss: 0.0311933 | Time: 7164.06 ms
[2022-02-16 15:57:03	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311792 | val_loss: 0.0311947 | Time: 7171.4 ms
[2022-02-16 15:57:10	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311809 | val_loss: 0.0311953 | Time: 7152.89 ms
[2022-02-16 15:57:17	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311795 | val_loss: 0.0311938 | Time: 7172.4 ms
[2022-02-16 15:57:24	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311788 | val_loss: 0.0311999 | Time: 7169.02 ms
[2022-02-16 15:57:31	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311789 | val_loss: 0.0311942 | Time: 7191.89 ms
[2022-02-16 15:57:38	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311778 | val_loss: 0.0311972 | Time: 7195.36 ms
[2022-02-16 15:57:46	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311784 | val_loss: 0.0311936 | Time: 7178.05 ms
[2022-02-16 15:57:53	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311771 | val_loss: 0.0311952 | Time: 7151.68 ms
[2022-02-16 15:58:00	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311779 | val_loss: 0.0311955 | Time: 7188.26 ms
[2022-02-16 15:58:07	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311775 | val_loss: 0.0311939 | Time: 7183.59 ms
[2022-02-16 15:58:14	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311779 | val_loss: 0.0311982 | Time: 7169.26 ms
[2022-02-16 15:58:22	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031178 | val_loss: 0.0311945 | Time: 7167.43 ms
[2022-02-16 15:58:29	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311783 | val_loss: 0.031197 | Time: 7161.47 ms
[2022-02-16 15:58:36	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311792 | val_loss: 0.0311968 | Time: 7154.4 ms
[2022-02-16 15:58:43	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311773 | val_loss: 0.0311939 | Time: 7164.94 ms
[2022-02-16 15:58:50	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311772 | val_loss: 0.0311968 | Time: 7176.22 ms
[2022-02-16 15:58:57	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311777 | val_loss: 0.0311942 | Time: 7195.68 ms
[2022-02-16 15:59:05	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311777 | val_loss: 0.0311942 | Time: 7158.43 ms
[2022-02-16 15:59:12	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031177 | val_loss: 0.0311948 | Time: 7202.16 ms
[2022-02-16 15:59:19	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311785 | val_loss: 0.0311968 | Time: 7159.77 ms
[2022-02-16 15:59:26	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031181 | val_loss: 0.0312103 | Time: 7169.46 ms
[2022-02-16 15:59:33	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312923 | val_loss: 0.031745 | Time: 7155.55 ms
[2022-02-16 15:59:41	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0328699 | val_loss: 0.0324129 | Time: 7164.28 ms
[2022-02-16 15:59:48	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0356665 | val_loss: 0.0332851 | Time: 7157.22 ms
[2022-02-16 15:59:55	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0322338 | val_loss: 0.0314407 | Time: 7222 ms
[2022-02-16 16:00:02	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0313308 | val_loss: 0.0312446 | Time: 7197.71 ms
[2022-02-16 16:00:09	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0312302 | val_loss: 0.031223 | Time: 7157.03 ms
[2022-02-16 16:00:17	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0312099 | val_loss: 0.0312125 | Time: 7204.56 ms
[2022-02-16 16:00:24	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312047 | val_loss: 0.0312086 | Time: 7160.23 ms
[2022-02-16 16:00:31	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312022 | val_loss: 0.0312064 | Time: 7178.27 ms
[2022-02-16 16:00:38	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312004 | val_loss: 0.0312048 | Time: 7158.25 ms
[2022-02-16 16:00:45	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311985 | val_loss: 0.0312048 | Time: 7152.06 ms
[2022-02-16 16:00:52	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311981 | val_loss: 0.0312059 | Time: 7191.39 ms
[2022-02-16 16:01:00	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311979 | val_loss: 0.0312057 | Time: 7160.4 ms
[2022-02-16 16:01:07	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311974 | val_loss: 0.0312047 | Time: 7160.82 ms
[2022-02-16 16:01:14	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311965 | val_loss: 0.0312049 | Time: 7161.83 ms
[2022-02-16 16:01:21	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311974 | val_loss: 0.0312048 | Time: 7164.19 ms
[2022-02-16 16:01:28	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311964 | val_loss: 0.0312058 | Time: 7176.22 ms
[2022-02-16 16:01:36	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311968 | val_loss: 0.0312074 | Time: 7193.37 ms
[2022-02-16 16:01:43	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311961 | val_loss: 0.0312062 | Time: 7156.21 ms
[2022-02-16 16:01:50	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311952 | val_loss: 0.0312037 | Time: 7153.71 ms
[2022-02-16 16:01:57	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311953 | val_loss: 0.0312038 | Time: 7155.26 ms
[2022-02-16 16:02:04	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311944 | val_loss: 0.0312039 | Time: 7182.62 ms
[2022-02-16 16:02:11	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031194 | val_loss: 0.0312042 | Time: 7142.89 ms
[2022-02-16 16:02:19	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031195 | val_loss: 0.0312031 | Time: 7163.79 ms
[2022-02-16 16:02:26	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311938 | val_loss: 0.0312037 | Time: 7155.03 ms
[2022-02-16 16:02:33	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311934 | val_loss: 0.0312032 | Time: 7149.84 ms
[2022-02-16 16:02:40	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311933 | val_loss: 0.0312034 | Time: 7154.09 ms
[2022-02-16 16:02:47	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031193 | val_loss: 0.0312034 | Time: 7159.16 ms
[2022-02-16 16:02:54	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311926 | val_loss: 0.0312026 | Time: 7159.69 ms
[2022-02-16 16:03:01	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311923 | val_loss: 0.0312036 | Time: 7154.06 ms
[2022-02-16 16:03:09	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311923 | val_loss: 0.0312035 | Time: 7166.78 ms
[2022-02-16 16:03:16	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031192 | val_loss: 0.0312029 | Time: 7165.24 ms
[2022-02-16 16:03:23	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311916 | val_loss: 0.0312039 | Time: 7156.79 ms
[2022-02-16 16:03:30	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311927 | val_loss: 0.0312029 | Time: 7166.05 ms
[2022-02-16 16:03:37	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.031191 | val_loss: 0.031204 | Time: 7156.02 ms
[2022-02-16 16:03:45	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311912 | val_loss: 0.0312021 | Time: 7151.99 ms
[2022-02-16 16:03:52	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311907 | val_loss: 0.0312025 | Time: 7180.22 ms
[2022-02-16 16:03:59	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311917 | val_loss: 0.0312046 | Time: 7271.6 ms
[2022-02-16 16:04:06	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311921 | val_loss: 0.0312029 | Time: 7174.99 ms
[2022-02-16 16:04:13	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311906 | val_loss: 0.0312025 | Time: 7177.69 ms
[2022-02-16 16:04:21	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311915 | val_loss: 0.0312024 | Time: 7174.14 ms
[2022-02-16 16:04:28	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311909 | val_loss: 0.0312006 | Time: 7141.35 ms
[2022-02-16 16:04:35	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311907 | val_loss: 0.0312018 | Time: 7164.95 ms
[2022-02-16 16:04:42	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311908 | val_loss: 0.0312004 | Time: 7154.01 ms
[2022-02-16 16:04:49	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311899 | val_loss: 0.0312003 | Time: 7201.7 ms
[2022-02-16 16:04:56	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311898 | val_loss: 0.0312023 | Time: 7158.64 ms
[2022-02-16 16:05:04	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311891 | val_loss: 0.0312006 | Time: 7154.71 ms
[2022-02-16 16:05:11	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311889 | val_loss: 0.0312011 | Time: 7158.44 ms
[2022-02-16 16:05:18	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311889 | val_loss: 0.0312 | Time: 7187.08 ms
[2022-02-16 16:05:25	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311887 | val_loss: 0.0312005 | Time: 7154.59 ms
[2022-02-16 16:05:32	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311897 | val_loss: 0.031201 | Time: 7164.36 ms
[2022-02-16 16:05:39	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311886 | val_loss: 0.0311997 | Time: 7159.6 ms
[2022-02-16 16:05:47	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311893 | val_loss: 0.0312003 | Time: 7187.34 ms
[2022-02-16 16:05:54	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311889 | val_loss: 0.0312007 | Time: 7191.82 ms
[2022-02-16 16:06:01	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311892 | val_loss: 0.0312002 | Time: 7156.04 ms
[2022-02-16 16:06:08	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311886 | val_loss: 0.0311995 | Time: 7162.02 ms
[2022-02-16 16:06:15	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311879 | val_loss: 0.0311995 | Time: 7185.48 ms
[2022-02-16 16:06:23	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311876 | val_loss: 0.0311996 | Time: 7163.44 ms
[2022-02-16 16:06:30	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311874 | val_loss: 0.0312002 | Time: 7176.55 ms
[2022-02-16 16:06:37	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311885 | val_loss: 0.0311995 | Time: 7156.86 ms
[2022-02-16 16:06:44	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311876 | val_loss: 0.0311997 | Time: 7200.47 ms
[2022-02-16 16:06:51	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031187 | val_loss: 0.0311997 | Time: 7173.78 ms
[2022-02-16 16:06:58	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311869 | val_loss: 0.0311993 | Time: 7166.87 ms
[2022-02-16 16:07:07	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311876 | val_loss: 0.0312035 | Time: 8218.17 ms
[2022-02-16 16:07:15	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311893 | val_loss: 0.0311995 | Time: 7833.43 ms
[2022-02-16 16:07:22	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031187 | val_loss: 0.0311996 | Time: 7366.59 ms
[2022-02-16 16:07:29	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311867 | val_loss: 0.031199 | Time: 7449.43 ms
[2022-02-16 16:07:37	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311869 | val_loss: 0.031202 | Time: 7364.51 ms
[2022-02-16 16:07:44	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311877 | val_loss: 0.0311997 | Time: 7296.05 ms
[2022-02-16 16:07:51	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311874 | val_loss: 0.031201 | Time: 7249.25 ms
[2022-02-16 16:07:59	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311879 | val_loss: 0.0312011 | Time: 7266.99 ms
[2022-02-16 16:08:06	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311873 | val_loss: 0.0311995 | Time: 7335.23 ms
[2022-02-16 16:08:13	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311866 | val_loss: 0.0312002 | Time: 7290.18 ms
[2022-02-16 16:08:21	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311881 | val_loss: 0.0312012 | Time: 7275.01 ms
[2022-02-16 16:08:28	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311864 | val_loss: 0.0311991 | Time: 7373.32 ms
[2022-02-16 16:08:35	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311858 | val_loss: 0.031199 | Time: 7431.76 ms
[2022-02-16 16:08:43	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311857 | val_loss: 0.0312006 | Time: 7224.66 ms
[2022-02-16 16:08:50	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311868 | val_loss: 0.0311993 | Time: 7319.17 ms
[2022-02-16 16:08:57	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311866 | val_loss: 0.0311987 | Time: 7436.03 ms
[2022-02-16 16:09:05	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311866 | val_loss: 0.0312 | Time: 7600.42 ms
[2022-02-16 16:09:12	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311863 | val_loss: 0.0311995 | Time: 7325.46 ms
[2022-02-16 16:09:20	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311862 | val_loss: 0.0311988 | Time: 7358.39 ms
[2022-02-16 16:09:27	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311859 | val_loss: 0.031199 | Time: 7408.78 ms
[2022-02-16 16:09:34	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311865 | val_loss: 0.0312001 | Time: 7335.26 ms
[2022-02-16 16:09:42	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311854 | val_loss: 0.0311982 | Time: 7318.46 ms
[2022-02-16 16:09:49	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311852 | val_loss: 0.031197 | Time: 7256.4 ms
[2022-02-16 16:09:56	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311848 | val_loss: 0.0311974 | Time: 7369.46 ms
[2022-02-16 16:10:04	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311849 | val_loss: 0.0311986 | Time: 7324.57 ms
[2022-02-16 16:10:11	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311857 | val_loss: 0.0312016 | Time: 7367.42 ms
[2022-02-16 16:10:19	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311857 | val_loss: 0.0311969 | Time: 7433.38 ms
[2022-02-16 16:10:26	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311843 | val_loss: 0.0311981 | Time: 7413.18 ms
[2022-02-16 16:10:34	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311844 | val_loss: 0.0311987 | Time: 7586.22 ms
[2022-02-16 16:10:41	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311848 | val_loss: 0.0311981 | Time: 7354.92 ms
[2022-02-16 16:10:49	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311847 | val_loss: 0.0311982 | Time: 7442.56 ms
[2022-02-16 16:10:56	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311846 | val_loss: 0.031197 | Time: 7351.02 ms
[2022-02-16 16:11:03	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311843 | val_loss: 0.0311997 | Time: 7356.64 ms
[2022-02-16 16:11:12	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311843 | val_loss: 0.0311971 | Time: 8312.48 ms
[2022-02-16 16:11:19	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311851 | val_loss: 0.0312036 | Time: 7303.72 ms
[2022-02-16 16:11:26	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311858 | val_loss: 0.0312001 | Time: 7372.01 ms
[2022-02-16 16:11:34	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311867 | val_loss: 0.0311974 | Time: 7637.52 ms
[2022-02-16 16:11:41	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311842 | val_loss: 0.0311987 | Time: 7435.8 ms
[2022-02-16 16:11:49	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311844 | val_loss: 0.0311974 | Time: 7844.06 ms
[2022-02-16 16:11:57	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311851 | val_loss: 0.031198 | Time: 7569.86 ms
[2022-02-16 16:12:04	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311855 | val_loss: 0.0312024 | Time: 7508.82 ms
[2022-02-16 16:12:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311895 | val_loss: 0.0312118 | Time: 7276.08 ms
[2022-02-16 16:12:19	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311887 | val_loss: 0.0311994 | Time: 7510.18 ms
[2022-02-16 16:12:27	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311865 | val_loss: 0.0311969 | Time: 7307.53 ms
[2022-02-16 16:12:34	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311839 | val_loss: 0.0311979 | Time: 7470.43 ms
[2022-02-16 16:12:41	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311832 | val_loss: 0.0311991 | Time: 7472.64 ms
[2022-02-16 16:12:49	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311849 | val_loss: 0.0311981 | Time: 7298.12 ms
[2022-02-16 16:12:56	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311845 | val_loss: 0.0311981 | Time: 7324 ms
[2022-02-16 16:13:04	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311847 | val_loss: 0.0311993 | Time: 7367.98 ms
[2022-02-16 16:13:11	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311852 | val_loss: 0.0311977 | Time: 7294.5 ms
[2022-02-16 16:13:18	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311855 | val_loss: 0.0312022 | Time: 7381.26 ms
[2022-02-16 16:13:26	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311885 | val_loss: 0.0312025 | Time: 7346.79 ms
[2022-02-16 16:13:33	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311869 | val_loss: 0.0311974 | Time: 7280.38 ms
[2022-02-16 16:13:40	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311854 | val_loss: 0.0311991 | Time: 7416.23 ms
[2022-02-16 16:13:48	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311863 | val_loss: 0.0311993 | Time: 7446.14 ms
[2022-02-16 16:13:55	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311848 | val_loss: 0.0312011 | Time: 7399.62 ms
[2022-02-16 16:14:03	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311859 | val_loss: 0.0312001 | Time: 7626.46 ms
[2022-02-16 16:14:10	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311855 | val_loss: 0.0311994 | Time: 7460.36 ms
[2022-02-16 16:14:18	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311839 | val_loss: 0.0311987 | Time: 7351.08 ms
[2022-02-16 16:14:25	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311829 | val_loss: 0.0311974 | Time: 7404.35 ms
[2022-02-16 16:14:32	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311828 | val_loss: 0.0311983 | Time: 7321.15 ms
[2022-02-16 16:14:40	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.031183 | val_loss: 0.0311979 | Time: 7362.74 ms
[2022-02-16 16:14:47	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311834 | val_loss: 0.0311992 | Time: 7294.13 ms
[2022-02-16 16:14:55	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311842 | val_loss: 0.0311994 | Time: 8122.22 ms
[2022-02-16 16:15:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311824 | val_loss: 0.0311994 | Time: 16138.7 ms
[2022-02-16 16:15:19	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311832 | val_loss: 0.0311984 | Time: 7485.92 ms
[2022-02-16 16:15:27	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311842 | val_loss: 0.0311984 | Time: 7812.68 ms
[2022-02-16 16:15:34	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311854 | val_loss: 0.0311978 | Time: 7521.64 ms
[2022-02-16 16:15:42	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311841 | val_loss: 0.031198 | Time: 7839.49 ms
[2022-02-16 16:15:50	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311824 | val_loss: 0.0311972 | Time: 7655.02 ms
[2022-02-16 16:15:57	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311828 | val_loss: 0.0311991 | Time: 7558.8 ms
[2022-02-16 16:16:05	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311834 | val_loss: 0.0311978 | Time: 7306.97 ms
[2022-02-16 16:16:12	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311847 | val_loss: 0.0311987 | Time: 7425.37 ms
[2022-02-16 16:16:20	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311881 | val_loss: 0.0311988 | Time: 7500.24 ms
[2022-02-16 16:16:27	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311873 | val_loss: 0.0311992 | Time: 7486.36 ms
[2022-02-16 16:16:35	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031187 | val_loss: 0.0311983 | Time: 7452.72 ms
[2022-02-16 16:16:42	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311862 | val_loss: 0.0311997 | Time: 7413.19 ms
[2022-02-16 16:16:50	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311871 | val_loss: 0.0312002 | Time: 7492.68 ms
[2022-02-16 16:16:57	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311855 | val_loss: 0.0311979 | Time: 7452.64 ms
[2022-02-16 16:17:04	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311843 | val_loss: 0.031196 | Time: 7385.69 ms
[2022-02-16 16:17:12	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311836 | val_loss: 0.0311992 | Time: 7448.83 ms
[2022-02-16 16:17:19	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311838 | val_loss: 0.0312017 | Time: 7362.56 ms
[2022-02-16 16:17:27	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311863 | val_loss: 0.0311977 | Time: 7401.94 ms
[2022-02-16 16:17:34	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311833 | val_loss: 0.0311981 | Time: 7515 ms
[2022-02-16 16:17:42	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311826 | val_loss: 0.0311959 | Time: 7597.35 ms
[2022-02-16 16:17:49	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311825 | val_loss: 0.0311996 | Time: 7441.48 ms
[2022-02-16 16:17:57	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311823 | val_loss: 0.0311973 | Time: 7622.88 ms
[2022-02-16 16:18:04	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311821 | val_loss: 0.0312009 | Time: 7580.2 ms
[2022-02-16 16:18:12	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311829 | val_loss: 0.0311989 | Time: 7445.86 ms
[2022-02-16 16:18:19	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311831 | val_loss: 0.0311978 | Time: 7316.81 ms
[2022-02-16 16:18:27	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311846 | val_loss: 0.0312073 | Time: 7478.93 ms
[2022-02-16 16:18:34	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311874 | val_loss: 0.0311961 | Time: 7380.18 ms
[2022-02-16 16:18:42	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311854 | val_loss: 0.0312012 | Time: 7353.74 ms
[2022-02-16 16:18:49	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311864 | val_loss: 0.0311971 | Time: 7444.51 ms
[2022-02-16 16:18:56	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031184 | val_loss: 0.0311968 | Time: 7349.17 ms
[2022-02-16 16:19:04	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311845 | val_loss: 0.0311996 | Time: 7607.17 ms
[2022-02-16 16:19:12	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311829 | val_loss: 0.0311956 | Time: 7626.84 ms
[2022-02-16 16:19:19	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031183 | val_loss: 0.0311972 | Time: 7402.92 ms
[2022-02-16 16:19:26	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311845 | val_loss: 0.0311961 | Time: 7460.08 ms
[2022-02-16 16:19:34	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311833 | val_loss: 0.0311958 | Time: 7615.86 ms
[2022-02-16 16:19:42	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311812 | val_loss: 0.0311945 | Time: 7655.85 ms
[2022-02-16 16:19:49	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311822 | val_loss: 0.0311995 | Time: 7539.89 ms
[2022-02-16 16:19:57	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311853 | val_loss: 0.0311989 | Time: 7481.98 ms
[2022-02-16 16:20:05	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311837 | val_loss: 0.0311965 | Time: 8308.47 ms
[2022-02-16 16:20:13	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311841 | val_loss: 0.0311962 | Time: 7387.21 ms
[2022-02-16 16:20:20	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311817 | val_loss: 0.0311961 | Time: 7465.12 ms
[2022-02-16 16:20:27	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311818 | val_loss: 0.0311965 | Time: 7358.83 ms
[2022-02-16 16:20:35	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311803 | val_loss: 0.0311959 | Time: 7315.39 ms
[2022-02-16 16:20:42	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311813 | val_loss: 0.0311972 | Time: 7483.22 ms
[2022-02-16 16:20:50	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311811 | val_loss: 0.0311998 | Time: 7314.01 ms
[2022-02-16 16:20:57	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311822 | val_loss: 0.0311978 | Time: 7345.22 ms
[2022-02-16 16:21:04	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311805 | val_loss: 0.0311983 | Time: 7380.4 ms
[2022-02-16 16:21:12	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311861 | val_loss: 0.031205 | Time: 7473.99 ms
[2022-02-16 16:21:19	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311874 | val_loss: 0.0311993 | Time: 7406.12 ms
[2022-02-16 16:21:27	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311881 | val_loss: 0.0311982 | Time: 7547.2 ms
[2022-02-16 16:21:34	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311871 | val_loss: 0.0311967 | Time: 7466.98 ms
[2022-02-16 16:21:42	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311856 | val_loss: 0.0311989 | Time: 7574.57 ms
[2022-02-16 16:21:49	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311845 | val_loss: 0.0311977 | Time: 7444.95 ms
[2022-02-16 16:21:57	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311837 | val_loss: 0.0311973 | Time: 7407.35 ms
[2022-02-16 16:22:04	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311848 | val_loss: 0.0312013 | Time: 7492.43 ms
[2022-02-16 16:22:11	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311837 | val_loss: 0.0311987 | Time: 7293.22 ms
[2022-02-16 16:22:19	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311832 | val_loss: 0.0311971 | Time: 7537.92 ms
[2022-02-16 16:22:27	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311822 | val_loss: 0.0311985 | Time: 7864.11 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 840M)
[2022-02-17 16:34:06	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-17 16:34:06	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-17 16:34:06	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-17 16:34:06	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-17 16:34:06	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-17 16:34:06	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-17 16:34:06	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-17 16:34:06	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-17 16:34:06	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-17 16:34:06	                main:474]	:	INFO	:	Configuration: 
[2022-02-17 16:34:06	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-17 16:34:06	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-17 16:34:06	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-17 16:34:06	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-17 16:34:06	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-17 16:34:06	                main:480]	:	INFO	:	    Patience: 10
[2022-02-17 16:34:06	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-17 16:34:06	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-17 16:34:06	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-17 16:34:06	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-17 16:34:07	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-17 16:34:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-17 16:34:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-17 16:34:15	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-17 16:34:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-17 16:34:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-17 16:34:15	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-17 16:34:15	                main:494]	:	INFO	:	Creating Model
[2022-02-17 16:34:15	                main:507]	:	INFO	:	Preparing config file
[2022-02-17 16:34:15	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-17 16:34:15	                main:512]	:	INFO	:	Loading config
[2022-02-17 16:34:15	                main:514]	:	INFO	:	Loading state
[2022-02-17 16:34:18	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-17 16:34:18	                main:562]	:	INFO	:	Starting Training
[2022-02-17 16:34:28	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0314219 | val_loss: 0.0312377 | Time: 9072.91 ms
[2022-02-17 16:34:35	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312141 | val_loss: 0.0312095 | Time: 7567.19 ms
[2022-02-17 16:34:43	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311935 | val_loss: 0.0312021 | Time: 7806.58 ms
[2022-02-17 16:34:51	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311882 | val_loss: 0.0311978 | Time: 8239.39 ms
[2022-02-17 16:34:59	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311841 | val_loss: 0.0311971 | Time: 7790.4 ms
[2022-02-17 16:35:07	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311838 | val_loss: 0.0311962 | Time: 7752.48 ms
[2022-02-17 16:35:15	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311848 | val_loss: 0.0311979 | Time: 7840.06 ms
[2022-02-17 16:35:23	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031188 | val_loss: 0.0311973 | Time: 7977.23 ms
[2022-02-17 16:35:31	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031183 | val_loss: 0.0312011 | Time: 8014.59 ms
[2022-02-17 16:35:39	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.031185 | val_loss: 0.0311969 | Time: 8023.09 ms
[2022-02-17 16:35:46	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311839 | val_loss: 0.0312006 | Time: 7792.33 ms
[2022-02-17 16:35:54	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311831 | val_loss: 0.0311979 | Time: 7788.99 ms
[2022-02-17 16:36:02	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311828 | val_loss: 0.0311956 | Time: 7865.94 ms
[2022-02-17 16:36:10	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311829 | val_loss: 0.0311943 | Time: 7923.58 ms
[2022-02-17 16:36:18	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311834 | val_loss: 0.0311962 | Time: 7959.44 ms
[2022-02-17 16:36:26	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311825 | val_loss: 0.0311961 | Time: 8118.06 ms
[2022-02-17 16:36:34	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031183 | val_loss: 0.0311953 | Time: 8057.65 ms
[2022-02-17 16:36:42	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311829 | val_loss: 0.0311946 | Time: 7946.12 ms
[2022-02-17 16:36:50	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311826 | val_loss: 0.031195 | Time: 7898.79 ms
[2022-02-17 16:36:58	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311841 | val_loss: 0.0311957 | Time: 8009.75 ms
[2022-02-17 16:37:06	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311821 | val_loss: 0.0311971 | Time: 8082.74 ms
[2022-02-17 16:37:15	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031184 | val_loss: 0.0311957 | Time: 8360.44 ms
[2022-02-17 16:37:15	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311957
[2022-02-17 16:37:15	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-17 16:37:15	                main:608]	:	INFO	:	Success, exiting..
16:37:15 (3068): 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)