Task 14543637

Name ParityModified-1647043373-17652-2-0_0
Workunit 11574686
Created 7 Apr 2022, 18:50:37 UTC
Sent 10 Apr 2022, 20:00:31 UTC
Report deadline 18 Apr 2022, 20:00:31 UTC
Received 11 Apr 2022, 2:00:51 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 19045
Run time 2 hours 38 min 45 sec
CPU time 2 hours 38 min 35 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 17,055.00 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.88 GB
Peak swap size 4.77 GB
Peak disk usage 1.54 GB

Stderr output

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

[2022-04-10 16:51:47	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.03117 | val_loss: 0.0311726 | Time: 3049.47 ms
[2022-04-10 16:51:50	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311701 | val_loss: 0.0311713 | Time: 3001.55 ms
[2022-04-10 16:51:53	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311699 | val_loss: 0.0311723 | Time: 3058.61 ms
[2022-04-10 16:51:56	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311714 | val_loss: 0.0311729 | Time: 3034.65 ms
[2022-04-10 16:51:59	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311706 | val_loss: 0.0311752 | Time: 2986.64 ms
[2022-04-10 16:52:02	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311719 | val_loss: 0.0311777 | Time: 3019.18 ms
[2022-04-10 16:52:05	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311773 | val_loss: 0.0311799 | Time: 3022.31 ms
[2022-04-10 16:52:08	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311722 | val_loss: 0.0311734 | Time: 3037.1 ms
[2022-04-10 16:52:11	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311704 | val_loss: 0.031172 | Time: 3395.78 ms
[2022-04-10 16:52:15	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311704 | val_loss: 0.0311736 | Time: 3975.91 ms
[2022-04-10 16:52:19	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311725 | val_loss: 0.031172 | Time: 3562.06 ms
[2022-04-10 16:52:21	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311708 | val_loss: 0.031171 | Time: 2770.84 ms
[2022-04-10 16:52:24	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311693 | val_loss: 0.0311819 | Time: 2813.62 ms
[2022-04-10 16:52:27	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311718 | val_loss: 0.0311727 | Time: 2838.39 ms
[2022-04-10 16:52:30	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311683 | val_loss: 0.0311716 | Time: 2805.06 ms
[2022-04-10 16:52:33	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.03117 | val_loss: 0.031171 | Time: 2794.24 ms
[2022-04-10 16:52:35	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311695 | val_loss: 0.0311724 | Time: 2757.73 ms
[2022-04-10 16:52:38	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311691 | val_loss: 0.0311707 | Time: 2764.92 ms
[2022-04-10 16:52:41	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.03117 | val_loss: 0.031171 | Time: 2814.83 ms
[2022-04-10 16:52:44	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031169 | val_loss: 0.0311726 | Time: 2798.34 ms
[2022-04-10 16:52:47	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311693 | val_loss: 0.031171 | Time: 2844.76 ms
[2022-04-10 16:52:50	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311687 | val_loss: 0.0311712 | Time: 2823.5 ms
[2022-04-10 16:52:52	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311702 | val_loss: 0.031173 | Time: 2798.05 ms
[2022-04-10 16:52:55	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311734 | val_loss: 0.0311726 | Time: 2808.66 ms
[2022-04-10 16:52:58	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311702 | val_loss: 0.031171 | Time: 2802.26 ms
[2022-04-10 16:53:01	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311688 | val_loss: 0.0311709 | Time: 2815.95 ms
[2022-04-10 16:53:04	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311692 | val_loss: 0.0311725 | Time: 2829.79 ms
[2022-04-10 16:53:06	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311698 | val_loss: 0.0311777 | Time: 2804.5 ms
[2022-04-10 16:53:09	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311718 | val_loss: 0.0311716 | Time: 2948.12 ms
[2022-04-10 16:53:12	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311783 | val_loss: 0.0311728 | Time: 3004.45 ms
[2022-04-10 16:53:15	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311728 | val_loss: 0.0311741 | Time: 2987.7 ms
[2022-04-10 16:53:18	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311705 | val_loss: 0.0311722 | Time: 2959 ms
[2022-04-10 16:53:21	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311699 | val_loss: 0.0311717 | Time: 2973.36 ms
[2022-04-10 16:53:24	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311699 | val_loss: 0.0311714 | Time: 2991.89 ms
[2022-04-10 16:53:27	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311686 | val_loss: 0.0311703 | Time: 3023.42 ms
[2022-04-10 16:53:30	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.03117 | val_loss: 0.0311731 | Time: 3017.45 ms
[2022-04-10 16:53:33	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311683 | val_loss: 0.0311709 | Time: 3030.91 ms
[2022-04-10 16:53:36	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311665 | val_loss: 0.031173 | Time: 3008.09 ms
[2022-04-10 16:53:39	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031168 | val_loss: 0.0311704 | Time: 3027.71 ms
[2022-04-10 16:53:43	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311688 | val_loss: 0.0311723 | Time: 3108.9 ms
[2022-04-10 16:53:46	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.03117 | val_loss: 0.0311729 | Time: 3043.45 ms
[2022-04-10 16:53:49	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311682 | val_loss: 0.0311729 | Time: 3103.59 ms
[2022-04-10 16:53:52	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311675 | val_loss: 0.0311709 | Time: 3165.78 ms
[2022-04-10 16:53:55	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031167 | val_loss: 0.0311723 | Time: 3139.68 ms
[2022-04-10 16:53:58	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311671 | val_loss: 0.0311728 | Time: 3117.93 ms
[2022-04-10 16:54:01	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311662 | val_loss: 0.031172 | Time: 3119.27 ms
[2022-04-10 16:54:04	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311668 | val_loss: 0.031171 | Time: 2892.54 ms
[2022-04-10 16:54:07	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311665 | val_loss: 0.0311702 | Time: 2972.28 ms
[2022-04-10 16:54:10	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311677 | val_loss: 0.0311701 | Time: 2777.15 ms
[2022-04-10 16:54:13	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311687 | val_loss: 0.0311711 | Time: 2759.73 ms
[2022-04-10 16:54:15	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311664 | val_loss: 0.0311697 | Time: 2798.38 ms
[2022-04-10 16:54:18	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.031166 | val_loss: 0.0311722 | Time: 2837.09 ms
[2022-04-10 16:54:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311702 | val_loss: 0.0311791 | Time: 2883.41 ms
[2022-04-10 16:54:24	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311679 | val_loss: 0.0311706 | Time: 2884.44 ms
[2022-04-10 16:54:27	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311693 | val_loss: 0.0311736 | Time: 3044.61 ms
[2022-04-10 16:54:30	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311673 | val_loss: 0.0311707 | Time: 3139.54 ms
[2022-04-10 16:54:33	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311661 | val_loss: 0.0311708 | Time: 3153.68 ms
[2022-04-10 16:54:36	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311665 | val_loss: 0.0311698 | Time: 2867.95 ms
[2022-04-10 16:54:39	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311662 | val_loss: 0.0311711 | Time: 2870.79 ms
[2022-04-10 16:54:42	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311659 | val_loss: 0.0311694 | Time: 2852.32 ms
[2022-04-10 16:54:45	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311655 | val_loss: 0.0311695 | Time: 2875.96 ms
[2022-04-10 16:54:48	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311655 | val_loss: 0.0311696 | Time: 2869.12 ms
[2022-04-10 16:54:51	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311658 | val_loss: 0.0311765 | Time: 2894.8 ms
[2022-04-10 16:54:54	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311665 | val_loss: 0.0311774 | Time: 2879.3 ms
[2022-04-10 16:54:56	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311688 | val_loss: 0.0311738 | Time: 2869.11 ms
[2022-04-10 16:54:59	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311648 | val_loss: 0.0311708 | Time: 2890.53 ms
[2022-04-10 16:55:02	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311671 | val_loss: 0.0311707 | Time: 2892.07 ms
[2022-04-10 16:55:05	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311681 | val_loss: 0.0311759 | Time: 2883.57 ms
[2022-04-10 16:55:08	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311698 | val_loss: 0.0311726 | Time: 2898.72 ms
[2022-04-10 16:55:11	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031172 | val_loss: 0.0311758 | Time: 2878.88 ms
[2022-04-10 16:55:14	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311727 | val_loss: 0.0311738 | Time: 2873.11 ms
[2022-04-10 16:55:17	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311714 | val_loss: 0.0311727 | Time: 2876.51 ms
[2022-04-10 16:55:19	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311706 | val_loss: 0.0311743 | Time: 2865.69 ms
[2022-04-10 16:55:22	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311701 | val_loss: 0.0311706 | Time: 2883.54 ms
[2022-04-10 16:55:25	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311681 | val_loss: 0.0311707 | Time: 2858.89 ms
[2022-04-10 16:55:28	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311694 | val_loss: 0.03117 | Time: 2899.44 ms
[2022-04-10 16:55:31	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311694 | val_loss: 0.0311721 | Time: 2877.45 ms
[2022-04-10 16:55:34	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031169 | val_loss: 0.0311711 | Time: 2847.6 ms
[2022-04-10 16:55:37	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311673 | val_loss: 0.0311718 | Time: 2880.74 ms
[2022-04-10 16:55:40	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311677 | val_loss: 0.0311729 | Time: 2896.32 ms
[2022-04-10 16:55:43	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311687 | val_loss: 0.0311728 | Time: 3161.48 ms
[2022-04-10 16:55:46	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311686 | val_loss: 0.0311727 | Time: 2920.31 ms
[2022-04-10 16:55:48	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311666 | val_loss: 0.0311729 | Time: 2678.4 ms
[2022-04-10 16:55:51	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311665 | val_loss: 0.0311732 | Time: 2669.64 ms
[2022-04-10 16:55:54	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311678 | val_loss: 0.031173 | Time: 2640.03 ms
[2022-04-10 16:55:56	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311701 | val_loss: 0.0311744 | Time: 2719.59 ms
[2022-04-10 16:55:59	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311664 | val_loss: 0.0311715 | Time: 3007.18 ms
[2022-04-10 16:56:03	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311659 | val_loss: 0.0311729 | Time: 3179.5 ms
[2022-04-10 16:56:06	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311641 | val_loss: 0.0311712 | Time: 3002.13 ms
[2022-04-10 16:56:09	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311641 | val_loss: 0.0311739 | Time: 2911.58 ms
[2022-04-10 16:56:13	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311644 | val_loss: 0.0311711 | Time: 4087.17 ms
[2022-04-10 16:56:17	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311644 | val_loss: 0.0311722 | Time: 4207.99 ms
[2022-04-10 16:56:21	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311646 | val_loss: 0.0311728 | Time: 4230.92 ms
[2022-04-10 16:56:25	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.031165 | val_loss: 0.031171 | Time: 4124.4 ms
[2022-04-10 16:56:29	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311657 | val_loss: 0.0311719 | Time: 4212.95 ms
[2022-04-10 16:56:34	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311649 | val_loss: 0.031171 | Time: 4151.48 ms
[2022-04-10 16:56:38	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311671 | val_loss: 0.0311743 | Time: 4135.3 ms
[2022-04-10 16:56:42	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311651 | val_loss: 0.0311737 | Time: 4165.86 ms
[2022-04-10 16:56:46	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031168 | val_loss: 0.0311719 | Time: 4124.17 ms
[2022-04-10 16:56:50	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311671 | val_loss: 0.0311749 | Time: 4161.22 ms
[2022-04-10 16:56:54	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031168 | val_loss: 0.0311717 | Time: 4206.6 ms
[2022-04-10 16:56:59	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311674 | val_loss: 0.0311725 | Time: 4136.32 ms
[2022-04-10 16:57:03	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311678 | val_loss: 0.0311743 | Time: 4107.09 ms
[2022-04-10 16:57:07	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311658 | val_loss: 0.0311729 | Time: 4117.08 ms
[2022-04-10 16:57:11	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311651 | val_loss: 0.0311727 | Time: 4082.14 ms
[2022-04-10 16:57:15	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311648 | val_loss: 0.0311728 | Time: 4112.39 ms
[2022-04-10 16:57:19	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311639 | val_loss: 0.0311724 | Time: 4165.09 ms
[2022-04-10 16:57:23	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311636 | val_loss: 0.0311728 | Time: 4294.26 ms
[2022-04-10 16:57:28	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311629 | val_loss: 0.0311745 | Time: 4128.67 ms
[2022-04-10 16:57:32	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311723 | val_loss: 0.0311759 | Time: 4205.35 ms
[2022-04-10 16:57:36	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311745 | val_loss: 0.0311737 | Time: 4115.4 ms
[2022-04-10 16:57:40	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311702 | val_loss: 0.0311718 | Time: 4187.26 ms
[2022-04-10 16:57:44	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311695 | val_loss: 0.0311724 | Time: 4289.48 ms
[2022-04-10 16:57:48	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311675 | val_loss: 0.0311716 | Time: 4043.73 ms
[2022-04-10 16:57:53	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311676 | val_loss: 0.031175 | Time: 4175.68 ms
[2022-04-10 16:57:57	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311662 | val_loss: 0.0311712 | Time: 4170.52 ms
[2022-04-10 16:58:01	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311676 | val_loss: 0.0311726 | Time: 4259.71 ms
[2022-04-10 16:58:05	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311746 | val_loss: 0.0311806 | Time: 4241.79 ms
[2022-04-10 16:58:10	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.031169 | val_loss: 0.0311713 | Time: 4423.34 ms
[2022-04-10 16:58:14	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031165 | val_loss: 0.0311716 | Time: 4330.32 ms
[2022-04-10 16:58:18	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311639 | val_loss: 0.0311725 | Time: 4248.27 ms
[2022-04-10 16:58:22	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311644 | val_loss: 0.0311728 | Time: 3727.61 ms
[2022-04-10 16:58:25	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311633 | val_loss: 0.0311739 | Time: 2775.19 ms
[2022-04-10 16:58:28	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311639 | val_loss: 0.0311776 | Time: 2944.04 ms
[2022-04-10 16:58:31	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311641 | val_loss: 0.0311797 | Time: 2875.27 ms
[2022-04-10 16:58:34	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311658 | val_loss: 0.0311738 | Time: 3125.69 ms
[2022-04-10 16:58:37	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311636 | val_loss: 0.0311724 | Time: 3051.07 ms
[2022-04-10 16:58:41	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311611 | val_loss: 0.03117 | Time: 3798.32 ms
[2022-04-10 16:58:45	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311618 | val_loss: 0.0311743 | Time: 4052 ms
[2022-04-10 16:58:48	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311624 | val_loss: 0.0311725 | Time: 2959.89 ms
[2022-04-10 16:58:51	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311621 | val_loss: 0.0311743 | Time: 3086.15 ms
[2022-04-10 16:58:54	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311616 | val_loss: 0.0311705 | Time: 3056.41 ms
[2022-04-10 16:58:57	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031164 | val_loss: 0.0311758 | Time: 3097.69 ms
[2022-04-10 16:59:00	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311642 | val_loss: 0.03117 | Time: 3063.48 ms
[2022-04-10 16:59:03	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311634 | val_loss: 0.0311693 | Time: 3047.44 ms
[2022-04-10 16:59:06	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311625 | val_loss: 0.0311709 | Time: 3080.92 ms
[2022-04-10 16:59:09	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311615 | val_loss: 0.0311697 | Time: 3041.03 ms
[2022-04-10 16:59:12	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311621 | val_loss: 0.0311671 | Time: 3036.18 ms
[2022-04-10 16:59:15	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311623 | val_loss: 0.031172 | Time: 3054.28 ms
[2022-04-10 16:59:18	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311625 | val_loss: 0.0311718 | Time: 3040.08 ms
[2022-04-10 16:59:21	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311631 | val_loss: 0.0311685 | Time: 3055.98 ms
[2022-04-10 16:59:24	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311622 | val_loss: 0.0311685 | Time: 3028.57 ms
[2022-04-10 16:59:27	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311618 | val_loss: 0.031169 | Time: 3051.39 ms
[2022-04-10 16:59:30	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311614 | val_loss: 0.0311675 | Time: 3052.04 ms
[2022-04-10 16:59:33	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031162 | val_loss: 0.031167 | Time: 3052.01 ms
[2022-04-10 16:59:37	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311686 | val_loss: 0.0311708 | Time: 3039.92 ms
[2022-04-10 16:59:40	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311709 | val_loss: 0.0311744 | Time: 3064.56 ms
[2022-04-10 16:59:43	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311686 | val_loss: 0.0311673 | Time: 3063.49 ms
[2022-04-10 16:59:46	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311672 | val_loss: 0.0311677 | Time: 3077.03 ms
[2022-04-10 16:59:49	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311647 | val_loss: 0.0311681 | Time: 3061.24 ms
[2022-04-10 16:59:52	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311648 | val_loss: 0.0311796 | Time: 3075.69 ms
[2022-04-10 16:59:55	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311704 | val_loss: 0.0311747 | Time: 3047.92 ms
[2022-04-10 16:59:58	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311705 | val_loss: 0.0311729 | Time: 3060.67 ms
[2022-04-10 17:00:01	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311683 | val_loss: 0.0311723 | Time: 3089.07 ms
[2022-04-10 17:00:04	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311667 | val_loss: 0.0311719 | Time: 3052.36 ms
[2022-04-10 17:00:07	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311663 | val_loss: 0.0311708 | Time: 3094.52 ms
[2022-04-10 17:00:10	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311653 | val_loss: 0.0311728 | Time: 3044.55 ms
[2022-04-10 17:00:13	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311683 | val_loss: 0.0311734 | Time: 3091.03 ms
[2022-04-10 17:00:16	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311676 | val_loss: 0.0311737 | Time: 3066.85 ms
[2022-04-10 17:00:19	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311668 | val_loss: 0.0311725 | Time: 3064.12 ms
[2022-04-10 17:00:23	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311663 | val_loss: 0.0311713 | Time: 3075.21 ms
[2022-04-10 17:00:26	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311649 | val_loss: 0.03117 | Time: 3047.27 ms
[2022-04-10 17:00:29	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311646 | val_loss: 0.0311718 | Time: 3048.77 ms
[2022-04-10 17:00:32	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311641 | val_loss: 0.0311704 | Time: 3078.81 ms
[2022-04-10 17:00:35	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311649 | val_loss: 0.0311772 | Time: 3061.19 ms
[2022-04-10 17:00:38	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031167 | val_loss: 0.0311749 | Time: 3025.45 ms
[2022-04-10 17:00:41	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311685 | val_loss: 0.0311739 | Time: 3039.52 ms
[2022-04-10 17:00:44	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311657 | val_loss: 0.0311712 | Time: 3073.09 ms
[2022-04-10 17:00:47	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311665 | val_loss: 0.0311728 | Time: 3072.59 ms
[2022-04-10 17:00:50	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311674 | val_loss: 0.0311815 | Time: 3052.14 ms
[2022-04-10 17:00:53	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311677 | val_loss: 0.031177 | Time: 3037.53 ms
[2022-04-10 17:00:56	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311673 | val_loss: 0.0311779 | Time: 3072.23 ms
[2022-04-10 17:00:59	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311651 | val_loss: 0.0311744 | Time: 3118.43 ms
[2022-04-10 17:01:02	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311652 | val_loss: 0.0311737 | Time: 3014.06 ms
[2022-04-10 17:01:05	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311647 | val_loss: 0.0311721 | Time: 3094.48 ms
[2022-04-10 17:01:09	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311649 | val_loss: 0.0311799 | Time: 3071.92 ms
[2022-04-10 17:01:12	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311672 | val_loss: 0.031177 | Time: 3054.85 ms
[2022-04-10 17:01:15	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311666 | val_loss: 0.0311767 | Time: 3062.07 ms
[2022-04-10 17:01:18	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311688 | val_loss: 0.031181 | Time: 3067.29 ms
[2022-04-10 17:01:21	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312376 | val_loss: 0.0314848 | Time: 3045.15 ms
[2022-04-10 17:01:24	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0352758 | val_loss: 0.0351106 | Time: 3100.85 ms
[2022-04-10 17:01:27	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0328879 | val_loss: 0.0318119 | Time: 3072.33 ms
[2022-04-10 17:01:30	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0314991 | val_loss: 0.0313649 | Time: 3093.81 ms
[2022-04-10 17:01:33	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312781 | val_loss: 0.0312504 | Time: 3046.93 ms
[2022-04-10 17:01:36	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312319 | val_loss: 0.0312155 | Time: 3082.66 ms
[2022-04-10 17:01:39	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312128 | val_loss: 0.0312038 | Time: 3054.42 ms
[2022-04-10 17:01:42	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312015 | val_loss: 0.0311941 | Time: 3064.94 ms
[2022-04-10 17:01:45	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311931 | val_loss: 0.031192 | Time: 3070.76 ms
[2022-04-10 17:01:48	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311892 | val_loss: 0.0311856 | Time: 3082.64 ms
[2022-04-10 17:01:51	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311878 | val_loss: 0.0311821 | Time: 3040.42 ms
[2022-04-10 17:01:55	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311824 | val_loss: 0.031179 | Time: 3076.42 ms
[2022-04-10 17:01:58	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311788 | val_loss: 0.0311773 | Time: 3053.38 ms
[2022-04-10 17:02:01	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031177 | val_loss: 0.0311749 | Time: 3037.56 ms
[2022-04-10 17:02:04	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311746 | val_loss: 0.0311734 | Time: 3120.3 ms
[2022-04-10 17:02:07	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311731 | val_loss: 0.0311724 | Time: 3047.77 ms
[2022-04-10 17:02:10	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311728 | val_loss: 0.0311727 | Time: 3050.58 ms
[2022-04-10 17:02:13	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311724 | val_loss: 0.0311721 | Time: 3063.27 ms
[2022-04-10 17:02:16	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311721 | val_loss: 0.0311728 | Time: 3080.01 ms
[2022-04-10 17:02:19	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311712 | val_loss: 0.0311737 | Time: 3049.16 ms
[2022-04-10 17:02:22	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311719 | val_loss: 0.0311737 | Time: 3048.44 ms
[2022-04-10 17:02:25	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311706 | val_loss: 0.031172 | Time: 3063.95 ms
[2022-04-10 17:02:28	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.03117 | val_loss: 0.0311714 | Time: 3030.15 ms
[2022-04-10 17:02:31	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311696 | val_loss: 0.0311718 | Time: 3018.26 ms
[2022-04-10 17:02:34	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311697 | val_loss: 0.0311733 | Time: 3072.41 ms
[2022-04-10 17:02:37	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311702 | val_loss: 0.0311752 | Time: 3071.07 ms
[2022-04-10 17:02:40	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311699 | val_loss: 0.0311721 | Time: 3101.85 ms
[2022-04-10 17:02:44	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311697 | val_loss: 0.0311737 | Time: 3053.64 ms
[2022-04-10 17:02:47	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311699 | val_loss: 0.031176 | Time: 3033.5 ms
[2022-04-10 17:02:50	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311703 | val_loss: 0.0311716 | Time: 3027.86 ms
[2022-04-10 17:02:53	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311707 | val_loss: 0.0311724 | Time: 2946.33 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Ti)
[2022-04-10 17:49:43	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-10 17:49:43	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-10 17:49:43	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-10 17:49:43	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-10 17:49:43	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-10 17:49:43	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-10 17:49:43	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-10 17:49:43	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-10 17:49:43	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-10 17:49:43	                main:474]	:	INFO	:	Configuration: 
[2022-04-10 17:49:43	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-10 17:49:43	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-10 17:49:43	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-10 17:49:43	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-10 17:49:43	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-10 17:49:43	                main:480]	:	INFO	:	    Patience: 10
[2022-04-10 17:49:43	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-10 17:49:43	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-10 17:49:43	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-10 17:49:43	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-10 17:49:43	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-10 17:49:43	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-10 17:49:43	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-10 18:07:11	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-10 18:07:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-10 18:07:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-10 18:07:11	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-10 18:07:11	                main:494]	:	INFO	:	Creating Model
[2022-04-10 18:07:11	                main:507]	:	INFO	:	Preparing config file
[2022-04-10 18:07:11	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-10 18:07:11	                main:512]	:	INFO	:	Loading config
[2022-04-10 18:07:11	                main:514]	:	INFO	:	Loading state
[2022-04-10 18:20:26	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-10 18:20:26	                main:562]	:	INFO	:	Starting Training
[2022-04-10 18:21:42	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312287 | val_loss: 0.0311981 | Time: 75710.1 ms
[2022-04-10 18:21:45	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311801 | val_loss: 0.031172 | Time: 3282.77 ms
[2022-04-10 18:21:49	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311703 | val_loss: 0.0311692 | Time: 3218.35 ms
[2022-04-10 18:21:52	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311668 | val_loss: 0.0311682 | Time: 3187.23 ms
[2022-04-10 18:21:55	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311663 | val_loss: 0.0311689 | Time: 3209.27 ms
[2022-04-10 18:21:58	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311681 | val_loss: 0.0311693 | Time: 3174.5 ms
[2022-04-10 18:22:01	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311659 | val_loss: 0.0311757 | Time: 3196.28 ms
[2022-04-10 18:22:05	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311666 | val_loss: 0.0311686 | Time: 3209.73 ms
[2022-04-10 18:22:08	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311658 | val_loss: 0.0311716 | Time: 3246.14 ms
[2022-04-10 18:22:11	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.031167 | val_loss: 0.0311725 | Time: 3235.08 ms
[2022-04-10 18:22:14	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311655 | val_loss: 0.0311683 | Time: 3242.43 ms
[2022-04-10 18:22:18	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311643 | val_loss: 0.0311689 | Time: 3292.71 ms
[2022-04-10 18:22:21	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311643 | val_loss: 0.0311674 | Time: 3250.29 ms
[2022-04-10 18:22:24	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311637 | val_loss: 0.0311677 | Time: 3224.95 ms
[2022-04-10 18:22:27	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311638 | val_loss: 0.0311681 | Time: 3260.09 ms
[2022-04-10 18:22:31	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311653 | val_loss: 0.0311716 | Time: 3177.42 ms
[2022-04-10 18:22:34	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311636 | val_loss: 0.0311693 | Time: 3195.15 ms
[2022-04-10 18:22:37	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311643 | val_loss: 0.0311746 | Time: 3210.01 ms
[2022-04-10 18:22:40	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311622 | val_loss: 0.031169 | Time: 3139.08 ms
[2022-04-10 18:22:43	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311624 | val_loss: 0.0311707 | Time: 3093.2 ms
[2022-04-10 18:22:46	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311632 | val_loss: 0.0311708 | Time: 3125.8 ms
[2022-04-10 18:22:49	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031162 | val_loss: 0.0311715 | Time: 3140.05 ms
[2022-04-10 18:22:53	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311617 | val_loss: 0.0311693 | Time: 3118.77 ms
[2022-04-10 18:22:56	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311625 | val_loss: 0.0311693 | Time: 3115.13 ms
[2022-04-10 18:22:59	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311639 | val_loss: 0.0311666 | Time: 3113.7 ms
[2022-04-10 18:23:02	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311666 | val_loss: 0.0311679 | Time: 3089.28 ms
[2022-04-10 18:23:05	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311632 | val_loss: 0.0311675 | Time: 3115.05 ms
[2022-04-10 18:23:08	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311647 | val_loss: 0.0311685 | Time: 3134.63 ms
[2022-04-10 18:23:11	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311644 | val_loss: 0.0311678 | Time: 3154.69 ms
[2022-04-10 18:23:14	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311626 | val_loss: 0.0311695 | Time: 3124.98 ms
[2022-04-10 18:23:18	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311622 | val_loss: 0.0311723 | Time: 3083.47 ms
[2022-04-10 18:23:21	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311635 | val_loss: 0.0311693 | Time: 3103.09 ms
[2022-04-10 18:23:24	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311602 | val_loss: 0.0311694 | Time: 3082.9 ms
[2022-04-10 18:23:27	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311623 | val_loss: 0.0311704 | Time: 3094.78 ms
[2022-04-10 18:23:30	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311594 | val_loss: 0.0311667 | Time: 3148.16 ms
[2022-04-10 18:23:33	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.03116 | val_loss: 0.0311686 | Time: 3160.03 ms
[2022-04-10 18:23:36	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311614 | val_loss: 0.0311685 | Time: 3140.07 ms
[2022-04-10 18:23:39	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311621 | val_loss: 0.0311711 | Time: 3124.26 ms
[2022-04-10 18:23:43	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311613 | val_loss: 0.0311697 | Time: 3107.28 ms
[2022-04-10 18:23:46	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311613 | val_loss: 0.0311753 | Time: 3107.53 ms
[2022-04-10 18:23:49	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311659 | val_loss: 0.0311672 | Time: 3149.38 ms
[2022-04-10 18:23:52	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311644 | val_loss: 0.0311747 | Time: 3162.43 ms
[2022-04-10 18:23:55	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311642 | val_loss: 0.0311713 | Time: 3094.44 ms
[2022-04-10 18:23:58	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311647 | val_loss: 0.0311706 | Time: 3103.2 ms
[2022-04-10 18:24:01	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311644 | val_loss: 0.0311707 | Time: 3104.86 ms
[2022-04-10 18:24:04	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031164 | val_loss: 0.031175 | Time: 3106.02 ms
[2022-04-10 18:24:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311654 | val_loss: 0.0311729 | Time: 3101.49 ms
[2022-04-10 18:24:11	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.031163 | val_loss: 0.0311705 | Time: 3136.51 ms
[2022-04-10 18:24:14	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311634 | val_loss: 0.031169 | Time: 3103.85 ms
[2022-04-10 18:24:17	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311652 | val_loss: 0.0311683 | Time: 3086.38 ms
[2022-04-10 18:24:20	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311645 | val_loss: 0.0311698 | Time: 3073.28 ms
[2022-04-10 18:24:23	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311643 | val_loss: 0.0311701 | Time: 3129.06 ms
[2022-04-10 18:24:26	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311636 | val_loss: 0.0311727 | Time: 3107.99 ms
[2022-04-10 18:24:29	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311628 | val_loss: 0.0311709 | Time: 3099.05 ms
[2022-04-10 18:24:32	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311629 | val_loss: 0.0311725 | Time: 3084.87 ms
[2022-04-10 18:24:35	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311632 | val_loss: 0.0311681 | Time: 3101.87 ms
[2022-04-10 18:24:39	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311643 | val_loss: 0.0311687 | Time: 3111.44 ms
[2022-04-10 18:24:42	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311625 | val_loss: 0.0311692 | Time: 3140.57 ms
[2022-04-10 18:24:45	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311639 | val_loss: 0.0311685 | Time: 3132.69 ms
[2022-04-10 18:24:48	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311613 | val_loss: 0.0311675 | Time: 3129.49 ms
[2022-04-10 18:24:51	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311616 | val_loss: 0.0311688 | Time: 3092.66 ms
[2022-04-10 18:24:54	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311618 | val_loss: 0.0311687 | Time: 3119.52 ms
[2022-04-10 18:24:57	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311611 | val_loss: 0.0311718 | Time: 3132.56 ms
[2022-04-10 18:25:00	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311618 | val_loss: 0.0311691 | Time: 3085.43 ms
[2022-04-10 18:25:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311604 | val_loss: 0.0311683 | Time: 3093.67 ms
[2022-04-10 18:25:07	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.031161 | val_loss: 0.0311679 | Time: 3117.71 ms
[2022-04-10 18:25:10	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311612 | val_loss: 0.0311686 | Time: 3081.53 ms
[2022-04-10 18:25:13	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311615 | val_loss: 0.0311694 | Time: 3140.37 ms
[2022-04-10 18:25:16	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311612 | val_loss: 0.0311687 | Time: 3120.45 ms
[2022-04-10 18:25:19	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311636 | val_loss: 0.031168 | Time: 3089.16 ms
[2022-04-10 18:25:22	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311647 | val_loss: 0.0311673 | Time: 3101.59 ms
[2022-04-10 18:25:25	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311641 | val_loss: 0.0311673 | Time: 3116.89 ms
[2022-04-10 18:25:28	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311628 | val_loss: 0.0311669 | Time: 3127 ms
[2022-04-10 18:25:32	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311634 | val_loss: 0.031171 | Time: 3115.48 ms
[2022-04-10 18:25:35	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311639 | val_loss: 0.0311675 | Time: 3110 ms
[2022-04-10 18:25:38	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311659 | val_loss: 0.0311788 | Time: 3110.94 ms
[2022-04-10 18:25:41	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311965 | val_loss: 0.0312078 | Time: 3118.67 ms
[2022-04-10 18:25:44	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0312058 | val_loss: 0.0312064 | Time: 3135.03 ms
[2022-04-10 18:25:47	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0312064 | val_loss: 0.0312018 | Time: 3106.37 ms
[2022-04-10 18:25:50	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312018 | val_loss: 0.0311948 | Time: 3122.39 ms
[2022-04-10 18:25:53	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0312075 | val_loss: 0.0312323 | Time: 3128.28 ms
[2022-04-10 18:25:57	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0312451 | val_loss: 0.0312499 | Time: 3145.77 ms
[2022-04-10 18:26:00	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0312504 | val_loss: 0.0312504 | Time: 3124.1 ms
[2022-04-10 18:26:03	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0312502 | val_loss: 0.0312519 | Time: 3070.49 ms
[2022-04-10 18:26:06	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031251 | val_loss: 0.0312514 | Time: 3111.39 ms
[2022-04-10 18:26:09	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0312507 | val_loss: 0.0312509 | Time: 3098.98 ms
[2022-04-10 18:26:12	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312506 | val_loss: 0.0312501 | Time: 3076.09 ms
[2022-04-10 18:26:15	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312499 | val_loss: 0.0312504 | Time: 3079.47 ms
[2022-04-10 18:26:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312509 | val_loss: 0.0312519 | Time: 3075.95 ms
[2022-04-10 18:26:21	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312513 | val_loss: 0.031251 | Time: 3097.43 ms
[2022-04-10 18:26:24	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0312517 | val_loss: 0.0312529 | Time: 3085.3 ms
[2022-04-10 18:26:27	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312506 | val_loss: 0.0312502 | Time: 3077.35 ms
[2022-04-10 18:26:31	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312501 | val_loss: 0.031251 | Time: 3078.34 ms
[2022-04-10 18:26:34	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312502 | val_loss: 0.0312498 | Time: 3155.87 ms
[2022-04-10 18:26:37	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0312504 | val_loss: 0.0312493 | Time: 3228.91 ms
[2022-04-10 18:26:40	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0312507 | val_loss: 0.0312504 | Time: 3303.71 ms
[2022-04-10 18:26:44	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0312503 | val_loss: 0.0312491 | Time: 3231.77 ms
[2022-04-10 18:26:47	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0312492 | val_loss: 0.0312487 | Time: 3176.97 ms
[2022-04-10 18:26:50	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0312484 | val_loss: 0.0312485 | Time: 3159.78 ms
[2022-04-10 18:26:53	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0312486 | val_loss: 0.0312501 | Time: 3091.88 ms
[2022-04-10 18:26:56	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031249 | val_loss: 0.0312493 | Time: 3093.38 ms
[2022-04-10 18:26:59	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0312485 | val_loss: 0.031249 | Time: 3079.04 ms
[2022-04-10 18:27:02	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0312489 | val_loss: 0.031251 | Time: 3128.96 ms
[2022-04-10 18:27:05	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0312496 | val_loss: 0.031249 | Time: 3199.95 ms
[2022-04-10 18:27:09	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0312489 | val_loss: 0.0312487 | Time: 3179.57 ms
[2022-04-10 18:27:12	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0312481 | val_loss: 0.0312491 | Time: 3156.73 ms
[2022-04-10 18:27:15	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0312483 | val_loss: 0.0312514 | Time: 3187.39 ms
[2022-04-10 18:27:18	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0312484 | val_loss: 0.0312482 | Time: 3165.9 ms
[2022-04-10 18:27:21	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0312474 | val_loss: 0.0312479 | Time: 3106.99 ms
[2022-04-10 18:27:24	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0312466 | val_loss: 0.031248 | Time: 3122.59 ms
[2022-04-10 18:27:28	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0312465 | val_loss: 0.0312475 | Time: 3118.64 ms
[2022-04-10 18:27:31	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0312459 | val_loss: 0.0312486 | Time: 3137.32 ms
[2022-04-10 18:27:34	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0312474 | val_loss: 0.031251 | Time: 3142.6 ms
[2022-04-10 18:27:37	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0312482 | val_loss: 0.0312467 | Time: 3114.91 ms
[2022-04-10 18:27:40	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0312464 | val_loss: 0.031248 | Time: 3122.62 ms
[2022-04-10 18:27:43	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0312459 | val_loss: 0.0312468 | Time: 3082.71 ms
[2022-04-10 18:27:46	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 3106.92 ms
[2022-04-10 18:27:49	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0312489 | val_loss: 0.0312503 | Time: 3115.17 ms
[2022-04-10 18:27:52	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.031247 | val_loss: 0.0312473 | Time: 3095.53 ms
[2022-04-10 18:27:56	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0312452 | val_loss: 0.0312458 | Time: 3110.13 ms
[2022-04-10 18:27:59	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0312445 | val_loss: 0.031244 | Time: 3131.2 ms
[2022-04-10 18:28:02	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0312448 | val_loss: 0.0312451 | Time: 3108.91 ms
[2022-04-10 18:28:05	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031242 | val_loss: 0.0312448 | Time: 3116.47 ms
[2022-04-10 18:28:08	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0312434 | val_loss: 0.0312439 | Time: 3177.8 ms
[2022-04-10 18:28:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0312415 | val_loss: 0.0312428 | Time: 3120.26 ms
[2022-04-10 18:28:14	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0312399 | val_loss: 0.0312439 | Time: 3116.17 ms
[2022-04-10 18:28:18	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0312402 | val_loss: 0.0312429 | Time: 3148.33 ms
[2022-04-10 18:28:21	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0312388 | val_loss: 0.0312425 | Time: 3156.46 ms
[2022-04-10 18:28:24	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0312405 | val_loss: 0.0312424 | Time: 3147.71 ms
[2022-04-10 18:28:27	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0312381 | val_loss: 0.0312415 | Time: 3112.12 ms
[2022-04-10 18:28:30	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0312362 | val_loss: 0.0312407 | Time: 3165.77 ms
[2022-04-10 18:28:33	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0312346 | val_loss: 0.0312388 | Time: 3116.66 ms
[2022-04-10 18:28:36	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0312349 | val_loss: 0.0312379 | Time: 3123.72 ms
[2022-04-10 18:28:40	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.031234 | val_loss: 0.0312353 | Time: 3147.85 ms
[2022-04-10 18:28:43	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0312336 | val_loss: 0.031232 | Time: 3198.44 ms
[2022-04-10 18:28:46	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0312322 | val_loss: 0.0312316 | Time: 3166.96 ms
[2022-04-10 18:28:49	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0312314 | val_loss: 0.0312378 | Time: 3176.37 ms
[2022-04-10 18:28:52	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0312307 | val_loss: 0.031229 | Time: 3131.9 ms
[2022-04-10 18:28:55	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0312311 | val_loss: 0.0312351 | Time: 3095.89 ms
[2022-04-10 18:28:58	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0312305 | val_loss: 0.0312313 | Time: 3119.89 ms
[2022-04-10 18:29:02	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0312276 | val_loss: 0.0312292 | Time: 3096.29 ms
[2022-04-10 18:29:05	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0312269 | val_loss: 0.0312285 | Time: 3108.33 ms
[2022-04-10 18:29:08	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0312238 | val_loss: 0.0312266 | Time: 3128.08 ms
[2022-04-10 18:29:11	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312249 | val_loss: 0.0312318 | Time: 3134.32 ms
[2022-04-10 18:29:14	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312246 | val_loss: 0.031226 | Time: 3104.08 ms
[2022-04-10 18:29:17	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0312214 | val_loss: 0.0312257 | Time: 3085.42 ms
[2022-04-10 18:29:20	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312204 | val_loss: 0.0312257 | Time: 3112.9 ms
[2022-04-10 18:29:23	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312203 | val_loss: 0.0312237 | Time: 3124.01 ms
[2022-04-10 18:29:26	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.03122 | val_loss: 0.0312237 | Time: 3116.23 ms
[2022-04-10 18:29:30	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312196 | val_loss: 0.0312212 | Time: 3112.54 ms
[2022-04-10 18:29:33	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0312181 | val_loss: 0.0312223 | Time: 3081 ms
[2022-04-10 18:29:36	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0312173 | val_loss: 0.0312209 | Time: 3101.97 ms
[2022-04-10 18:29:39	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0312161 | val_loss: 0.0312205 | Time: 3114.31 ms
[2022-04-10 18:29:42	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312167 | val_loss: 0.0312188 | Time: 3129.18 ms
[2022-04-10 18:29:45	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0312153 | val_loss: 0.031219 | Time: 3115.03 ms
[2022-04-10 18:29:48	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0312137 | val_loss: 0.031222 | Time: 3142.47 ms
[2022-04-10 18:29:51	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0312146 | val_loss: 0.0312184 | Time: 3132.23 ms
[2022-04-10 18:29:55	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0312127 | val_loss: 0.0312184 | Time: 3115.99 ms
[2022-04-10 18:29:58	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312134 | val_loss: 0.0312189 | Time: 3136.58 ms
[2022-04-10 18:30:01	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312143 | val_loss: 0.0312179 | Time: 3130.45 ms
[2022-04-10 18:30:04	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0312129 | val_loss: 0.0312173 | Time: 3130.5 ms
[2022-04-10 18:30:07	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.031212 | val_loss: 0.0312171 | Time: 3107.19 ms
[2022-04-10 18:30:10	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312116 | val_loss: 0.0312152 | Time: 3116.32 ms
[2022-04-10 18:30:13	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0312102 | val_loss: 0.0312158 | Time: 3118.36 ms
[2022-04-10 18:30:16	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0312114 | val_loss: 0.031223 | Time: 3097.01 ms
[2022-04-10 18:30:19	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312148 | val_loss: 0.0312171 | Time: 3119.82 ms
[2022-04-10 18:30:23	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312101 | val_loss: 0.0312168 | Time: 3156.69 ms
[2022-04-10 18:30:26	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312115 | val_loss: 0.0312157 | Time: 3116.37 ms
[2022-04-10 18:30:29	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312091 | val_loss: 0.0312158 | Time: 3106.6 ms
[2022-04-10 18:30:32	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0312085 | val_loss: 0.0312168 | Time: 3119.04 ms
[2022-04-10 18:30:35	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312084 | val_loss: 0.0312196 | Time: 3110.6 ms
[2022-04-10 18:30:38	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312085 | val_loss: 0.0312164 | Time: 3150.02 ms
[2022-04-10 18:30:41	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312073 | val_loss: 0.0312144 | Time: 3132.3 ms
[2022-04-10 18:30:45	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0312063 | val_loss: 0.0312152 | Time: 3125.49 ms
[2022-04-10 18:30:48	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312057 | val_loss: 0.0312153 | Time: 3115.56 ms
[2022-04-10 18:30:51	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0312076 | val_loss: 0.0312146 | Time: 3132.43 ms
[2022-04-10 18:30:54	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0312058 | val_loss: 0.0312165 | Time: 3103.95 ms
[2022-04-10 18:30:57	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0312077 | val_loss: 0.031217 | Time: 3098.81 ms
[2022-04-10 18:31:00	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312054 | val_loss: 0.0312155 | Time: 3110.53 ms
[2022-04-10 18:31:03	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312053 | val_loss: 0.0312125 | Time: 3123.05 ms
[2022-04-10 18:31:06	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312042 | val_loss: 0.0312125 | Time: 3134.26 ms
[2022-04-10 18:31:09	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0312059 | val_loss: 0.0312128 | Time: 3127.24 ms
[2022-04-10 18:31:13	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312101 | val_loss: 0.0312139 | Time: 3109.93 ms
[2022-04-10 18:31:16	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0312106 | val_loss: 0.031213 | Time: 3123 ms
[2022-04-10 18:31:19	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312064 | val_loss: 0.0312115 | Time: 3145.24 ms
[2022-04-10 18:31:22	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312139 | val_loss: 0.0312201 | Time: 3145.39 ms
[2022-04-10 18:31:25	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312199 | val_loss: 0.0312239 | Time: 3133.64 ms
[2022-04-10 18:31:28	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312191 | val_loss: 0.0312181 | Time: 3108.72 ms
[2022-04-10 18:31:31	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312144 | val_loss: 0.0312154 | Time: 3099.66 ms
[2022-04-10 18:31:34	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0312122 | val_loss: 0.0312158 | Time: 3099.62 ms
[2022-04-10 18:31:38	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312119 | val_loss: 0.0312125 | Time: 3095.13 ms
[2022-04-10 18:31:41	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312124 | val_loss: 0.031213 | Time: 3088.65 ms
[2022-04-10 18:31:44	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.03121 | val_loss: 0.0312159 | Time: 3100.53 ms
[2022-04-10 18:31:47	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312106 | val_loss: 0.0312123 | Time: 3101.56 ms
[2022-04-10 18:31:50	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0312088 | val_loss: 0.0312118 | Time: 3106.31 ms
[2022-04-10 18:31:53	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312068 | val_loss: 0.0312113 | Time: 3107.75 ms
[2022-04-10 18:31:56	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0312072 | val_loss: 0.0312114 | Time: 3153.94 ms
[2022-04-10 18:31:59	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.031207 | val_loss: 0.0312137 | Time: 3157.16 ms
[2022-04-10 18:32:03	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312066 | val_loss: 0.0312144 | Time: 3119.63 ms
[2022-04-10 18:32:06	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0312085 | val_loss: 0.0312137 | Time: 3129.01 ms
[2022-04-10 18:32:09	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031207 | val_loss: 0.0312119 | Time: 3088.79 ms
[2022-04-10 18:32:12	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0312072 | val_loss: 0.0312125 | Time: 3100.75 ms
[2022-04-10 18:32:15	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.031205 | val_loss: 0.0312103 | Time: 3122.43 ms
[2022-04-10 18:32:18	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0312047 | val_loss: 0.0312109 | Time: 3112.87 ms
[2022-04-10 18:32:21	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0312064 | val_loss: 0.0312111 | Time: 3133.11 ms
[2022-04-10 18:32:24	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0312071 | val_loss: 0.0312135 | Time: 3141.98 ms
[2022-04-10 18:32:28	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312169 | val_loss: 0.0312249 | Time: 3113.16 ms
[2022-04-10 18:32:31	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312166 | val_loss: 0.0312153 | Time: 3109.24 ms
[2022-04-10 18:32:34	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312115 | val_loss: 0.031214 | Time: 3107 ms
[2022-04-10 18:32:37	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312099 | val_loss: 0.0312127 | Time: 3119.49 ms
[2022-04-10 18:32:40	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312102 | val_loss: 0.0312153 | Time: 3114.95 ms
[2022-04-10 18:32:43	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0312096 | val_loss: 0.0312117 | Time: 3106.37 ms
[2022-04-10 18:32:46	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312077 | val_loss: 0.0312118 | Time: 3094.13 ms
[2022-04-10 18:32:49	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312081 | val_loss: 0.0312126 | Time: 3099.6 ms
[2022-04-10 18:32:52	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.031209 | val_loss: 0.0312169 | Time: 3112.25 ms
[2022-04-10 18:32:56	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0312113 | val_loss: 0.0312188 | Time: 3107.45 ms
[2022-04-10 18:32:59	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0312075 | val_loss: 0.0312121 | Time: 3103.07 ms
[2022-04-10 18:33:02	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312079 | val_loss: 0.0312115 | Time: 3104.59 ms
[2022-04-10 18:33:05	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031208 | val_loss: 0.0312152 | Time: 3119.95 ms
[2022-04-10 18:33:08	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312067 | val_loss: 0.031212 | Time: 3141.29 ms
[2022-04-10 18:33:11	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0312049 | val_loss: 0.0312109 | Time: 3121.3 ms
[2022-04-10 18:33:14	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0312043 | val_loss: 0.0312118 | Time: 3124.29 ms
[2022-04-10 18:33:17	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0312041 | val_loss: 0.0312105 | Time: 3128.83 ms
[2022-04-10 18:33:20	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0312055 | val_loss: 0.0312099 | Time: 3110.75 ms
[2022-04-10 18:33:24	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0312046 | val_loss: 0.0312114 | Time: 3104.79 ms
[2022-04-10 18:33:27	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0312053 | val_loss: 0.0312129 | Time: 3128 ms
[2022-04-10 18:33:30	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312041 | val_loss: 0.03121 | Time: 3119.3 ms
[2022-04-10 18:33:33	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312036 | val_loss: 0.0312102 | Time: 3118.81 ms
[2022-04-10 18:33:36	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0312034 | val_loss: 0.0312113 | Time: 3110.35 ms
[2022-04-10 18:33:39	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312035 | val_loss: 0.0312103 | Time: 3116.18 ms
[2022-04-10 18:33:42	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0312031 | val_loss: 0.0312121 | Time: 3101.28 ms
[2022-04-10 18:33:45	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0312027 | val_loss: 0.0312111 | Time: 3081.85 ms
[2022-04-10 18:33:49	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312026 | val_loss: 0.03121 | Time: 3123.22 ms
[2022-04-10 18:33:52	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312025 | val_loss: 0.0312102 | Time: 3110.01 ms
[2022-04-10 18:33:55	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312029 | val_loss: 0.0312119 | Time: 3109.87 ms
[2022-04-10 18:33:58	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312034 | val_loss: 0.031213 | Time: 3117.71 ms
[2022-04-10 18:34:01	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312028 | val_loss: 0.0312128 | Time: 3126.81 ms
[2022-04-10 18:34:04	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312018 | val_loss: 0.0312115 | Time: 3103.42 ms
[2022-04-10 18:34:07	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.031202 | val_loss: 0.031214 | Time: 3117.2 ms
[2022-04-10 18:34:10	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0312051 | val_loss: 0.0312151 | Time: 3140.7 ms
[2022-04-10 18:34:13	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312028 | val_loss: 0.031212 | Time: 3128.59 ms
[2022-04-10 18:34:17	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312013 | val_loss: 0.031211 | Time: 3116.1 ms
[2022-04-10 18:34:20	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312018 | val_loss: 0.0312123 | Time: 3130.04 ms
[2022-04-10 18:34:23	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0312063 | val_loss: 0.0312117 | Time: 3118.14 ms
[2022-04-10 18:34:26	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031205 | val_loss: 0.0312103 | Time: 3133.8 ms
[2022-04-10 18:34:29	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312041 | val_loss: 0.0312104 | Time: 3128.22 ms
[2022-04-10 18:34:32	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312041 | val_loss: 0.0312109 | Time: 3071.57 ms
[2022-04-10 18:34:35	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312039 | val_loss: 0.0312113 | Time: 3103.25 ms
[2022-04-10 18:34:38	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312029 | val_loss: 0.0312117 | Time: 3111.94 ms
[2022-04-10 18:34:42	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312031 | val_loss: 0.03121 | Time: 3113.67 ms
[2022-04-10 18:34:45	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312056 | val_loss: 0.0312117 | Time: 3075.44 ms
[2022-04-10 18:34:48	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312094 | val_loss: 0.0312115 | Time: 3094.84 ms
[2022-04-10 18:34:51	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312072 | val_loss: 0.0312113 | Time: 3137.4 ms
[2022-04-10 18:34:54	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0312072 | val_loss: 0.0312096 | Time: 3119.77 ms
[2022-04-10 18:34:57	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0312062 | val_loss: 0.0312095 | Time: 3090.82 ms
[2022-04-10 18:35:00	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0312121 | val_loss: 0.0312127 | Time: 3117.12 ms
[2022-04-10 18:35:03	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312117 | val_loss: 0.0312119 | Time: 3097.37 ms
[2022-04-10 18:35:06	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0312093 | val_loss: 0.0312107 | Time: 3112.96 ms
[2022-04-10 18:35:10	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312068 | val_loss: 0.0312111 | Time: 3119.8 ms
[2022-04-10 18:35:13	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312086 | val_loss: 0.0312097 | Time: 3139.88 ms
[2022-04-10 18:35:16	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312056 | val_loss: 0.0312086 | Time: 3107.8 ms
[2022-04-10 18:35:19	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312056 | val_loss: 0.0312089 | Time: 3090.8 ms
[2022-04-10 18:35:22	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0312049 | val_loss: 0.0312079 | Time: 3137.5 ms
[2022-04-10 18:35:25	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312078 | val_loss: 0.0312143 | Time: 3107.57 ms
[2022-04-10 18:35:28	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312098 | val_loss: 0.0312131 | Time: 3103.12 ms
[2022-04-10 18:35:31	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312096 | val_loss: 0.0312141 | Time: 3133.81 ms
[2022-04-10 18:35:34	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312078 | val_loss: 0.0312105 | Time: 3101.55 ms
[2022-04-10 18:35:38	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312065 | val_loss: 0.0312099 | Time: 3110.15 ms
[2022-04-10 18:35:41	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312047 | val_loss: 0.0312086 | Time: 3104.56 ms
[2022-04-10 18:35:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312046 | val_loss: 0.031208 | Time: 3088.73 ms
[2022-04-10 18:35:47	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312035 | val_loss: 0.0312073 | Time: 3091.43 ms
[2022-04-10 18:35:50	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312023 | val_loss: 0.0312095 | Time: 3112.76 ms
[2022-04-10 18:35:50	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312095
[2022-04-10 18:35:50	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-10 18:35:50	                main:608]	:	INFO	:	Success, exiting..
18:35:50 (3820): called boinc_finish(0)

</stderr_txt>
]]>


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