Task 14596437

Name ParityModified-1647043373-17652-3-0_0
Workunit 11618061
Created 11 Apr 2022, 2:01:07 UTC
Sent 11 Apr 2022, 5:00:31 UTC
Report deadline 19 Apr 2022, 5:00:31 UTC
Received 18 Apr 2022, 13:59:31 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21344
Run time 1 hours 48 min 38 sec
CPU time 1 hours 38 min 50 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 6,456.47 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.33 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
:574]	:	INFO	:	Epoch 1586 | loss: 0.0311686 | val_loss: 0.0311782 | Time: 2865.18 ms
[2022-04-18 05:48:05	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311671 | val_loss: 0.0311773 | Time: 2904.53 ms
[2022-04-18 05:48:08	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311673 | val_loss: 0.0311778 | Time: 2822.58 ms
[2022-04-18 05:48:11	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311731 | val_loss: 0.0311793 | Time: 2861.28 ms
[2022-04-18 05:48:14	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311716 | val_loss: 0.0311778 | Time: 3132.33 ms
[2022-04-18 05:48:17	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311713 | val_loss: 0.0311777 | Time: 3224.67 ms
[2022-04-18 05:48:31	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311709 | val_loss: 0.0311773 | Time: 13395.9 ms
[2022-04-18 05:48:34	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311697 | val_loss: 0.0311765 | Time: 3083.91 ms
[2022-04-18 05:48:37	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311688 | val_loss: 0.0311771 | Time: 2999.38 ms
[2022-04-18 05:48:40	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311689 | val_loss: 0.0311763 | Time: 3149.82 ms
[2022-04-18 05:48:43	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311693 | val_loss: 0.0311766 | Time: 2949.5 ms
[2022-04-18 05:48:46	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311681 | val_loss: 0.0311763 | Time: 3025.72 ms
[2022-04-18 05:48:49	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.03117 | val_loss: 0.0311797 | Time: 3008.92 ms
[2022-04-18 05:48:52	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311702 | val_loss: 0.0311772 | Time: 3033.06 ms
[2022-04-18 05:48:55	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311693 | val_loss: 0.031175 | Time: 3106.52 ms
[2022-04-18 05:49:09	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311678 | val_loss: 0.0311744 | Time: 13586.7 ms
[2022-04-18 05:49:12	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311689 | val_loss: 0.0311771 | Time: 3096.79 ms
[2022-04-18 05:49:15	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311695 | val_loss: 0.0311748 | Time: 3076.19 ms
[2022-04-18 05:49:18	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311707 | val_loss: 0.0311752 | Time: 3112.27 ms
[2022-04-18 05:49:21	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311698 | val_loss: 0.0311741 | Time: 3046.31 ms
[2022-04-18 05:49:24	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311773 | val_loss: 0.031185 | Time: 3093.2 ms
[2022-04-18 05:49:27	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311854 | val_loss: 0.0311858 | Time: 3087.67 ms
[2022-04-18 05:49:30	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311836 | val_loss: 0.0311844 | Time: 3051.04 ms
[2022-04-18 05:49:33	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311776 | val_loss: 0.031183 | Time: 3192.78 ms
[2022-04-18 05:49:36	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311774 | val_loss: 0.0311815 | Time: 2853.85 ms
[2022-04-18 05:49:39	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311758 | val_loss: 0.0311855 | Time: 2884.23 ms
[2022-04-18 05:49:42	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311753 | val_loss: 0.0311833 | Time: 2878.94 ms
[2022-04-18 05:49:45	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311757 | val_loss: 0.0311825 | Time: 2881.24 ms
[2022-04-18 05:49:48	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311751 | val_loss: 0.0311819 | Time: 2863.33 ms
[2022-04-18 05:49:51	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311735 | val_loss: 0.0311831 | Time: 2773.02 ms
[2022-04-18 05:49:53	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311735 | val_loss: 0.0311812 | Time: 2852.06 ms
[2022-04-18 05:49:56	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311736 | val_loss: 0.0311809 | Time: 2846.67 ms
[2022-04-18 05:49:59	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311729 | val_loss: 0.0311849 | Time: 2871.57 ms
[2022-04-18 05:50:02	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311747 | val_loss: 0.0311761 | Time: 2911.84 ms
[2022-04-18 05:50:05	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311755 | val_loss: 0.0311737 | Time: 2841.6 ms
[2022-04-18 05:50:08	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311734 | val_loss: 0.0311716 | Time: 2886.9 ms
[2022-04-18 05:50:11	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311724 | val_loss: 0.0311733 | Time: 2905.88 ms
[2022-04-18 05:50:14	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311726 | val_loss: 0.0311746 | Time: 2876.75 ms
[2022-04-18 05:50:16	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311719 | val_loss: 0.0311756 | Time: 2874.03 ms
[2022-04-18 05:50:19	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311735 | val_loss: 0.0311717 | Time: 2839.07 ms
[2022-04-18 05:50:22	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311733 | val_loss: 0.0311732 | Time: 2898.48 ms
[2022-04-18 05:50:25	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311772 | val_loss: 0.0311725 | Time: 2887.6 ms
[2022-04-18 05:50:28	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311725 | val_loss: 0.0311719 | Time: 2836.14 ms
[2022-04-18 05:50:31	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311718 | val_loss: 0.0311732 | Time: 2756.14 ms
[2022-04-18 05:50:34	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311704 | val_loss: 0.0311725 | Time: 2803.41 ms
[2022-04-18 05:50:37	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311711 | val_loss: 0.0311741 | Time: 3365.1 ms
[2022-04-18 05:50:50	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311719 | val_loss: 0.0311744 | Time: 13453.7 ms
[2022-04-18 05:50:53	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311717 | val_loss: 0.0311737 | Time: 3050.08 ms
[2022-04-18 05:50:56	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.031171 | val_loss: 0.0311744 | Time: 3060.71 ms
[2022-04-18 05:51:00	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311714 | val_loss: 0.0311738 | Time: 3034.03 ms
[2022-04-18 05:51:03	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311708 | val_loss: 0.0311746 | Time: 2996.97 ms
[2022-04-18 05:51:05	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311706 | val_loss: 0.0311747 | Time: 2954.69 ms
[2022-04-18 05:51:08	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311722 | val_loss: 0.0311784 | Time: 3019.83 ms
[2022-04-18 05:51:11	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311743 | val_loss: 0.0311777 | Time: 2961.88 ms
[2022-04-18 05:51:14	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311737 | val_loss: 0.0311767 | Time: 2954.09 ms
[2022-04-18 05:51:17	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311754 | val_loss: 0.0311771 | Time: 3045.4 ms
[2022-04-18 05:51:21	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311749 | val_loss: 0.0311763 | Time: 3134.34 ms
[2022-04-18 05:51:24	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311738 | val_loss: 0.0311757 | Time: 3058.3 ms
[2022-04-18 05:51:27	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311733 | val_loss: 0.0311755 | Time: 2958.59 ms
[2022-04-18 05:51:30	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311735 | val_loss: 0.0311761 | Time: 3092.27 ms
[2022-04-18 05:51:33	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311723 | val_loss: 0.0311755 | Time: 3045.35 ms
[2022-04-18 05:51:36	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311727 | val_loss: 0.0311823 | Time: 2970.16 ms
[2022-04-18 05:51:39	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311725 | val_loss: 0.0311769 | Time: 3076 ms
[2022-04-18 05:51:42	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311718 | val_loss: 0.0311779 | Time: 3057.28 ms
[2022-04-18 05:51:45	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.031172 | val_loss: 0.0311775 | Time: 3003.9 ms
[2022-04-18 05:51:48	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311732 | val_loss: 0.0311778 | Time: 3106.82 ms
[2022-04-18 05:51:51	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311741 | val_loss: 0.0311769 | Time: 3031.34 ms
[2022-04-18 05:51:54	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031173 | val_loss: 0.0311779 | Time: 2908.42 ms
[2022-04-18 05:51:57	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311749 | val_loss: 0.0311777 | Time: 2916.98 ms
[2022-04-18 05:52:00	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311779 | val_loss: 0.0311779 | Time: 2831.02 ms
[2022-04-18 05:52:03	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311755 | val_loss: 0.031177 | Time: 2821.59 ms
[2022-04-18 05:52:05	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031175 | val_loss: 0.0311824 | Time: 2893.37 ms
[2022-04-18 05:52:08	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311761 | val_loss: 0.0311775 | Time: 2952.51 ms
[2022-04-18 05:52:11	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.031177 | val_loss: 0.0311783 | Time: 2773.11 ms
[2022-04-18 05:52:14	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311753 | val_loss: 0.0311824 | Time: 2838.39 ms
[2022-04-18 05:52:17	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311754 | val_loss: 0.0311791 | Time: 2856.73 ms
[2022-04-18 05:52:20	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311748 | val_loss: 0.0311798 | Time: 2891.22 ms
[2022-04-18 05:52:23	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311742 | val_loss: 0.0311814 | Time: 2854.84 ms
[2022-04-18 05:52:25	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311775 | val_loss: 0.0311856 | Time: 2828.25 ms
[2022-04-18 05:52:28	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311783 | val_loss: 0.0311792 | Time: 2925.25 ms
[2022-04-18 05:52:31	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311756 | val_loss: 0.031179 | Time: 2857.72 ms
[2022-04-18 05:52:34	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311764 | val_loss: 0.031179 | Time: 2947 ms
[2022-04-18 05:52:37	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311759 | val_loss: 0.0311821 | Time: 2845.78 ms
[2022-04-18 05:52:40	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311757 | val_loss: 0.0311801 | Time: 2917.15 ms
[2022-04-18 05:52:43	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031175 | val_loss: 0.031179 | Time: 2924.27 ms
[2022-04-18 05:52:46	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031174 | val_loss: 0.031178 | Time: 2822.75 ms
[2022-04-18 05:52:49	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031175 | val_loss: 0.0311778 | Time: 2885.9 ms
[2022-04-18 05:52:51	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311741 | val_loss: 0.0311774 | Time: 2837.76 ms
[2022-04-18 05:52:55	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311736 | val_loss: 0.0311794 | Time: 3414.02 ms
[2022-04-18 05:52:58	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311738 | val_loss: 0.0311784 | Time: 3032.97 ms
[2022-04-18 05:53:01	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311737 | val_loss: 0.0311784 | Time: 3045.48 ms
[2022-04-18 05:53:35	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311737 | val_loss: 0.0311776 | Time: 33639.5 ms
[2022-04-18 05:53:38	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311743 | val_loss: 0.0311785 | Time: 3075.03 ms
[2022-04-18 05:53:41	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311744 | val_loss: 0.0311777 | Time: 3079.35 ms
[2022-04-18 05:53:44	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311735 | val_loss: 0.0311814 | Time: 3054.75 ms
[2022-04-18 05:53:47	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311741 | val_loss: 0.0311793 | Time: 3054.94 ms
[2022-04-18 05:53:50	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031178 | val_loss: 0.0311785 | Time: 3010.85 ms
[2022-04-18 05:53:53	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311776 | val_loss: 0.0311829 | Time: 3060.52 ms
[2022-04-18 05:53:56	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311771 | val_loss: 0.0311788 | Time: 3028.47 ms
[2022-04-18 05:53:59	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031176 | val_loss: 0.0311772 | Time: 3046.82 ms
[2022-04-18 05:54:02	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311745 | val_loss: 0.0311793 | Time: 3039.12 ms
[2022-04-18 05:54:05	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311732 | val_loss: 0.0311792 | Time: 3139.48 ms
[2022-04-18 05:54:08	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311739 | val_loss: 0.0311785 | Time: 3046.49 ms
[2022-04-18 05:54:11	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311729 | val_loss: 0.0311777 | Time: 3042.3 ms
[2022-04-18 05:54:14	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311729 | val_loss: 0.0311778 | Time: 2883.78 ms
[2022-04-18 05:54:17	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311747 | val_loss: 0.031179 | Time: 2896.17 ms
[2022-04-18 05:54:20	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311733 | val_loss: 0.0311773 | Time: 2835.55 ms
[2022-04-18 05:54:23	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031174 | val_loss: 0.0311772 | Time: 2861.57 ms
[2022-04-18 05:54:26	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311757 | val_loss: 0.0311817 | Time: 2964.52 ms
[2022-04-18 05:54:29	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031177 | val_loss: 0.0311816 | Time: 2860.29 ms
[2022-04-18 05:54:32	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311764 | val_loss: 0.0311809 | Time: 2952.02 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2060)
[2022-04-18 05:55:35	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-18 05:55:35	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-18 05:55:35	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-18 05:55:35	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-18 05:55:35	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-18 05:55:35	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-18 05:55:35	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-18 05:55:35	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-18 05:55:35	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-18 05:55:35	                main:474]	:	INFO	:	Configuration: 
[2022-04-18 05:55:35	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-18 05:55:35	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-18 05:55:35	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-18 05:55:35	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-18 05:55:35	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-18 05:55:35	                main:480]	:	INFO	:	    Patience: 10
[2022-04-18 05:55:35	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-18 05:55:35	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-18 05:55:35	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-18 05:55:35	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-18 05:55:35	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-18 05:55:35	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-18 05:55:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-18 05:55:37	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-18 05:55:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-18 05:55:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-18 05:55:37	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-18 05:55:37	                main:494]	:	INFO	:	Creating Model
[2022-04-18 05:55:37	                main:507]	:	INFO	:	Preparing config file
[2022-04-18 05:55:37	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-18 05:55:37	                main:512]	:	INFO	:	Loading config
[2022-04-18 05:55:37	                main:514]	:	INFO	:	Loading state
[2022-04-18 05:55:38	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-18 05:55:38	                main:562]	:	INFO	:	Starting Training
[2022-04-18 05:55:41	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0312912 | val_loss: 0.0312054 | Time: 3233.21 ms
[2022-04-18 05:55:44	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311885 | val_loss: 0.0311941 | Time: 3031.85 ms
[2022-04-18 05:55:47	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311808 | val_loss: 0.0311811 | Time: 3122.71 ms
[2022-04-18 05:55:50	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311778 | val_loss: 0.0311772 | Time: 3177.1 ms
[2022-04-18 05:56:04	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311771 | val_loss: 0.0311748 | Time: 13318.9 ms
[2022-04-18 05:56:07	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311736 | val_loss: 0.031176 | Time: 2933.74 ms
[2022-04-18 05:56:10	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311733 | val_loss: 0.031175 | Time: 3164.21 ms
[2022-04-18 05:56:13	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311731 | val_loss: 0.031176 | Time: 3011.33 ms
[2022-04-18 05:56:16	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311715 | val_loss: 0.031177 | Time: 3021.81 ms
[2022-04-18 05:56:19	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311727 | val_loss: 0.0311764 | Time: 3132.09 ms
[2022-04-18 05:56:22	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311726 | val_loss: 0.0311767 | Time: 3124.06 ms
[2022-04-18 05:56:25	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311767 | val_loss: 0.0311829 | Time: 3184.43 ms
[2022-04-18 05:56:28	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311784 | val_loss: 0.0311823 | Time: 3038.85 ms
[2022-04-18 05:56:31	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311766 | val_loss: 0.031179 | Time: 2879.73 ms
[2022-04-18 05:56:34	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311764 | val_loss: 0.0311816 | Time: 2937.95 ms
[2022-04-18 05:56:37	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311777 | val_loss: 0.0311781 | Time: 2906.22 ms
[2022-04-18 05:56:40	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311767 | val_loss: 0.0311818 | Time: 2819 ms
[2022-04-18 05:56:43	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311803 | val_loss: 0.0311775 | Time: 2857.11 ms
[2022-04-18 05:56:46	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311749 | val_loss: 0.031177 | Time: 2885.13 ms
[2022-04-18 05:56:49	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311746 | val_loss: 0.0311764 | Time: 2887.38 ms
[2022-04-18 05:56:52	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311769 | val_loss: 0.0311829 | Time: 2814.35 ms
[2022-04-18 05:56:54	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311822 | val_loss: 0.0311759 | Time: 2927.76 ms
[2022-04-18 05:56:57	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311782 | val_loss: 0.0311779 | Time: 2791.18 ms
[2022-04-18 05:57:00	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311761 | val_loss: 0.0311751 | Time: 2846.98 ms
[2022-04-18 05:57:03	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311751 | val_loss: 0.0311741 | Time: 2919.72 ms
[2022-04-18 05:57:06	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311755 | val_loss: 0.0311769 | Time: 2882.3 ms
[2022-04-18 05:57:09	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031175 | val_loss: 0.0311777 | Time: 2808.72 ms
[2022-04-18 05:57:12	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311765 | val_loss: 0.0311842 | Time: 2797.42 ms
[2022-04-18 05:57:14	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311775 | val_loss: 0.0311798 | Time: 2909.12 ms
[2022-04-18 05:57:17	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311764 | val_loss: 0.0311767 | Time: 2955.59 ms
[2022-04-18 05:57:20	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311742 | val_loss: 0.0311762 | Time: 2813.22 ms
[2022-04-18 05:57:23	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311739 | val_loss: 0.0311756 | Time: 2824.41 ms
[2022-04-18 05:57:26	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311751 | val_loss: 0.0311769 | Time: 2826.48 ms
[2022-04-18 05:57:29	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311755 | val_loss: 0.0311782 | Time: 2793.79 ms
[2022-04-18 05:57:32	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311757 | val_loss: 0.0311762 | Time: 3425.32 ms
[2022-04-18 05:57:45	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311757 | val_loss: 0.0311811 | Time: 13250 ms
[2022-04-18 05:57:49	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311774 | val_loss: 0.0311788 | Time: 3192.46 ms
[2022-04-18 05:57:52	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311795 | val_loss: 0.0311805 | Time: 3137.86 ms
[2022-04-18 05:57:55	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311831 | val_loss: 0.0311883 | Time: 2960.56 ms
[2022-04-18 05:57:58	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311784 | val_loss: 0.0311807 | Time: 2967.92 ms
[2022-04-18 05:58:01	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311775 | val_loss: 0.0311795 | Time: 2982.07 ms
[2022-04-18 05:58:04	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311767 | val_loss: 0.03118 | Time: 3052.26 ms
[2022-04-18 05:58:07	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311772 | val_loss: 0.0311797 | Time: 3130.44 ms
[2022-04-18 05:58:10	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311779 | val_loss: 0.0311801 | Time: 3184.35 ms
[2022-04-18 05:58:13	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311767 | val_loss: 0.0311784 | Time: 3072.52 ms
[2022-04-18 05:58:16	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311759 | val_loss: 0.0311772 | Time: 3120.57 ms
[2022-04-18 05:58:19	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311756 | val_loss: 0.0311792 | Time: 3184.25 ms
[2022-04-18 05:58:22	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031174 | val_loss: 0.031179 | Time: 3045.15 ms
[2022-04-18 05:58:25	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311742 | val_loss: 0.0311771 | Time: 2965.65 ms
[2022-04-18 05:58:28	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311743 | val_loss: 0.0311777 | Time: 3071.62 ms
[2022-04-18 05:58:31	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311779 | val_loss: 0.0311817 | Time: 3014.83 ms
[2022-04-18 05:58:34	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311775 | val_loss: 0.0311799 | Time: 2975.13 ms
[2022-04-18 05:58:37	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311772 | val_loss: 0.0311798 | Time: 3003.57 ms
[2022-04-18 05:58:41	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311784 | val_loss: 0.0311798 | Time: 3084.21 ms
[2022-04-18 05:58:44	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311766 | val_loss: 0.0311792 | Time: 3069.69 ms
[2022-04-18 05:58:47	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311752 | val_loss: 0.0311805 | Time: 3114.82 ms
[2022-04-18 05:58:50	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311748 | val_loss: 0.031178 | Time: 2902.29 ms
[2022-04-18 05:58:53	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311729 | val_loss: 0.0311776 | Time: 2939.18 ms
[2022-04-18 05:58:55	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311745 | val_loss: 0.0311782 | Time: 2834.16 ms
[2022-04-18 05:58:58	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311736 | val_loss: 0.0311791 | Time: 2897.02 ms
[2022-04-18 05:59:01	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311722 | val_loss: 0.0311794 | Time: 2895.02 ms
[2022-04-18 05:59:04	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311712 | val_loss: 0.0311788 | Time: 2903.98 ms
[2022-04-18 05:59:07	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311729 | val_loss: 0.0311769 | Time: 2846.59 ms
[2022-04-18 05:59:10	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311748 | val_loss: 0.0311771 | Time: 2896.77 ms
[2022-04-18 05:59:13	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311742 | val_loss: 0.0311766 | Time: 2840.07 ms
[2022-04-18 05:59:16	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311774 | val_loss: 0.0311775 | Time: 3000.59 ms
[2022-04-18 05:59:19	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311828 | val_loss: 0.031177 | Time: 2891.58 ms
[2022-04-18 05:59:22	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311759 | val_loss: 0.0311775 | Time: 2929.95 ms
[2022-04-18 05:59:24	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311721 | val_loss: 0.03118 | Time: 2858.68 ms
[2022-04-18 05:59:27	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311721 | val_loss: 0.0311826 | Time: 2949.27 ms
[2022-04-18 05:59:30	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311718 | val_loss: 0.0311766 | Time: 2900.24 ms
[2022-04-18 05:59:33	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311721 | val_loss: 0.0311784 | Time: 2857.09 ms
[2022-04-18 05:59:36	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311756 | val_loss: 0.0311781 | Time: 2864.53 ms
[2022-04-18 05:59:39	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031172 | val_loss: 0.0311802 | Time: 2922.16 ms
[2022-04-18 05:59:42	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.031172 | val_loss: 0.0311786 | Time: 2966.02 ms
[2022-04-18 05:59:45	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311709 | val_loss: 0.0311768 | Time: 2890.23 ms
[2022-04-18 05:59:48	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311712 | val_loss: 0.031177 | Time: 2925.12 ms
[2022-04-18 05:59:51	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311713 | val_loss: 0.0311765 | Time: 3067.39 ms
[2022-04-18 05:59:54	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311705 | val_loss: 0.0311774 | Time: 3283.29 ms
[2022-04-18 06:00:08	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311722 | val_loss: 0.0311761 | Time: 13361.5 ms
[2022-04-18 06:00:11	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311727 | val_loss: 0.0311768 | Time: 3038.86 ms
[2022-04-18 06:00:14	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311744 | val_loss: 0.0311785 | Time: 3033.43 ms
[2022-04-18 06:00:17	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311763 | val_loss: 0.0311774 | Time: 2985.52 ms
[2022-04-18 06:00:20	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311733 | val_loss: 0.0311795 | Time: 3283.7 ms
[2022-04-18 06:00:23	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311746 | val_loss: 0.0311774 | Time: 3373.84 ms
[2022-04-18 06:29:02	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311739 | val_loss: 0.0311792 | Time: 1.71889e+06 ms
[2022-04-18 06:29:05	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311739 | val_loss: 0.0311824 | Time: 2883.91 ms
[2022-04-18 06:29:08	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311776 | val_loss: 0.03118 | Time: 2856.05 ms
[2022-04-18 06:29:11	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311738 | val_loss: 0.0311816 | Time: 2882.3 ms
[2022-04-18 06:29:14	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311755 | val_loss: 0.0311793 | Time: 2850.42 ms
[2022-04-18 06:29:17	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311818 | val_loss: 0.0312024 | Time: 2890.35 ms
[2022-04-18 06:29:19	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312484 | val_loss: 0.0312452 | Time: 2845.79 ms
[2022-04-18 06:29:22	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312376 | val_loss: 0.0312174 | Time: 2820.65 ms
[2022-04-18 06:29:25	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312242 | val_loss: 0.0312277 | Time: 2886.19 ms
[2022-04-18 06:29:28	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312246 | val_loss: 0.0312251 | Time: 2797.04 ms
[2022-04-18 06:29:31	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.031222 | val_loss: 0.0312221 | Time: 2795.33 ms
[2022-04-18 06:29:34	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312417 | val_loss: 0.031238 | Time: 3084.5 ms
[2022-04-18 06:29:37	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0313332 | val_loss: 0.0312645 | Time: 3451.69 ms
[2022-04-18 06:29:41	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312493 | val_loss: 0.0312254 | Time: 3241.06 ms
[2022-04-18 06:43:22	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312241 | val_loss: 0.0312222 | Time: 821182 ms
[2022-04-18 06:43:25	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312198 | val_loss: 0.0312149 | Time: 3113.1 ms
[2022-04-18 06:43:28	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312193 | val_loss: 0.0312198 | Time: 2974.89 ms
[2022-04-18 06:43:31	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312135 | val_loss: 0.0312107 | Time: 3049.72 ms
[2022-04-18 06:43:34	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312128 | val_loss: 0.0312097 | Time: 3023.27 ms
[2022-04-18 06:43:37	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312114 | val_loss: 0.031211 | Time: 3280.47 ms
[2022-04-18 06:43:50	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312116 | val_loss: 0.0312202 | Time: 13158.7 ms
[2022-04-18 06:43:53	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312236 | val_loss: 0.0312175 | Time: 2973.46 ms
[2022-04-18 06:43:56	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312206 | val_loss: 0.031214 | Time: 2992.99 ms
[2022-04-18 06:43:59	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312167 | val_loss: 0.0312111 | Time: 3094.91 ms
[2022-04-18 06:44:02	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312135 | val_loss: 0.0312108 | Time: 3035.96 ms
[2022-04-18 06:44:06	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312132 | val_loss: 0.0312155 | Time: 3014.75 ms
[2022-04-18 06:44:09	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312104 | val_loss: 0.0312089 | Time: 3015.08 ms
[2022-04-18 06:44:12	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312092 | val_loss: 0.0312076 | Time: 3040.48 ms
[2022-04-18 06:44:15	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312094 | val_loss: 0.0312071 | Time: 2963.09 ms
[2022-04-18 06:44:17	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312084 | val_loss: 0.0312081 | Time: 2788.96 ms
[2022-04-18 06:44:20	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312083 | val_loss: 0.0312088 | Time: 2901.16 ms
[2022-04-18 06:44:23	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312075 | val_loss: 0.0312064 | Time: 2773.25 ms
[2022-04-18 06:44:26	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312097 | val_loss: 0.0312103 | Time: 2864.13 ms
[2022-04-18 06:44:29	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312079 | val_loss: 0.031208 | Time: 2804.08 ms
[2022-04-18 06:44:32	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312073 | val_loss: 0.0312064 | Time: 2948.81 ms
[2022-04-18 06:44:34	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0312057 | val_loss: 0.0312073 | Time: 2770.32 ms
[2022-04-18 06:44:37	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312077 | val_loss: 0.0312051 | Time: 2826.9 ms
[2022-04-18 06:44:40	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0312051 | val_loss: 0.0312043 | Time: 2890.01 ms
[2022-04-18 06:44:43	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312038 | val_loss: 0.0312048 | Time: 2848.42 ms
[2022-04-18 06:44:46	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312056 | val_loss: 0.0312059 | Time: 2837.8 ms
[2022-04-18 06:44:49	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312039 | val_loss: 0.0312035 | Time: 2957.96 ms
[2022-04-18 06:44:52	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312038 | val_loss: 0.0312045 | Time: 2787.69 ms
[2022-04-18 06:44:54	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312037 | val_loss: 0.0312044 | Time: 2834.2 ms
[2022-04-18 06:44:57	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312066 | val_loss: 0.031205 | Time: 2895.27 ms
[2022-04-18 06:45:00	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312066 | val_loss: 0.0312022 | Time: 2816.11 ms
[2022-04-18 06:45:03	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312064 | val_loss: 0.031202 | Time: 2821.92 ms
[2022-04-18 06:45:06	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0312073 | val_loss: 0.0312086 | Time: 2884.86 ms
[2022-04-18 06:45:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0312057 | val_loss: 0.0312011 | Time: 2858.27 ms
[2022-04-18 06:45:12	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031203 | val_loss: 0.0312009 | Time: 2825.27 ms
[2022-04-18 06:45:14	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0312026 | val_loss: 0.0312028 | Time: 2881.05 ms
[2022-04-18 06:45:18	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0312036 | val_loss: 0.031201 | Time: 3311.15 ms
[2022-04-18 06:45:21	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.031202 | val_loss: 0.0311996 | Time: 2985.85 ms
[2022-04-18 06:45:34	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0312036 | val_loss: 0.0312112 | Time: 13220.9 ms
[2022-04-18 06:45:37	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312071 | val_loss: 0.0312029 | Time: 3035.6 ms
[2022-04-18 06:45:40	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0312047 | val_loss: 0.0312043 | Time: 3014.66 ms
[2022-04-18 06:45:43	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312055 | val_loss: 0.0312032 | Time: 3083.98 ms
[2022-04-18 06:45:46	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312038 | val_loss: 0.031203 | Time: 3041.62 ms
[2022-04-18 06:45:49	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0312025 | val_loss: 0.031202 | Time: 3004.85 ms
[2022-04-18 06:45:52	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312024 | val_loss: 0.0311985 | Time: 2994.67 ms
[2022-04-18 06:45:55	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0312055 | val_loss: 0.0312036 | Time: 3001.52 ms
[2022-04-18 06:45:58	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312054 | val_loss: 0.0312055 | Time: 3152.07 ms
[2022-04-18 06:46:11	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0312009 | val_loss: 0.0311992 | Time: 13092.8 ms
[2022-04-18 06:46:15	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031201 | val_loss: 0.0312069 | Time: 3119.83 ms
[2022-04-18 06:46:18	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312035 | val_loss: 0.0311995 | Time: 3061.24 ms
[2022-04-18 06:46:21	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311998 | val_loss: 0.0311982 | Time: 3071.54 ms
[2022-04-18 06:46:24	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311984 | val_loss: 0.0311976 | Time: 3042.27 ms
[2022-04-18 06:46:27	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311982 | val_loss: 0.031198 | Time: 2998.73 ms
[2022-04-18 06:46:30	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311995 | val_loss: 0.031199 | Time: 3066.29 ms
[2022-04-18 06:46:43	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.031199 | val_loss: 0.0311956 | Time: 13283.9 ms
[2022-04-18 06:46:46	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311982 | val_loss: 0.0311954 | Time: 2842.18 ms
[2022-04-18 06:46:49	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311993 | val_loss: 0.031198 | Time: 2868.21 ms
[2022-04-18 06:46:52	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311977 | val_loss: 0.0311981 | Time: 2910.71 ms
[2022-04-18 06:46:55	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311977 | val_loss: 0.0311975 | Time: 2863.34 ms
[2022-04-18 06:46:57	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311966 | val_loss: 0.0312012 | Time: 2893.49 ms
[2022-04-18 06:47:00	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311963 | val_loss: 0.031195 | Time: 2931.17 ms
[2022-04-18 06:47:03	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311991 | val_loss: 0.0311969 | Time: 2816.33 ms
[2022-04-18 06:47:06	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311991 | val_loss: 0.0311977 | Time: 2901.6 ms
[2022-04-18 06:47:09	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311975 | val_loss: 0.0311939 | Time: 2893.51 ms
[2022-04-18 06:47:12	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311976 | val_loss: 0.0311942 | Time: 2811.49 ms
[2022-04-18 06:47:15	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311966 | val_loss: 0.0311934 | Time: 2914.73 ms
[2022-04-18 06:47:18	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311952 | val_loss: 0.0311922 | Time: 2843.24 ms
[2022-04-18 06:47:20	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311946 | val_loss: 0.0312037 | Time: 2875.24 ms
[2022-04-18 06:47:23	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311951 | val_loss: 0.0311917 | Time: 2857.99 ms
[2022-04-18 06:47:26	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311973 | val_loss: 0.0311928 | Time: 2851.36 ms
[2022-04-18 06:47:29	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311951 | val_loss: 0.0311969 | Time: 2860.01 ms
[2022-04-18 06:47:32	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031197 | val_loss: 0.0311936 | Time: 2860.91 ms
[2022-04-18 06:47:35	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.031195 | val_loss: 0.031194 | Time: 2804.18 ms
[2022-04-18 06:47:38	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311937 | val_loss: 0.0311935 | Time: 3002.01 ms
[2022-04-18 06:47:41	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311936 | val_loss: 0.0311921 | Time: 3456.8 ms
[2022-04-18 06:47:54	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311935 | val_loss: 0.0311932 | Time: 13212.4 ms
[2022-04-18 06:47:57	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311944 | val_loss: 0.0311954 | Time: 2997.17 ms
[2022-04-18 06:48:01	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311974 | val_loss: 0.0311987 | Time: 3086.29 ms
[2022-04-18 06:48:04	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311966 | val_loss: 0.0311915 | Time: 3073.73 ms
[2022-04-18 06:48:07	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311939 | val_loss: 0.0311916 | Time: 2966.11 ms
[2022-04-18 06:48:10	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311959 | val_loss: 0.0311955 | Time: 3105.4 ms
[2022-04-18 06:48:13	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311966 | val_loss: 0.0312046 | Time: 3083.65 ms
[2022-04-18 06:48:16	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311985 | val_loss: 0.0311926 | Time: 3077.44 ms
[2022-04-18 06:48:19	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311937 | val_loss: 0.0311917 | Time: 3148.05 ms
[2022-04-18 06:48:22	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311939 | val_loss: 0.0311914 | Time: 3091.85 ms
[2022-04-18 06:48:46	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311979 | val_loss: 0.0311932 | Time: 23448.5 ms
[2022-04-18 06:48:49	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312026 | val_loss: 0.031197 | Time: 3048.68 ms
[2022-04-18 06:48:52	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312041 | val_loss: 0.0311995 | Time: 3051.48 ms
[2022-04-18 06:48:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312035 | val_loss: 0.0312038 | Time: 3083.71 ms
[2022-04-18 06:48:58	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312027 | val_loss: 0.0311973 | Time: 2973.64 ms
[2022-04-18 06:49:01	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0312021 | val_loss: 0.0311971 | Time: 2953.16 ms
[2022-04-18 06:49:04	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312008 | val_loss: 0.0311974 | Time: 2883.54 ms
[2022-04-18 06:49:06	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312001 | val_loss: 0.0311969 | Time: 2879.05 ms
[2022-04-18 06:49:09	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312035 | val_loss: 0.0312017 | Time: 2916.06 ms
[2022-04-18 06:49:12	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0312029 | val_loss: 0.0311961 | Time: 2869.8 ms
[2022-04-18 06:49:15	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311993 | val_loss: 0.0311969 | Time: 2909.93 ms
[2022-04-18 06:49:18	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0312009 | val_loss: 0.0311988 | Time: 2845.38 ms
[2022-04-18 06:49:21	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0312013 | val_loss: 0.0311968 | Time: 2905.44 ms
[2022-04-18 06:49:24	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0312005 | val_loss: 0.0311972 | Time: 2904.55 ms
[2022-04-18 06:49:27	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0312049 | val_loss: 0.0311977 | Time: 2914.66 ms
[2022-04-18 06:49:30	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0312006 | val_loss: 0.0311969 | Time: 2909.78 ms
[2022-04-18 06:49:32	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0312009 | val_loss: 0.0312008 | Time: 2863.58 ms
[2022-04-18 06:49:35	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0312049 | val_loss: 0.0312018 | Time: 2936.54 ms
[2022-04-18 06:49:38	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0312003 | val_loss: 0.0311985 | Time: 2791.65 ms
[2022-04-18 06:49:41	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311977 | val_loss: 0.0311966 | Time: 2878.36 ms
[2022-04-18 06:49:44	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031198 | val_loss: 0.0311952 | Time: 2898.96 ms
[2022-04-18 06:49:47	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311969 | val_loss: 0.0311952 | Time: 2847.15 ms
[2022-04-18 06:49:50	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311985 | val_loss: 0.0311975 | Time: 2842.74 ms
[2022-04-18 06:49:53	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311972 | val_loss: 0.0311935 | Time: 2898.06 ms
[2022-04-18 06:49:55	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311969 | val_loss: 0.0311972 | Time: 2860.98 ms
[2022-04-18 06:49:58	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311961 | val_loss: 0.0311938 | Time: 2891.01 ms
[2022-04-18 06:50:02	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031195 | val_loss: 0.0311934 | Time: 3274.79 ms
[2022-04-18 06:50:15	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311949 | val_loss: 0.0311939 | Time: 13223.9 ms
[2022-04-18 06:50:18	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311947 | val_loss: 0.0311953 | Time: 3050.27 ms
[2022-04-18 06:50:21	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311996 | val_loss: 0.0311936 | Time: 3037.97 ms
[2022-04-18 06:50:24	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0312017 | val_loss: 0.0311972 | Time: 3047.69 ms
[2022-04-18 06:50:27	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311966 | val_loss: 0.0311988 | Time: 3109.02 ms
[2022-04-18 06:50:30	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311966 | val_loss: 0.0311975 | Time: 3058.33 ms
[2022-04-18 06:50:33	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311956 | val_loss: 0.0311934 | Time: 2958.24 ms
[2022-04-18 06:50:36	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311965 | val_loss: 0.0311945 | Time: 2997.62 ms
[2022-04-18 06:50:39	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311962 | val_loss: 0.031196 | Time: 3288.67 ms
[2022-04-18 06:50:43	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311955 | val_loss: 0.0311932 | Time: 3234.77 ms
[2022-04-18 06:50:56	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311957 | val_loss: 0.0311948 | Time: 13358.3 ms
[2022-04-18 06:50:59	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.031196 | val_loss: 0.0311947 | Time: 3113.37 ms
[2022-04-18 06:51:02	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311946 | val_loss: 0.0311919 | Time: 3036.64 ms
[2022-04-18 06:51:05	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311934 | val_loss: 0.0311938 | Time: 3067.07 ms
[2022-04-18 06:51:08	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311932 | val_loss: 0.0311935 | Time: 3085.43 ms
[2022-04-18 06:51:11	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311957 | val_loss: 0.0311979 | Time: 3047.97 ms
[2022-04-18 06:51:14	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311942 | val_loss: 0.031196 | Time: 3039.85 ms
[2022-04-18 06:51:18	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311927 | val_loss: 0.0311952 | Time: 3081.28 ms
[2022-04-18 06:51:20	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311946 | val_loss: 0.0312003 | Time: 2911.28 ms
[2022-04-18 06:51:23	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311928 | val_loss: 0.0311923 | Time: 2908.99 ms
[2022-04-18 06:51:26	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311928 | val_loss: 0.0311937 | Time: 2902.01 ms
[2022-04-18 06:51:29	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311944 | val_loss: 0.0311933 | Time: 2899.56 ms
[2022-04-18 06:51:32	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311929 | val_loss: 0.0311912 | Time: 2889.48 ms
[2022-04-18 06:51:35	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311927 | val_loss: 0.0311909 | Time: 2945.39 ms
[2022-04-18 06:51:38	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311925 | val_loss: 0.0311946 | Time: 2851.19 ms
[2022-04-18 06:51:41	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311923 | val_loss: 0.0311956 | Time: 2878.51 ms
[2022-04-18 06:51:44	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311945 | val_loss: 0.0311925 | Time: 2986.46 ms
[2022-04-18 06:51:47	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311942 | val_loss: 0.0311926 | Time: 2901.49 ms
[2022-04-18 06:51:50	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311926 | val_loss: 0.0311943 | Time: 2889.66 ms
[2022-04-18 06:51:52	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311925 | val_loss: 0.0311913 | Time: 2868.06 ms
[2022-04-18 06:51:55	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311924 | val_loss: 0.0311946 | Time: 2894.12 ms
[2022-04-18 06:51:58	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311915 | val_loss: 0.0311924 | Time: 2867.79 ms
[2022-04-18 06:52:01	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311953 | val_loss: 0.0312048 | Time: 2894.4 ms
[2022-04-18 06:52:04	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311964 | val_loss: 0.0311945 | Time: 2826.42 ms
[2022-04-18 06:52:07	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311913 | val_loss: 0.0311928 | Time: 2924.31 ms
[2022-04-18 06:52:10	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311962 | val_loss: 0.0311968 | Time: 2866.95 ms
[2022-04-18 06:52:13	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311933 | val_loss: 0.0311917 | Time: 2847.5 ms
[2022-04-18 06:52:16	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311933 | val_loss: 0.0311921 | Time: 2946.88 ms
[2022-04-18 06:52:18	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311939 | val_loss: 0.031193 | Time: 2913.98 ms
[2022-04-18 06:52:22	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311923 | val_loss: 0.0311921 | Time: 3424.32 ms
[2022-04-18 06:52:35	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311922 | val_loss: 0.0311907 | Time: 13382.5 ms
[2022-04-18 06:52:38	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311916 | val_loss: 0.0311966 | Time: 3105.76 ms
[2022-04-18 06:52:41	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311932 | val_loss: 0.0311902 | Time: 2950.55 ms
[2022-04-18 06:52:44	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311921 | val_loss: 0.0311926 | Time: 2997.12 ms
[2022-04-18 06:52:47	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311942 | val_loss: 0.0311914 | Time: 2995.23 ms
[2022-04-18 06:52:50	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311939 | val_loss: 0.0311951 | Time: 3095.47 ms
[2022-04-18 06:52:53	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311955 | val_loss: 0.0311916 | Time: 2985.53 ms
[2022-04-18 06:52:56	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311946 | val_loss: 0.0311943 | Time: 3024.21 ms
[2022-04-18 06:52:59	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311939 | val_loss: 0.0311919 | Time: 3054.07 ms
[2022-04-18 06:53:03	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311915 | val_loss: 0.0311906 | Time: 3135.68 ms
[2022-04-18 06:53:16	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311921 | val_loss: 0.0311907 | Time: 13333.6 ms
[2022-04-18 06:53:19	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311946 | val_loss: 0.0311934 | Time: 3002.96 ms
[2022-04-18 06:53:22	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311953 | val_loss: 0.031191 | Time: 3095.5 ms
[2022-04-18 06:53:25	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311925 | val_loss: 0.0311893 | Time: 3102.79 ms
[2022-04-18 06:53:28	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311921 | val_loss: 0.0311895 | Time: 3044.55 ms
[2022-04-18 06:53:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311913 | val_loss: 0.0311904 | Time: 2966.25 ms
[2022-04-18 06:53:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311917 | val_loss: 0.0311914 | Time: 3071.76 ms
[2022-04-18 06:53:38	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311936 | val_loss: 0.0311922 | Time: 3027.54 ms
[2022-04-18 06:53:40	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311926 | val_loss: 0.0311941 | Time: 2907.14 ms
[2022-04-18 06:53:43	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311948 | val_loss: 0.0311906 | Time: 2873.56 ms
[2022-04-18 06:53:46	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311919 | val_loss: 0.0311928 | Time: 2925.8 ms
[2022-04-18 06:53:49	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031194 | val_loss: 0.0311946 | Time: 2961.38 ms
[2022-04-18 06:53:52	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311923 | val_loss: 0.0311906 | Time: 2802.28 ms
[2022-04-18 06:53:55	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311927 | val_loss: 0.0311962 | Time: 2866.72 ms
[2022-04-18 06:53:58	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311945 | val_loss: 0.0311923 | Time: 2858.5 ms
[2022-04-18 06:54:01	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311912 | val_loss: 0.031191 | Time: 2923.72 ms
[2022-04-18 06:54:03	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311916 | val_loss: 0.0311912 | Time: 2822.56 ms
[2022-04-18 06:54:06	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311939 | val_loss: 0.0311916 | Time: 2920.36 ms
[2022-04-18 06:54:09	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311921 | val_loss: 0.0311951 | Time: 2867.55 ms
[2022-04-18 06:54:12	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311932 | val_loss: 0.0311903 | Time: 2852.65 ms
[2022-04-18 06:54:15	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311897 | val_loss: 0.0311931 | Time: 2835.58 ms
[2022-04-18 06:54:18	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311919 | val_loss: 0.0311898 | Time: 2884.55 ms
[2022-04-18 06:54:21	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311898 | val_loss: 0.03119 | Time: 2872.52 ms
[2022-04-18 06:54:24	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311902 | val_loss: 0.0311907 | Time: 2917.26 ms
[2022-04-18 06:54:27	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311898 | val_loss: 0.0311898 | Time: 2926.86 ms
[2022-04-18 06:54:29	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311895 | val_loss: 0.0311907 | Time: 2897.59 ms
[2022-04-18 06:54:32	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311894 | val_loss: 0.0311907 | Time: 2934.87 ms
[2022-04-18 06:54:35	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.03119 | val_loss: 0.0311899 | Time: 2817.66 ms
[2022-04-18 06:54:38	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311904 | val_loss: 0.0311903 | Time: 2875.23 ms
[2022-04-18 06:54:41	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311892 | val_loss: 0.0311886 | Time: 3103.65 ms
[2022-04-18 06:54:45	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311899 | val_loss: 0.0311893 | Time: 3341.56 ms
[2022-04-18 06:54:58	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311899 | val_loss: 0.0311891 | Time: 13173.8 ms
[2022-04-18 06:55:01	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311922 | val_loss: 0.0311888 | Time: 3104.48 ms
[2022-04-18 06:55:04	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311898 | val_loss: 0.0311896 | Time: 3066.66 ms
[2022-04-18 06:55:07	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311904 | val_loss: 0.0311884 | Time: 3035.33 ms
[2022-04-18 06:55:10	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311889 | val_loss: 0.0311889 | Time: 2969.73 ms
[2022-04-18 06:55:13	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311894 | val_loss: 0.0311892 | Time: 2979.41 ms
[2022-04-18 06:55:16	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311908 | val_loss: 0.03119 | Time: 3116.34 ms
[2022-04-18 06:55:19	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031192 | val_loss: 0.0311917 | Time: 3164.59 ms
[2022-04-18 06:55:22	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0312002 | val_loss: 0.0311921 | Time: 3227.66 ms
[2022-04-18 06:55:25	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311933 | val_loss: 0.031191 | Time: 3047.3 ms
[2022-04-18 06:55:39	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311906 | val_loss: 0.0311981 | Time: 13320.8 ms
[2022-04-18 06:55:42	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311927 | val_loss: 0.0311896 | Time: 2970.9 ms
[2022-04-18 06:55:45	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311883 | val_loss: 0.0311943 | Time: 2988.24 ms
[2022-04-18 06:55:48	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.031189 | val_loss: 0.0311907 | Time: 2944.79 ms
[2022-04-18 06:55:51	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311897 | val_loss: 0.0311884 | Time: 3025.9 ms
[2022-04-18 06:55:54	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311878 | val_loss: 0.0311879 | Time: 3051.13 ms
[2022-04-18 06:55:57	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.031187 | val_loss: 0.0311887 | Time: 3012.06 ms
[2022-04-18 06:56:00	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311879 | val_loss: 0.0311891 | Time: 3157.35 ms
[2022-04-18 06:56:03	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311901 | val_loss: 0.0311941 | Time: 2897.35 ms
[2022-04-18 06:56:06	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311887 | val_loss: 0.0311892 | Time: 2862.42 ms
[2022-04-18 06:56:09	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311878 | val_loss: 0.0311887 | Time: 2925.54 ms
[2022-04-18 06:56:12	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311875 | val_loss: 0.0311879 | Time: 2962.91 ms
[2022-04-18 06:56:15	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031189 | val_loss: 0.0311874 | Time: 2933.07 ms
[2022-04-18 06:56:17	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311901 | val_loss: 0.0311915 | Time: 2881.15 ms
[2022-04-18 06:56:20	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311852 | val_loss: 0.0311886 | Time: 2857.33 ms
[2022-04-18 06:56:23	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311865 | val_loss: 0.0311892 | Time: 2920.71 ms
[2022-04-18 06:56:26	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311874 | val_loss: 0.0311892 | Time: 2787.95 ms
[2022-04-18 06:56:29	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311872 | val_loss: 0.0311881 | Time: 2844.28 ms
[2022-04-18 06:56:32	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311865 | val_loss: 0.031193 | Time: 2811.35 ms
[2022-04-18 06:56:35	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311898 | val_loss: 0.0311947 | Time: 2848.82 ms
[2022-04-18 06:56:38	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.031191 | val_loss: 0.0311942 | Time: 2940.13 ms
[2022-04-18 06:56:40	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311886 | val_loss: 0.0311895 | Time: 2775.19 ms
[2022-04-18 06:56:43	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311869 | val_loss: 0.0311911 | Time: 2849.9 ms
[2022-04-18 06:56:46	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311861 | val_loss: 0.0311884 | Time: 2876.82 ms
[2022-04-18 06:56:49	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031187 | val_loss: 0.0311879 | Time: 2870.84 ms
[2022-04-18 06:56:52	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.031187 | val_loss: 0.0311868 | Time: 2878.38 ms
[2022-04-18 06:56:55	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.031186 | val_loss: 0.0311896 | Time: 2924.25 ms
[2022-04-18 06:56:58	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311857 | val_loss: 0.0311872 | Time: 2877.87 ms
[2022-04-18 06:57:00	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.031187 | val_loss: 0.0311899 | Time: 2878.51 ms
[2022-04-18 06:57:04	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311858 | val_loss: 0.0311879 | Time: 3078.79 ms
[2022-04-18 06:57:07	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031186 | val_loss: 0.0311886 | Time: 3337.73 ms
[2022-04-18 06:57:20	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311866 | val_loss: 0.0311885 | Time: 13271.4 ms
[2022-04-18 06:57:23	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311849 | val_loss: 0.0311922 | Time: 3092.94 ms
[2022-04-18 06:57:26	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311845 | val_loss: 0.0311879 | Time: 3053.07 ms
[2022-04-18 06:57:29	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031184 | val_loss: 0.0311897 | Time: 3049.13 ms
[2022-04-18 06:57:32	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.031185 | val_loss: 0.0311877 | Time: 2970.82 ms
[2022-04-18 06:57:35	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311855 | val_loss: 0.0311919 | Time: 3064.57 ms
[2022-04-18 06:57:38	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311851 | val_loss: 0.0311893 | Time: 3063.91 ms
[2022-04-18 06:57:42	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311859 | val_loss: 0.0311862 | Time: 3107.01 ms
[2022-04-18 06:57:45	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311839 | val_loss: 0.0311865 | Time: 3134.45 ms
[2022-04-18 06:57:58	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311848 | val_loss: 0.0311911 | Time: 13187.7 ms
[2022-04-18 06:58:01	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311854 | val_loss: 0.031187 | Time: 3328.41 ms
[2022-04-18 06:58:04	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311829 | val_loss: 0.0311861 | Time: 3022.24 ms
[2022-04-18 06:58:07	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311835 | val_loss: 0.0311859 | Time: 2976.61 ms
[2022-04-18 06:58:10	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311832 | val_loss: 0.0311876 | Time: 2983.8 ms
[2022-04-18 06:58:13	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311835 | val_loss: 0.0311865 | Time: 3007.12 ms
[2022-04-18 06:58:16	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311824 | val_loss: 0.0311876 | Time: 3033.1 ms
[2022-04-18 06:58:19	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.031183 | val_loss: 0.0311857 | Time: 3082.18 ms
[2022-04-18 06:58:22	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311831 | val_loss: 0.0311878 | Time: 2978.72 ms
[2022-04-18 06:58:25	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311835 | val_loss: 0.0311892 | Time: 2996.72 ms
[2022-04-18 06:58:28	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031183 | val_loss: 0.0311869 | Time: 2888.11 ms
[2022-04-18 06:58:31	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311817 | val_loss: 0.0311876 | Time: 2834.11 ms
[2022-04-18 06:58:34	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311828 | val_loss: 0.031192 | Time: 2871.1 ms
[2022-04-18 06:58:37	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311823 | val_loss: 0.0311863 | Time: 2856.81 ms
[2022-04-18 06:58:40	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311831 | val_loss: 0.031187 | Time: 2854.03 ms
[2022-04-18 06:58:43	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311815 | val_loss: 0.0311855 | Time: 2833.22 ms
[2022-04-18 06:58:45	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311826 | val_loss: 0.0311905 | Time: 2850.06 ms
[2022-04-18 06:58:48	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311878 | val_loss: 0.0311983 | Time: 2862.04 ms
[2022-04-18 06:58:51	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311992 | val_loss: 0.031205 | Time: 2918.18 ms
[2022-04-18 06:58:54	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311894 | val_loss: 0.0311871 | Time: 2880.58 ms
[2022-04-18 06:58:57	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031183 | val_loss: 0.0311861 | Time: 2845.08 ms
[2022-04-18 06:59:00	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311843 | val_loss: 0.0311883 | Time: 2906.66 ms
[2022-04-18 06:59:03	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311833 | val_loss: 0.0311933 | Time: 2920.52 ms
[2022-04-18 06:59:06	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311878 | val_loss: 0.0311886 | Time: 2914.95 ms
[2022-04-18 06:59:09	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311857 | val_loss: 0.0311931 | Time: 3003.94 ms
[2022-04-18 06:59:12	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311847 | val_loss: 0.0311873 | Time: 2875.28 ms
[2022-04-18 06:59:14	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311851 | val_loss: 0.0311864 | Time: 2870.25 ms
[2022-04-18 06:59:17	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311838 | val_loss: 0.0311908 | Time: 2793.39 ms
[2022-04-18 06:59:20	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311831 | val_loss: 0.0311867 | Time: 2833.66 ms
[2022-04-18 06:59:20	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311867
[2022-04-18 06:59:20	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-18 06:59:20	                main:608]	:	INFO	:	Success, exiting..
06:59:20 (12432): 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)