Task 14549803

Name ParityModified-1647039843-8070-3-0_0
Workunit 11575381
Created 8 Apr 2022, 10:30:57 UTC
Sent 10 Apr 2022, 15:13:49 UTC
Report deadline 18 Apr 2022, 15:13:49 UTC
Received 12 Apr 2022, 14:05:20 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 15372
Run time 3 hours 7 min 46 sec
CPU time 3 hours 5 min 39 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,115.87 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.91 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
        main:474]	:	INFO	:	Configuration: 
[2022-04-12 14:42:50	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-12 14:42:50	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-12 14:42:50	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-12 14:42:50	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-12 14:42:50	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-12 14:42:50	                main:480]	:	INFO	:	    Patience: 10
[2022-04-12 14:42:50	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-12 14:42:50	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-12 14:42:50	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-12 14:42:50	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-12 14:42:50	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-12 14:42:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-12 14:42:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-12 14:42:53	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-12 14:42:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-12 14:42:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-12 14:42:53	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-12 14:42:53	                main:494]	:	INFO	:	Creating Model
[2022-04-12 14:42:53	                main:507]	:	INFO	:	Preparing config file
[2022-04-12 14:42:53	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-12 14:42:53	                main:512]	:	INFO	:	Loading config
[2022-04-12 14:42:53	                main:514]	:	INFO	:	Loading state
[2022-04-12 14:42:55	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-12 14:42:55	                main:562]	:	INFO	:	Starting Training
[2022-04-12 14:43:00	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0358361 | val_loss: 0.031992 | Time: 5443.85 ms
[2022-04-12 14:43:05	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0314716 | val_loss: 0.0313574 | Time: 5089.98 ms
[2022-04-12 14:43:10	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0312657 | val_loss: 0.0312269 | Time: 5158.18 ms
[2022-04-12 14:43:16	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0312153 | val_loss: 0.0312052 | Time: 5215.77 ms
[2022-04-12 14:43:21	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0312063 | val_loss: 0.0312016 | Time: 5238.36 ms
[2022-04-12 14:43:26	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0312043 | val_loss: 0.0312005 | Time: 5275.87 ms
[2022-04-12 14:43:31	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0312038 | val_loss: 0.0312002 | Time: 5283.19 ms
[2022-04-12 14:43:37	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0312035 | val_loss: 0.0312 | Time: 5274.26 ms
[2022-04-12 14:43:42	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0312029 | val_loss: 0.0311995 | Time: 5276.1 ms
[2022-04-12 14:43:47	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312031 | val_loss: 0.0311998 | Time: 5311.34 ms
[2022-04-12 14:43:53	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312024 | val_loss: 0.0312004 | Time: 5305.54 ms
[2022-04-12 14:43:58	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312028 | val_loss: 0.0311996 | Time: 5299.07 ms
[2022-04-12 14:44:03	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312024 | val_loss: 0.0312001 | Time: 5296.2 ms
[2022-04-12 14:44:08	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312018 | val_loss: 0.031198 | Time: 5305.77 ms
[2022-04-12 14:44:14	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.031201 | val_loss: 0.0311983 | Time: 5294.98 ms
[2022-04-12 14:44:19	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312009 | val_loss: 0.0311982 | Time: 5310.75 ms
[2022-04-12 14:44:24	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312008 | val_loss: 0.0311983 | Time: 5304.31 ms
[2022-04-12 14:44:30	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312006 | val_loss: 0.0311971 | Time: 5294.59 ms
[2022-04-12 14:44:35	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311988 | val_loss: 0.0311956 | Time: 5291.47 ms
[2022-04-12 14:44:40	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311961 | val_loss: 0.0311954 | Time: 5301.36 ms
[2022-04-12 14:44:46	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311948 | val_loss: 0.0311919 | Time: 5285.47 ms
[2022-04-12 14:44:51	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311937 | val_loss: 0.0311918 | Time: 5377.76 ms
[2022-04-12 14:44:56	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311936 | val_loss: 0.0311916 | Time: 5352.17 ms
[2022-04-12 14:45:02	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311932 | val_loss: 0.0311924 | Time: 5349.96 ms
[2022-04-12 14:45:07	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311936 | val_loss: 0.0311919 | Time: 5344.9 ms
[2022-04-12 14:45:12	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311935 | val_loss: 0.0311917 | Time: 5339.29 ms
[2022-04-12 14:45:18	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311948 | val_loss: 0.0312002 | Time: 5333.29 ms
[2022-04-12 14:45:23	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311947 | val_loss: 0.0311926 | Time: 5348.72 ms
[2022-04-12 14:45:28	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311935 | val_loss: 0.0311917 | Time: 5345.5 ms
[2022-04-12 14:45:34	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311933 | val_loss: 0.0311909 | Time: 5336.47 ms
[2022-04-12 14:45:39	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311918 | val_loss: 0.0311926 | Time: 5334.22 ms
[2022-04-12 14:45:44	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311922 | val_loss: 0.0311909 | Time: 5342.46 ms
[2022-04-12 14:45:50	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311919 | val_loss: 0.0311913 | Time: 5340.08 ms
[2022-04-12 14:45:55	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311914 | val_loss: 0.0311913 | Time: 5354.72 ms
[2022-04-12 14:46:01	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031192 | val_loss: 0.0311947 | Time: 5357.33 ms
[2022-04-12 14:46:06	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031192 | val_loss: 0.0311924 | Time: 5348.94 ms
[2022-04-12 14:46:11	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311932 | val_loss: 0.0311908 | Time: 5339.18 ms
[2022-04-12 14:46:17	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311944 | val_loss: 0.0311925 | Time: 5335.86 ms
[2022-04-12 14:46:23	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311931 | val_loss: 0.0311892 | Time: 5964.64 ms
[2022-04-12 14:46:28	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311924 | val_loss: 0.0311895 | Time: 5356.38 ms
[2022-04-12 14:46:43	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031192 | val_loss: 0.0311896 | Time: 15512.3 ms
[2022-04-12 14:46:49	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311917 | val_loss: 0.0311919 | Time: 5326.09 ms
[2022-04-12 14:46:54	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311921 | val_loss: 0.0311904 | Time: 5346.9 ms
[2022-04-12 14:46:59	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311932 | val_loss: 0.0312012 | Time: 5343.18 ms
[2022-04-12 14:47:05	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311928 | val_loss: 0.0311909 | Time: 5336.7 ms
[2022-04-12 14:47:10	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311905 | val_loss: 0.0311893 | Time: 5347.67 ms
[2022-04-12 14:47:16	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311899 | val_loss: 0.0311899 | Time: 5346.46 ms
[2022-04-12 14:47:21	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311904 | val_loss: 0.0311909 | Time: 5330.82 ms
[2022-04-12 14:47:26	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311908 | val_loss: 0.0311973 | Time: 5344.99 ms
[2022-04-12 14:47:32	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311945 | val_loss: 0.0311897 | Time: 5346.01 ms
[2022-04-12 14:47:37	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311899 | val_loss: 0.0311883 | Time: 5356.81 ms
[2022-04-12 14:47:42	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311906 | val_loss: 0.0311882 | Time: 5343.14 ms
[2022-04-12 14:47:48	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031191 | val_loss: 0.0311877 | Time: 5331.16 ms
[2022-04-12 14:47:53	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311895 | val_loss: 0.0311881 | Time: 5333.72 ms
[2022-04-12 14:47:58	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311901 | val_loss: 0.0311877 | Time: 5359.28 ms
[2022-04-12 14:48:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311901 | val_loss: 0.0311885 | Time: 5345.25 ms
[2022-04-12 14:48:09	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311898 | val_loss: 0.0311875 | Time: 5335.48 ms
[2022-04-12 14:48:14	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311917 | val_loss: 0.0311887 | Time: 5357.9 ms
[2022-04-12 14:48:20	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031189 | val_loss: 0.0311867 | Time: 5339.23 ms
[2022-04-12 14:48:25	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311893 | val_loss: 0.0311956 | Time: 5348.34 ms
[2022-04-12 14:48:30	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311909 | val_loss: 0.0311876 | Time: 5349.77 ms
[2022-04-12 14:48:36	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311914 | val_loss: 0.0311933 | Time: 5353.48 ms
[2022-04-12 14:48:41	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311957 | val_loss: 0.0311931 | Time: 5340.83 ms
[2022-04-12 14:48:47	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311931 | val_loss: 0.0311935 | Time: 5352.81 ms
[2022-04-12 14:48:52	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311925 | val_loss: 0.0311896 | Time: 5348.51 ms
[2022-04-12 14:48:57	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311934 | val_loss: 0.0311889 | Time: 5349.6 ms
[2022-04-12 14:49:03	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311915 | val_loss: 0.031187 | Time: 5360.11 ms
[2022-04-12 14:49:08	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311911 | val_loss: 0.031191 | Time: 5334.76 ms
[2022-04-12 14:49:13	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311922 | val_loss: 0.0311877 | Time: 5353.4 ms
[2022-04-12 14:49:19	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311889 | val_loss: 0.0311874 | Time: 5348.61 ms
[2022-04-12 14:49:24	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311893 | val_loss: 0.0311882 | Time: 5339.94 ms
[2022-04-12 14:49:29	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311892 | val_loss: 0.0311884 | Time: 5344.42 ms
[2022-04-12 14:49:35	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311897 | val_loss: 0.0311913 | Time: 5354.79 ms
[2022-04-12 14:49:40	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311893 | val_loss: 0.031187 | Time: 5339.02 ms
[2022-04-12 14:49:45	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311908 | val_loss: 0.0311934 | Time: 5346.42 ms
[2022-04-12 14:49:51	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311942 | val_loss: 0.0311921 | Time: 5355.46 ms
[2022-04-12 14:49:56	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311909 | val_loss: 0.0311894 | Time: 5352.19 ms
[2022-04-12 14:50:02	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311891 | val_loss: 0.0311875 | Time: 5348.97 ms
[2022-04-12 14:50:07	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311894 | val_loss: 0.0311915 | Time: 5365.96 ms
[2022-04-12 14:50:12	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031192 | val_loss: 0.0311867 | Time: 5349.79 ms
[2022-04-12 14:50:18	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311876 | val_loss: 0.031184 | Time: 5350.23 ms
[2022-04-12 14:50:23	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311873 | val_loss: 0.0311838 | Time: 5351.26 ms
[2022-04-12 14:50:28	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311891 | val_loss: 0.031185 | Time: 5343.81 ms
[2022-04-12 14:50:34	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311892 | val_loss: 0.0311857 | Time: 5345.53 ms
[2022-04-12 14:50:39	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311886 | val_loss: 0.0311834 | Time: 5341.9 ms
[2022-04-12 14:50:44	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.031187 | val_loss: 0.0311841 | Time: 5345.22 ms
[2022-04-12 14:50:50	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311882 | val_loss: 0.0311893 | Time: 5352.7 ms
[2022-04-12 14:50:55	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311913 | val_loss: 0.0311861 | Time: 5346.32 ms
[2022-04-12 14:51:00	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311886 | val_loss: 0.0311829 | Time: 5343.52 ms
[2022-04-12 14:51:06	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311885 | val_loss: 0.0311852 | Time: 5342.53 ms
[2022-04-12 14:51:11	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311875 | val_loss: 0.0311822 | Time: 5338.91 ms
[2022-04-12 14:51:16	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311858 | val_loss: 0.0311873 | Time: 5338.5 ms
[2022-04-12 14:51:22	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311864 | val_loss: 0.0311823 | Time: 5332.93 ms
[2022-04-12 14:51:27	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311884 | val_loss: 0.0311828 | Time: 5340.45 ms
[2022-04-12 14:51:33	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311855 | val_loss: 0.0311842 | Time: 5355.83 ms
[2022-04-12 14:51:38	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311857 | val_loss: 0.0311844 | Time: 5319.32 ms
[2022-04-12 14:51:43	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311887 | val_loss: 0.0311841 | Time: 5335.7 ms
[2022-04-12 14:51:49	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311874 | val_loss: 0.0311827 | Time: 5338.6 ms
[2022-04-12 14:51:54	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311862 | val_loss: 0.0311896 | Time: 5351.44 ms
[2022-04-12 14:51:59	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311882 | val_loss: 0.0311862 | Time: 5330.62 ms
[2022-04-12 14:52:05	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311858 | val_loss: 0.0311821 | Time: 5348.39 ms
[2022-04-12 14:52:10	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311873 | val_loss: 0.0311826 | Time: 5353.45 ms
[2022-04-12 14:52:15	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311844 | val_loss: 0.0311833 | Time: 5359.05 ms
[2022-04-12 14:52:21	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311865 | val_loss: 0.0311851 | Time: 5342.18 ms
[2022-04-12 14:52:26	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311891 | val_loss: 0.0311858 | Time: 5353.65 ms
[2022-04-12 14:52:31	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311873 | val_loss: 0.0311843 | Time: 5330.65 ms
[2022-04-12 14:52:37	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311866 | val_loss: 0.0311812 | Time: 5348.68 ms
[2022-04-12 14:52:42	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311876 | val_loss: 0.0311825 | Time: 5354.34 ms
[2022-04-12 14:52:47	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.031184 | val_loss: 0.0311837 | Time: 5337.91 ms
[2022-04-12 14:52:53	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311853 | val_loss: 0.0311872 | Time: 5346.28 ms
[2022-04-12 14:52:58	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311852 | val_loss: 0.0311828 | Time: 5338.92 ms
[2022-04-12 14:54:55	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311839 | val_loss: 0.0311816 | Time: 116328 ms
[2022-04-12 14:54:59	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311846 | val_loss: 0.0311815 | Time: 4871.15 ms
[2022-04-12 14:55:04	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311841 | val_loss: 0.0311825 | Time: 4944.7 ms
[2022-04-12 14:55:10	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311851 | val_loss: 0.031188 | Time: 5157.6 ms
[2022-04-12 14:55:15	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311839 | val_loss: 0.0311829 | Time: 5194.53 ms
[2022-04-12 14:55:20	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311863 | val_loss: 0.0311819 | Time: 5260.16 ms
[2022-04-12 14:55:25	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311844 | val_loss: 0.0311821 | Time: 5272.13 ms
[2022-04-12 14:55:31	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311895 | val_loss: 0.0312069 | Time: 5304.99 ms
[2022-04-12 14:55:36	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311875 | val_loss: 0.0311828 | Time: 5278.98 ms
[2022-04-12 14:55:41	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311824 | val_loss: 0.0311823 | Time: 5302.03 ms
[2022-04-12 14:55:46	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311832 | val_loss: 0.0311822 | Time: 5300.13 ms
[2022-04-12 14:55:52	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031183 | val_loss: 0.0311805 | Time: 5303.47 ms
[2022-04-12 14:55:57	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311888 | val_loss: 0.031187 | Time: 5283.92 ms
[2022-04-12 14:56:02	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031188 | val_loss: 0.0311888 | Time: 5296.5 ms
[2022-04-12 14:56:08	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311863 | val_loss: 0.0311804 | Time: 5306.26 ms
[2022-04-12 14:56:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311882 | val_loss: 0.0311834 | Time: 5301.1 ms
[2022-04-12 14:56:18	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311871 | val_loss: 0.0311809 | Time: 5289.16 ms
[2022-04-12 14:56:24	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311829 | val_loss: 0.0311823 | Time: 5304.65 ms
[2022-04-12 14:56:29	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031183 | val_loss: 0.0311818 | Time: 5299.79 ms
[2022-04-12 14:56:34	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311854 | val_loss: 0.0311813 | Time: 5301.74 ms
[2022-04-12 14:56:40	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311849 | val_loss: 0.0311819 | Time: 5313.18 ms
[2022-04-12 14:56:45	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311829 | val_loss: 0.0311826 | Time: 5282.44 ms
[2022-04-12 14:56:50	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311827 | val_loss: 0.0311834 | Time: 5296.77 ms
[2022-04-12 14:56:55	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311844 | val_loss: 0.0311828 | Time: 5301.5 ms
[2022-04-12 14:57:01	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311828 | val_loss: 0.0311883 | Time: 5289.15 ms
[2022-04-12 14:57:06	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311846 | val_loss: 0.0311813 | Time: 5294.62 ms
[2022-04-12 14:57:11	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311833 | val_loss: 0.0311824 | Time: 5287.15 ms
[2022-04-12 14:57:17	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311822 | val_loss: 0.0311826 | Time: 5308.58 ms
[2022-04-12 14:57:22	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311841 | val_loss: 0.0311814 | Time: 5291.15 ms
[2022-04-12 14:57:27	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031185 | val_loss: 0.0311815 | Time: 5289.74 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 3GB)
[2022-04-12 15:08:25	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-12 15:08:25	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-12 15:08:25	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-12 15:08:25	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-12 15:08:25	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-12 15:08:25	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-12 15:08:25	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-12 15:08:25	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-12 15:08:25	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-12 15:08:25	                main:474]	:	INFO	:	Configuration: 
[2022-04-12 15:08:26	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-12 15:08:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-12 15:08:26	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-12 15:08:26	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-12 15:08:26	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-12 15:08:26	                main:480]	:	INFO	:	    Patience: 10
[2022-04-12 15:08:26	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-12 15:08:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-12 15:08:26	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-12 15:08:26	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-12 15:08:26	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-12 15:08:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-12 15:08:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-12 15:08:28	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-12 15:08:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-12 15:08:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-12 15:08:28	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-12 15:08:28	                main:494]	:	INFO	:	Creating Model
[2022-04-12 15:08:28	                main:507]	:	INFO	:	Preparing config file
[2022-04-12 15:08:28	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-12 15:08:28	                main:512]	:	INFO	:	Loading config
[2022-04-12 15:08:28	                main:514]	:	INFO	:	Loading state
[2022-04-12 15:08:29	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-12 15:08:29	                main:562]	:	INFO	:	Starting Training
[2022-04-12 15:08:35	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.032035 | val_loss: 0.0314521 | Time: 5766.64 ms
[2022-04-12 15:08:40	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0313312 | val_loss: 0.0312726 | Time: 5315.39 ms
[2022-04-12 15:08:45	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312398 | val_loss: 0.0312163 | Time: 5470.18 ms
[2022-04-12 15:08:51	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312121 | val_loss: 0.0312067 | Time: 5513.23 ms
[2022-04-12 15:08:57	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312051 | val_loss: 0.0312007 | Time: 5524.27 ms
[2022-04-12 15:09:02	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031203 | val_loss: 0.0311948 | Time: 5561.91 ms
[2022-04-12 15:09:08	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311961 | val_loss: 0.0311889 | Time: 5561.49 ms
[2022-04-12 15:09:13	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311937 | val_loss: 0.0311897 | Time: 5565.09 ms
[2022-04-12 15:09:19	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311906 | val_loss: 0.0311877 | Time: 5564.34 ms
[2022-04-12 15:09:24	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031192 | val_loss: 0.0311874 | Time: 5556.36 ms
[2022-04-12 15:09:30	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311889 | val_loss: 0.0311871 | Time: 5555.97 ms
[2022-04-12 15:09:35	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.031189 | val_loss: 0.0311853 | Time: 5553.9 ms
[2022-04-12 15:09:41	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311923 | val_loss: 0.0311909 | Time: 5546.89 ms
[2022-04-12 15:09:47	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311883 | val_loss: 0.0311837 | Time: 5560.84 ms
[2022-04-12 15:09:52	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311936 | val_loss: 0.0311883 | Time: 5570.81 ms
[2022-04-12 15:09:58	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311874 | val_loss: 0.0311846 | Time: 5564.96 ms
[2022-04-12 15:10:03	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311871 | val_loss: 0.031188 | Time: 5553.07 ms
[2022-04-12 15:10:09	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031188 | val_loss: 0.031186 | Time: 5527.15 ms
[2022-04-12 15:10:14	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311848 | val_loss: 0.0311842 | Time: 5572.48 ms
[2022-04-12 15:10:20	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311869 | val_loss: 0.0311834 | Time: 5570.12 ms
[2022-04-12 15:10:26	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311879 | val_loss: 0.0311846 | Time: 5571.23 ms
[2022-04-12 15:10:31	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311873 | val_loss: 0.0311859 | Time: 5576.14 ms
[2022-04-12 15:10:37	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311848 | val_loss: 0.031186 | Time: 5571.8 ms
[2022-04-12 15:10:42	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311845 | val_loss: 0.0311883 | Time: 5562.07 ms
[2022-04-12 15:10:48	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311924 | val_loss: 0.0311811 | Time: 5559.74 ms
[2022-04-12 15:10:53	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311874 | val_loss: 0.0311842 | Time: 5555.5 ms
[2022-04-12 15:10:59	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311853 | val_loss: 0.0311868 | Time: 5581.63 ms
[2022-04-12 15:11:05	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311858 | val_loss: 0.0311826 | Time: 5567.97 ms
[2022-04-12 15:11:10	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031183 | val_loss: 0.0311806 | Time: 5548.76 ms
[2022-04-12 15:11:16	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031189 | val_loss: 0.0311875 | Time: 5565.41 ms
[2022-04-12 15:11:21	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031187 | val_loss: 0.0311883 | Time: 5570.23 ms
[2022-04-12 15:11:27	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311854 | val_loss: 0.0311816 | Time: 5577.74 ms
[2022-04-12 15:11:32	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311826 | val_loss: 0.0311846 | Time: 5559.24 ms
[2022-04-12 15:11:38	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311886 | val_loss: 0.0311974 | Time: 5563.76 ms
[2022-04-12 15:11:44	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311916 | val_loss: 0.0311847 | Time: 5549.31 ms
[2022-04-12 15:11:49	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311838 | val_loss: 0.0311833 | Time: 5557.54 ms
[2022-04-12 15:11:55	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311829 | val_loss: 0.0311831 | Time: 5556.68 ms
[2022-04-12 15:12:00	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311836 | val_loss: 0.0311818 | Time: 5572.88 ms
[2022-04-12 15:12:06	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311837 | val_loss: 0.0311832 | Time: 5530.44 ms
[2022-04-12 15:12:11	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311849 | val_loss: 0.0311808 | Time: 5545.56 ms
[2022-04-12 15:12:17	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311816 | val_loss: 0.0311831 | Time: 5559.1 ms
[2022-04-12 15:12:23	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311831 | val_loss: 0.0311809 | Time: 5550.28 ms
[2022-04-12 15:12:28	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311821 | val_loss: 0.0311843 | Time: 5540.61 ms
[2022-04-12 15:12:34	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311834 | val_loss: 0.0311825 | Time: 5551.1 ms
[2022-04-12 15:12:39	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.03118 | val_loss: 0.03118 | Time: 5554.16 ms
[2022-04-12 15:12:45	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311812 | val_loss: 0.0311938 | Time: 5546.72 ms
[2022-04-12 15:12:50	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311848 | val_loss: 0.0311809 | Time: 5558.69 ms
[2022-04-12 15:12:56	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311824 | val_loss: 0.0311811 | Time: 5551.86 ms
[2022-04-12 15:13:01	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311808 | val_loss: 0.0311814 | Time: 5551.38 ms
[2022-04-12 15:13:07	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311845 | val_loss: 0.0311818 | Time: 5522.1 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 3GB)
[2022-04-12 15:38:21	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-12 15:38:21	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-12 15:38:21	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-12 15:38:21	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-12 15:38:21	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-12 15:38:21	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-12 15:38:21	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-12 15:38:21	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-12 15:38:21	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-12 15:38:21	                main:474]	:	INFO	:	Configuration: 
[2022-04-12 15:38:21	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-12 15:38:21	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-12 15:38:21	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-12 15:38:21	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-12 15:38:22	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-12 15:38:22	                main:480]	:	INFO	:	    Patience: 10
[2022-04-12 15:38:22	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-12 15:38:22	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-12 15:38:22	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-12 15:38:22	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-12 15:38:22	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-12 15:38:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-12 15:38:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-12 15:38:23	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-12 15:38:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-12 15:38:24	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-12 15:38:24	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-12 15:38:24	                main:494]	:	INFO	:	Creating Model
[2022-04-12 15:38:24	                main:507]	:	INFO	:	Preparing config file
[2022-04-12 15:38:24	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-12 15:38:24	                main:512]	:	INFO	:	Loading config
[2022-04-12 15:38:24	                main:514]	:	INFO	:	Loading state
[2022-04-12 15:38:24	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-12 15:38:24	                main:562]	:	INFO	:	Starting Training
[2022-04-12 15:38:30	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0323063 | val_loss: 0.0313489 | Time: 5370.2 ms
[2022-04-12 15:38:35	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0313221 | val_loss: 0.031278 | Time: 5176.77 ms
[2022-04-12 15:38:40	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312496 | val_loss: 0.0312258 | Time: 5232.71 ms
[2022-04-12 15:38:46	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312127 | val_loss: 0.0311999 | Time: 5298.31 ms
[2022-04-12 15:38:51	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311985 | val_loss: 0.0311926 | Time: 5303.54 ms
[2022-04-12 15:38:56	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311945 | val_loss: 0.0311897 | Time: 5323.47 ms
[2022-04-12 15:39:02	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311929 | val_loss: 0.0311912 | Time: 5337.06 ms
[2022-04-12 15:39:07	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031192 | val_loss: 0.0311912 | Time: 5343.29 ms
[2022-04-12 15:39:12	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311921 | val_loss: 0.0311903 | Time: 5329.59 ms
[2022-04-12 15:39:18	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311912 | val_loss: 0.0311898 | Time: 5335.17 ms
[2022-04-12 15:39:23	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311918 | val_loss: 0.0311901 | Time: 5335.37 ms
[2022-04-12 15:39:28	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311916 | val_loss: 0.0311887 | Time: 5347.91 ms
[2022-04-12 15:39:34	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.03119 | val_loss: 0.0311898 | Time: 5335.4 ms
[2022-04-12 15:39:39	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311904 | val_loss: 0.0311906 | Time: 5314.77 ms
[2022-04-12 15:39:44	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311899 | val_loss: 0.0311883 | Time: 5340.98 ms
[2022-04-12 15:39:50	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.03119 | val_loss: 0.0311921 | Time: 5339.99 ms
[2022-04-12 15:39:55	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311918 | val_loss: 0.0311942 | Time: 5334.07 ms
[2022-04-12 15:40:00	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031191 | val_loss: 0.0311863 | Time: 5329.85 ms
[2022-04-12 15:40:06	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311889 | val_loss: 0.0311872 | Time: 5321.32 ms
[2022-04-12 15:40:11	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311882 | val_loss: 0.031188 | Time: 5343.84 ms
[2022-04-12 15:40:16	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311884 | val_loss: 0.0311887 | Time: 5314.98 ms
[2022-04-12 15:40:22	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311891 | val_loss: 0.0311867 | Time: 5338.05 ms
[2022-04-12 15:40:27	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311884 | val_loss: 0.0311886 | Time: 5329.48 ms
[2022-04-12 15:40:32	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311881 | val_loss: 0.0311864 | Time: 5333.06 ms
[2022-04-12 15:40:38	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311903 | val_loss: 0.0311861 | Time: 5336.04 ms
[2022-04-12 15:40:43	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311904 | val_loss: 0.0311856 | Time: 5406.36 ms
[2022-04-12 15:40:48	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311879 | val_loss: 0.0311866 | Time: 5365.76 ms
[2022-04-12 15:40:54	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311882 | val_loss: 0.0311855 | Time: 5385.24 ms
[2022-04-12 15:40:59	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.03119 | val_loss: 0.031187 | Time: 5368.41 ms
[2022-04-12 15:41:05	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311877 | val_loss: 0.0311847 | Time: 5356.37 ms
[2022-04-12 15:41:10	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311862 | val_loss: 0.031185 | Time: 5373.98 ms
[2022-04-12 15:41:15	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311856 | val_loss: 0.0311839 | Time: 5372.83 ms
[2022-04-12 15:41:21	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031185 | val_loss: 0.0311835 | Time: 5365.23 ms
[2022-04-12 15:41:26	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311853 | val_loss: 0.0311826 | Time: 5364.95 ms
[2022-04-12 15:41:32	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311849 | val_loss: 0.0311842 | Time: 5374.6 ms
[2022-04-12 15:41:37	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311836 | val_loss: 0.0311822 | Time: 5375.33 ms
[2022-04-12 15:41:42	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311839 | val_loss: 0.0311821 | Time: 5374.3 ms
[2022-04-12 15:41:48	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311848 | val_loss: 0.0311865 | Time: 5375.17 ms
[2022-04-12 15:41:53	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311846 | val_loss: 0.0311844 | Time: 5369.7 ms
[2022-04-12 15:41:58	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031183 | val_loss: 0.0311865 | Time: 5367.72 ms
[2022-04-12 15:42:04	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311826 | val_loss: 0.0311832 | Time: 5371.12 ms
[2022-04-12 15:42:09	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311865 | val_loss: 0.0311904 | Time: 5364.52 ms
[2022-04-12 15:42:15	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311838 | val_loss: 0.0311809 | Time: 5361.96 ms
[2022-04-12 15:42:20	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311837 | val_loss: 0.0311817 | Time: 5376.64 ms
[2022-04-12 15:42:25	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311847 | val_loss: 0.031181 | Time: 5358.05 ms
[2022-04-12 15:42:31	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311828 | val_loss: 0.031183 | Time: 5374.62 ms
[2022-04-12 15:42:36	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311844 | val_loss: 0.0311807 | Time: 5380.28 ms
[2022-04-12 15:42:41	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311842 | val_loss: 0.0311799 | Time: 5361.11 ms
[2022-04-12 15:42:47	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311827 | val_loss: 0.0311793 | Time: 5354.28 ms
[2022-04-12 15:42:52	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311846 | val_loss: 0.0311821 | Time: 5373.64 ms
[2022-04-12 15:42:58	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311832 | val_loss: 0.0311823 | Time: 5365.36 ms
[2022-04-12 15:43:03	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311793 | val_loss: 0.0311777 | Time: 5382.93 ms
[2022-04-12 15:43:08	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311836 | val_loss: 0.0311785 | Time: 5369.27 ms
[2022-04-12 15:43:14	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031179 | val_loss: 0.0311785 | Time: 5366.2 ms
[2022-04-12 15:43:19	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031178 | val_loss: 0.0311761 | Time: 5351.61 ms
[2022-04-12 15:43:24	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311755 | val_loss: 0.0311721 | Time: 5373.8 ms
[2022-04-12 15:43:30	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311742 | val_loss: 0.0311773 | Time: 5355.18 ms
[2022-04-12 15:43:35	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311778 | val_loss: 0.0311758 | Time: 5364.54 ms
[2022-04-12 15:43:41	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311813 | val_loss: 0.0311767 | Time: 5359.77 ms
[2022-04-12 15:43:46	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311779 | val_loss: 0.031179 | Time: 5368.76 ms
[2022-04-12 15:43:51	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311779 | val_loss: 0.0311757 | Time: 5364.96 ms
[2022-04-12 15:43:57	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311804 | val_loss: 0.0311765 | Time: 5378.62 ms
[2022-04-12 15:44:02	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031178 | val_loss: 0.0311767 | Time: 5363.23 ms
[2022-04-12 15:44:07	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311764 | val_loss: 0.0311759 | Time: 5367.2 ms
[2022-04-12 15:44:13	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311736 | val_loss: 0.031174 | Time: 5366.93 ms
[2022-04-12 15:44:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311726 | val_loss: 0.0311708 | Time: 5367.85 ms
[2022-04-12 15:44:24	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311787 | val_loss: 0.031172 | Time: 5355.75 ms
[2022-04-12 15:44:29	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311763 | val_loss: 0.0311906 | Time: 5370.21 ms
[2022-04-12 15:44:34	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311748 | val_loss: 0.0311722 | Time: 5367.38 ms
[2022-04-12 15:44:40	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311778 | val_loss: 0.0311776 | Time: 5380.95 ms
[2022-04-12 15:44:45	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311717 | val_loss: 0.0311727 | Time: 5372.75 ms
[2022-04-12 15:44:50	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311717 | val_loss: 0.0311698 | Time: 5372.01 ms
[2022-04-12 15:44:56	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311704 | val_loss: 0.0311712 | Time: 5367 ms
[2022-04-12 15:45:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311754 | val_loss: 0.031177 | Time: 5370.71 ms
[2022-04-12 15:45:07	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311735 | val_loss: 0.031173 | Time: 5370.92 ms
[2022-04-12 15:45:12	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311734 | val_loss: 0.0311743 | Time: 5374.35 ms
[2022-04-12 15:45:17	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311745 | val_loss: 0.0311759 | Time: 5355.09 ms
[2022-04-12 15:45:23	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311751 | val_loss: 0.0311793 | Time: 5377.31 ms
[2022-04-12 15:45:28	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311725 | val_loss: 0.0311764 | Time: 5360.44 ms
[2022-04-12 15:45:33	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311763 | val_loss: 0.0311746 | Time: 5375.43 ms
[2022-04-12 15:45:39	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311751 | val_loss: 0.0311778 | Time: 5368.72 ms
[2022-04-12 15:45:44	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311822 | val_loss: 0.0311914 | Time: 5375.59 ms
[2022-04-12 15:45:50	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311778 | val_loss: 0.0311853 | Time: 5369.55 ms
[2022-04-12 15:45:55	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311757 | val_loss: 0.0311755 | Time: 5366.71 ms
[2022-04-12 15:50:12	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311742 | val_loss: 0.0311808 | Time: 257533 ms
[2022-04-12 15:50:17	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311775 | val_loss: 0.0311777 | Time: 4888.3 ms
[2022-04-12 15:50:43	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311769 | val_loss: 0.0311805 | Time: 25254.3 ms
[2022-04-12 15:50:48	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311755 | val_loss: 0.0311807 | Time: 5207.68 ms
[2022-04-12 15:50:53	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311773 | val_loss: 0.0311784 | Time: 5239.48 ms
[2022-04-12 15:50:58	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311778 | val_loss: 0.0311796 | Time: 5268.99 ms
[2022-04-12 15:51:04	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311793 | val_loss: 0.0311845 | Time: 5327.96 ms
[2022-04-12 15:51:09	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311802 | val_loss: 0.0311775 | Time: 5331.04 ms
[2022-04-12 15:51:14	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311746 | val_loss: 0.0311793 | Time: 5332.26 ms
[2022-04-12 15:51:20	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311742 | val_loss: 0.0311774 | Time: 5345.81 ms
[2022-04-12 15:51:25	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311737 | val_loss: 0.0311751 | Time: 5339.01 ms
[2022-04-12 15:51:30	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311728 | val_loss: 0.0311752 | Time: 5356.32 ms
[2022-04-12 15:51:36	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311754 | val_loss: 0.0311756 | Time: 5333.41 ms
[2022-04-12 15:51:41	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311839 | val_loss: 0.0311771 | Time: 5336.98 ms
[2022-04-12 15:51:47	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031174 | val_loss: 0.0311762 | Time: 5352.17 ms
[2022-04-12 15:51:52	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311757 | val_loss: 0.0311801 | Time: 5354.49 ms
[2022-04-12 15:51:57	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.031176 | val_loss: 0.0311765 | Time: 5341.7 ms
[2022-04-12 15:52:03	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311737 | val_loss: 0.0311772 | Time: 5354.28 ms
[2022-04-12 15:52:08	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311741 | val_loss: 0.0311785 | Time: 5342.82 ms
[2022-04-12 15:52:13	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311848 | val_loss: 0.031203 | Time: 5341.07 ms
[2022-04-12 15:52:19	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311802 | val_loss: 0.0311838 | Time: 5345.33 ms
[2022-04-12 15:52:24	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311763 | val_loss: 0.0311764 | Time: 5340.68 ms
[2022-04-12 15:52:29	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311732 | val_loss: 0.0311734 | Time: 5334.18 ms
[2022-04-12 15:52:35	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311727 | val_loss: 0.0311766 | Time: 5359.38 ms
[2022-04-12 15:52:40	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311702 | val_loss: 0.0311736 | Time: 5349.58 ms
[2022-04-12 15:52:45	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311701 | val_loss: 0.031174 | Time: 5355.17 ms
[2022-04-12 15:52:51	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311812 | val_loss: 0.0311763 | Time: 5341.56 ms
[2022-04-12 15:52:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311733 | val_loss: 0.0311799 | Time: 5343.41 ms
[2022-04-12 15:53:01	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311731 | val_loss: 0.0311749 | Time: 5343.55 ms
[2022-04-12 15:53:07	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311691 | val_loss: 0.0311742 | Time: 5348.5 ms
[2022-04-12 15:53:12	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311685 | val_loss: 0.0311724 | Time: 5340.31 ms
[2022-04-12 15:53:18	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311717 | val_loss: 0.0311801 | Time: 5346.21 ms
[2022-04-12 15:53:23	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031175 | val_loss: 0.0311771 | Time: 5360.11 ms
[2022-04-12 15:53:28	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311699 | val_loss: 0.0311742 | Time: 5347.78 ms
[2022-04-12 15:53:34	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311685 | val_loss: 0.0311737 | Time: 5343.16 ms
[2022-04-12 15:53:39	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311671 | val_loss: 0.031177 | Time: 5343.64 ms
[2022-04-12 15:53:44	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311683 | val_loss: 0.0311751 | Time: 5342.66 ms
[2022-04-12 15:53:50	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311691 | val_loss: 0.031177 | Time: 5352.69 ms
[2022-04-12 15:53:55	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311678 | val_loss: 0.0311886 | Time: 5353.43 ms
[2022-04-12 15:54:00	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311733 | val_loss: 0.0311754 | Time: 5351.85 ms
[2022-04-12 15:54:06	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311717 | val_loss: 0.0311746 | Time: 5350.17 ms
[2022-04-12 15:54:11	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.031168 | val_loss: 0.031178 | Time: 5357.93 ms
[2022-04-12 15:54:16	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311694 | val_loss: 0.0311734 | Time: 5339.97 ms
[2022-04-12 15:54:22	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311677 | val_loss: 0.0311743 | Time: 5349.33 ms
[2022-04-12 15:54:27	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311693 | val_loss: 0.0311767 | Time: 5347.35 ms
[2022-04-12 15:54:33	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311667 | val_loss: 0.0311767 | Time: 5360.52 ms
[2022-04-12 15:54:38	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.03117 | val_loss: 0.0311867 | Time: 5350.87 ms
[2022-04-12 15:54:43	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311748 | val_loss: 0.031183 | Time: 5362.6 ms
[2022-04-12 15:54:49	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311706 | val_loss: 0.0311741 | Time: 5334.96 ms
[2022-04-12 15:54:54	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311699 | val_loss: 0.0311747 | Time: 5348.37 ms
[2022-04-12 15:54:59	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.03117 | val_loss: 0.0311804 | Time: 5341.6 ms
[2022-04-12 15:55:05	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311774 | val_loss: 0.0311815 | Time: 5335.71 ms
[2022-04-12 15:55:10	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311795 | val_loss: 0.0311902 | Time: 5345 ms
[2022-04-12 15:55:15	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311751 | val_loss: 0.0311817 | Time: 5342.55 ms
[2022-04-12 15:55:21	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311727 | val_loss: 0.0311789 | Time: 5328.24 ms
[2022-04-12 15:55:26	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311722 | val_loss: 0.0311965 | Time: 5345.46 ms
[2022-04-12 15:55:31	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311737 | val_loss: 0.0311774 | Time: 5359.41 ms
[2022-04-12 15:55:37	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311689 | val_loss: 0.0311761 | Time: 5344.13 ms
[2022-04-12 15:55:42	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311667 | val_loss: 0.0311782 | Time: 5344.56 ms
[2022-04-12 15:55:47	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311719 | val_loss: 0.0311871 | Time: 5342.18 ms
[2022-04-12 15:55:53	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311786 | val_loss: 0.0311864 | Time: 5349.63 ms
[2022-04-12 15:55:58	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311708 | val_loss: 0.031179 | Time: 5348.43 ms
[2022-04-12 15:56:04	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311692 | val_loss: 0.0311768 | Time: 5358 ms
[2022-04-12 15:56:09	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311679 | val_loss: 0.0311764 | Time: 5357.1 ms
[2022-04-12 15:56:14	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311667 | val_loss: 0.0311786 | Time: 5347.7 ms
[2022-04-12 15:56:20	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311681 | val_loss: 0.0311837 | Time: 5342.67 ms
[2022-04-12 15:56:25	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311679 | val_loss: 0.0311844 | Time: 5349.92 ms
[2022-04-12 15:56:30	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311667 | val_loss: 0.0311759 | Time: 5342.09 ms
[2022-04-12 15:56:36	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311663 | val_loss: 0.0311762 | Time: 5344.68 ms
[2022-04-12 15:56:41	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311665 | val_loss: 0.0311743 | Time: 5349.68 ms
[2022-04-12 15:56:46	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311653 | val_loss: 0.0311755 | Time: 5351.27 ms
[2022-04-12 15:56:52	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311719 | val_loss: 0.0311911 | Time: 5347.05 ms
[2022-04-12 15:56:57	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311712 | val_loss: 0.0311766 | Time: 5342.53 ms
[2022-04-12 15:57:02	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311645 | val_loss: 0.0311764 | Time: 5334.49 ms
[2022-04-12 15:57:08	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311636 | val_loss: 0.0311736 | Time: 5325.47 ms
[2022-04-12 15:57:13	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.031166 | val_loss: 0.0311946 | Time: 5299.93 ms
[2022-04-12 15:57:18	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311751 | val_loss: 0.0311807 | Time: 5342.28 ms
[2022-04-12 15:57:24	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311675 | val_loss: 0.0311833 | Time: 5305.27 ms
[2022-04-12 15:57:29	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311668 | val_loss: 0.0311728 | Time: 5327.93 ms
[2022-04-12 15:57:34	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311634 | val_loss: 0.0311717 | Time: 5310.71 ms
[2022-04-12 15:57:40	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311625 | val_loss: 0.0311737 | Time: 5303.64 ms
[2022-04-12 15:57:45	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031166 | val_loss: 0.0311731 | Time: 5300.69 ms
[2022-04-12 15:57:50	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031166 | val_loss: 0.031181 | Time: 5293.4 ms
[2022-04-12 15:57:56	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311652 | val_loss: 0.0311768 | Time: 5295.42 ms
[2022-04-12 15:58:01	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311647 | val_loss: 0.0311775 | Time: 5359.87 ms
[2022-04-12 15:58:06	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311735 | val_loss: 0.0311716 | Time: 5300.75 ms
[2022-04-12 15:58:12	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311656 | val_loss: 0.0311736 | Time: 5293.78 ms
[2022-04-12 15:58:17	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311634 | val_loss: 0.0311768 | Time: 5329.86 ms
[2022-04-12 15:58:22	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311647 | val_loss: 0.0311735 | Time: 5319.31 ms
[2022-04-12 15:58:28	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311636 | val_loss: 0.0311733 | Time: 5299.37 ms
[2022-04-12 15:58:33	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311658 | val_loss: 0.0311733 | Time: 5289.07 ms
[2022-04-12 15:58:38	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311666 | val_loss: 0.0311729 | Time: 5297.51 ms
[2022-04-12 15:58:44	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311643 | val_loss: 0.0311737 | Time: 5331.96 ms
[2022-04-12 15:58:49	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311672 | val_loss: 0.0311853 | Time: 5329.62 ms
[2022-04-12 15:58:54	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311631 | val_loss: 0.0311735 | Time: 5306.37 ms
[2022-04-12 15:58:59	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311604 | val_loss: 0.031174 | Time: 5295.66 ms
[2022-04-12 15:59:05	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311634 | val_loss: 0.0311805 | Time: 5298.51 ms
[2022-04-12 15:59:10	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031162 | val_loss: 0.0311718 | Time: 5300.22 ms
[2022-04-12 15:59:15	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031163 | val_loss: 0.0311835 | Time: 5291.25 ms
[2022-04-12 15:59:21	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311698 | val_loss: 0.0311855 | Time: 5319.16 ms
[2022-04-12 15:59:26	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311662 | val_loss: 0.0311736 | Time: 5300.95 ms
[2022-04-12 15:59:31	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311621 | val_loss: 0.031171 | Time: 5298.86 ms
[2022-04-12 15:59:37	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311599 | val_loss: 0.0311738 | Time: 5306.69 ms
[2022-04-12 15:59:42	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311609 | val_loss: 0.0311707 | Time: 5327.31 ms
[2022-04-12 15:59:47	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311584 | val_loss: 0.0311723 | Time: 5309.1 ms
[2022-04-12 15:59:53	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311588 | val_loss: 0.0311722 | Time: 5313.81 ms
[2022-04-12 15:59:58	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311609 | val_loss: 0.0311756 | Time: 5354.94 ms
[2022-04-12 16:00:03	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311596 | val_loss: 0.0311798 | Time: 5281.42 ms
[2022-04-12 16:00:09	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311604 | val_loss: 0.0311724 | Time: 5297.19 ms
[2022-04-12 16:00:14	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311648 | val_loss: 0.0311886 | Time: 5313.23 ms
[2022-04-12 16:00:19	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311682 | val_loss: 0.0311744 | Time: 5309.7 ms
[2022-04-12 16:00:25	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311636 | val_loss: 0.0311812 | Time: 5318.94 ms
[2022-04-12 16:00:30	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311641 | val_loss: 0.0311713 | Time: 5355.09 ms
[2022-04-12 16:00:35	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311637 | val_loss: 0.031172 | Time: 5286.28 ms
[2022-04-12 16:00:41	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311668 | val_loss: 0.0311829 | Time: 5331.74 ms
[2022-04-12 16:00:46	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311675 | val_loss: 0.0311731 | Time: 5305.1 ms
[2022-04-12 16:00:51	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311606 | val_loss: 0.0311743 | Time: 5273.23 ms
[2022-04-12 16:00:56	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311604 | val_loss: 0.0311723 | Time: 5305.09 ms
[2022-04-12 16:01:02	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311653 | val_loss: 0.0311693 | Time: 5306.82 ms
[2022-04-12 16:01:07	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311637 | val_loss: 0.0311695 | Time: 5290.9 ms
[2022-04-12 16:01:12	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311598 | val_loss: 0.0311714 | Time: 5320.19 ms
[2022-04-12 16:01:18	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311601 | val_loss: 0.0311742 | Time: 5307.93 ms
[2022-04-12 16:01:23	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311618 | val_loss: 0.0311753 | Time: 5285.83 ms
[2022-04-12 16:01:28	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311621 | val_loss: 0.0311778 | Time: 5325.02 ms
[2022-04-12 16:01:34	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311601 | val_loss: 0.0311705 | Time: 5306.11 ms
[2022-04-12 16:01:39	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311597 | val_loss: 0.0311721 | Time: 5305.35 ms
[2022-04-12 16:01:44	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311596 | val_loss: 0.0311736 | Time: 5274.94 ms
[2022-04-12 16:01:50	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311598 | val_loss: 0.0311683 | Time: 5284.9 ms
[2022-04-12 16:01:55	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311581 | val_loss: 0.0311704 | Time: 5309.02 ms
[2022-04-12 16:02:00	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311605 | val_loss: 0.0311871 | Time: 5323.19 ms
[2022-04-12 16:02:06	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031165 | val_loss: 0.0311678 | Time: 5343.72 ms
[2022-04-12 16:02:11	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311589 | val_loss: 0.0311699 | Time: 5306.75 ms
[2022-04-12 16:02:16	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311586 | val_loss: 0.0311727 | Time: 5310 ms
[2022-04-12 16:02:21	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311602 | val_loss: 0.0311708 | Time: 5285.11 ms
[2022-04-12 16:02:27	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311623 | val_loss: 0.0311871 | Time: 5316.2 ms
[2022-04-12 16:02:32	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311654 | val_loss: 0.0311753 | Time: 5310.75 ms
[2022-04-12 16:02:37	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311599 | val_loss: 0.0311723 | Time: 5299.82 ms
[2022-04-12 16:02:43	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311586 | val_loss: 0.0311714 | Time: 5285.9 ms
[2022-04-12 16:02:48	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311583 | val_loss: 0.0311721 | Time: 5304.5 ms
[2022-04-12 16:02:53	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311608 | val_loss: 0.0311739 | Time: 5341.12 ms
[2022-04-12 16:02:59	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311582 | val_loss: 0.0311713 | Time: 5339.12 ms
[2022-04-12 16:03:04	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.031157 | val_loss: 0.0311676 | Time: 5351.16 ms
[2022-04-12 16:03:09	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031158 | val_loss: 0.0311784 | Time: 5322.53 ms
[2022-04-12 16:03:15	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311664 | val_loss: 0.031174 | Time: 5288.63 ms
[2022-04-12 16:03:20	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311648 | val_loss: 0.0311662 | Time: 5313.57 ms
[2022-04-12 16:03:25	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311628 | val_loss: 0.0311657 | Time: 5296.97 ms
[2022-04-12 16:03:31	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311629 | val_loss: 0.0311746 | Time: 5297.24 ms
[2022-04-12 16:03:36	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311609 | val_loss: 0.0311663 | Time: 5323.15 ms
[2022-04-12 16:03:41	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311609 | val_loss: 0.0311665 | Time: 5304.14 ms
[2022-04-12 16:03:47	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311631 | val_loss: 0.0311669 | Time: 5325.32 ms
[2022-04-12 16:03:52	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311612 | val_loss: 0.031167 | Time: 5337.3 ms
[2022-04-12 16:03:57	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311626 | val_loss: 0.0311711 | Time: 5354.84 ms
[2022-04-12 16:04:03	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311654 | val_loss: 0.0311718 | Time: 5306.48 ms
[2022-04-12 16:04:08	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311613 | val_loss: 0.0311738 | Time: 5354.66 ms
[2022-04-12 16:04:13	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311617 | val_loss: 0.0311674 | Time: 5340.17 ms
[2022-04-12 16:04:19	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311597 | val_loss: 0.0311678 | Time: 5294.96 ms
[2022-04-12 16:04:24	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311588 | val_loss: 0.0311644 | Time: 5306.03 ms
[2022-04-12 16:04:29	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311564 | val_loss: 0.0311667 | Time: 5313.86 ms
[2022-04-12 16:04:35	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311574 | val_loss: 0.031172 | Time: 5280.16 ms
[2022-04-12 16:04:40	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031157 | val_loss: 0.0311662 | Time: 5341.02 ms
[2022-04-12 16:04:45	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311585 | val_loss: 0.0311681 | Time: 5271.46 ms
[2022-04-12 16:04:51	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311626 | val_loss: 0.0311674 | Time: 5296.72 ms
[2022-04-12 16:04:56	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311596 | val_loss: 0.0311713 | Time: 5354.12 ms
[2022-04-12 16:05:01	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311583 | val_loss: 0.031168 | Time: 5276.66 ms
[2022-04-12 16:05:06	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311562 | val_loss: 0.0311698 | Time: 5271.73 ms
[2022-04-12 16:05:06	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311698
[2022-04-12 16:05:06	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-12 16:05:06	                main:608]	:	INFO	:	Success, exiting..
16:05:06 (9844): 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)