Task 10034150

Name ParityModified-1639966299-2506-0_0
Workunit 7412713
Created 20 Dec 2021, 2:11:41 UTC
Sent 7 Jan 2022, 17:39:13 UTC
Report deadline 15 Jan 2022, 17:39:13 UTC
Received 8 Jan 2022, 1:04:20 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17991
Run time 1 hours 15 min 9 sec
CPU time 1 hours 13 min 32 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,458.46 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 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>
            main:574]	:	INFO	:	Epoch 1567 | loss: 0.0309832 | val_loss: 0.0312968 | Time: 1918.03 ms
[2022-01-07 13:09:54	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0309862 | val_loss: 0.0312973 | Time: 2376.37 ms
[2022-01-07 13:09:56	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.03099 | val_loss: 0.031298 | Time: 2363.4 ms
[2022-01-07 13:09:59	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0309902 | val_loss: 0.0312906 | Time: 2359.9 ms
[2022-01-07 13:10:01	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0309935 | val_loss: 0.0312922 | Time: 2364 ms
[2022-01-07 13:10:03	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0309902 | val_loss: 0.0312757 | Time: 2379.86 ms
[2022-01-07 13:10:06	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0309945 | val_loss: 0.0312955 | Time: 2409.86 ms
[2022-01-07 13:10:08	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0309931 | val_loss: 0.0313126 | Time: 2391.69 ms
[2022-01-07 13:10:10	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0309846 | val_loss: 0.0312812 | Time: 1712.35 ms
[2022-01-07 13:10:12	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0310591 | val_loss: 0.0312424 | Time: 2139.56 ms
[2022-01-07 13:10:14	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0310976 | val_loss: 0.0312334 | Time: 2381.79 ms
[2022-01-07 13:10:17	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0310639 | val_loss: 0.0312722 | Time: 2282.02 ms
[2022-01-07 13:10:19	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.031024 | val_loss: 0.0313 | Time: 2355.15 ms
[2022-01-07 13:10:21	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0310002 | val_loss: 0.0312964 | Time: 2332.27 ms
[2022-01-07 13:10:24	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0310057 | val_loss: 0.0312829 | Time: 2412.97 ms
[2022-01-07 13:10:26	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0309904 | val_loss: 0.0312855 | Time: 2301.22 ms
[2022-01-07 13:10:29	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0309901 | val_loss: 0.0312755 | Time: 2357.72 ms
[2022-01-07 13:10:30	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.030986 | val_loss: 0.0312956 | Time: 1690.69 ms
[2022-01-07 13:10:32	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0309883 | val_loss: 0.0312849 | Time: 2185.06 ms
[2022-01-07 13:10:35	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0309946 | val_loss: 0.0312922 | Time: 2373.59 ms
[2022-01-07 13:10:37	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0309943 | val_loss: 0.031318 | Time: 2429.48 ms
[2022-01-07 13:10:40	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0309869 | val_loss: 0.031268 | Time: 2375.61 ms
[2022-01-07 13:10:42	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0309931 | val_loss: 0.0313004 | Time: 2402.36 ms
[2022-01-07 13:10:45	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0309849 | val_loss: 0.0312972 | Time: 2386.34 ms
[2022-01-07 13:10:47	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0309895 | val_loss: 0.0312725 | Time: 2397.02 ms
[2022-01-07 13:10:49	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0309943 | val_loss: 0.0312754 | Time: 2331.54 ms
[2022-01-07 13:10:51	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0309918 | val_loss: 0.0312632 | Time: 1689.31 ms
[2022-01-07 13:10:53	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0309983 | val_loss: 0.0312653 | Time: 2365.12 ms
[2022-01-07 13:10:56	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0309909 | val_loss: 0.0312861 | Time: 2378.87 ms
[2022-01-07 13:10:58	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0309879 | val_loss: 0.0312848 | Time: 2527.33 ms
[2022-01-07 13:11:01	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.030993 | val_loss: 0.0313269 | Time: 2419.03 ms
[2022-01-07 13:11:03	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0309908 | val_loss: 0.031288 | Time: 2379.66 ms
[2022-01-07 13:11:05	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0309862 | val_loss: 0.0312894 | Time: 2335.34 ms
[2022-01-07 13:11:08	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0309852 | val_loss: 0.0312945 | Time: 2424.45 ms
[2022-01-07 13:11:10	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0309876 | val_loss: 0.0313051 | Time: 1940.43 ms
[2022-01-07 13:11:12	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0309849 | val_loss: 0.0312779 | Time: 2124.81 ms
[2022-01-07 13:11:14	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0309871 | val_loss: 0.0313018 | Time: 2391.5 ms
[2022-01-07 13:11:17	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0309874 | val_loss: 0.0312785 | Time: 2429.08 ms
[2022-01-07 13:11:19	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0309877 | val_loss: 0.0312989 | Time: 2348.62 ms
[2022-01-07 13:11:22	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0309836 | val_loss: 0.0313235 | Time: 2297.04 ms
[2022-01-07 13:11:24	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0309871 | val_loss: 0.0312818 | Time: 2340.53 ms
[2022-01-07 13:11:26	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0309929 | val_loss: 0.0313012 | Time: 2378.01 ms
[2022-01-07 13:11:29	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0309818 | val_loss: 0.0312787 | Time: 2378.58 ms
[2022-01-07 13:11:30	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0309865 | val_loss: 0.0312943 | Time: 1701.31 ms
[2022-01-07 13:11:33	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0309914 | val_loss: 0.031285 | Time: 2278.4 ms
[2022-01-07 13:11:35	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0309838 | val_loss: 0.0313219 | Time: 2371.95 ms
[2022-01-07 13:11:37	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0309873 | val_loss: 0.0312996 | Time: 2375.93 ms
[2022-01-07 13:11:40	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0309801 | val_loss: 0.0312864 | Time: 2389.14 ms
[2022-01-07 13:11:42	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0309862 | val_loss: 0.0312939 | Time: 2381.59 ms
[2022-01-07 13:11:45	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.030994 | val_loss: 0.0312955 | Time: 2348.21 ms
[2022-01-07 13:11:47	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0309963 | val_loss: 0.0312735 | Time: 2332.48 ms
[2022-01-07 13:11:49	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0309907 | val_loss: 0.0312971 | Time: 2301.2 ms
[2022-01-07 13:11:51	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0309886 | val_loss: 0.0312746 | Time: 1643.16 ms
[2022-01-07 13:11:53	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0309898 | val_loss: 0.0312825 | Time: 2358.8 ms
[2022-01-07 13:11:56	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.030989 | val_loss: 0.0312986 | Time: 2346.76 ms
[2022-01-07 13:11:58	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0309847 | val_loss: 0.0313212 | Time: 2404.44 ms
[2022-01-07 13:12:00	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.030989 | val_loss: 0.0312987 | Time: 2350.97 ms
[2022-01-07 13:12:03	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0309875 | val_loss: 0.0312902 | Time: 2368.33 ms
[2022-01-07 13:12:05	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0309847 | val_loss: 0.0312858 | Time: 2306.89 ms
[2022-01-07 13:12:07	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0309921 | val_loss: 0.0312941 | Time: 2312.71 ms
[2022-01-07 13:12:10	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0309896 | val_loss: 0.031339 | Time: 2133.06 ms
[2022-01-07 13:12:11	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0309866 | val_loss: 0.0312843 | Time: 1809.22 ms
[2022-01-07 13:12:14	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0309853 | val_loss: 0.0312939 | Time: 2340.15 ms
[2022-01-07 13:12:16	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.030988 | val_loss: 0.0312876 | Time: 2410.18 ms
[2022-01-07 13:12:19	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0309872 | val_loss: 0.0312876 | Time: 2341.19 ms
[2022-01-07 13:12:21	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0309935 | val_loss: 0.0312966 | Time: 2412.58 ms
[2022-01-07 13:12:23	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.030987 | val_loss: 0.0312945 | Time: 2399.56 ms
[2022-01-07 13:12:26	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0309933 | val_loss: 0.0312847 | Time: 2326.7 ms
[2022-01-07 13:12:28	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0309974 | val_loss: 0.0312939 | Time: 2380.21 ms
[2022-01-07 13:12:30	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0309988 | val_loss: 0.0312735 | Time: 1870.5 ms
[2022-01-07 13:12:32	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0309896 | val_loss: 0.0313121 | Time: 2129.52 ms
[2022-01-07 13:12:34	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0309929 | val_loss: 0.0312644 | Time: 2312.28 ms
[2022-01-07 13:12:37	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0309908 | val_loss: 0.0312624 | Time: 2334.37 ms
[2022-01-07 13:12:39	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0309976 | val_loss: 0.0312989 | Time: 2384.81 ms
[2022-01-07 13:12:42	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0309937 | val_loss: 0.031325 | Time: 2303.7 ms
[2022-01-07 13:12:44	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0309848 | val_loss: 0.0313302 | Time: 2374.18 ms
[2022-01-07 13:12:46	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0309878 | val_loss: 0.0313129 | Time: 2284.45 ms
[2022-01-07 13:12:49	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0309907 | val_loss: 0.0312969 | Time: 2389.74 ms
[2022-01-07 13:12:50	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0309893 | val_loss: 0.0312942 | Time: 1734.69 ms
[2022-01-07 13:12:53	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0309937 | val_loss: 0.0312758 | Time: 2343.81 ms
[2022-01-07 13:12:55	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0309929 | val_loss: 0.0312784 | Time: 2357.78 ms
[2022-01-07 13:12:58	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0309894 | val_loss: 0.0312832 | Time: 2477.03 ms
[2022-01-07 13:13:00	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0309965 | val_loss: 0.0312959 | Time: 2491.53 ms
[2022-01-07 13:13:02	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310022 | val_loss: 0.0313363 | Time: 2348.04 ms
[2022-01-07 13:13:05	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0309983 | val_loss: 0.0313131 | Time: 2367.38 ms
[2022-01-07 13:13:07	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0309871 | val_loss: 0.0312927 | Time: 2361.93 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER)
[2022-01-07 16:49:37	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-07 16:49:37	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-07 16:49:37	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-07 16:49:37	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-07 16:49:37	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-07 16:49:37	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-07 16:49:37	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2022-01-07 16:49:37	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-07 16:49:37	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-07 16:49:37	                main:474]	:	INFO	:	Configuration: 
[2022-01-07 16:49:37	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-07 16:49:37	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-07 16:49:37	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-07 16:49:37	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-07 16:49:37	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-07 16:49:37	                main:480]	:	INFO	:	    Patience: 10
[2022-01-07 16:49:37	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-07 16:49:37	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-07 16:49:37	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-07 16:49:37	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-07 16:49:37	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-07 16:49:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-07 16:49:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-07 16:49:40	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-07 16:49:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-07 16:49:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-07 16:49:41	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-07 16:49:41	                main:494]	:	INFO	:	Creating Model
[2022-01-07 16:49:41	                main:507]	:	INFO	:	Preparing config file
[2022-01-07 16:49:41	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-07 16:49:41	                main:512]	:	INFO	:	Loading config
[2022-01-07 16:49:41	                main:514]	:	INFO	:	Loading state
[2022-01-07 16:49:43	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-07 16:49:43	                main:562]	:	INFO	:	Starting Training
[2022-01-07 16:49:45	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031077 | val_loss: 0.0312954 | Time: 2089.46 ms
[2022-01-07 16:49:47	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310245 | val_loss: 0.031275 | Time: 2329.12 ms
[2022-01-07 16:49:50	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310127 | val_loss: 0.0312759 | Time: 2306.3 ms
[2022-01-07 16:49:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0309985 | val_loss: 0.0313099 | Time: 2289.44 ms
[2022-01-07 16:49:54	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0309953 | val_loss: 0.0312776 | Time: 2334.54 ms
[2022-01-07 16:49:56	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0309958 | val_loss: 0.0312901 | Time: 2290.78 ms
[2022-01-07 16:49:59	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0309914 | val_loss: 0.0313332 | Time: 2104.76 ms
[2022-01-07 16:50:01	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0309911 | val_loss: 0.0313121 | Time: 2324.1 ms
[2022-01-07 16:50:03	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0309931 | val_loss: 0.0313193 | Time: 2323.1 ms
[2022-01-07 16:50:05	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0309932 | val_loss: 0.0312941 | Time: 1706.87 ms
[2022-01-07 16:50:07	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0309904 | val_loss: 0.0313058 | Time: 2358.04 ms
[2022-01-07 16:50:10	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0309933 | val_loss: 0.0313037 | Time: 2331.73 ms
[2022-01-07 16:50:12	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0309902 | val_loss: 0.0312951 | Time: 2311.39 ms
[2022-01-07 16:50:14	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0309881 | val_loss: 0.0313151 | Time: 2345.97 ms
[2022-01-07 16:50:17	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0309818 | val_loss: 0.0312892 | Time: 2351.65 ms
[2022-01-07 16:50:19	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0309819 | val_loss: 0.0313014 | Time: 2330.03 ms
[2022-01-07 16:50:21	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0309861 | val_loss: 0.0312726 | Time: 2337 ms
[2022-01-07 16:50:24	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0309883 | val_loss: 0.0312883 | Time: 2082.52 ms
[2022-01-07 16:50:25	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0309933 | val_loss: 0.0312599 | Time: 1882.43 ms
[2022-01-07 16:50:28	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0309939 | val_loss: 0.0312868 | Time: 2289.22 ms
[2022-01-07 16:50:30	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0309988 | val_loss: 0.0312763 | Time: 2365.63 ms
[2022-01-07 16:50:32	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310007 | val_loss: 0.0312732 | Time: 2304.12 ms
[2022-01-07 16:50:35	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0309954 | val_loss: 0.0312869 | Time: 2367.33 ms
[2022-01-07 16:50:37	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0309872 | val_loss: 0.0313001 | Time: 2345.56 ms
[2022-01-07 16:50:40	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0309898 | val_loss: 0.0312943 | Time: 2383.96 ms
[2022-01-07 16:50:42	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0309889 | val_loss: 0.0313033 | Time: 2270.84 ms
[2022-01-07 16:50:44	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0309855 | val_loss: 0.0312637 | Time: 1933.31 ms
[2022-01-07 16:50:46	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0309879 | val_loss: 0.0312894 | Time: 2067.3 ms
[2022-01-07 16:50:48	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0309952 | val_loss: 0.0312917 | Time: 2367.37 ms
[2022-01-07 16:50:51	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0309905 | val_loss: 0.0313079 | Time: 2315.66 ms
[2022-01-07 16:50:53	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0309938 | val_loss: 0.0313065 | Time: 2326.78 ms
[2022-01-07 16:50:55	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0309867 | val_loss: 0.0312753 | Time: 2341.22 ms
[2022-01-07 16:50:58	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0309829 | val_loss: 0.0312967 | Time: 2311.21 ms
[2022-01-07 16:51:00	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0309848 | val_loss: 0.0312752 | Time: 2341.56 ms
[2022-01-07 16:51:02	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0309859 | val_loss: 0.031262 | Time: 2282.35 ms
[2022-01-07 16:51:04	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0309844 | val_loss: 0.0313231 | Time: 1757.05 ms
[2022-01-07 16:51:06	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0309843 | val_loss: 0.0313091 | Time: 2176.45 ms
[2022-01-07 16:51:09	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.030988 | val_loss: 0.0313074 | Time: 2335.32 ms
[2022-01-07 16:51:11	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0309889 | val_loss: 0.0312742 | Time: 2304.8 ms
[2022-01-07 16:51:13	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0309915 | val_loss: 0.031286 | Time: 2321.39 ms
[2022-01-07 16:51:16	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0309943 | val_loss: 0.0312953 | Time: 2260.42 ms
[2022-01-07 16:51:18	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0309907 | val_loss: 0.0312795 | Time: 2318.73 ms
[2022-01-07 16:51:20	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0309844 | val_loss: 0.0313003 | Time: 2349.09 ms
[2022-01-07 16:51:23	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0309804 | val_loss: 0.0312974 | Time: 2314.12 ms
[2022-01-07 16:51:24	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0309884 | val_loss: 0.0312808 | Time: 1697.76 ms
[2022-01-07 16:51:27	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310024 | val_loss: 0.0312916 | Time: 2303.62 ms
[2022-01-07 16:51:29	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0309838 | val_loss: 0.0313262 | Time: 2309.97 ms
[2022-01-07 16:51:31	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0309836 | val_loss: 0.0312804 | Time: 2285.99 ms
[2022-01-07 16:51:33	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0309894 | val_loss: 0.0312887 | Time: 2274.65 ms
[2022-01-07 16:51:36	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0309967 | val_loss: 0.0313064 | Time: 2325.04 ms
[2022-01-07 16:51:38	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0309919 | val_loss: 0.0313181 | Time: 2306.93 ms
[2022-01-07 16:51:40	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0309849 | val_loss: 0.031302 | Time: 2332.57 ms
[2022-01-07 16:51:43	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0309888 | val_loss: 0.0313303 | Time: 2363.47 ms
[2022-01-07 16:51:45	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0309915 | val_loss: 0.0312795 | Time: 1658.31 ms
[2022-01-07 16:51:47	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0309918 | val_loss: 0.0312917 | Time: 2372.42 ms
[2022-01-07 16:51:49	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.030984 | val_loss: 0.0313114 | Time: 2361.51 ms
[2022-01-07 16:51:52	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0309838 | val_loss: 0.0313078 | Time: 2313.21 ms
[2022-01-07 16:51:54	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0309905 | val_loss: 0.0313002 | Time: 2332.18 ms
[2022-01-07 16:51:56	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310019 | val_loss: 0.0312877 | Time: 2376.14 ms
[2022-01-07 16:51:59	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0309878 | val_loss: 0.0313011 | Time: 2359.23 ms
[2022-01-07 16:52:01	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0309845 | val_loss: 0.0312916 | Time: 2391.59 ms
[2022-01-07 16:52:03	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0309817 | val_loss: 0.0312781 | Time: 2123.4 ms
[2022-01-07 16:52:05	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0309825 | val_loss: 0.0313191 | Time: 1489.74 ms
[2022-01-07 16:52:07	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0309884 | val_loss: 0.0312958 | Time: 2148.34 ms
[2022-01-07 16:52:09	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0309846 | val_loss: 0.0313178 | Time: 2216.39 ms
[2022-01-07 16:52:11	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0309847 | val_loss: 0.0313023 | Time: 2180.61 ms
[2022-01-07 16:52:14	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0309879 | val_loss: 0.0312991 | Time: 2215.41 ms
[2022-01-07 16:52:16	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0309844 | val_loss: 0.0312927 | Time: 2131.45 ms
[2022-01-07 16:52:18	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0309876 | val_loss: 0.0313068 | Time: 2177.26 ms
[2022-01-07 16:52:20	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0309873 | val_loss: 0.0312832 | Time: 2232.74 ms
[2022-01-07 16:52:22	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0309888 | val_loss: 0.031291 | Time: 2159.09 ms
[2022-01-07 16:52:24	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0309905 | val_loss: 0.0312738 | Time: 1722.26 ms
[2022-01-07 16:52:26	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0309932 | val_loss: 0.0313026 | Time: 2014.36 ms
[2022-01-07 16:52:28	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.030995 | val_loss: 0.0312994 | Time: 2219.81 ms
[2022-01-07 16:52:31	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0309868 | val_loss: 0.0313035 | Time: 2197.09 ms
[2022-01-07 16:52:33	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0309829 | val_loss: 0.0312821 | Time: 2153.65 ms
[2022-01-07 16:52:35	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0309818 | val_loss: 0.0312955 | Time: 2199.18 ms
[2022-01-07 16:52:37	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0309817 | val_loss: 0.0313429 | Time: 2186.34 ms
[2022-01-07 16:52:39	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0309862 | val_loss: 0.0313049 | Time: 2113.86 ms
[2022-01-07 16:52:41	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0309885 | val_loss: 0.0312738 | Time: 2130.01 ms
[2022-01-07 16:52:43	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0309911 | val_loss: 0.0313117 | Time: 2083.74 ms
[2022-01-07 16:52:45	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0309936 | val_loss: 0.0312814 | Time: 1506.74 ms
[2022-01-07 16:52:47	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0309971 | val_loss: 0.0312878 | Time: 2226.34 ms
[2022-01-07 16:52:49	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310047 | val_loss: 0.0312837 | Time: 2206.7 ms
[2022-01-07 16:52:52	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0309941 | val_loss: 0.0312979 | Time: 2199.57 ms
[2022-01-07 16:52:54	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.030987 | val_loss: 0.0313005 | Time: 2119.83 ms
[2022-01-07 16:52:56	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0309915 | val_loss: 0.0313068 | Time: 2193.9 ms
[2022-01-07 16:52:58	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0309854 | val_loss: 0.0313043 | Time: 2115.34 ms
[2022-01-07 16:53:00	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.030985 | val_loss: 0.0312889 | Time: 2265.3 ms
[2022-01-07 16:53:03	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0309929 | val_loss: 0.0312766 | Time: 2128.73 ms
[2022-01-07 16:53:04	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0309971 | val_loss: 0.0313182 | Time: 1641.15 ms
[2022-01-07 16:53:06	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0309967 | val_loss: 0.03128 | Time: 2081.13 ms
[2022-01-07 16:53:08	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0309945 | val_loss: 0.0312822 | Time: 2175.07 ms
[2022-01-07 16:53:11	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0309909 | val_loss: 0.0312556 | Time: 2191.54 ms
[2022-01-07 16:53:13	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0309994 | val_loss: 0.031253 | Time: 2163.15 ms
[2022-01-07 16:53:15	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0309881 | val_loss: 0.031293 | Time: 2155.54 ms
[2022-01-07 16:53:17	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0309836 | val_loss: 0.031284 | Time: 2177.8 ms
[2022-01-07 16:53:19	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309914 | val_loss: 0.0313148 | Time: 2262.48 ms
[2022-01-07 16:53:22	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.030987 | val_loss: 0.0312966 | Time: 2228.84 ms
[2022-01-07 16:53:24	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0309906 | val_loss: 0.031279 | Time: 2010.5 ms
[2022-01-07 16:53:26	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0310036 | val_loss: 0.031309 | Time: 1788.59 ms
[2022-01-07 16:53:28	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0309894 | val_loss: 0.0312847 | Time: 2142.18 ms
[2022-01-07 16:53:30	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0309958 | val_loss: 0.0312777 | Time: 2150.78 ms
[2022-01-07 16:53:32	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0309938 | val_loss: 0.0312938 | Time: 2121.75 ms
[2022-01-07 16:53:34	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0309916 | val_loss: 0.0312947 | Time: 2188.79 ms
[2022-01-07 16:53:36	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0309934 | val_loss: 0.0313021 | Time: 2161.56 ms
[2022-01-07 16:53:39	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0309902 | val_loss: 0.0312793 | Time: 2194.29 ms
[2022-01-07 16:53:41	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0309901 | val_loss: 0.0313035 | Time: 2205.6 ms
[2022-01-07 16:53:43	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0309858 | val_loss: 0.0313082 | Time: 2179.05 ms
[2022-01-07 16:53:45	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0309848 | val_loss: 0.0313267 | Time: 1550.64 ms
[2022-01-07 16:53:47	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0309847 | val_loss: 0.0312841 | Time: 2212.09 ms
[2022-01-07 16:53:49	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0309862 | val_loss: 0.0313039 | Time: 2249.29 ms
[2022-01-07 16:53:51	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.03099 | val_loss: 0.031288 | Time: 2281.93 ms
[2022-01-07 16:53:54	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0309934 | val_loss: 0.0312799 | Time: 2228.53 ms
[2022-01-07 16:53:56	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0309846 | val_loss: 0.0313109 | Time: 2180.85 ms
[2022-01-07 16:53:58	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0309838 | val_loss: 0.031308 | Time: 2286.9 ms
[2022-01-07 16:54:00	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0309817 | val_loss: 0.0312811 | Time: 2261.41 ms
[2022-01-07 16:54:03	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0309914 | val_loss: 0.0312701 | Time: 2193.07 ms
[2022-01-07 16:54:04	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0309948 | val_loss: 0.0312705 | Time: 1701.6 ms
[2022-01-07 16:54:06	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0309975 | val_loss: 0.0313017 | Time: 2158.04 ms
[2022-01-07 16:54:09	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0309884 | val_loss: 0.0313097 | Time: 2169.46 ms
[2022-01-07 16:54:11	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0309885 | val_loss: 0.0313121 | Time: 2242.42 ms
[2022-01-07 16:54:13	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0309832 | val_loss: 0.031303 | Time: 2199.26 ms
[2022-01-07 16:54:15	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0309896 | val_loss: 0.0312576 | Time: 2245.28 ms
[2022-01-07 16:54:18	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0309984 | val_loss: 0.0313207 | Time: 2197.56 ms
[2022-01-07 16:54:20	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0309967 | val_loss: 0.0312982 | Time: 2204.47 ms
[2022-01-07 16:54:22	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0309884 | val_loss: 0.0313013 | Time: 2176.24 ms
[2022-01-07 16:54:24	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.03099 | val_loss: 0.0312978 | Time: 1928.56 ms
[2022-01-07 16:54:26	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0309901 | val_loss: 0.0313003 | Time: 1836.26 ms
[2022-01-07 16:54:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0309879 | val_loss: 0.0313018 | Time: 2148.14 ms
[2022-01-07 16:54:30	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0309927 | val_loss: 0.0312826 | Time: 2109.23 ms
[2022-01-07 16:54:32	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0309929 | val_loss: 0.0312688 | Time: 2164.48 ms
[2022-01-07 16:54:34	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0309877 | val_loss: 0.031321 | Time: 2210.82 ms
[2022-01-07 16:54:37	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0309864 | val_loss: 0.0313115 | Time: 2226.25 ms
[2022-01-07 16:54:39	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0309879 | val_loss: 0.031274 | Time: 2201.59 ms
[2022-01-07 16:54:41	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0309955 | val_loss: 0.031281 | Time: 2224.54 ms
[2022-01-07 16:54:43	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0309937 | val_loss: 0.031314 | Time: 2176.9 ms
[2022-01-07 16:54:45	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.030999 | val_loss: 0.0313304 | Time: 1553.08 ms
[2022-01-07 16:54:47	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0309863 | val_loss: 0.0312868 | Time: 2286.1 ms
[2022-01-07 16:54:49	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0309869 | val_loss: 0.031316 | Time: 2202.77 ms
[2022-01-07 16:54:52	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0309925 | val_loss: 0.0312752 | Time: 2183.69 ms
[2022-01-07 16:54:54	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0309841 | val_loss: 0.0312944 | Time: 2240.06 ms
[2022-01-07 16:54:56	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0309848 | val_loss: 0.0312913 | Time: 2152.12 ms
[2022-01-07 16:54:58	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0309905 | val_loss: 0.0312877 | Time: 2196.52 ms
[2022-01-07 16:55:00	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0309937 | val_loss: 0.0313068 | Time: 2139.98 ms
[2022-01-07 16:55:03	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0309902 | val_loss: 0.0312866 | Time: 2194.13 ms
[2022-01-07 16:55:04	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0309832 | val_loss: 0.0313163 | Time: 1685.94 ms
[2022-01-07 16:55:06	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0309866 | val_loss: 0.0312989 | Time: 1996.06 ms
[2022-01-07 16:55:08	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0309953 | val_loss: 0.0312726 | Time: 2105.02 ms
[2022-01-07 16:55:11	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0309934 | val_loss: 0.031311 | Time: 2140.23 ms
[2022-01-07 16:55:13	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0309937 | val_loss: 0.03131 | Time: 2137.42 ms
[2022-01-07 16:55:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0309838 | val_loss: 0.0313136 | Time: 2221.23 ms
[2022-01-07 16:55:17	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0309794 | val_loss: 0.0312895 | Time: 2204.42 ms
[2022-01-07 16:55:19	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0309837 | val_loss: 0.0313127 | Time: 2150.89 ms
[2022-01-07 16:55:22	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0309953 | val_loss: 0.0312757 | Time: 2260.86 ms
[2022-01-07 16:55:24	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0309953 | val_loss: 0.0312721 | Time: 2110.48 ms
[2022-01-07 16:55:25	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0309959 | val_loss: 0.0313177 | Time: 1643.75 ms
[2022-01-07 16:55:28	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0309886 | val_loss: 0.0312824 | Time: 2257.79 ms
[2022-01-07 16:55:30	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0309891 | val_loss: 0.0312995 | Time: 2132.5 ms
[2022-01-07 16:55:32	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0309898 | val_loss: 0.0312902 | Time: 2149.95 ms
[2022-01-07 16:55:34	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.030989 | val_loss: 0.0313005 | Time: 2115.76 ms
[2022-01-07 16:55:36	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0309918 | val_loss: 0.0312599 | Time: 2189.56 ms
[2022-01-07 16:55:38	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0309974 | val_loss: 0.0312911 | Time: 2131.25 ms
[2022-01-07 16:55:41	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0309889 | val_loss: 0.0312898 | Time: 2160.73 ms
[2022-01-07 16:55:43	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0309957 | val_loss: 0.0312714 | Time: 2176.55 ms
[2022-01-07 16:55:44	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0309911 | val_loss: 0.0312785 | Time: 1626.75 ms
[2022-01-07 16:55:47	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0309874 | val_loss: 0.0313111 | Time: 2072.13 ms
[2022-01-07 16:55:49	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0309785 | val_loss: 0.0313205 | Time: 2250.08 ms
[2022-01-07 16:55:51	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0309846 | val_loss: 0.0313141 | Time: 2289.26 ms
[2022-01-07 16:55:53	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0309875 | val_loss: 0.0312945 | Time: 2203.49 ms
[2022-01-07 16:55:55	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0309907 | val_loss: 0.0313199 | Time: 2175.77 ms
[2022-01-07 16:55:58	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.030993 | val_loss: 0.0313154 | Time: 2223.34 ms
[2022-01-07 16:56:00	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0309967 | val_loss: 0.0312858 | Time: 2190.31 ms
[2022-01-07 16:56:02	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0309934 | val_loss: 0.0312924 | Time: 2221.38 ms
[2022-01-07 16:56:04	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0309918 | val_loss: 0.0313237 | Time: 1903.3 ms
[2022-01-07 16:56:06	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0309876 | val_loss: 0.0313046 | Time: 2065.38 ms
[2022-01-07 16:56:08	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309845 | val_loss: 0.0312805 | Time: 2210.54 ms
[2022-01-07 16:56:11	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0309891 | val_loss: 0.0312726 | Time: 2238.61 ms
[2022-01-07 16:56:13	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0309956 | val_loss: 0.0312895 | Time: 2226.55 ms
[2022-01-07 16:56:15	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0309939 | val_loss: 0.0313319 | Time: 2192.62 ms
[2022-01-07 16:56:17	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0309908 | val_loss: 0.0313067 | Time: 2220.73 ms
[2022-01-07 16:56:20	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0309932 | val_loss: 0.0312655 | Time: 2184.73 ms
[2022-01-07 16:56:22	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0309895 | val_loss: 0.0312699 | Time: 2181.78 ms
[2022-01-07 16:56:24	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.030984 | val_loss: 0.0313073 | Time: 2086.08 ms
[2022-01-07 16:56:25	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0309886 | val_loss: 0.0313184 | Time: 1595.26 ms
[2022-01-07 16:56:28	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0309979 | val_loss: 0.0312805 | Time: 2187.12 ms
[2022-01-07 16:56:30	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0309879 | val_loss: 0.0312969 | Time: 2247.36 ms
[2022-01-07 16:56:32	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0309984 | val_loss: 0.0312674 | Time: 2246.61 ms
[2022-01-07 16:56:34	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0310179 | val_loss: 0.031296 | Time: 2192.05 ms
[2022-01-07 16:56:37	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310064 | val_loss: 0.0313036 | Time: 2164.66 ms
[2022-01-07 16:56:39	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0309938 | val_loss: 0.0312892 | Time: 2224.93 ms
[2022-01-07 16:56:41	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0309858 | val_loss: 0.0313182 | Time: 2239.79 ms
[2022-01-07 16:56:43	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0309802 | val_loss: 0.0312985 | Time: 2174.78 ms
[2022-01-07 16:56:45	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0309874 | val_loss: 0.0313241 | Time: 1582.27 ms
[2022-01-07 16:56:47	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0309934 | val_loss: 0.0312882 | Time: 2203.86 ms
[2022-01-07 16:56:49	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0309889 | val_loss: 0.0312739 | Time: 2183.94 ms
[2022-01-07 16:56:51	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0309844 | val_loss: 0.0312993 | Time: 2133.82 ms
[2022-01-07 16:56:54	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0309831 | val_loss: 0.0312987 | Time: 2189.86 ms
[2022-01-07 16:56:56	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.030981 | val_loss: 0.0313062 | Time: 2240.43 ms
[2022-01-07 16:56:58	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0309841 | val_loss: 0.0313099 | Time: 2154.49 ms
[2022-01-07 16:57:00	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0309835 | val_loss: 0.0313088 | Time: 2116.77 ms
[2022-01-07 16:57:02	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0309915 | val_loss: 0.031274 | Time: 2116.46 ms
[2022-01-07 16:57:04	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0309944 | val_loss: 0.0312928 | Time: 1939.93 ms
[2022-01-07 16:57:06	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0309922 | val_loss: 0.0312709 | Time: 1784.26 ms
[2022-01-07 16:57:08	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0309915 | val_loss: 0.0312952 | Time: 2356.59 ms
[2022-01-07 16:57:11	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0309926 | val_loss: 0.0312793 | Time: 2170.37 ms
[2022-01-07 16:57:13	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0309893 | val_loss: 0.0312801 | Time: 2208.13 ms
[2022-01-07 16:57:15	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0309821 | val_loss: 0.0312814 | Time: 2236.32 ms
[2022-01-07 16:57:17	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0309773 | val_loss: 0.0313229 | Time: 2148.03 ms
[2022-01-07 16:57:19	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.030983 | val_loss: 0.0313094 | Time: 2190.94 ms
[2022-01-07 16:57:22	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0309872 | val_loss: 0.0313062 | Time: 2198.27 ms
[2022-01-07 16:57:24	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0309875 | val_loss: 0.0312867 | Time: 2134.01 ms
[2022-01-07 16:57:25	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0309984 | val_loss: 0.03127 | Time: 1518.12 ms
[2022-01-07 16:57:28	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0310012 | val_loss: 0.0312807 | Time: 2213.65 ms
[2022-01-07 16:57:30	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0309981 | val_loss: 0.0312973 | Time: 2197.2 ms
[2022-01-07 16:57:32	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.030992 | val_loss: 0.0312866 | Time: 2237.67 ms
[2022-01-07 16:57:34	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0309911 | val_loss: 0.0313071 | Time: 2221.71 ms
[2022-01-07 16:57:36	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0309954 | val_loss: 0.0312902 | Time: 2203.98 ms
[2022-01-07 16:57:39	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.030986 | val_loss: 0.0312858 | Time: 2227.75 ms
[2022-01-07 16:57:41	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0309857 | val_loss: 0.0313236 | Time: 2124.07 ms
[2022-01-07 16:57:43	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.030989 | val_loss: 0.0312953 | Time: 2218.8 ms
[2022-01-07 16:57:45	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0309926 | val_loss: 0.0312932 | Time: 1627.16 ms
[2022-01-07 16:57:47	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0309855 | val_loss: 0.0313302 | Time: 2071.92 ms
[2022-01-07 16:57:49	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0309823 | val_loss: 0.0313149 | Time: 2171.4 ms
[2022-01-07 16:57:51	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0309839 | val_loss: 0.0312691 | Time: 2162.04 ms
[2022-01-07 16:57:53	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0309864 | val_loss: 0.0313023 | Time: 2194.9 ms
[2022-01-07 16:57:56	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0309937 | val_loss: 0.0312966 | Time: 2200.63 ms
[2022-01-07 16:57:58	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0309962 | val_loss: 0.0313067 | Time: 2154.44 ms
[2022-01-07 16:58:00	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0310064 | val_loss: 0.0312824 | Time: 2188.64 ms
[2022-01-07 16:58:02	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.030985 | val_loss: 0.0312902 | Time: 2190.76 ms
[2022-01-07 16:58:04	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0309921 | val_loss: 0.0313081 | Time: 2012.86 ms
[2022-01-07 16:58:06	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0309894 | val_loss: 0.0313048 | Time: 1759.46 ms
[2022-01-07 16:58:08	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0309881 | val_loss: 0.0313148 | Time: 2179.62 ms
[2022-01-07 16:58:10	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0309841 | val_loss: 0.0312847 | Time: 2233.48 ms
[2022-01-07 16:58:12	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.030986 | val_loss: 0.0313061 | Time: 2103.63 ms
[2022-01-07 16:58:15	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0309835 | val_loss: 0.0312826 | Time: 2104.59 ms
[2022-01-07 16:58:17	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0309874 | val_loss: 0.0312797 | Time: 2139.1 ms
[2022-01-07 16:58:19	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0310082 | val_loss: 0.0312617 | Time: 2195.91 ms
[2022-01-07 16:58:21	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0309982 | val_loss: 0.0312781 | Time: 2318.48 ms
[2022-01-07 16:58:23	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0309925 | val_loss: 0.0312901 | Time: 2153.05 ms
[2022-01-07 16:58:25	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0309974 | val_loss: 0.0312998 | Time: 1474.76 ms
[2022-01-07 16:58:27	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0309927 | val_loss: 0.0313165 | Time: 2189.43 ms
[2022-01-07 16:58:29	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0309855 | val_loss: 0.0312911 | Time: 2255.34 ms
[2022-01-07 16:58:32	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0309828 | val_loss: 0.0312864 | Time: 2204.63 ms
[2022-01-07 16:58:34	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0309796 | val_loss: 0.0313172 | Time: 2221.09 ms
[2022-01-07 16:58:36	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0309854 | val_loss: 0.0313006 | Time: 2181.91 ms
[2022-01-07 16:58:38	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0309875 | val_loss: 0.0312829 | Time: 2200.5 ms
[2022-01-07 16:58:40	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0309832 | val_loss: 0.0313377 | Time: 2178.46 ms
[2022-01-07 16:58:43	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0309901 | val_loss: 0.0312961 | Time: 2236.94 ms
[2022-01-07 16:58:44	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.030991 | val_loss: 0.0312935 | Time: 1766.64 ms
[2022-01-07 16:58:46	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0309861 | val_loss: 0.0312771 | Time: 1954.62 ms
[2022-01-07 16:58:49	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0309899 | val_loss: 0.0312841 | Time: 2204.64 ms
[2022-01-07 16:58:51	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0309869 | val_loss: 0.0312826 | Time: 2276.59 ms
[2022-01-07 16:58:53	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0309904 | val_loss: 0.0313197 | Time: 2250.96 ms
[2022-01-07 16:58:55	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0310031 | val_loss: 0.031278 | Time: 2216.43 ms
[2022-01-07 16:58:58	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0310009 | val_loss: 0.0313183 | Time: 2197.37 ms
[2022-01-07 16:59:00	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.030996 | val_loss: 0.0313229 | Time: 2166.71 ms
[2022-01-07 16:59:02	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0309976 | val_loss: 0.031295 | Time: 2276.29 ms
[2022-01-07 16:59:04	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0309936 | val_loss: 0.0313191 | Time: 2107.15 ms
[2022-01-07 16:59:06	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0309884 | val_loss: 0.0313028 | Time: 1757.44 ms
[2022-01-07 16:59:08	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0309899 | val_loss: 0.0312907 | Time: 2245.53 ms
[2022-01-07 16:59:10	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0309842 | val_loss: 0.0313144 | Time: 2222.03 ms
[2022-01-07 16:59:13	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0309803 | val_loss: 0.031312 | Time: 2166.59 ms
[2022-01-07 16:59:15	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0309922 | val_loss: 0.0312899 | Time: 2160.91 ms
[2022-01-07 16:59:17	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0309969 | val_loss: 0.0312915 | Time: 2178.83 ms
[2022-01-07 16:59:19	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.030991 | val_loss: 0.0312719 | Time: 2165.27 ms
[2022-01-07 16:59:21	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0309892 | val_loss: 0.0312862 | Time: 2200.76 ms
[2022-01-07 16:59:24	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0309867 | val_loss: 0.0312973 | Time: 2248.47 ms
[2022-01-07 16:59:25	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0309873 | val_loss: 0.0313019 | Time: 1538.93 ms
[2022-01-07 16:59:27	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0309837 | val_loss: 0.0313101 | Time: 2230.8 ms
[2022-01-07 16:59:30	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.030981 | val_loss: 0.0312944 | Time: 2161.4 ms
[2022-01-07 16:59:32	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0309773 | val_loss: 0.0313109 | Time: 2234.51 ms
[2022-01-07 16:59:34	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0309863 | val_loss: 0.0313039 | Time: 2191.32 ms
[2022-01-07 16:59:36	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0309879 | val_loss: 0.031299 | Time: 2202.72 ms
[2022-01-07 16:59:39	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0309825 | val_loss: 0.0312911 | Time: 2163.65 ms
[2022-01-07 16:59:41	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0309835 | val_loss: 0.0312919 | Time: 2206.74 ms
[2022-01-07 16:59:43	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0309899 | val_loss: 0.0313232 | Time: 2225.42 ms
[2022-01-07 16:59:45	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0309861 | val_loss: 0.0312973 | Time: 1642.83 ms
[2022-01-07 16:59:47	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0309922 | val_loss: 0.0313078 | Time: 2045.93 ms
[2022-01-07 16:59:49	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0309962 | val_loss: 0.031313 | Time: 2222.88 ms
[2022-01-07 16:59:51	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0309868 | val_loss: 0.0313055 | Time: 2264.08 ms
[2022-01-07 16:59:53	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0309844 | val_loss: 0.0312891 | Time: 2152.44 ms
[2022-01-07 16:59:56	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0309882 | val_loss: 0.0313063 | Time: 2220.78 ms
[2022-01-07 16:59:58	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0309933 | val_loss: 0.0312879 | Time: 2114.52 ms
[2022-01-07 17:00:00	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0309953 | val_loss: 0.0312615 | Time: 2282.11 ms
[2022-01-07 17:00:02	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0309891 | val_loss: 0.0313043 | Time: 2196.36 ms
[2022-01-07 17:00:04	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0309858 | val_loss: 0.0312846 | Time: 1981.98 ms
[2022-01-07 17:00:06	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0309863 | val_loss: 0.0313027 | Time: 1789.76 ms
[2022-01-07 17:00:08	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0309883 | val_loss: 0.0312851 | Time: 2278.1 ms
[2022-01-07 17:00:11	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0309985 | val_loss: 0.0312308 | Time: 2208.01 ms
[2022-01-07 17:00:13	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310255 | val_loss: 0.0312572 | Time: 2208.18 ms
[2022-01-07 17:00:15	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310035 | val_loss: 0.031283 | Time: 2220.06 ms
[2022-01-07 17:00:17	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0309965 | val_loss: 0.0312563 | Time: 2096.48 ms
[2022-01-07 17:00:19	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0309959 | val_loss: 0.0313204 | Time: 2168.87 ms
[2022-01-07 17:00:21	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.030991 | val_loss: 0.0313038 | Time: 2213.55 ms
[2022-01-07 17:00:24	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0309895 | val_loss: 0.0312741 | Time: 2199.43 ms
[2022-01-07 17:00:25	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.030989 | val_loss: 0.0312929 | Time: 1539.08 ms
[2022-01-07 17:00:27	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0309923 | val_loss: 0.0312734 | Time: 2151.61 ms
[2022-01-07 17:00:30	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0309938 | val_loss: 0.0313059 | Time: 2235.63 ms
[2022-01-07 17:00:32	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0309941 | val_loss: 0.0312775 | Time: 2209.09 ms
[2022-01-07 17:00:34	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310049 | val_loss: 0.0312841 | Time: 2210.09 ms
[2022-01-07 17:00:36	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0309926 | val_loss: 0.0313071 | Time: 2153.01 ms
[2022-01-07 17:00:38	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0309864 | val_loss: 0.0312839 | Time: 2181.03 ms
[2022-01-07 17:00:41	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0309805 | val_loss: 0.0313003 | Time: 2101.48 ms
[2022-01-07 17:00:43	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0309784 | val_loss: 0.0313007 | Time: 2174.62 ms
[2022-01-07 17:00:45	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0309842 | val_loss: 0.0313185 | Time: 1770.04 ms
[2022-01-07 17:00:47	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0309942 | val_loss: 0.0313265 | Time: 1950.18 ms
[2022-01-07 17:00:49	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.03099 | val_loss: 0.03132 | Time: 2277.83 ms
[2022-01-07 17:00:51	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.030983 | val_loss: 0.031291 | Time: 2233.95 ms
[2022-01-07 17:00:53	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0309846 | val_loss: 0.0313162 | Time: 2133.12 ms
[2022-01-07 17:00:55	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0309901 | val_loss: 0.0313006 | Time: 2269.19 ms
[2022-01-07 17:00:58	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0309885 | val_loss: 0.0312821 | Time: 2232.82 ms
[2022-01-07 17:01:00	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0309844 | val_loss: 0.0313185 | Time: 2217.01 ms
[2022-01-07 17:01:02	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0309863 | val_loss: 0.0313188 | Time: 2220.29 ms
[2022-01-07 17:01:04	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0309924 | val_loss: 0.0312912 | Time: 2052.07 ms
[2022-01-07 17:01:06	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0309963 | val_loss: 0.031262 | Time: 1778.52 ms
[2022-01-07 17:01:08	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0309917 | val_loss: 0.0313056 | Time: 2188.64 ms
[2022-01-07 17:01:11	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.030985 | val_loss: 0.0313186 | Time: 2274.38 ms
[2022-01-07 17:01:13	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0309872 | val_loss: 0.0312737 | Time: 2205.38 ms
[2022-01-07 17:01:15	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0309961 | val_loss: 0.0313007 | Time: 2208.38 ms
[2022-01-07 17:01:17	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0309878 | val_loss: 0.0312976 | Time: 2219.2 ms
[2022-01-07 17:01:19	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0309835 | val_loss: 0.0313179 | Time: 2173.03 ms
[2022-01-07 17:01:22	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0309858 | val_loss: 0.0312998 | Time: 2152.68 ms
[2022-01-07 17:01:24	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0309878 | val_loss: 0.0312899 | Time: 2172.05 ms
[2022-01-07 17:01:25	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0309972 | val_loss: 0.0313015 | Time: 1494.39 ms
[2022-01-07 17:01:28	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0309897 | val_loss: 0.0312759 | Time: 2292.63 ms
[2022-01-07 17:01:30	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0309921 | val_loss: 0.0313176 | Time: 2166.41 ms
[2022-01-07 17:01:32	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0309965 | val_loss: 0.0313156 | Time: 2242.73 ms
[2022-01-07 17:01:34	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0309929 | val_loss: 0.0313024 | Time: 2256.38 ms
[2022-01-07 17:01:36	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0309861 | val_loss: 0.0312934 | Time: 2182.74 ms
[2022-01-07 17:01:39	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0309928 | val_loss: 0.0313163 | Time: 2211.35 ms
[2022-01-07 17:01:41	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.030988 | val_loss: 0.0312751 | Time: 2202.48 ms
[2022-01-07 17:01:43	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0309834 | val_loss: 0.031317 | Time: 2258.87 ms
[2022-01-07 17:01:45	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0309824 | val_loss: 0.0313009 | Time: 1684.95 ms
[2022-01-07 17:01:47	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0309871 | val_loss: 0.0313063 | Time: 2079.66 ms
[2022-01-07 17:01:49	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0309844 | val_loss: 0.0313072 | Time: 2189.61 ms
[2022-01-07 17:01:51	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0309897 | val_loss: 0.0313157 | Time: 2160.6 ms
[2022-01-07 17:01:54	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0309908 | val_loss: 0.0313025 | Time: 2217.12 ms
[2022-01-07 17:01:56	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0309888 | val_loss: 0.0312708 | Time: 2253 ms
[2022-01-07 17:01:58	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0309926 | val_loss: 0.0312855 | Time: 2170.19 ms
[2022-01-07 17:02:00	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0309881 | val_loss: 0.0312963 | Time: 2273.64 ms
[2022-01-07 17:02:03	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0309914 | val_loss: 0.031319 | Time: 2185.02 ms
[2022-01-07 17:02:04	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0309931 | val_loss: 0.0313 | Time: 1952.69 ms
[2022-01-07 17:02:06	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0309952 | val_loss: 0.0312992 | Time: 1809.12 ms
[2022-01-07 17:02:09	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0309898 | val_loss: 0.0313089 | Time: 2228.43 ms
[2022-01-07 17:02:11	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0309857 | val_loss: 0.031298 | Time: 2110.95 ms
[2022-01-07 17:02:13	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0309814 | val_loss: 0.0313037 | Time: 2163.72 ms
[2022-01-07 17:02:15	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0309913 | val_loss: 0.0312766 | Time: 2238.09 ms
[2022-01-07 17:02:17	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0309896 | val_loss: 0.031322 | Time: 2120.77 ms
[2022-01-07 17:02:19	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0309861 | val_loss: 0.0313092 | Time: 2149.45 ms
[2022-01-07 17:02:22	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0309944 | val_loss: 0.0313001 | Time: 2240.81 ms
[2022-01-07 17:02:24	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0309939 | val_loss: 0.0313193 | Time: 2246.13 ms
[2022-01-07 17:02:25	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0309897 | val_loss: 0.031295 | Time: 1515.24 ms
[2022-01-07 17:02:28	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0309932 | val_loss: 0.0312765 | Time: 2239.15 ms
[2022-01-07 17:02:30	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0309921 | val_loss: 0.0312885 | Time: 2222.15 ms
[2022-01-07 17:02:32	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0309841 | val_loss: 0.0312806 | Time: 2197.57 ms
[2022-01-07 17:02:34	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0309934 | val_loss: 0.0313036 | Time: 2198.27 ms
[2022-01-07 17:02:37	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0309938 | val_loss: 0.031309 | Time: 2185.3 ms
[2022-01-07 17:02:39	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0309853 | val_loss: 0.0313062 | Time: 2167.73 ms
[2022-01-07 17:02:41	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.030987 | val_loss: 0.0313051 | Time: 2236.01 ms
[2022-01-07 17:02:43	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0309868 | val_loss: 0.0312789 | Time: 2214.72 ms
[2022-01-07 17:02:45	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0309825 | val_loss: 0.0312972 | Time: 1693.34 ms
[2022-01-07 17:02:47	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0309867 | val_loss: 0.0312849 | Time: 2031.05 ms
[2022-01-07 17:02:49	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0309882 | val_loss: 0.0312774 | Time: 2189.81 ms
[2022-01-07 17:02:51	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0309794 | val_loss: 0.0313114 | Time: 2230.73 ms
[2022-01-07 17:02:54	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0309851 | val_loss: 0.0313019 | Time: 2212.94 ms
[2022-01-07 17:02:56	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0309853 | val_loss: 0.0313135 | Time: 2258.78 ms
[2022-01-07 17:02:58	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0309897 | val_loss: 0.0312907 | Time: 2153.93 ms
[2022-01-07 17:03:00	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0310063 | val_loss: 0.0312924 | Time: 2214.9 ms
[2022-01-07 17:03:03	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0309941 | val_loss: 0.0312884 | Time: 2224.83 ms
[2022-01-07 17:03:05	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309891 | val_loss: 0.0312904 | Time: 1961.72 ms
[2022-01-07 17:03:06	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309862 | val_loss: 0.0312848 | Time: 1842.46 ms
[2022-01-07 17:03:09	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0309813 | val_loss: 0.0313029 | Time: 2120.02 ms
[2022-01-07 17:03:11	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309898 | val_loss: 0.031267 | Time: 2232.18 ms
[2022-01-07 17:03:13	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309902 | val_loss: 0.0312973 | Time: 2132.37 ms
[2022-01-07 17:03:15	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0309898 | val_loss: 0.0313153 | Time: 2175.4 ms
[2022-01-07 17:03:17	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0309887 | val_loss: 0.031277 | Time: 2179.9 ms
[2022-01-07 17:03:19	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0309933 | val_loss: 0.0313214 | Time: 2155.25 ms
[2022-01-07 17:03:22	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0309916 | val_loss: 0.0312721 | Time: 2195.16 ms
[2022-01-07 17:03:24	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0309818 | val_loss: 0.0313236 | Time: 2229.7 ms
[2022-01-07 17:03:25	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309817 | val_loss: 0.0312788 | Time: 1495.3 ms
[2022-01-07 17:03:28	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0309895 | val_loss: 0.0313293 | Time: 2182.35 ms
[2022-01-07 17:03:30	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0310046 | val_loss: 0.0313089 | Time: 2126.39 ms
[2022-01-07 17:03:32	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0310005 | val_loss: 0.031303 | Time: 2229.33 ms
[2022-01-07 17:03:34	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0309897 | val_loss: 0.0313126 | Time: 2149.22 ms
[2022-01-07 17:03:36	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0309867 | val_loss: 0.0312932 | Time: 2191.65 ms
[2022-01-07 17:03:39	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0309852 | val_loss: 0.0313121 | Time: 2204.14 ms
[2022-01-07 17:03:41	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0309847 | val_loss: 0.0312752 | Time: 2217.05 ms
[2022-01-07 17:03:43	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.030986 | val_loss: 0.031302 | Time: 2222.86 ms
[2022-01-07 17:03:45	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0309857 | val_loss: 0.0312987 | Time: 1741.26 ms
[2022-01-07 17:03:47	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0309899 | val_loss: 0.0312966 | Time: 1983.44 ms
[2022-01-07 17:03:49	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0309838 | val_loss: 0.0312859 | Time: 2240.93 ms
[2022-01-07 17:03:51	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0309855 | val_loss: 0.031287 | Time: 2164.28 ms
[2022-01-07 17:03:53	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.030981 | val_loss: 0.0313203 | Time: 2219.96 ms
[2022-01-07 17:03:56	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0309851 | val_loss: 0.0312923 | Time: 2302.35 ms
[2022-01-07 17:03:58	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0309861 | val_loss: 0.0313071 | Time: 2281.49 ms
[2022-01-07 17:03:58	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0313071
[2022-01-07 17:03:58	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-07 17:03:58	                main:608]	:	INFO	:	Success, exiting..
17:03:58 (6352): 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)