Task 14549183

Name ParityModified-1647047865-13216-3-0_0
Workunit 11575195
Created 8 Apr 2022, 7:04:01 UTC
Sent 10 Apr 2022, 18:11:17 UTC
Report deadline 18 Apr 2022, 18:11:17 UTC
Received 11 Apr 2022, 16:05:04 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 10297
Run time 1 hours 11 min 57 sec
CPU time 1 hours 11 min 10 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 8,879.62 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.66 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
11 17:09:15	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311656 | val_loss: 0.0311751 | Time: 2070.56 ms
[2022-04-11 17:09:17	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311654 | val_loss: 0.0311712 | Time: 2046.19 ms
[2022-04-11 17:09:19	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311645 | val_loss: 0.0311779 | Time: 2075.58 ms
[2022-04-11 17:09:21	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311642 | val_loss: 0.0311704 | Time: 1954.74 ms
[2022-04-11 17:09:23	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311632 | val_loss: 0.031172 | Time: 2011.78 ms
[2022-04-11 17:09:25	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311623 | val_loss: 0.0311716 | Time: 2096.4 ms
[2022-04-11 17:09:28	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311627 | val_loss: 0.0311729 | Time: 2336.18 ms
[2022-04-11 17:09:30	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311625 | val_loss: 0.0311725 | Time: 2139.83 ms
[2022-04-11 17:09:32	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311605 | val_loss: 0.0311707 | Time: 2056.91 ms
[2022-04-11 17:09:34	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311603 | val_loss: 0.0311735 | Time: 2078.08 ms
[2022-04-11 17:09:36	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311599 | val_loss: 0.0311697 | Time: 1971.41 ms
[2022-04-11 17:09:38	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311668 | val_loss: 0.031174 | Time: 2028.18 ms
[2022-04-11 17:09:40	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311653 | val_loss: 0.0311752 | Time: 2140.5 ms
[2022-04-11 17:09:42	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311659 | val_loss: 0.0311838 | Time: 2161.29 ms
[2022-04-11 17:09:44	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311681 | val_loss: 0.0311776 | Time: 2158.07 ms
[2022-04-11 17:09:47	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311673 | val_loss: 0.031178 | Time: 2068.39 ms
[2022-04-11 17:09:49	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311674 | val_loss: 0.031174 | Time: 2105.18 ms
[2022-04-11 17:09:51	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311669 | val_loss: 0.0311751 | Time: 2166.24 ms
[2022-04-11 17:09:53	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311661 | val_loss: 0.0311747 | Time: 2155.65 ms
[2022-04-11 17:09:55	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311638 | val_loss: 0.0311755 | Time: 2084.53 ms
[2022-04-11 17:09:57	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311633 | val_loss: 0.0311759 | Time: 2048.12 ms
[2022-04-11 17:09:59	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311635 | val_loss: 0.0311735 | Time: 2008.96 ms
[2022-04-11 17:10:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311627 | val_loss: 0.0311768 | Time: 2025.63 ms
[2022-04-11 17:10:03	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311645 | val_loss: 0.0311758 | Time: 2124.35 ms
[2022-04-11 17:10:05	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311641 | val_loss: 0.031174 | Time: 2021.34 ms
[2022-04-11 17:10:08	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311662 | val_loss: 0.0311742 | Time: 2170.38 ms
[2022-04-11 17:10:10	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311658 | val_loss: 0.031172 | Time: 2153 ms
[2022-04-11 17:10:12	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311642 | val_loss: 0.0311718 | Time: 2112.87 ms
[2022-04-11 17:10:14	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311649 | val_loss: 0.0311746 | Time: 2101.98 ms
[2022-04-11 17:10:16	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311644 | val_loss: 0.0311724 | Time: 2203.94 ms
[2022-04-11 17:10:18	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311633 | val_loss: 0.0311735 | Time: 2026.09 ms
[2022-04-11 17:10:20	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311644 | val_loss: 0.0311747 | Time: 2005.46 ms
[2022-04-11 17:10:22	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311664 | val_loss: 0.0311747 | Time: 2014.46 ms
[2022-04-11 17:10:24	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311701 | val_loss: 0.0311807 | Time: 2046.57 ms
[2022-04-11 17:10:26	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311714 | val_loss: 0.0311815 | Time: 2095.54 ms
[2022-04-11 17:10:28	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311698 | val_loss: 0.0311793 | Time: 2124.07 ms
[2022-04-11 17:10:30	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311675 | val_loss: 0.0311769 | Time: 2020.07 ms
[2022-04-11 17:10:33	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311673 | val_loss: 0.0311787 | Time: 2032.89 ms
[2022-04-11 17:10:35	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311677 | val_loss: 0.0311766 | Time: 2044.6 ms
[2022-04-11 17:10:37	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311688 | val_loss: 0.0311778 | Time: 1980.61 ms
[2022-04-11 17:10:39	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311694 | val_loss: 0.031175 | Time: 2292.44 ms
[2022-04-11 17:10:41	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311687 | val_loss: 0.0311732 | Time: 2147.27 ms
[2022-04-11 17:10:43	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311674 | val_loss: 0.0311755 | Time: 2174.99 ms
[2022-04-11 17:10:45	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311673 | val_loss: 0.0311773 | Time: 2025.68 ms
[2022-04-11 17:10:47	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311694 | val_loss: 0.0311755 | Time: 1995.02 ms
[2022-04-11 17:10:49	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311688 | val_loss: 0.0311738 | Time: 2078.43 ms
[2022-04-11 17:10:51	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311675 | val_loss: 0.0311747 | Time: 2115.67 ms
[2022-04-11 17:10:53	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311683 | val_loss: 0.0311756 | Time: 1973.7 ms
[2022-04-11 17:10:55	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311701 | val_loss: 0.0311766 | Time: 2038.57 ms
[2022-04-11 17:10:57	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311697 | val_loss: 0.0311747 | Time: 1968.02 ms
[2022-04-11 17:11:00	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311679 | val_loss: 0.0311738 | Time: 2107.02 ms
[2022-04-11 17:11:02	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311679 | val_loss: 0.0311715 | Time: 2099.27 ms
[2022-04-11 17:11:04	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311663 | val_loss: 0.0311713 | Time: 2099.57 ms
[2022-04-11 17:11:06	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311673 | val_loss: 0.0311712 | Time: 2093.02 ms
[2022-04-11 17:11:08	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311684 | val_loss: 0.031173 | Time: 1979.11 ms
[2022-04-11 17:11:10	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.031168 | val_loss: 0.0311741 | Time: 1988.26 ms
[2022-04-11 17:11:12	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311678 | val_loss: 0.0311758 | Time: 2182.91 ms
[2022-04-11 17:11:14	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311679 | val_loss: 0.031172 | Time: 2105.43 ms
[2022-04-11 17:11:16	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.031167 | val_loss: 0.0311696 | Time: 2052.61 ms
[2022-04-11 17:11:18	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311667 | val_loss: 0.0311715 | Time: 2186.37 ms
[2022-04-11 17:11:20	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311697 | val_loss: 0.0311741 | Time: 2097.23 ms
[2022-04-11 17:11:23	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311686 | val_loss: 0.0311745 | Time: 2084.63 ms
[2022-04-11 17:11:25	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311684 | val_loss: 0.0311763 | Time: 2070.02 ms
[2022-04-11 17:11:27	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311682 | val_loss: 0.0311752 | Time: 2085.46 ms
[2022-04-11 17:11:29	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031168 | val_loss: 0.0311716 | Time: 2074.57 ms
[2022-04-11 17:11:31	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311673 | val_loss: 0.0311714 | Time: 2220.93 ms
[2022-04-11 17:11:33	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311663 | val_loss: 0.0311713 | Time: 2180.14 ms
[2022-04-11 17:11:35	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311663 | val_loss: 0.0311737 | Time: 2030.68 ms
[2022-04-11 17:11:37	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311702 | val_loss: 0.0311764 | Time: 2026.93 ms
[2022-04-11 17:11:39	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311713 | val_loss: 0.031179 | Time: 2213.13 ms
[2022-04-11 17:11:42	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311684 | val_loss: 0.0311752 | Time: 2385.75 ms
[2022-04-11 17:11:44	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311668 | val_loss: 0.0311782 | Time: 2143.6 ms
[2022-04-11 17:11:46	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311681 | val_loss: 0.0311727 | Time: 2135.72 ms
[2022-04-11 17:11:48	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031167 | val_loss: 0.0311736 | Time: 2045.89 ms
[2022-04-11 17:11:50	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031167 | val_loss: 0.0311712 | Time: 2134.06 ms
[2022-04-11 17:11:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311681 | val_loss: 0.0311737 | Time: 2052.27 ms
[2022-04-11 17:11:54	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311672 | val_loss: 0.031169 | Time: 1996.81 ms
[2022-04-11 17:11:56	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311665 | val_loss: 0.0311684 | Time: 2011.65 ms
[2022-04-11 17:11:58	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311648 | val_loss: 0.0311703 | Time: 2051.66 ms
[2022-04-11 17:12:01	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311639 | val_loss: 0.0311707 | Time: 2046.01 ms
[2022-04-11 17:12:03	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311635 | val_loss: 0.0311699 | Time: 2111.99 ms
[2022-04-11 17:12:05	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311625 | val_loss: 0.03117 | Time: 2221.78 ms
[2022-04-11 17:12:07	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311623 | val_loss: 0.0311706 | Time: 2185.66 ms
[2022-04-11 17:12:09	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311624 | val_loss: 0.03117 | Time: 2138.15 ms
[2022-04-11 17:12:11	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311615 | val_loss: 0.0311702 | Time: 2211.18 ms
[2022-04-11 17:12:14	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311622 | val_loss: 0.0311697 | Time: 2074.44 ms
[2022-04-11 17:12:16	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311638 | val_loss: 0.0311703 | Time: 2133.09 ms
[2022-04-11 17:12:18	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311642 | val_loss: 0.0311754 | Time: 2015.49 ms
[2022-04-11 17:12:20	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311683 | val_loss: 0.0311692 | Time: 2109.06 ms
[2022-04-11 17:12:22	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031166 | val_loss: 0.0311679 | Time: 2315.15 ms
[2022-04-11 17:12:24	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311659 | val_loss: 0.0311707 | Time: 2132.33 ms
[2022-04-11 17:12:26	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311654 | val_loss: 0.031172 | Time: 2115.31 ms
[2022-04-11 17:12:29	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311639 | val_loss: 0.0311706 | Time: 2137.77 ms
[2022-04-11 17:12:31	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311648 | val_loss: 0.0311732 | Time: 2315.72 ms
[2022-04-11 17:12:33	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311651 | val_loss: 0.0311711 | Time: 2277.11 ms
[2022-04-11 17:12:35	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311658 | val_loss: 0.0311729 | Time: 2076.65 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080)
[2022-04-11 17:37:23	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-11 17:37:23	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-11 17:37:23	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-11 17:37:23	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-11 17:37:23	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-11 17:37:23	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-11 17:37:23	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-11 17:37:23	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-11 17:37:23	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-11 17:37:23	                main:474]	:	INFO	:	Configuration: 
[2022-04-11 17:37:23	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-11 17:37:23	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-11 17:37:23	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-11 17:37:23	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-11 17:37:23	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-11 17:37:23	                main:480]	:	INFO	:	    Patience: 10
[2022-04-11 17:37:23	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-11 17:37:23	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-11 17:37:23	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-11 17:37:23	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-11 17:37:23	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-11 17:37:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-11 17:37:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-11 17:37:25	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-11 17:37:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-11 17:37:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-11 17:37:25	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-11 17:37:25	                main:494]	:	INFO	:	Creating Model
[2022-04-11 17:37:25	                main:507]	:	INFO	:	Preparing config file
[2022-04-11 17:37:25	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-11 17:37:25	                main:512]	:	INFO	:	Loading config
[2022-04-11 17:37:25	                main:514]	:	INFO	:	Loading state
[2022-04-11 17:37:26	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-11 17:37:26	                main:562]	:	INFO	:	Starting Training
[2022-04-11 17:37:28	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0312064 | val_loss: 0.0311738 | Time: 2245.4 ms
[2022-04-11 17:37:30	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311701 | val_loss: 0.0311705 | Time: 2003.65 ms
[2022-04-11 17:37:32	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311655 | val_loss: 0.0311691 | Time: 1970.42 ms
[2022-04-11 17:37:34	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311631 | val_loss: 0.0311687 | Time: 2031.09 ms
[2022-04-11 17:37:36	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311621 | val_loss: 0.031167 | Time: 2048.37 ms
[2022-04-11 17:37:38	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.031163 | val_loss: 0.0311692 | Time: 2120.27 ms
[2022-04-11 17:37:40	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.031161 | val_loss: 0.0311672 | Time: 1963.48 ms
[2022-04-11 17:37:42	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311622 | val_loss: 0.0311684 | Time: 1922 ms
[2022-04-11 17:37:44	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311649 | val_loss: 0.03117 | Time: 2046.31 ms
[2022-04-11 17:37:46	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311634 | val_loss: 0.0311689 | Time: 2010.6 ms
[2022-04-11 17:37:48	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031162 | val_loss: 0.0311694 | Time: 2133.69 ms
[2022-04-11 17:37:51	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311627 | val_loss: 0.0311699 | Time: 2305.2 ms
[2022-04-11 17:37:53	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311629 | val_loss: 0.0311698 | Time: 2129.61 ms
[2022-04-11 17:37:55	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311629 | val_loss: 0.0311684 | Time: 2229.23 ms
[2022-04-11 17:37:57	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311648 | val_loss: 0.0311756 | Time: 2213.06 ms
[2022-04-11 17:37:59	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311662 | val_loss: 0.0311749 | Time: 2020.24 ms
[2022-04-11 17:38:01	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311668 | val_loss: 0.0311678 | Time: 2073.95 ms
[2022-04-11 17:38:04	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311635 | val_loss: 0.0311682 | Time: 2319.11 ms
[2022-04-11 17:38:06	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311645 | val_loss: 0.0311679 | Time: 2152.78 ms
[2022-04-11 17:38:08	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311649 | val_loss: 0.0311714 | Time: 2017.06 ms
[2022-04-11 17:38:10	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311659 | val_loss: 0.0311692 | Time: 2059.21 ms
[2022-04-11 17:38:12	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311648 | val_loss: 0.0311708 | Time: 2105.45 ms
[2022-04-11 17:38:14	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311641 | val_loss: 0.0311709 | Time: 2151.59 ms
[2022-04-11 17:38:16	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311657 | val_loss: 0.0311714 | Time: 2118.25 ms
[2022-04-11 17:38:18	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311665 | val_loss: 0.0311704 | Time: 2034.42 ms
[2022-04-11 17:38:20	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311638 | val_loss: 0.0311678 | Time: 1993.06 ms
[2022-04-11 17:38:22	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031163 | val_loss: 0.0311675 | Time: 1960.34 ms
[2022-04-11 17:38:24	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311633 | val_loss: 0.031169 | Time: 1917.92 ms
[2022-04-11 17:38:26	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311627 | val_loss: 0.0311671 | Time: 2103.48 ms
[2022-04-11 17:38:28	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311629 | val_loss: 0.0311657 | Time: 2044.6 ms
[2022-04-11 17:38:30	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311629 | val_loss: 0.0311683 | Time: 2040.96 ms
[2022-04-11 17:38:33	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311641 | val_loss: 0.0311697 | Time: 2282.42 ms
[2022-04-11 17:38:35	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311665 | val_loss: 0.0311712 | Time: 2097.97 ms
[2022-04-11 17:38:37	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311675 | val_loss: 0.0311685 | Time: 1973.67 ms
[2022-04-11 17:38:39	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311668 | val_loss: 0.0311693 | Time: 2065.81 ms
[2022-04-11 17:38:41	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311654 | val_loss: 0.0311689 | Time: 2036.92 ms
[2022-04-11 17:38:43	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311658 | val_loss: 0.031171 | Time: 2028.45 ms
[2022-04-11 17:38:45	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311656 | val_loss: 0.0311696 | Time: 2016.42 ms
[2022-04-11 17:38:47	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311634 | val_loss: 0.0311696 | Time: 2023.85 ms
[2022-04-11 17:38:49	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311633 | val_loss: 0.0311692 | Time: 2010.66 ms
[2022-04-11 17:38:51	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311633 | val_loss: 0.0311724 | Time: 1969.15 ms
[2022-04-11 17:38:53	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311653 | val_loss: 0.0311709 | Time: 2043.73 ms
[2022-04-11 17:38:55	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311627 | val_loss: 0.0311669 | Time: 2055.16 ms
[2022-04-11 17:38:57	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311621 | val_loss: 0.0311697 | Time: 2001.64 ms
[2022-04-11 17:38:59	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311623 | val_loss: 0.031168 | Time: 2082.95 ms
[2022-04-11 17:39:01	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311626 | val_loss: 0.0311676 | Time: 2037.01 ms
[2022-04-11 17:39:03	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311631 | val_loss: 0.0311708 | Time: 1993.72 ms
[2022-04-11 17:39:05	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311628 | val_loss: 0.0311709 | Time: 2015.55 ms
[2022-04-11 17:39:07	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311636 | val_loss: 0.0311694 | Time: 2129.2 ms
[2022-04-11 17:39:10	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311625 | val_loss: 0.0311685 | Time: 2160.55 ms
[2022-04-11 17:39:12	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311629 | val_loss: 0.0311671 | Time: 2007.68 ms
[2022-04-11 17:39:14	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311656 | val_loss: 0.0311685 | Time: 1995.95 ms
[2022-04-11 17:39:16	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311631 | val_loss: 0.0311704 | Time: 2085.68 ms
[2022-04-11 17:39:18	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311651 | val_loss: 0.0311704 | Time: 2026.52 ms
[2022-04-11 17:39:20	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031166 | val_loss: 0.0311708 | Time: 2124.41 ms
[2022-04-11 17:39:22	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311636 | val_loss: 0.0311716 | Time: 1928.57 ms
[2022-04-11 17:39:24	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.031164 | val_loss: 0.0311724 | Time: 1963.35 ms
[2022-04-11 17:39:26	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311651 | val_loss: 0.0311722 | Time: 2066.49 ms
[2022-04-11 17:39:28	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311662 | val_loss: 0.0311697 | Time: 2090.83 ms
[2022-04-11 17:39:30	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311681 | val_loss: 0.0311786 | Time: 1999.13 ms
[2022-04-11 17:39:32	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311677 | val_loss: 0.0311705 | Time: 2041.78 ms
[2022-04-11 17:39:34	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.031165 | val_loss: 0.0311715 | Time: 1978.05 ms
[2022-04-11 17:39:36	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311662 | val_loss: 0.0311685 | Time: 2043.15 ms
[2022-04-11 17:39:38	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311642 | val_loss: 0.0311694 | Time: 2032 ms
[2022-04-11 17:39:40	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311636 | val_loss: 0.0311691 | Time: 2095.8 ms
[2022-04-11 17:39:42	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311629 | val_loss: 0.0311697 | Time: 2018.42 ms
[2022-04-11 17:39:44	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311634 | val_loss: 0.031172 | Time: 2141.25 ms
[2022-04-11 17:39:46	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311633 | val_loss: 0.0311722 | Time: 2037.05 ms
[2022-04-11 17:39:48	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311619 | val_loss: 0.0311698 | Time: 2058.54 ms
[2022-04-11 17:39:50	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311613 | val_loss: 0.0311734 | Time: 1996.87 ms
[2022-04-11 17:39:53	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311618 | val_loss: 0.031175 | Time: 2147.27 ms
[2022-04-11 17:39:55	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311625 | val_loss: 0.0311717 | Time: 2033.73 ms
[2022-04-11 17:39:57	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311624 | val_loss: 0.0311805 | Time: 1952.66 ms
[2022-04-11 17:39:59	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311628 | val_loss: 0.0311727 | Time: 2050.25 ms
[2022-04-11 17:40:01	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031161 | val_loss: 0.0311708 | Time: 2014.67 ms
[2022-04-11 17:40:03	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311606 | val_loss: 0.0311699 | Time: 1957.02 ms
[2022-04-11 17:40:05	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311601 | val_loss: 0.0311737 | Time: 2003.75 ms
[2022-04-11 17:40:07	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311604 | val_loss: 0.0311693 | Time: 2028.87 ms
[2022-04-11 17:40:09	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311613 | val_loss: 0.0311678 | Time: 2015.96 ms
[2022-04-11 17:40:11	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311619 | val_loss: 0.0311677 | Time: 2046.67 ms
[2022-04-11 17:40:13	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311612 | val_loss: 0.0311683 | Time: 2020.79 ms
[2022-04-11 17:40:15	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311625 | val_loss: 0.0311686 | Time: 2057.15 ms
[2022-04-11 17:40:17	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311605 | val_loss: 0.03117 | Time: 2125.65 ms
[2022-04-11 17:40:19	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311603 | val_loss: 0.0311679 | Time: 1999.68 ms
[2022-04-11 17:40:21	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311631 | val_loss: 0.0311703 | Time: 1988.91 ms
[2022-04-11 17:40:23	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.031164 | val_loss: 0.0311705 | Time: 2120.99 ms
[2022-04-11 17:40:25	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311623 | val_loss: 0.0311698 | Time: 1992.56 ms
[2022-04-11 17:40:27	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031163 | val_loss: 0.0311692 | Time: 2016.57 ms
[2022-04-11 17:40:29	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311651 | val_loss: 0.031169 | Time: 2165.02 ms
[2022-04-11 17:40:31	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311658 | val_loss: 0.0311765 | Time: 2035.76 ms
[2022-04-11 17:40:33	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311646 | val_loss: 0.0311736 | Time: 2099.75 ms
[2022-04-11 17:40:36	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311645 | val_loss: 0.0311705 | Time: 2116.07 ms
[2022-04-11 17:40:38	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311624 | val_loss: 0.03117 | Time: 2119.6 ms
[2022-04-11 17:40:40	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311624 | val_loss: 0.0311693 | Time: 2060.66 ms
[2022-04-11 17:40:42	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311615 | val_loss: 0.0311692 | Time: 2179.06 ms
[2022-04-11 17:40:44	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311606 | val_loss: 0.0311687 | Time: 2174.1 ms
[2022-04-11 17:40:46	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031161 | val_loss: 0.0311698 | Time: 2151.73 ms
[2022-04-11 17:40:48	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311599 | val_loss: 0.0311695 | Time: 2212.1 ms
[2022-04-11 17:40:51	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311592 | val_loss: 0.0311695 | Time: 2078.08 ms
[2022-04-11 17:40:53	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311615 | val_loss: 0.0311681 | Time: 2006.96 ms
[2022-04-11 17:40:55	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311612 | val_loss: 0.0311798 | Time: 2091.37 ms
[2022-04-11 17:40:57	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.031162 | val_loss: 0.031171 | Time: 2206.12 ms
[2022-04-11 17:40:59	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311646 | val_loss: 0.0311738 | Time: 2029.82 ms
[2022-04-11 17:41:01	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311623 | val_loss: 0.0311681 | Time: 2048.3 ms
[2022-04-11 17:41:03	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311615 | val_loss: 0.0311741 | Time: 2148.4 ms
[2022-04-11 17:41:05	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311637 | val_loss: 0.0311753 | Time: 2035.56 ms
[2022-04-11 17:41:07	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0336705 | val_loss: 0.0320015 | Time: 2213.17 ms
[2022-04-11 17:41:10	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0335901 | val_loss: 0.0319275 | Time: 2188.05 ms
[2022-04-11 17:41:12	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0314761 | val_loss: 0.0312307 | Time: 2153.5 ms
[2022-04-11 17:41:14	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312166 | val_loss: 0.031183 | Time: 2132.34 ms
[2022-04-11 17:41:16	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311783 | val_loss: 0.0311771 | Time: 1992.04 ms
[2022-04-11 17:41:18	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311707 | val_loss: 0.0311712 | Time: 1999.97 ms
[2022-04-11 17:41:20	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311679 | val_loss: 0.0311721 | Time: 2084.44 ms
[2022-04-11 17:41:22	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311653 | val_loss: 0.0311693 | Time: 2082.21 ms
[2022-04-11 17:41:24	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311639 | val_loss: 0.0311686 | Time: 1957.29 ms
[2022-04-11 17:41:26	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311635 | val_loss: 0.0311728 | Time: 2006.49 ms
[2022-04-11 17:41:28	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311625 | val_loss: 0.031169 | Time: 2110.88 ms
[2022-04-11 17:41:30	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031161 | val_loss: 0.0311687 | Time: 2036.96 ms
[2022-04-11 17:41:32	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311601 | val_loss: 0.0311689 | Time: 2218.88 ms
[2022-04-11 17:41:35	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311598 | val_loss: 0.0311689 | Time: 2104.26 ms
[2022-04-11 17:41:37	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311596 | val_loss: 0.0311691 | Time: 2288.41 ms
[2022-04-11 17:41:39	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.03116 | val_loss: 0.0311684 | Time: 1930.59 ms
[2022-04-11 17:41:41	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311597 | val_loss: 0.031168 | Time: 2110.29 ms
[2022-04-11 17:41:43	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311605 | val_loss: 0.0311678 | Time: 2191.86 ms
[2022-04-11 17:41:45	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311594 | val_loss: 0.0311667 | Time: 2021.66 ms
[2022-04-11 17:41:47	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311587 | val_loss: 0.0311674 | Time: 2196.66 ms
[2022-04-11 17:41:50	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311589 | val_loss: 0.0311698 | Time: 2226.23 ms
[2022-04-11 17:41:52	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031162 | val_loss: 0.0311718 | Time: 2200.89 ms
[2022-04-11 17:41:54	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311624 | val_loss: 0.03117 | Time: 2104.07 ms
[2022-04-11 17:41:56	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311611 | val_loss: 0.0311705 | Time: 2063.94 ms
[2022-04-11 17:41:58	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311615 | val_loss: 0.0311711 | Time: 2067.68 ms
[2022-04-11 17:42:00	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311623 | val_loss: 0.0311736 | Time: 2114.75 ms
[2022-04-11 17:42:02	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311645 | val_loss: 0.0311718 | Time: 2140.46 ms
[2022-04-11 17:42:04	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311635 | val_loss: 0.0311685 | Time: 1921.52 ms
[2022-04-11 17:42:06	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311609 | val_loss: 0.0311675 | Time: 1970.37 ms
[2022-04-11 17:42:08	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.03116 | val_loss: 0.0311693 | Time: 1987.76 ms
[2022-04-11 17:42:10	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311624 | val_loss: 0.0311706 | Time: 1995.3 ms
[2022-04-11 17:42:12	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311652 | val_loss: 0.0311718 | Time: 1975.2 ms
[2022-04-11 17:42:14	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311686 | val_loss: 0.0311776 | Time: 2025.09 ms
[2022-04-11 17:42:16	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311667 | val_loss: 0.0311727 | Time: 2119.22 ms
[2022-04-11 17:42:18	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311663 | val_loss: 0.0311729 | Time: 2078.45 ms
[2022-04-11 17:42:20	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311657 | val_loss: 0.0311714 | Time: 1987.05 ms
[2022-04-11 17:42:22	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311662 | val_loss: 0.0311716 | Time: 2045.21 ms
[2022-04-11 17:42:25	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311665 | val_loss: 0.0311722 | Time: 2089.92 ms
[2022-04-11 17:42:27	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311664 | val_loss: 0.0311729 | Time: 2168.06 ms
[2022-04-11 17:42:29	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311655 | val_loss: 0.0311714 | Time: 2134.11 ms
[2022-04-11 17:42:31	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311645 | val_loss: 0.0311724 | Time: 2281.53 ms
[2022-04-11 17:42:33	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311644 | val_loss: 0.0311737 | Time: 2152.42 ms
[2022-04-11 17:42:35	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311643 | val_loss: 0.0311725 | Time: 2158.33 ms
[2022-04-11 17:42:38	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311643 | val_loss: 0.0311713 | Time: 2216.42 ms
[2022-04-11 17:42:40	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311649 | val_loss: 0.0311713 | Time: 2301.98 ms
[2022-04-11 17:42:42	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311635 | val_loss: 0.0311713 | Time: 1950.3 ms
[2022-04-11 17:42:44	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311624 | val_loss: 0.0311707 | Time: 1977.28 ms
[2022-04-11 17:42:46	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311631 | val_loss: 0.0311727 | Time: 2072.3 ms
[2022-04-11 17:42:48	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311643 | val_loss: 0.0311722 | Time: 2152.89 ms
[2022-04-11 17:42:50	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311631 | val_loss: 0.0311702 | Time: 2184.88 ms
[2022-04-11 17:42:52	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311633 | val_loss: 0.0311708 | Time: 2006.3 ms
[2022-04-11 17:42:54	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311639 | val_loss: 0.0311703 | Time: 2071.4 ms
[2022-04-11 17:42:57	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311628 | val_loss: 0.0311705 | Time: 2252.71 ms
[2022-04-11 17:42:59	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311629 | val_loss: 0.0311695 | Time: 2085.05 ms
[2022-04-11 17:43:01	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311634 | val_loss: 0.0311695 | Time: 2153.06 ms
[2022-04-11 17:43:03	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311624 | val_loss: 0.0311701 | Time: 2164.96 ms
[2022-04-11 17:43:05	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031163 | val_loss: 0.0311737 | Time: 2096.6 ms
[2022-04-11 17:43:07	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311642 | val_loss: 0.0311691 | Time: 2154.96 ms
[2022-04-11 17:43:09	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311648 | val_loss: 0.0311677 | Time: 2061.65 ms
[2022-04-11 17:43:12	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311635 | val_loss: 0.0311696 | Time: 2203.21 ms
[2022-04-11 17:43:14	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311629 | val_loss: 0.031171 | Time: 2108.55 ms
[2022-04-11 17:43:16	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311655 | val_loss: 0.0311705 | Time: 2105.02 ms
[2022-04-11 17:43:18	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311638 | val_loss: 0.0311696 | Time: 2013.56 ms
[2022-04-11 17:43:20	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031162 | val_loss: 0.0311681 | Time: 2123.09 ms
[2022-04-11 17:43:22	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311617 | val_loss: 0.031172 | Time: 1996.77 ms
[2022-04-11 17:43:24	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311655 | val_loss: 0.0311742 | Time: 2032.34 ms
[2022-04-11 17:43:26	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311642 | val_loss: 0.0311735 | Time: 2124.98 ms
[2022-04-11 17:43:28	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031164 | val_loss: 0.0311711 | Time: 2000.59 ms
[2022-04-11 17:43:30	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031163 | val_loss: 0.0311705 | Time: 2106.66 ms
[2022-04-11 17:43:32	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311625 | val_loss: 0.031169 | Time: 1982.76 ms
[2022-04-11 17:43:34	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311609 | val_loss: 0.0311692 | Time: 2038.06 ms
[2022-04-11 17:43:36	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031161 | val_loss: 0.0311685 | Time: 2080.84 ms
[2022-04-11 17:43:39	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311606 | val_loss: 0.0311694 | Time: 2135.1 ms
[2022-04-11 17:43:41	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311621 | val_loss: 0.0311712 | Time: 2210.63 ms
[2022-04-11 17:43:43	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311632 | val_loss: 0.0311713 | Time: 2085.85 ms
[2022-04-11 17:43:45	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311621 | val_loss: 0.0311692 | Time: 2096.83 ms
[2022-04-11 17:43:47	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311631 | val_loss: 0.0311702 | Time: 2008.56 ms
[2022-04-11 17:43:49	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311611 | val_loss: 0.031169 | Time: 1999 ms
[2022-04-11 17:43:51	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311605 | val_loss: 0.0311691 | Time: 2048.94 ms
[2022-04-11 17:43:53	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311611 | val_loss: 0.0311701 | Time: 2098.56 ms
[2022-04-11 17:43:55	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311611 | val_loss: 0.0311696 | Time: 1991.08 ms
[2022-04-11 17:43:57	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311615 | val_loss: 0.031172 | Time: 2033.41 ms
[2022-04-11 17:43:59	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311635 | val_loss: 0.0311718 | Time: 2074.54 ms
[2022-04-11 17:44:01	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311623 | val_loss: 0.0311705 | Time: 2040.26 ms
[2022-04-11 17:44:03	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311613 | val_loss: 0.0311717 | Time: 2043.13 ms
[2022-04-11 17:44:06	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311599 | val_loss: 0.0311732 | Time: 2151.7 ms
[2022-04-11 17:44:08	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311599 | val_loss: 0.0311732 | Time: 2084.73 ms
[2022-04-11 17:44:10	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311618 | val_loss: 0.0311845 | Time: 2146.82 ms
[2022-04-11 17:44:12	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311653 | val_loss: 0.0311737 | Time: 2057.4 ms
[2022-04-11 17:44:14	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311621 | val_loss: 0.0311731 | Time: 2093.97 ms
[2022-04-11 17:44:16	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031162 | val_loss: 0.0311739 | Time: 2109 ms
[2022-04-11 17:44:18	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031161 | val_loss: 0.0311727 | Time: 2212.04 ms
[2022-04-11 17:44:20	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311602 | val_loss: 0.0311736 | Time: 2052.69 ms
[2022-04-11 17:44:22	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311594 | val_loss: 0.0311762 | Time: 2049.58 ms
[2022-04-11 17:44:24	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311626 | val_loss: 0.0311781 | Time: 2052.38 ms
[2022-04-11 17:44:27	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311664 | val_loss: 0.0311782 | Time: 2099.18 ms
[2022-04-11 17:44:29	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311631 | val_loss: 0.0311765 | Time: 2087.4 ms
[2022-04-11 17:44:31	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311638 | val_loss: 0.0311752 | Time: 2001.82 ms
[2022-04-11 17:44:33	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311638 | val_loss: 0.0311748 | Time: 1983.63 ms
[2022-04-11 17:44:35	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.031162 | val_loss: 0.0311728 | Time: 1936.03 ms
[2022-04-11 17:44:37	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.031161 | val_loss: 0.0311721 | Time: 2006.6 ms
[2022-04-11 17:44:39	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311613 | val_loss: 0.0311731 | Time: 2074.23 ms
[2022-04-11 17:44:41	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311607 | val_loss: 0.0311762 | Time: 2028.85 ms
[2022-04-11 17:44:43	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311609 | val_loss: 0.0311753 | Time: 2076.75 ms
[2022-04-11 17:44:45	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311632 | val_loss: 0.0311751 | Time: 1988.84 ms
[2022-04-11 17:44:47	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311642 | val_loss: 0.0311718 | Time: 2059.46 ms
[2022-04-11 17:44:49	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311666 | val_loss: 0.0311739 | Time: 1973.57 ms
[2022-04-11 17:44:51	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311682 | val_loss: 0.0311715 | Time: 1940.78 ms
[2022-04-11 17:44:53	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311653 | val_loss: 0.0311698 | Time: 2080.73 ms
[2022-04-11 17:44:55	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311658 | val_loss: 0.0311696 | Time: 2070.24 ms
[2022-04-11 17:44:57	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031165 | val_loss: 0.0311686 | Time: 1955.8 ms
[2022-04-11 17:44:59	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311656 | val_loss: 0.0311675 | Time: 2053.27 ms
[2022-04-11 17:45:01	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311647 | val_loss: 0.0311683 | Time: 1985.19 ms
[2022-04-11 17:45:03	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311635 | val_loss: 0.0311674 | Time: 1990.69 ms
[2022-04-11 17:45:05	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311635 | val_loss: 0.0311694 | Time: 1949.87 ms
[2022-04-11 17:45:07	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311629 | val_loss: 0.0311668 | Time: 2034.47 ms
[2022-04-11 17:45:09	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.031162 | val_loss: 0.0311658 | Time: 2003.9 ms
[2022-04-11 17:45:11	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311607 | val_loss: 0.0311661 | Time: 2001.09 ms
[2022-04-11 17:45:13	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311607 | val_loss: 0.0311692 | Time: 1993.67 ms
[2022-04-11 17:45:15	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311619 | val_loss: 0.0311664 | Time: 2087.12 ms
[2022-04-11 17:45:17	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311603 | val_loss: 0.0311668 | Time: 2236.56 ms
[2022-04-11 17:45:19	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311614 | val_loss: 0.031169 | Time: 2029.92 ms
[2022-04-11 17:45:21	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311619 | val_loss: 0.0311687 | Time: 2147.12 ms
[2022-04-11 17:45:24	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311609 | val_loss: 0.0311689 | Time: 2198.73 ms
[2022-04-11 17:45:26	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311606 | val_loss: 0.0311728 | Time: 2181.44 ms
[2022-04-11 17:45:28	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311611 | val_loss: 0.0311727 | Time: 2224.44 ms
[2022-04-11 17:45:30	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311633 | val_loss: 0.0311691 | Time: 2004.42 ms
[2022-04-11 17:45:32	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.031163 | val_loss: 0.0311693 | Time: 2234.9 ms
[2022-04-11 17:45:34	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311612 | val_loss: 0.0311686 | Time: 2055.47 ms
[2022-04-11 17:45:36	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311609 | val_loss: 0.0311709 | Time: 1988.76 ms
[2022-04-11 17:45:39	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311603 | val_loss: 0.0311699 | Time: 2229.89 ms
[2022-04-11 17:45:41	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311601 | val_loss: 0.0311681 | Time: 2210.91 ms
[2022-04-11 17:45:43	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311602 | val_loss: 0.0311684 | Time: 2173.56 ms
[2022-04-11 17:45:45	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311603 | val_loss: 0.0311687 | Time: 2098.04 ms
[2022-04-11 17:45:47	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311604 | val_loss: 0.0311702 | Time: 2136.47 ms
[2022-04-11 17:45:49	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311609 | val_loss: 0.0311698 | Time: 2106.77 ms
[2022-04-11 17:45:51	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031161 | val_loss: 0.03117 | Time: 2034.68 ms
[2022-04-11 17:45:53	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.03116 | val_loss: 0.0311702 | Time: 2032.15 ms
[2022-04-11 17:45:55	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311599 | val_loss: 0.0311682 | Time: 2001.93 ms
[2022-04-11 17:45:58	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031159 | val_loss: 0.031175 | Time: 2056.15 ms
[2022-04-11 17:46:00	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.031158 | val_loss: 0.0311732 | Time: 2003.6 ms
[2022-04-11 17:46:02	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.031159 | val_loss: 0.0311691 | Time: 2025.29 ms
[2022-04-11 17:46:03	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031158 | val_loss: 0.0311691 | Time: 1940.09 ms
[2022-04-11 17:46:05	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311607 | val_loss: 0.0311701 | Time: 1976.39 ms
[2022-04-11 17:46:07	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311648 | val_loss: 0.0311696 | Time: 2006.73 ms
[2022-04-11 17:46:09	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311638 | val_loss: 0.0311698 | Time: 1991.22 ms
[2022-04-11 17:46:12	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311629 | val_loss: 0.03117 | Time: 2127.97 ms
[2022-04-11 17:46:14	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311626 | val_loss: 0.0311696 | Time: 2027.12 ms
[2022-04-11 17:46:16	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311621 | val_loss: 0.0311697 | Time: 1974.42 ms
[2022-04-11 17:46:18	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311619 | val_loss: 0.031173 | Time: 2164.45 ms
[2022-04-11 17:46:20	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311624 | val_loss: 0.0311686 | Time: 2025.2 ms
[2022-04-11 17:46:22	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.031164 | val_loss: 0.0311677 | Time: 1978.7 ms
[2022-04-11 17:46:24	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311639 | val_loss: 0.031169 | Time: 2203.53 ms
[2022-04-11 17:46:26	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311624 | val_loss: 0.0311682 | Time: 2129.94 ms
[2022-04-11 17:46:28	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311617 | val_loss: 0.0311672 | Time: 2050.11 ms
[2022-04-11 17:46:30	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311611 | val_loss: 0.0311674 | Time: 2121.47 ms
[2022-04-11 17:46:32	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311608 | val_loss: 0.0311681 | Time: 2099.13 ms
[2022-04-11 17:46:35	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311604 | val_loss: 0.0311687 | Time: 2124.75 ms
[2022-04-11 17:46:37	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311598 | val_loss: 0.0311686 | Time: 2090.05 ms
[2022-04-11 17:46:39	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311594 | val_loss: 0.0311696 | Time: 2165.45 ms
[2022-04-11 17:46:41	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311597 | val_loss: 0.0311666 | Time: 2101.28 ms
[2022-04-11 17:46:43	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311599 | val_loss: 0.031173 | Time: 2106.28 ms
[2022-04-11 17:46:45	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311668 | val_loss: 0.0311741 | Time: 2287.61 ms
[2022-04-11 17:46:47	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311683 | val_loss: 0.0311757 | Time: 2072.02 ms
[2022-04-11 17:46:50	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311661 | val_loss: 0.031173 | Time: 2146.76 ms
[2022-04-11 17:46:52	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.031166 | val_loss: 0.0311725 | Time: 2006.34 ms
[2022-04-11 17:46:54	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.031165 | val_loss: 0.0311702 | Time: 2102.27 ms
[2022-04-11 17:46:56	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311635 | val_loss: 0.031171 | Time: 2024.39 ms
[2022-04-11 17:46:58	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311641 | val_loss: 0.0311757 | Time: 1912.4 ms
[2022-04-11 17:47:00	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311628 | val_loss: 0.0311733 | Time: 2009.35 ms
[2022-04-11 17:47:02	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311628 | val_loss: 0.0311723 | Time: 2066.02 ms
[2022-04-11 17:47:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311626 | val_loss: 0.0311713 | Time: 1974.21 ms
[2022-04-11 17:47:06	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311637 | val_loss: 0.0311738 | Time: 2087.61 ms
[2022-04-11 17:47:08	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311638 | val_loss: 0.0311752 | Time: 1957.22 ms
[2022-04-11 17:47:10	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311644 | val_loss: 0.0311778 | Time: 2108.8 ms
[2022-04-11 17:47:12	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311638 | val_loss: 0.0311738 | Time: 2139.13 ms
[2022-04-11 17:47:14	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311618 | val_loss: 0.0311724 | Time: 2044.14 ms
[2022-04-11 17:47:16	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311608 | val_loss: 0.0311723 | Time: 1997.25 ms
[2022-04-11 17:47:18	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311622 | val_loss: 0.0311713 | Time: 2002.88 ms
[2022-04-11 17:47:20	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311653 | val_loss: 0.0311717 | Time: 1960.11 ms
[2022-04-11 17:47:22	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311609 | val_loss: 0.03117 | Time: 1985.34 ms
[2022-04-11 17:47:24	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311611 | val_loss: 0.0311704 | Time: 1997.56 ms
[2022-04-11 17:47:26	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311589 | val_loss: 0.0311713 | Time: 1998.48 ms
[2022-04-11 17:47:28	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311608 | val_loss: 0.0311703 | Time: 1960.66 ms
[2022-04-11 17:47:30	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311637 | val_loss: 0.0311703 | Time: 2161.68 ms
[2022-04-11 17:47:32	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311633 | val_loss: 0.0311716 | Time: 2023.76 ms
[2022-04-11 17:47:34	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311641 | val_loss: 0.0311736 | Time: 2007.22 ms
[2022-04-11 17:47:36	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311651 | val_loss: 0.031175 | Time: 1977.96 ms
[2022-04-11 17:47:38	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311648 | val_loss: 0.0311742 | Time: 2114.01 ms
[2022-04-11 17:47:40	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311663 | val_loss: 0.031182 | Time: 2007.87 ms
[2022-04-11 17:47:42	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311666 | val_loss: 0.0311764 | Time: 2045.72 ms
[2022-04-11 17:47:44	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311651 | val_loss: 0.0311761 | Time: 2049.74 ms
[2022-04-11 17:47:46	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311653 | val_loss: 0.0311758 | Time: 2026.98 ms
[2022-04-11 17:47:49	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311657 | val_loss: 0.0311734 | Time: 2110.58 ms
[2022-04-11 17:47:51	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311635 | val_loss: 0.0311744 | Time: 2011.63 ms
[2022-04-11 17:47:53	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.031164 | val_loss: 0.0311728 | Time: 2063 ms
[2022-04-11 17:47:55	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031166 | val_loss: 0.0311739 | Time: 2088.46 ms
[2022-04-11 17:47:57	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311664 | val_loss: 0.0311752 | Time: 2135.57 ms
[2022-04-11 17:47:59	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311628 | val_loss: 0.0311734 | Time: 2034.97 ms
[2022-04-11 17:48:01	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311624 | val_loss: 0.0311737 | Time: 2006.95 ms
[2022-04-11 17:48:03	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311647 | val_loss: 0.0311778 | Time: 2085.3 ms
[2022-04-11 17:48:05	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311644 | val_loss: 0.0311754 | Time: 2003.37 ms
[2022-04-11 17:48:07	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311674 | val_loss: 0.0311763 | Time: 2129.85 ms
[2022-04-11 17:48:09	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311662 | val_loss: 0.0311767 | Time: 2101.77 ms
[2022-04-11 17:48:11	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.031166 | val_loss: 0.0311772 | Time: 2080.99 ms
[2022-04-11 17:48:14	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311665 | val_loss: 0.0311772 | Time: 2161.7 ms
[2022-04-11 17:48:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311666 | val_loss: 0.0311783 | Time: 2006.08 ms
[2022-04-11 17:48:18	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311655 | val_loss: 0.0311783 | Time: 2063.75 ms
[2022-04-11 17:48:20	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311654 | val_loss: 0.0311777 | Time: 2173.43 ms
[2022-04-11 17:48:22	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311664 | val_loss: 0.0311768 | Time: 2238.44 ms
[2022-04-11 17:48:24	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311666 | val_loss: 0.0311794 | Time: 2252.26 ms
[2022-04-11 17:48:26	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.031169 | val_loss: 0.0311799 | Time: 2142.04 ms
[2022-04-11 17:48:29	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311659 | val_loss: 0.0311746 | Time: 2037.72 ms
[2022-04-11 17:48:31	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031167 | val_loss: 0.0311769 | Time: 2111.35 ms
[2022-04-11 17:48:33	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311709 | val_loss: 0.0311765 | Time: 2083.93 ms
[2022-04-11 17:48:35	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311697 | val_loss: 0.0311732 | Time: 2101.54 ms
[2022-04-11 17:48:37	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311674 | val_loss: 0.0311727 | Time: 2121.99 ms
[2022-04-11 17:48:39	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311655 | val_loss: 0.0311722 | Time: 2043.71 ms
[2022-04-11 17:48:41	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311651 | val_loss: 0.0311721 | Time: 2007.85 ms
[2022-04-11 17:48:43	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311667 | val_loss: 0.0311703 | Time: 2097.78 ms
[2022-04-11 17:48:45	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311633 | val_loss: 0.0311706 | Time: 2039.12 ms
[2022-04-11 17:48:47	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031167 | val_loss: 0.0311742 | Time: 1930.62 ms
[2022-04-11 17:48:49	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311721 | val_loss: 0.0311797 | Time: 2000.3 ms
[2022-04-11 17:48:51	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311718 | val_loss: 0.0311798 | Time: 2047.21 ms
[2022-04-11 17:48:53	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311783 | val_loss: 0.0311829 | Time: 2024.59 ms
[2022-04-11 17:48:55	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311767 | val_loss: 0.0311809 | Time: 2042.55 ms
[2022-04-11 17:48:57	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311755 | val_loss: 0.031181 | Time: 1993.36 ms
[2022-04-11 17:48:59	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311742 | val_loss: 0.031179 | Time: 1966.88 ms
[2022-04-11 17:49:01	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311729 | val_loss: 0.0311781 | Time: 1905.43 ms
[2022-04-11 17:49:03	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311716 | val_loss: 0.0311797 | Time: 2029.01 ms
[2022-04-11 17:49:05	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311711 | val_loss: 0.0311797 | Time: 2014.49 ms
[2022-04-11 17:49:07	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311721 | val_loss: 0.0311805 | Time: 1976.97 ms
[2022-04-11 17:49:09	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311706 | val_loss: 0.0311768 | Time: 1924.98 ms
[2022-04-11 17:49:11	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311702 | val_loss: 0.0311773 | Time: 2018.91 ms
[2022-04-11 17:49:13	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311697 | val_loss: 0.0311771 | Time: 2059.78 ms
[2022-04-11 17:49:15	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311707 | val_loss: 0.0311805 | Time: 1954.97 ms
[2022-04-11 17:49:17	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311715 | val_loss: 0.0311805 | Time: 2009.62 ms
[2022-04-11 17:49:19	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311717 | val_loss: 0.0311817 | Time: 2171.56 ms
[2022-04-11 17:49:21	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311701 | val_loss: 0.0311785 | Time: 2119.97 ms
[2022-04-11 17:49:23	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311691 | val_loss: 0.0311797 | Time: 1921.45 ms
[2022-04-11 17:49:25	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311697 | val_loss: 0.0311795 | Time: 1993.84 ms
[2022-04-11 17:49:27	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311702 | val_loss: 0.0311819 | Time: 2023.46 ms
[2022-04-11 17:49:29	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311706 | val_loss: 0.0311789 | Time: 2021.37 ms
[2022-04-11 17:49:31	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311725 | val_loss: 0.031178 | Time: 2011.51 ms
[2022-04-11 17:49:33	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311707 | val_loss: 0.0311777 | Time: 2001.92 ms
[2022-04-11 17:49:36	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311714 | val_loss: 0.0311768 | Time: 2033.07 ms
[2022-04-11 17:49:38	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311714 | val_loss: 0.0311781 | Time: 2001.2 ms
[2022-04-11 17:49:40	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311697 | val_loss: 0.0311786 | Time: 2043.29 ms
[2022-04-11 17:49:42	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311723 | val_loss: 0.0311813 | Time: 1988.73 ms
[2022-04-11 17:49:44	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311715 | val_loss: 0.0311792 | Time: 2045.17 ms
[2022-04-11 17:49:46	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311713 | val_loss: 0.0311785 | Time: 2032.08 ms
[2022-04-11 17:49:48	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311722 | val_loss: 0.0311789 | Time: 1919.06 ms
[2022-04-11 17:49:50	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311694 | val_loss: 0.031181 | Time: 1964.33 ms
[2022-04-11 17:49:52	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311685 | val_loss: 0.031182 | Time: 1988.58 ms
[2022-04-11 17:49:54	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311679 | val_loss: 0.0311791 | Time: 2047.83 ms
[2022-04-11 17:49:56	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311666 | val_loss: 0.0311784 | Time: 2051.71 ms
[2022-04-11 17:49:58	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311669 | val_loss: 0.0311772 | Time: 1974.96 ms
[2022-04-11 17:50:00	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311661 | val_loss: 0.0311789 | Time: 2057.13 ms
[2022-04-11 17:50:02	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311661 | val_loss: 0.0311826 | Time: 1971.53 ms
[2022-04-11 17:50:04	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311662 | val_loss: 0.0311768 | Time: 2108.05 ms
[2022-04-11 17:50:06	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311659 | val_loss: 0.0311803 | Time: 2049.57 ms
[2022-04-11 17:50:08	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311661 | val_loss: 0.0311775 | Time: 2195.44 ms
[2022-04-11 17:50:10	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311655 | val_loss: 0.0311766 | Time: 2168.68 ms
[2022-04-11 17:50:12	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031166 | val_loss: 0.0311787 | Time: 2057.2 ms
[2022-04-11 17:50:14	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311655 | val_loss: 0.0311761 | Time: 1991.55 ms
[2022-04-11 17:50:17	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311651 | val_loss: 0.0311785 | Time: 2238.22 ms
[2022-04-11 17:50:19	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031167 | val_loss: 0.0311771 | Time: 2154.75 ms
[2022-04-11 17:50:21	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311673 | val_loss: 0.031177 | Time: 2324.46 ms
[2022-04-11 17:50:23	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031165 | val_loss: 0.0311844 | Time: 2129.28 ms
[2022-04-11 17:50:25	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311675 | val_loss: 0.0311815 | Time: 2018.74 ms
[2022-04-11 17:50:27	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311655 | val_loss: 0.0311775 | Time: 1939.59 ms
[2022-04-11 17:50:29	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311663 | val_loss: 0.0311781 | Time: 2077.22 ms
[2022-04-11 17:50:31	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311664 | val_loss: 0.0311828 | Time: 2091.01 ms
[2022-04-11 17:50:33	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311718 | val_loss: 0.0311889 | Time: 2016.76 ms
[2022-04-11 17:50:36	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311716 | val_loss: 0.0311826 | Time: 2153.09 ms
[2022-04-11 17:50:38	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311692 | val_loss: 0.0311794 | Time: 2090.89 ms
[2022-04-11 17:50:40	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031168 | val_loss: 0.0311808 | Time: 2221.76 ms
[2022-04-11 17:50:42	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311678 | val_loss: 0.0311791 | Time: 2008.54 ms
[2022-04-11 17:50:44	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311663 | val_loss: 0.031177 | Time: 2143.26 ms
[2022-04-11 17:50:46	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311651 | val_loss: 0.0311746 | Time: 2118.65 ms
[2022-04-11 17:50:46	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311746
[2022-04-11 17:50:46	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-11 17:50:46	                main:608]	:	INFO	:	Success, exiting..
17:50:46 (21076): 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)