Task 6326147

Name ParityMachine-1627358198-9285-1_0
Workunit 4111034
Created 4 Aug 2021, 7:12:57 UTC
Sent 9 Aug 2021, 14:16:22 UTC
Report deadline 16 Aug 2021, 14:16:22 UTC
Received 9 Aug 2021, 23:31:37 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 8236
Run time 3 hours 11 min 20 sec
CPU time 2 hours 48 min 38 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 18,129.57 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.73 GB
Peak swap size 4.83 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
.39 ms
[2021-08-09 17:04:31	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0312365 | val_loss: 0.0312374 | Time: 2195.5 ms
[2021-08-09 17:04:33	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0312365 | val_loss: 0.031238 | Time: 2147.23 ms
[2021-08-09 17:04:35	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0312384 | val_loss: 0.0312387 | Time: 2164.74 ms
[2021-08-09 17:04:37	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0312372 | val_loss: 0.0312393 | Time: 2201.32 ms
[2021-08-09 17:04:40	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0312392 | val_loss: 0.0312429 | Time: 2334.03 ms
[2021-08-09 17:04:42	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0312371 | val_loss: 0.0312381 | Time: 2348.76 ms
[2021-08-09 17:04:44	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0312368 | val_loss: 0.0312377 | Time: 2290.56 ms
[2021-08-09 17:04:47	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0312356 | val_loss: 0.03124 | Time: 2323.04 ms
[2021-08-09 17:04:49	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0312368 | val_loss: 0.0312372 | Time: 2113.18 ms
[2021-08-09 17:04:51	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0312356 | val_loss: 0.0312374 | Time: 2187.16 ms
[2021-08-09 17:04:53	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0312353 | val_loss: 0.0312376 | Time: 2179.77 ms
[2021-08-09 17:04:55	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0312365 | val_loss: 0.0312399 | Time: 2295.22 ms
[2021-08-09 17:04:58	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0312375 | val_loss: 0.0312378 | Time: 2212.2 ms
[2021-08-09 17:05:00	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0312364 | val_loss: 0.0312396 | Time: 2163.4 ms
[2021-08-09 17:05:02	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0312358 | val_loss: 0.0312419 | Time: 2313.58 ms
[2021-08-09 17:05:04	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0312358 | val_loss: 0.0312371 | Time: 2232.62 ms
[2021-08-09 17:05:07	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.031236 | val_loss: 0.0312369 | Time: 2325.08 ms
[2021-08-09 17:05:09	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0312362 | val_loss: 0.0312379 | Time: 2313.02 ms
[2021-08-09 17:05:11	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0312369 | val_loss: 0.0312372 | Time: 2305.65 ms
[2021-08-09 17:05:14	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0312356 | val_loss: 0.0312373 | Time: 2418.19 ms
[2021-08-09 17:05:16	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0312358 | val_loss: 0.0312374 | Time: 2335.05 ms
[2021-08-09 17:05:18	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0312369 | val_loss: 0.0312404 | Time: 2247.15 ms
[2021-08-09 17:05:21	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0312374 | val_loss: 0.0312405 | Time: 2350.84 ms
[2021-08-09 17:05:23	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0312381 | val_loss: 0.0312372 | Time: 2041.89 ms
[2021-08-09 17:05:25	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0312351 | val_loss: 0.0312373 | Time: 2359.3 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Ti)
[2021-08-09 17:09:39	                main:435]	:	INFO	:	Set logging level to 1
[2021-08-09 17:09:39	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-08-09 17:09:39	                main:444]	:	INFO	:	Resolving all filenames
[2021-08-09 17:09:39	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-08-09 17:09:39	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627358198-9285-1_0_r1515575596_1 (exists = 1)
[2021-08-09 17:09:39	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627358198-9285-1_0_r1515575596_0 (exists = 0)
[2021-08-09 17:09:39	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627358198-9285-1 (exists = 1)
[2021-08-09 17:09:39	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-08-09 17:09:39	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-08-09 17:09:39	                main:474]	:	INFO	:	Configuration: 
[2021-08-09 17:09:39	                main:475]	:	INFO	:	    Model type: GRU
[2021-08-09 17:09:39	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-08-09 17:09:39	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-08-09 17:09:39	                main:478]	:	INFO	:	    Batch Size: 128
[2021-08-09 17:09:39	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-08-09 17:09:39	                main:480]	:	INFO	:	    Patience: 10
[2021-08-09 17:09:39	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-08-09 17:09:39	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-08-09 17:09:39	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-08-09 17:09:39	                main:484]	:	INFO	:	    # Threads: 1
[2021-08-09 17:09:39	                main:486]	:	INFO	:	Preparing Dataset
[2021-08-09 17:09:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-09 17:09:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-09 17:47:07	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-08-09 17:47:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-09 17:47:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-09 17:47:07	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-08-09 17:47:07	                main:494]	:	INFO	:	Creating Model
[2021-08-09 17:47:07	                main:507]	:	INFO	:	Preparing config file
[2021-08-09 17:47:07	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-08-09 17:47:07	                main:512]	:	INFO	:	Loading config
[2021-08-09 17:47:07	                main:514]	:	INFO	:	Loading state
[2021-08-09 18:12:17	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-08-09 18:12:17	                main:562]	:	INFO	:	Starting Training
[2021-08-09 18:14:37	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.031261 | val_loss: 0.0312319 | Time: 139267 ms
[2021-08-09 18:14:38	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0312212 | val_loss: 0.0312149 | Time: 1771.84 ms
[2021-08-09 18:14:41	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.031214 | val_loss: 0.0312165 | Time: 2063.93 ms
[2021-08-09 18:14:43	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0312106 | val_loss: 0.0312093 | Time: 2033.6 ms
[2021-08-09 18:14:44	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0312088 | val_loss: 0.0312056 | Time: 1689.83 ms
[2021-08-09 18:14:46	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0312116 | val_loss: 0.0312036 | Time: 1739 ms
[2021-08-09 18:14:48	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.031204 | val_loss: 0.0312012 | Time: 2090.74 ms
[2021-08-09 18:14:50	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0312011 | val_loss: 0.0311999 | Time: 2021.02 ms
[2021-08-09 18:15:03	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311974 | val_loss: 0.0311983 | Time: 12380.7 ms
[2021-08-09 18:15:04	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311968 | val_loss: 0.0312021 | Time: 1706.47 ms
[2021-08-09 18:15:06	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.031197 | val_loss: 0.0311974 | Time: 1767.15 ms
[2021-08-09 18:15:08	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311975 | val_loss: 0.0311951 | Time: 2057.91 ms
[2021-08-09 18:15:10	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311972 | val_loss: 0.0311986 | Time: 1976.37 ms
[2021-08-09 18:15:12	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311956 | val_loss: 0.031194 | Time: 1727.13 ms
[2021-08-09 18:15:14	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311951 | val_loss: 0.0311934 | Time: 1765.97 ms
[2021-08-09 18:15:16	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031195 | val_loss: 0.0311934 | Time: 2057.77 ms
[2021-08-09 18:15:18	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311934 | val_loss: 0.0311958 | Time: 1957.98 ms
[2021-08-09 18:15:19	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311932 | val_loss: 0.0311953 | Time: 1681.54 ms
[2021-08-09 18:15:21	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311926 | val_loss: 0.0311931 | Time: 1772.47 ms
[2021-08-09 18:15:23	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311947 | val_loss: 0.0311995 | Time: 2077.46 ms
[2021-08-09 18:15:25	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311953 | val_loss: 0.0312019 | Time: 1950.33 ms
[2021-08-09 18:15:27	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.031192 | val_loss: 0.0311936 | Time: 1765.74 ms
[2021-08-09 18:15:29	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311921 | val_loss: 0.0311926 | Time: 1743.52 ms
[2021-08-09 18:15:31	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311926 | val_loss: 0.0311921 | Time: 2042.16 ms
[2021-08-09 18:15:33	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311944 | val_loss: 0.031193 | Time: 1947 ms
[2021-08-09 18:15:34	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311916 | val_loss: 0.0311933 | Time: 1719.34 ms
[2021-08-09 18:15:36	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.03119 | val_loss: 0.0311917 | Time: 1761.28 ms
[2021-08-09 18:15:38	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311892 | val_loss: 0.0311924 | Time: 2062.12 ms
[2021-08-09 18:15:40	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311883 | val_loss: 0.031191 | Time: 2065.75 ms
[2021-08-09 18:15:42	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.031188 | val_loss: 0.0311948 | Time: 1831.31 ms
[2021-08-09 18:15:44	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.031188 | val_loss: 0.0311919 | Time: 1766.56 ms
[2021-08-09 18:15:46	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311876 | val_loss: 0.0311918 | Time: 2011.7 ms
[2021-08-09 18:15:48	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311885 | val_loss: 0.0311913 | Time: 2040.73 ms
[2021-08-09 18:15:50	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.031187 | val_loss: 0.0311906 | Time: 1797.48 ms
[2021-08-09 18:15:52	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311866 | val_loss: 0.031189 | Time: 1748.12 ms
[2021-08-09 18:15:54	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311899 | val_loss: 0.0311902 | Time: 1976.74 ms
[2021-08-09 18:15:56	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311894 | val_loss: 0.0311888 | Time: 2025.48 ms
[2021-08-09 18:15:57	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311878 | val_loss: 0.0311909 | Time: 1770.61 ms
[2021-08-09 18:15:59	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311865 | val_loss: 0.0311871 | Time: 1745.08 ms
[2021-08-09 18:16:01	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311873 | val_loss: 0.0311881 | Time: 1966.34 ms
[2021-08-09 18:16:03	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031185 | val_loss: 0.0311867 | Time: 2149.89 ms
[2021-08-09 18:16:05	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311839 | val_loss: 0.0311863 | Time: 1855.77 ms
[2021-08-09 18:16:07	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311835 | val_loss: 0.0311869 | Time: 1745.28 ms
[2021-08-09 18:16:09	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311836 | val_loss: 0.0311863 | Time: 1880.59 ms
[2021-08-09 18:16:11	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311843 | val_loss: 0.0311868 | Time: 2069.2 ms
[2021-08-09 18:16:23	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311829 | val_loss: 0.0311868 | Time: 12116.3 ms
[2021-08-09 18:16:25	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311823 | val_loss: 0.031186 | Time: 1683.96 ms
[2021-08-09 18:16:26	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311824 | val_loss: 0.0311886 | Time: 1779.84 ms
[2021-08-09 18:16:29	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311815 | val_loss: 0.0311867 | Time: 2043.69 ms
[2021-08-09 18:16:30	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311815 | val_loss: 0.0311859 | Time: 1945.81 ms
[2021-08-09 18:16:32	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311808 | val_loss: 0.0311854 | Time: 1729.89 ms
[2021-08-09 18:16:34	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311835 | val_loss: 0.0311896 | Time: 1811.85 ms
[2021-08-09 18:16:36	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311813 | val_loss: 0.0311855 | Time: 2086.33 ms
[2021-08-09 18:16:38	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311798 | val_loss: 0.0311858 | Time: 2028.05 ms
[2021-08-09 18:16:40	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311798 | val_loss: 0.0311898 | Time: 1804.41 ms
[2021-08-09 18:16:42	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311837 | val_loss: 0.0311914 | Time: 1895.63 ms
[2021-08-09 18:16:44	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311812 | val_loss: 0.0311869 | Time: 1974.49 ms
[2021-08-09 18:16:46	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311797 | val_loss: 0.0311862 | Time: 2082.63 ms
[2021-08-09 18:16:48	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311785 | val_loss: 0.0311891 | Time: 1804.22 ms
[2021-08-09 18:16:50	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311795 | val_loss: 0.0311891 | Time: 1828.94 ms
[2021-08-09 18:16:51	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311795 | val_loss: 0.031186 | Time: 1881.81 ms
[2021-08-09 18:16:54	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.031178 | val_loss: 0.0311879 | Time: 2093.07 ms
[2021-08-09 18:16:55	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311791 | val_loss: 0.0311859 | Time: 1867.54 ms
[2021-08-09 18:16:57	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311789 | val_loss: 0.0311852 | Time: 1788.87 ms
[2021-08-09 18:16:59	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311783 | val_loss: 0.0311857 | Time: 1869.8 ms
[2021-08-09 18:17:01	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311778 | val_loss: 0.0311854 | Time: 2135.54 ms
[2021-08-09 18:17:03	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.031178 | val_loss: 0.0311865 | Time: 1967.41 ms
[2021-08-09 18:17:05	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031177 | val_loss: 0.0311858 | Time: 1676.9 ms
[2021-08-09 18:17:07	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311764 | val_loss: 0.0311865 | Time: 1806.86 ms
[2021-08-09 18:17:09	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311765 | val_loss: 0.0311852 | Time: 2082.44 ms
[2021-08-09 18:17:11	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311761 | val_loss: 0.031186 | Time: 1991.81 ms
[2021-08-09 18:17:13	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311757 | val_loss: 0.0311857 | Time: 1804.34 ms
[2021-08-09 18:17:14	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311771 | val_loss: 0.0311878 | Time: 1787.07 ms
[2021-08-09 18:17:16	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311765 | val_loss: 0.031185 | Time: 2027.39 ms
[2021-08-09 18:17:19	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311759 | val_loss: 0.0311849 | Time: 2123.66 ms
[2021-08-09 18:17:20	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311757 | val_loss: 0.0311844 | Time: 1849.22 ms
[2021-08-09 18:17:22	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031177 | val_loss: 0.0311865 | Time: 1770 ms
[2021-08-09 18:17:24	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311742 | val_loss: 0.0311854 | Time: 1906.59 ms
[2021-08-09 18:17:26	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311752 | val_loss: 0.031184 | Time: 2021.47 ms
[2021-08-09 18:17:28	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311747 | val_loss: 0.0311852 | Time: 1857.26 ms
[2021-08-09 18:17:30	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311744 | val_loss: 0.0311849 | Time: 1775.86 ms
[2021-08-09 18:17:32	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031174 | val_loss: 0.031186 | Time: 1945.35 ms
[2021-08-09 18:17:34	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.031174 | val_loss: 0.0311887 | Time: 2103.1 ms
[2021-08-09 18:17:36	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311734 | val_loss: 0.031187 | Time: 1960.49 ms
[2021-08-09 18:17:38	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311733 | val_loss: 0.0311877 | Time: 1864.28 ms
[2021-08-09 18:17:40	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311729 | val_loss: 0.0311862 | Time: 1815.22 ms
[2021-08-09 18:17:42	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.031173 | val_loss: 0.0311887 | Time: 2046.92 ms
[2021-08-09 18:17:44	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311739 | val_loss: 0.031189 | Time: 2083.9 ms
[2021-08-09 18:17:45	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311733 | val_loss: 0.0311862 | Time: 1731.17 ms
[2021-08-09 18:17:47	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311728 | val_loss: 0.0311881 | Time: 1746.93 ms
[2021-08-09 18:17:49	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311726 | val_loss: 0.0311876 | Time: 2006.33 ms
[2021-08-09 18:17:51	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311735 | val_loss: 0.0311846 | Time: 2017.22 ms
[2021-08-09 18:17:53	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031173 | val_loss: 0.0311858 | Time: 1756.51 ms
[2021-08-09 18:17:55	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311732 | val_loss: 0.0311894 | Time: 1721.42 ms
[2021-08-09 18:17:57	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311727 | val_loss: 0.0311863 | Time: 2044.49 ms
[2021-08-09 18:17:59	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311733 | val_loss: 0.0311862 | Time: 2040.71 ms
[2021-08-09 18:18:01	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311721 | val_loss: 0.0311866 | Time: 1716.67 ms
[2021-08-09 18:18:02	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311745 | val_loss: 0.0311847 | Time: 1707.27 ms
[2021-08-09 18:18:04	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311721 | val_loss: 0.0311838 | Time: 2016.39 ms
[2021-08-09 18:18:06	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311723 | val_loss: 0.031186 | Time: 2114.87 ms
[2021-08-09 18:18:08	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311724 | val_loss: 0.0311841 | Time: 1753.24 ms
[2021-08-09 18:18:10	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311756 | val_loss: 0.0311837 | Time: 1710.37 ms
[2021-08-09 18:18:12	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311744 | val_loss: 0.0311855 | Time: 1992.63 ms
[2021-08-09 18:18:14	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311721 | val_loss: 0.0311837 | Time: 2048.6 ms
[2021-08-09 18:18:16	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311723 | val_loss: 0.0311828 | Time: 1814.43 ms
[2021-08-09 18:18:18	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311736 | val_loss: 0.031183 | Time: 1750.11 ms
[2021-08-09 18:18:20	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311725 | val_loss: 0.0311837 | Time: 1949.09 ms
[2021-08-09 18:18:22	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311711 | val_loss: 0.0311862 | Time: 2047.35 ms
[2021-08-09 18:18:23	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311721 | val_loss: 0.0311825 | Time: 1762.28 ms
[2021-08-09 18:18:25	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.031171 | val_loss: 0.0311834 | Time: 1784.83 ms
[2021-08-09 18:18:27	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311694 | val_loss: 0.031183 | Time: 1952.87 ms
[2021-08-09 18:18:29	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311688 | val_loss: 0.0311835 | Time: 2051.25 ms
[2021-08-09 18:18:31	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311687 | val_loss: 0.0311832 | Time: 1789.76 ms
[2021-08-09 18:18:33	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311691 | val_loss: 0.031185 | Time: 1782.08 ms
[2021-08-09 18:18:35	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311688 | val_loss: 0.0311875 | Time: 1903.49 ms
[2021-08-09 18:18:37	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311717 | val_loss: 0.0311893 | Time: 2060.19 ms
[2021-08-09 18:18:39	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311718 | val_loss: 0.0311839 | Time: 1792.33 ms
[2021-08-09 18:18:40	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031171 | val_loss: 0.0311883 | Time: 1754.72 ms
[2021-08-09 18:18:42	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311711 | val_loss: 0.0311851 | Time: 1911.04 ms
[2021-08-09 18:18:44	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311738 | val_loss: 0.0311904 | Time: 2114.56 ms
[2021-08-09 18:18:46	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311726 | val_loss: 0.0311856 | Time: 1906.82 ms
[2021-08-09 18:18:48	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311701 | val_loss: 0.0311842 | Time: 1733.33 ms
[2021-08-09 18:18:50	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311707 | val_loss: 0.0311846 | Time: 1849.23 ms
[2021-08-09 18:18:52	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311686 | val_loss: 0.0311844 | Time: 2057.48 ms
[2021-08-09 18:19:04	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311694 | val_loss: 0.0311877 | Time: 11943.6 ms
[2021-08-09 18:19:06	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311717 | val_loss: 0.0311932 | Time: 1724.68 ms
[2021-08-09 18:19:07	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311704 | val_loss: 0.0311847 | Time: 1805.07 ms
[2021-08-09 18:19:09	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.031168 | val_loss: 0.0311836 | Time: 2090.56 ms
[2021-08-09 18:19:11	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031168 | val_loss: 0.0311844 | Time: 1962.43 ms
[2021-08-09 18:19:13	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311703 | val_loss: 0.0311823 | Time: 1741.61 ms
[2021-08-09 18:19:15	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311696 | val_loss: 0.0311844 | Time: 1778.28 ms
[2021-08-09 18:19:17	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311689 | val_loss: 0.0311855 | Time: 2085.43 ms
[2021-08-09 18:19:19	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311674 | val_loss: 0.0311854 | Time: 1906.1 ms
[2021-08-09 18:19:21	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311669 | val_loss: 0.0311845 | Time: 1736.37 ms
[2021-08-09 18:19:23	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311661 | val_loss: 0.0311861 | Time: 1799.97 ms
[2021-08-09 18:19:25	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031173 | val_loss: 0.031183 | Time: 2021.48 ms
[2021-08-09 18:19:27	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311753 | val_loss: 0.0311832 | Time: 1997.39 ms
[2021-08-09 18:19:28	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311769 | val_loss: 0.0311903 | Time: 1729.38 ms
[2021-08-09 18:19:30	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311808 | val_loss: 0.0311835 | Time: 1788.99 ms
[2021-08-09 18:19:32	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311792 | val_loss: 0.0311822 | Time: 2074.23 ms
[2021-08-09 18:19:34	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311769 | val_loss: 0.0311813 | Time: 1937.36 ms
[2021-08-09 18:19:36	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311761 | val_loss: 0.0311823 | Time: 1766.46 ms
[2021-08-09 18:19:38	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031176 | val_loss: 0.0311819 | Time: 1778.35 ms
[2021-08-09 18:19:40	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311751 | val_loss: 0.0311841 | Time: 2024.19 ms
[2021-08-09 18:19:42	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311761 | val_loss: 0.0311849 | Time: 1963.76 ms
[2021-08-09 18:19:43	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311735 | val_loss: 0.0311818 | Time: 1719.32 ms
[2021-08-09 18:19:45	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311731 | val_loss: 0.0311811 | Time: 1816.28 ms
[2021-08-09 18:19:47	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031172 | val_loss: 0.0311824 | Time: 2068.07 ms
[2021-08-09 18:19:49	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311745 | val_loss: 0.0311821 | Time: 1984.77 ms
[2021-08-09 18:19:51	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311746 | val_loss: 0.0311829 | Time: 1750.48 ms
[2021-08-09 18:19:53	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311729 | val_loss: 0.0311808 | Time: 1733.19 ms
[2021-08-09 18:19:55	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311719 | val_loss: 0.0311807 | Time: 2040.12 ms
[2021-08-09 18:19:57	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311724 | val_loss: 0.0311851 | Time: 1982.79 ms
[2021-08-09 18:19:59	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031173 | val_loss: 0.0311804 | Time: 1722.09 ms
[2021-08-09 18:20:00	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311754 | val_loss: 0.0311846 | Time: 1739.61 ms
[2021-08-09 18:20:02	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311811 | val_loss: 0.0311894 | Time: 2057.61 ms
[2021-08-09 18:20:04	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311797 | val_loss: 0.0311839 | Time: 1972.72 ms
[2021-08-09 18:20:06	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311722 | val_loss: 0.0311841 | Time: 1695.76 ms
[2021-08-09 18:20:08	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311685 | val_loss: 0.0311807 | Time: 1754.91 ms
[2021-08-09 18:20:10	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311671 | val_loss: 0.0311825 | Time: 2038.06 ms
[2021-08-09 18:20:12	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311694 | val_loss: 0.0311821 | Time: 1972.14 ms
[2021-08-09 18:20:14	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311677 | val_loss: 0.0311846 | Time: 1746.34 ms
[2021-08-09 18:20:15	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031169 | val_loss: 0.031182 | Time: 1786.79 ms
[2021-08-09 18:20:18	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311665 | val_loss: 0.0311833 | Time: 2068.35 ms
[2021-08-09 18:20:20	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311687 | val_loss: 0.0311835 | Time: 2088.55 ms
[2021-08-09 18:20:21	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311671 | val_loss: 0.0311825 | Time: 1718.64 ms
[2021-08-09 18:20:23	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311708 | val_loss: 0.0311866 | Time: 1797.53 ms
[2021-08-09 18:20:25	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311706 | val_loss: 0.0311826 | Time: 1965.03 ms
[2021-08-09 18:20:27	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311684 | val_loss: 0.0311824 | Time: 2018.76 ms
[2021-08-09 18:20:29	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311677 | val_loss: 0.0311813 | Time: 1751.02 ms
[2021-08-09 18:20:31	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311678 | val_loss: 0.0311863 | Time: 1768.67 ms
[2021-08-09 18:20:33	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311679 | val_loss: 0.0311824 | Time: 2012.7 ms
[2021-08-09 18:20:35	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311657 | val_loss: 0.0311826 | Time: 2024.26 ms
[2021-08-09 18:20:36	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311657 | val_loss: 0.0311818 | Time: 1716.41 ms
[2021-08-09 18:20:38	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031166 | val_loss: 0.0311815 | Time: 1685.69 ms
[2021-08-09 18:20:40	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311673 | val_loss: 0.0311829 | Time: 2047.74 ms
[2021-08-09 18:20:42	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311663 | val_loss: 0.0311851 | Time: 2057.51 ms
[2021-08-09 18:20:44	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311646 | val_loss: 0.0311823 | Time: 1801.92 ms
[2021-08-09 18:20:46	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311654 | val_loss: 0.0311806 | Time: 1798.51 ms
[2021-08-09 18:20:48	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311679 | val_loss: 0.0311827 | Time: 1985 ms
[2021-08-09 18:20:50	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311668 | val_loss: 0.0311825 | Time: 2059.9 ms
[2021-08-09 18:20:52	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311671 | val_loss: 0.0311845 | Time: 1773 ms
[2021-08-09 18:20:53	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031166 | val_loss: 0.0311846 | Time: 1718.65 ms
[2021-08-09 18:20:55	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311653 | val_loss: 0.0311845 | Time: 1971.4 ms
[2021-08-09 18:20:58	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311651 | val_loss: 0.0311841 | Time: 2087.36 ms
[2021-08-09 18:20:59	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311649 | val_loss: 0.0311837 | Time: 1843.54 ms
[2021-08-09 18:21:01	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311642 | val_loss: 0.0311818 | Time: 1717.59 ms
[2021-08-09 18:21:03	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311631 | val_loss: 0.0311852 | Time: 1941.64 ms
[2021-08-09 18:21:05	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311634 | val_loss: 0.0311834 | Time: 2117.62 ms
[2021-08-09 18:21:08	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311637 | val_loss: 0.0311815 | Time: 2323.49 ms
[2021-08-09 18:21:09	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311621 | val_loss: 0.0311822 | Time: 1726.67 ms
[2021-08-09 18:21:11	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311613 | val_loss: 0.0311825 | Time: 1839.68 ms
[2021-08-09 18:21:13	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311618 | val_loss: 0.0311857 | Time: 1968.53 ms
[2021-08-09 18:21:15	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311607 | val_loss: 0.0311857 | Time: 2051.11 ms
[2021-08-09 18:21:17	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031161 | val_loss: 0.0311849 | Time: 1793.87 ms
[2021-08-09 18:21:19	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311657 | val_loss: 0.0311853 | Time: 1710.54 ms
[2021-08-09 18:21:21	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031173 | val_loss: 0.0311881 | Time: 1963.85 ms
[2021-08-09 18:21:23	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311739 | val_loss: 0.0311834 | Time: 2079.78 ms
[2021-08-09 18:21:25	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.03117 | val_loss: 0.031183 | Time: 1826.71 ms
[2021-08-09 18:21:26	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031167 | val_loss: 0.031182 | Time: 1674.72 ms
[2021-08-09 18:21:28	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311669 | val_loss: 0.0311823 | Time: 1917.85 ms
[2021-08-09 18:21:30	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031166 | val_loss: 0.0311816 | Time: 2021.34 ms
[2021-08-09 18:21:32	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311686 | val_loss: 0.0311828 | Time: 1783.85 ms
[2021-08-09 18:21:34	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311644 | val_loss: 0.0311804 | Time: 1807.01 ms
[2021-08-09 18:21:36	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311642 | val_loss: 0.0311806 | Time: 1892.69 ms
[2021-08-09 18:21:38	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311644 | val_loss: 0.0311808 | Time: 2054.26 ms
[2021-08-09 18:21:40	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311628 | val_loss: 0.0311809 | Time: 1821.5 ms
[2021-08-09 18:21:41	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311617 | val_loss: 0.0311807 | Time: 1757.16 ms
[2021-08-09 18:21:43	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311628 | val_loss: 0.0311829 | Time: 1933.53 ms
[2021-08-09 18:21:45	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311623 | val_loss: 0.0311823 | Time: 2067.62 ms
[2021-08-09 18:21:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311625 | val_loss: 0.0311849 | Time: 1935.53 ms
[2021-08-09 18:21:49	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311639 | val_loss: 0.0311855 | Time: 1776.75 ms
[2021-08-09 18:21:51	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311777 | val_loss: 0.0311838 | Time: 1788.39 ms
[2021-08-09 18:21:53	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311756 | val_loss: 0.0311834 | Time: 2057.09 ms
[2021-08-09 18:21:55	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311726 | val_loss: 0.031181 | Time: 1947.85 ms
[2021-08-09 18:21:57	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311703 | val_loss: 0.0311791 | Time: 1671.8 ms
[2021-08-09 18:21:59	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311681 | val_loss: 0.0311774 | Time: 1844.33 ms
[2021-08-09 18:22:01	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311682 | val_loss: 0.0311765 | Time: 2040.68 ms
[2021-08-09 18:22:03	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311661 | val_loss: 0.0311783 | Time: 1932.08 ms
[2021-08-09 18:22:04	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311665 | val_loss: 0.0311817 | Time: 1755.34 ms
[2021-08-09 18:22:06	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311659 | val_loss: 0.0311783 | Time: 2062.17 ms
[2021-08-09 18:22:08	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311661 | val_loss: 0.0311758 | Time: 1963.12 ms
[2021-08-09 18:22:10	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311668 | val_loss: 0.0311803 | Time: 2047.15 ms
[2021-08-09 18:22:12	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311663 | val_loss: 0.0311804 | Time: 1807.42 ms
[2021-08-09 18:22:14	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311668 | val_loss: 0.0311787 | Time: 1715.47 ms
[2021-08-09 18:22:16	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031166 | val_loss: 0.0311778 | Time: 1999.17 ms
[2021-08-09 18:22:18	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311657 | val_loss: 0.0311767 | Time: 2059.22 ms
[2021-08-09 18:22:20	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311643 | val_loss: 0.0311815 | Time: 1787.12 ms
[2021-08-09 18:22:22	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311632 | val_loss: 0.0311794 | Time: 1728.93 ms
[2021-08-09 18:22:23	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311646 | val_loss: 0.0311767 | Time: 1915.94 ms
[2021-08-09 18:22:26	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311619 | val_loss: 0.0311764 | Time: 2071.5 ms
[2021-08-09 18:22:27	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311605 | val_loss: 0.0311772 | Time: 1803.91 ms
[2021-08-09 18:22:29	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311591 | val_loss: 0.0311765 | Time: 1768.73 ms
[2021-08-09 18:22:31	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311594 | val_loss: 0.0311811 | Time: 1992.05 ms
[2021-08-09 18:22:33	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311596 | val_loss: 0.0311784 | Time: 2099 ms
[2021-08-09 18:22:35	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311588 | val_loss: 0.0311807 | Time: 1938.9 ms
[2021-08-09 18:22:38	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311584 | val_loss: 0.031179 | Time: 2864.05 ms
[2021-08-09 18:22:40	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311608 | val_loss: 0.0311805 | Time: 1856.48 ms
[2021-08-09 18:22:42	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.03116 | val_loss: 0.0311816 | Time: 1842.66 ms
[2021-08-09 18:22:44	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311589 | val_loss: 0.03118 | Time: 1912.69 ms
[2021-08-09 18:22:46	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311596 | val_loss: 0.031178 | Time: 2074.13 ms
[2021-08-09 18:22:48	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311612 | val_loss: 0.031178 | Time: 1909.09 ms
[2021-08-09 18:22:50	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031172 | val_loss: 0.0311876 | Time: 1816.12 ms
[2021-08-09 18:22:52	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311728 | val_loss: 0.0311769 | Time: 2236.73 ms
[2021-08-09 18:22:54	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311715 | val_loss: 0.0311835 | Time: 1998.86 ms
[2021-08-09 18:22:56	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311709 | val_loss: 0.0311753 | Time: 2358.44 ms
[2021-08-09 18:23:08	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311653 | val_loss: 0.0311734 | Time: 12215.6 ms
[2021-08-09 18:23:10	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311646 | val_loss: 0.0311728 | Time: 1900.17 ms
[2021-08-09 18:23:12	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311639 | val_loss: 0.031173 | Time: 1756.97 ms
[2021-08-09 18:23:14	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311629 | val_loss: 0.0311697 | Time: 1815.45 ms
[2021-08-09 18:23:16	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311621 | val_loss: 0.0311715 | Time: 2050.74 ms
[2021-08-09 18:23:18	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311611 | val_loss: 0.0311728 | Time: 1876.42 ms
[2021-08-09 18:23:19	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311621 | val_loss: 0.031174 | Time: 1687.12 ms
[2021-08-09 18:23:21	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311621 | val_loss: 0.0311713 | Time: 1902.27 ms
[2021-08-09 18:23:23	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.03116 | val_loss: 0.0311716 | Time: 2058.03 ms
[2021-08-09 18:23:25	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311603 | val_loss: 0.0311713 | Time: 1906.03 ms
[2021-08-09 18:23:27	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.03116 | val_loss: 0.0311712 | Time: 1720.83 ms
[2021-08-09 18:23:29	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311591 | val_loss: 0.0311705 | Time: 1854.33 ms
[2021-08-09 18:23:31	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311589 | val_loss: 0.0311731 | Time: 2075.82 ms
[2021-08-09 18:23:33	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311599 | val_loss: 0.0311757 | Time: 2011.51 ms
[2021-08-09 18:23:35	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311644 | val_loss: 0.0311765 | Time: 1840.16 ms
[2021-08-09 18:23:37	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311602 | val_loss: 0.0311723 | Time: 1799.4 ms
[2021-08-09 18:23:39	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311571 | val_loss: 0.0311729 | Time: 2026.18 ms
[2021-08-09 18:23:41	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311572 | val_loss: 0.0311719 | Time: 2039.83 ms
[2021-08-09 18:23:43	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311649 | val_loss: 0.0311744 | Time: 1866.59 ms
[2021-08-09 18:23:44	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311655 | val_loss: 0.0311728 | Time: 1707.7 ms
[2021-08-09 18:23:46	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311633 | val_loss: 0.0311718 | Time: 1996.6 ms
[2021-08-09 18:23:49	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311627 | val_loss: 0.0311744 | Time: 2103.47 ms
[2021-08-09 18:23:50	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311624 | val_loss: 0.0311763 | Time: 1912.45 ms
[2021-08-09 18:23:52	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311611 | val_loss: 0.0311718 | Time: 1987.4 ms
[2021-08-09 18:23:54	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031161 | val_loss: 0.0311718 | Time: 1797.28 ms
[2021-08-09 18:23:56	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311583 | val_loss: 0.0311709 | Time: 2125.35 ms
[2021-08-09 18:24:09	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311574 | val_loss: 0.0311716 | Time: 12158.6 ms
[2021-08-09 18:24:10	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311567 | val_loss: 0.0311699 | Time: 1828.92 ms
[2021-08-09 18:24:12	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031158 | val_loss: 0.0311832 | Time: 1762.3 ms
[2021-08-09 18:24:14	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311598 | val_loss: 0.0311762 | Time: 1899.16 ms
[2021-08-09 18:24:16	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311578 | val_loss: 0.0311729 | Time: 2057.39 ms
[2021-08-09 18:24:18	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311562 | val_loss: 0.0311753 | Time: 1985.64 ms
[2021-08-09 18:24:20	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311569 | val_loss: 0.0311708 | Time: 2045.61 ms
[2021-08-09 18:24:22	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311541 | val_loss: 0.0311708 | Time: 2133.06 ms
[2021-08-09 18:24:24	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311549 | val_loss: 0.0311728 | Time: 1954.78 ms
[2021-08-09 18:24:26	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311546 | val_loss: 0.0311753 | Time: 2076.73 ms
[2021-08-09 18:24:28	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311553 | val_loss: 0.0311731 | Time: 2082.03 ms
[2021-08-09 18:24:30	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311549 | val_loss: 0.0311756 | Time: 1875.08 ms
[2021-08-09 18:24:32	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311582 | val_loss: 0.0311752 | Time: 1855.29 ms
[2021-08-09 18:24:34	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311601 | val_loss: 0.0311716 | Time: 1995.73 ms
[2021-08-09 18:24:36	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311568 | val_loss: 0.0311738 | Time: 2144.95 ms
[2021-08-09 18:24:38	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311553 | val_loss: 0.0311731 | Time: 2033.68 ms
[2021-08-09 18:24:40	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311541 | val_loss: 0.0311762 | Time: 1866.97 ms
[2021-08-09 18:24:42	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311564 | val_loss: 0.0311735 | Time: 1978.57 ms
[2021-08-09 18:24:44	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311547 | val_loss: 0.0311724 | Time: 2004.07 ms
[2021-08-09 18:24:47	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311556 | val_loss: 0.031171 | Time: 2322.7 ms
[2021-08-09 18:25:09	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311559 | val_loss: 0.0311723 | Time: 22272 ms
[2021-08-09 18:25:11	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.031154 | val_loss: 0.0311733 | Time: 2038.98 ms
[2021-08-09 18:25:13	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311538 | val_loss: 0.0311798 | Time: 1765.8 ms
[2021-08-09 18:25:15	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311564 | val_loss: 0.0311743 | Time: 1813.17 ms
[2021-08-09 18:25:17	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311517 | val_loss: 0.0311721 | Time: 2140.02 ms
[2021-08-09 18:25:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311517 | val_loss: 0.0311736 | Time: 2799.18 ms
[2021-08-09 18:25:22	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311498 | val_loss: 0.0311725 | Time: 2198.86 ms
[2021-08-09 18:25:24	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311503 | val_loss: 0.0311733 | Time: 2092.89 ms
[2021-08-09 18:25:26	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311541 | val_loss: 0.0311739 | Time: 1918.3 ms
[2021-08-09 18:25:28	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311522 | val_loss: 0.0311766 | Time: 1812.12 ms
[2021-08-09 18:25:30	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311538 | val_loss: 0.0311774 | Time: 1936.47 ms
[2021-08-09 18:25:32	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311549 | val_loss: 0.0311728 | Time: 2143.19 ms
[2021-08-09 18:25:34	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311561 | val_loss: 0.0311713 | Time: 2164.15 ms
[2021-08-09 18:25:36	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.031162 | val_loss: 0.0311723 | Time: 1811.08 ms
[2021-08-09 18:25:38	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311616 | val_loss: 0.0311729 | Time: 1842.47 ms
[2021-08-09 18:25:40	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311588 | val_loss: 0.0311705 | Time: 2013.5 ms
[2021-08-09 18:25:42	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311578 | val_loss: 0.0311756 | Time: 2164.37 ms
[2021-08-09 18:25:44	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311586 | val_loss: 0.0311754 | Time: 2250.57 ms
[2021-08-09 18:25:46	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311554 | val_loss: 0.0311722 | Time: 2124.06 ms
[2021-08-09 18:25:48	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311541 | val_loss: 0.0311742 | Time: 1806.03 ms
[2021-08-09 18:25:50	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311572 | val_loss: 0.03117 | Time: 1851.31 ms
[2021-08-09 18:25:52	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311549 | val_loss: 0.0311691 | Time: 2080.54 ms
[2021-08-09 18:25:54	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311536 | val_loss: 0.0311699 | Time: 2171.44 ms
[2021-08-09 18:25:56	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311525 | val_loss: 0.0311709 | Time: 1956.13 ms
[2021-08-09 18:25:58	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311521 | val_loss: 0.0311712 | Time: 1792.39 ms
[2021-08-09 18:26:00	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031153 | val_loss: 0.0311731 | Time: 1887.66 ms
[2021-08-09 18:26:02	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311518 | val_loss: 0.0311726 | Time: 2126.42 ms
[2021-08-09 18:26:04	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311508 | val_loss: 0.0311712 | Time: 2181.19 ms
[2021-08-09 18:26:06	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311503 | val_loss: 0.0311713 | Time: 1906.25 ms
[2021-08-09 18:26:08	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311511 | val_loss: 0.0311751 | Time: 1805.47 ms
[2021-08-09 18:26:10	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311584 | val_loss: 0.0311747 | Time: 1918.26 ms
[2021-08-09 18:26:12	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311574 | val_loss: 0.0311731 | Time: 2120.51 ms
[2021-08-09 18:26:14	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311544 | val_loss: 0.0311737 | Time: 2064.43 ms
[2021-08-09 18:26:16	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311531 | val_loss: 0.0311741 | Time: 1812.2 ms
[2021-08-09 18:26:18	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311521 | val_loss: 0.0311765 | Time: 1806.68 ms
[2021-08-09 18:26:20	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311532 | val_loss: 0.0311731 | Time: 2071.25 ms
[2021-08-09 18:26:22	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311536 | val_loss: 0.0311721 | Time: 2141.36 ms
[2021-08-09 18:26:24	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311521 | val_loss: 0.0311739 | Time: 1910.36 ms
[2021-08-09 18:26:26	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311518 | val_loss: 0.0311711 | Time: 1704.35 ms
[2021-08-09 18:26:27	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311524 | val_loss: 0.0311737 | Time: 1884.37 ms
[2021-08-09 18:26:30	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311542 | val_loss: 0.0311769 | Time: 2082.95 ms
[2021-08-09 18:26:31	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311524 | val_loss: 0.0311743 | Time: 1971.12 ms
[2021-08-09 18:26:33	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311523 | val_loss: 0.0311785 | Time: 1758.81 ms
[2021-08-09 18:26:35	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311566 | val_loss: 0.0311763 | Time: 1799.8 ms
[2021-08-09 18:26:37	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311585 | val_loss: 0.0311782 | Time: 2083.6 ms
[2021-08-09 18:26:39	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311598 | val_loss: 0.0311769 | Time: 2056.56 ms
[2021-08-09 18:26:41	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311574 | val_loss: 0.0311766 | Time: 1860.16 ms
[2021-08-09 18:26:43	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311569 | val_loss: 0.0311841 | Time: 1825.89 ms
[2021-08-09 18:26:45	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311653 | val_loss: 0.0312127 | Time: 1965.59 ms
[2021-08-09 18:26:47	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0315469 | val_loss: 0.0362893 | Time: 2098.35 ms
[2021-08-09 18:26:49	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0403611 | val_loss: 0.0338104 | Time: 1856.63 ms
[2021-08-09 18:26:51	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0454737 | val_loss: 1.66065 | Time: 1812.04 ms
[2021-08-09 18:26:53	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.487581 | val_loss: 0.0632966 | Time: 1874.39 ms
[2021-08-09 18:26:55	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.057528 | val_loss: 0.0471034 | Time: 2070.36 ms
[2021-08-09 18:26:57	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0388205 | val_loss: 0.0344692 | Time: 1982.55 ms
[2021-08-09 18:26:59	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0325687 | val_loss: 0.0317023 | Time: 1909.15 ms
[2021-08-09 18:27:01	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0315617 | val_loss: 0.0314205 | Time: 1937.17 ms
[2021-08-09 18:27:03	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0313649 | val_loss: 0.0313299 | Time: 2027.43 ms
[2021-08-09 18:27:05	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0313145 | val_loss: 0.0313091 | Time: 2225.77 ms
[2021-08-09 18:27:07	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0313 | val_loss: 0.0312992 | Time: 2092.16 ms
[2021-08-09 18:27:09	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312923 | val_loss: 0.0312929 | Time: 1778 ms
[2021-08-09 18:27:11	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0312872 | val_loss: 0.0312882 | Time: 2545.89 ms
[2021-08-09 18:27:13	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312835 | val_loss: 0.0312846 | Time: 2082.89 ms
[2021-08-09 18:27:15	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0312804 | val_loss: 0.0312816 | Time: 2044.79 ms
[2021-08-09 18:27:18	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0312778 | val_loss: 0.031279 | Time: 2209.57 ms
[2021-08-09 18:27:20	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0312757 | val_loss: 0.0312769 | Time: 2194.44 ms
[2021-08-09 18:27:22	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312738 | val_loss: 0.0312751 | Time: 2271.5 ms
[2021-08-09 18:27:24	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312722 | val_loss: 0.0312736 | Time: 1961.17 ms
[2021-08-09 18:27:26	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312709 | val_loss: 0.0312721 | Time: 1965.52 ms
[2021-08-09 18:27:28	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0312696 | val_loss: 0.0312709 | Time: 1937.38 ms
[2021-08-09 18:27:30	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312685 | val_loss: 0.0312698 | Time: 2191.31 ms
[2021-08-09 18:27:33	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0312674 | val_loss: 0.0312686 | Time: 2340.54 ms
[2021-08-09 18:27:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312666 | val_loss: 0.0312677 | Time: 2216.06 ms
[2021-08-09 18:27:37	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312657 | val_loss: 0.0312667 | Time: 2265.58 ms
[2021-08-09 18:27:39	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312648 | val_loss: 0.0312659 | Time: 2253.24 ms
[2021-08-09 18:27:41	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312642 | val_loss: 0.031265 | Time: 2099.89 ms
[2021-08-09 18:27:44	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312633 | val_loss: 0.0312643 | Time: 2442.65 ms
[2021-08-09 18:27:46	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0312627 | val_loss: 0.0312638 | Time: 2204.03 ms
[2021-08-09 18:27:50	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031262 | val_loss: 0.0312632 | Time: 3371.48 ms
[2021-08-09 18:28:02	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312615 | val_loss: 0.0312625 | Time: 12844.9 ms
[2021-08-09 18:28:05	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0312609 | val_loss: 0.0312619 | Time: 2145.23 ms
[2021-08-09 18:28:07	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312605 | val_loss: 0.0312614 | Time: 2019.67 ms
[2021-08-09 18:28:09	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.03126 | val_loss: 0.0312611 | Time: 1997.51 ms
[2021-08-09 18:28:11	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312594 | val_loss: 0.0312603 | Time: 2081.92 ms
[2021-08-09 18:28:13	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0312589 | val_loss: 0.0312599 | Time: 2231.41 ms
[2021-08-09 18:28:15	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0312584 | val_loss: 0.0312594 | Time: 2260.41 ms
[2021-08-09 18:28:17	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312581 | val_loss: 0.0312591 | Time: 2262.46 ms
[2021-08-09 18:28:19	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0312578 | val_loss: 0.0312585 | Time: 2021.53 ms
[2021-08-09 18:28:22	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0312573 | val_loss: 0.0312582 | Time: 2035.33 ms
[2021-08-09 18:28:23	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031257 | val_loss: 0.0312579 | Time: 1953.6 ms
[2021-08-09 18:28:26	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0312567 | val_loss: 0.0312576 | Time: 2311.44 ms
[2021-08-09 18:28:28	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0312564 | val_loss: 0.0312574 | Time: 2471.92 ms
[2021-08-09 18:28:31	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0312562 | val_loss: 0.0312567 | Time: 2278.14 ms
[2021-08-09 18:28:33	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0312557 | val_loss: 0.0312565 | Time: 2315.87 ms
[2021-08-09 18:28:36	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312554 | val_loss: 0.0312561 | Time: 2720.73 ms
[2021-08-09 18:28:38	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312551 | val_loss: 0.0312559 | Time: 2643.29 ms
[2021-08-09 18:28:40	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312548 | val_loss: 0.0312555 | Time: 2127.17 ms
[2021-08-09 18:28:42	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312545 | val_loss: 0.0312554 | Time: 2082.05 ms
[2021-08-09 18:28:44	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312545 | val_loss: 0.0312551 | Time: 1922.4 ms
[2021-08-09 18:28:46	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031254 | val_loss: 0.0312547 | Time: 2040.93 ms
[2021-08-09 18:28:48	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312537 | val_loss: 0.0312543 | Time: 1928.35 ms
[2021-08-09 18:28:50	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312534 | val_loss: 0.0312543 | Time: 2125.88 ms
[2021-08-09 18:28:53	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0312533 | val_loss: 0.0312539 | Time: 2079.81 ms
[2021-08-09 18:28:54	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031253 | val_loss: 0.0312537 | Time: 1871.28 ms
[2021-08-09 18:28:56	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0312528 | val_loss: 0.0312537 | Time: 1833.72 ms
[2021-08-09 18:28:58	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312526 | val_loss: 0.0312534 | Time: 1967.74 ms
[2021-08-09 18:29:00	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0312524 | val_loss: 0.0312531 | Time: 2115.34 ms
[2021-08-09 18:29:03	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312521 | val_loss: 0.0312529 | Time: 2277.4 ms
[2021-08-09 18:29:05	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0312519 | val_loss: 0.0312527 | Time: 1868.9 ms
[2021-08-09 18:29:06	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0312518 | val_loss: 0.0312525 | Time: 1852.38 ms
[2021-08-09 18:29:08	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0312516 | val_loss: 0.0312522 | Time: 2009.68 ms
[2021-08-09 18:29:11	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0312514 | val_loss: 0.031252 | Time: 2075.78 ms
[2021-08-09 18:29:13	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0312512 | val_loss: 0.0312518 | Time: 2076.56 ms
[2021-08-09 18:29:14	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031251 | val_loss: 0.0312517 | Time: 1804.04 ms
[2021-08-09 18:29:16	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312509 | val_loss: 0.0312517 | Time: 1819.89 ms
[2021-08-09 18:29:18	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312508 | val_loss: 0.0312513 | Time: 2037.42 ms
[2021-08-09 18:29:20	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0312506 | val_loss: 0.0312513 | Time: 2112.83 ms
[2021-08-09 18:29:22	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312504 | val_loss: 0.031251 | Time: 1883.41 ms
[2021-08-09 18:29:24	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0312501 | val_loss: 0.0312507 | Time: 1851.72 ms
[2021-08-09 18:29:26	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.03125 | val_loss: 0.0312508 | Time: 1886.02 ms
[2021-08-09 18:29:28	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.03125 | val_loss: 0.0312505 | Time: 2162.84 ms
[2021-08-09 18:29:30	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312497 | val_loss: 0.0312502 | Time: 2080 ms
[2021-08-09 18:29:32	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312496 | val_loss: 0.0312503 | Time: 1972.92 ms
[2021-08-09 18:29:34	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312494 | val_loss: 0.03125 | Time: 1957.54 ms
[2021-08-09 18:29:36	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312492 | val_loss: 0.0312499 | Time: 1835.8 ms
[2021-08-09 18:29:38	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312493 | val_loss: 0.0312497 | Time: 2088.93 ms
[2021-08-09 18:29:40	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312489 | val_loss: 0.0312499 | Time: 2140.72 ms
[2021-08-09 18:29:42	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0312493 | val_loss: 0.0312496 | Time: 1928.25 ms
[2021-08-09 18:29:44	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312486 | val_loss: 0.0312493 | Time: 1925.98 ms
[2021-08-09 18:29:46	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312485 | val_loss: 0.0312491 | Time: 2125.2 ms
[2021-08-09 18:29:49	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312484 | val_loss: 0.0312491 | Time: 2113.94 ms
[2021-08-09 18:29:51	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0312484 | val_loss: 0.0312496 | Time: 2366.46 ms
[2021-08-09 18:29:53	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0312484 | val_loss: 0.031249 | Time: 2295.93 ms
[2021-08-09 18:29:55	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312481 | val_loss: 0.0312486 | Time: 1995.68 ms
[2021-08-09 18:29:57	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312478 | val_loss: 0.0312485 | Time: 2122.79 ms
[2021-08-09 18:29:59	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312477 | val_loss: 0.0312483 | Time: 1922.99 ms
[2021-08-09 18:30:01	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312476 | val_loss: 0.0312481 | Time: 1994.55 ms
[2021-08-09 18:30:03	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312475 | val_loss: 0.0312485 | Time: 2139.12 ms
[2021-08-09 18:30:05	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312476 | val_loss: 0.0312479 | Time: 2019.29 ms
[2021-08-09 18:30:07	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312472 | val_loss: 0.0312479 | Time: 1834.33 ms
[2021-08-09 18:30:09	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312472 | val_loss: 0.0312478 | Time: 1791.25 ms
[2021-08-09 18:30:11	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031247 | val_loss: 0.0312475 | Time: 2025.19 ms
[2021-08-09 18:30:13	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.031247 | val_loss: 0.0312475 | Time: 2117.07 ms
[2021-08-09 18:30:15	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0312469 | val_loss: 0.0312479 | Time: 1958.93 ms
[2021-08-09 18:30:17	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312468 | val_loss: 0.0312475 | Time: 1940.9 ms
[2021-08-09 18:30:19	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0312465 | val_loss: 0.031247 | Time: 1817.11 ms
[2021-08-09 18:30:21	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312463 | val_loss: 0.0312471 | Time: 2101.33 ms
[2021-08-09 18:30:23	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312462 | val_loss: 0.0312469 | Time: 2117.59 ms
[2021-08-09 18:30:25	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312461 | val_loss: 0.0312467 | Time: 1890.04 ms
[2021-08-09 18:30:27	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312461 | val_loss: 0.0312466 | Time: 1824.91 ms
[2021-08-09 18:30:29	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031246 | val_loss: 0.0312469 | Time: 1899.03 ms
[2021-08-09 18:30:31	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031246 | val_loss: 0.0312466 | Time: 2133.94 ms
[2021-08-09 18:30:33	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312456 | val_loss: 0.0312462 | Time: 2210.09 ms
[2021-08-09 18:30:35	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312455 | val_loss: 0.0312462 | Time: 2172.53 ms
[2021-08-09 18:30:37	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312453 | val_loss: 0.0312459 | Time: 1827.07 ms
[2021-08-09 18:30:39	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312451 | val_loss: 0.0312458 | Time: 1888.31 ms
[2021-08-09 18:30:41	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031245 | val_loss: 0.0312457 | Time: 2122.86 ms
[2021-08-09 18:30:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312449 | val_loss: 0.0312458 | Time: 2147.14 ms
[2021-08-09 18:30:46	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312448 | val_loss: 0.0312454 | Time: 2076.86 ms
[2021-08-09 18:30:48	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312447 | val_loss: 0.0312456 | Time: 1925.15 ms
[2021-08-09 18:30:48	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312456
[2021-08-09 18:30:48	                main:603]	:	INFO	:	Saving end state to config to file
[2021-08-09 18:30:48	                main:608]	:	INFO	:	Success, exiting..
18:30:48 (122540): 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)