Task 7436835

Name ParityModified-1631734075-15711-1_0
Workunit 5108410
Created 18 Sep 2021, 11:17:11 UTC
Sent 25 Sep 2021, 15:39:04 UTC
Report deadline 2 Oct 2021, 15:39:04 UTC
Received 25 Sep 2021, 19:08:04 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6650
Run time 46 min 27 sec
CPU time 41 min 1 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 6,456.71 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.35 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
8	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311709 | val_loss: 0.0311723 | Time: 1196.76 ms
[2021-09-25 14:53:40	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311702 | val_loss: 0.0311735 | Time: 1190.9 ms
[2021-09-25 14:53:41	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311691 | val_loss: 0.0311728 | Time: 1241.09 ms
[2021-09-25 14:53:42	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311683 | val_loss: 0.0311724 | Time: 1216.03 ms
[2021-09-25 14:53:44	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311667 | val_loss: 0.0311705 | Time: 1196.24 ms
[2021-09-25 14:53:45	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311684 | val_loss: 0.0311708 | Time: 1228.83 ms
[2021-09-25 14:53:46	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311652 | val_loss: 0.031172 | Time: 1192.01 ms
[2021-09-25 14:53:48	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311646 | val_loss: 0.0311715 | Time: 1204.55 ms
[2021-09-25 14:53:49	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031165 | val_loss: 0.0311763 | Time: 1211.16 ms
[2021-09-25 14:53:50	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311635 | val_loss: 0.0311722 | Time: 1167.34 ms
[2021-09-25 14:53:51	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311631 | val_loss: 0.0311744 | Time: 1219.19 ms
[2021-09-25 14:53:53	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311616 | val_loss: 0.03117 | Time: 1205.85 ms
[2021-09-25 14:53:54	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311608 | val_loss: 0.0311721 | Time: 1179.52 ms
[2021-09-25 14:53:55	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311605 | val_loss: 0.0311803 | Time: 1231.98 ms
[2021-09-25 14:53:57	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311618 | val_loss: 0.031173 | Time: 1194.72 ms
[2021-09-25 14:53:58	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031166 | val_loss: 0.0311787 | Time: 1200.71 ms
[2021-09-25 14:53:59	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311745 | val_loss: 0.0311771 | Time: 1217.91 ms
[2021-09-25 14:54:00	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311725 | val_loss: 0.0311755 | Time: 1197.55 ms
[2021-09-25 14:54:02	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311678 | val_loss: 0.0311688 | Time: 1217.39 ms
[2021-09-25 14:54:03	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311645 | val_loss: 0.0311676 | Time: 1219.29 ms
[2021-09-25 14:54:04	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311639 | val_loss: 0.0311757 | Time: 1172.6 ms
[2021-09-25 14:54:05	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311693 | val_loss: 0.0311743 | Time: 1224.4 ms
[2021-09-25 14:54:07	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311684 | val_loss: 0.0311706 | Time: 1197.38 ms
[2021-09-25 14:54:08	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311666 | val_loss: 0.0311697 | Time: 1181.86 ms
[2021-09-25 14:54:09	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311646 | val_loss: 0.0311699 | Time: 1226.11 ms
[2021-09-25 14:54:11	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311621 | val_loss: 0.0311696 | Time: 1187.34 ms
[2021-09-25 14:54:12	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.031161 | val_loss: 0.0311711 | Time: 1202.55 ms
[2021-09-25 14:54:13	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311607 | val_loss: 0.0311747 | Time: 1222.9 ms
[2021-09-25 14:54:15	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311595 | val_loss: 0.0311702 | Time: 1206.21 ms
[2021-09-25 14:54:16	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031158 | val_loss: 0.0311785 | Time: 1196.03 ms
[2021-09-25 14:54:17	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311597 | val_loss: 0.0311705 | Time: 1225.89 ms
[2021-09-25 14:54:18	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311583 | val_loss: 0.0311705 | Time: 1168 ms
[2021-09-25 14:54:20	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311554 | val_loss: 0.0311721 | Time: 1222.08 ms
[2021-09-25 14:54:21	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311552 | val_loss: 0.0311702 | Time: 1206.64 ms
[2021-09-25 14:54:22	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311539 | val_loss: 0.0311746 | Time: 1174.59 ms
[2021-09-25 14:54:23	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311556 | val_loss: 0.0311718 | Time: 1227.8 ms
[2021-09-25 14:54:25	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311524 | val_loss: 0.0311722 | Time: 1195.57 ms
[2021-09-25 14:54:26	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311528 | val_loss: 0.0311728 | Time: 1186.72 ms
[2021-09-25 14:54:27	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311516 | val_loss: 0.0311736 | Time: 1244.78 ms
[2021-09-25 14:54:29	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311508 | val_loss: 0.0311762 | Time: 1257.53 ms
[2021-09-25 14:54:30	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311515 | val_loss: 0.0311741 | Time: 1188.4 ms
[2021-09-25 14:54:31	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311519 | val_loss: 0.0311842 | Time: 1231.91 ms
[2021-09-25 14:54:33	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311549 | val_loss: 0.0311762 | Time: 1168.99 ms
[2021-09-25 14:54:36	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311519 | val_loss: 0.0311739 | Time: 1246.09 ms
[2021-09-25 14:54:37	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311486 | val_loss: 0.0311741 | Time: 1206.19 ms
[2021-09-25 14:54:38	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311489 | val_loss: 0.031175 | Time: 1191.9 ms
[2021-09-25 14:54:40	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311468 | val_loss: 0.0311771 | Time: 1238.1 ms
[2021-09-25 14:54:41	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311476 | val_loss: 0.0311776 | Time: 1212.4 ms
[2021-09-25 14:54:42	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311485 | val_loss: 0.0311772 | Time: 1219.41 ms
[2021-09-25 14:54:45	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311476 | val_loss: 0.0311776 | Time: 1167.05 ms
[2021-09-25 14:54:46	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311482 | val_loss: 0.0311757 | Time: 1224.24 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060)
[2021-09-25 14:58:28	                main:435]	:	INFO	:	Set logging level to 1
[2021-09-25 14:58:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-09-25 14:58:28	                main:444]	:	INFO	:	Resolving all filenames
[2021-09-25 14:58:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-09-25 14:58:28	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631734075-15711-1_0_r341881368_1 (exists = 1)
[2021-09-25 14:58:28	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631734075-15711-1_0_r341881368_0 (exists = 0)
[2021-09-25 14:58:28	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631734075-15711-1 (exists = 1)
[2021-09-25 14:58:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-09-25 14:58:28	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-09-25 14:58:29	                main:474]	:	INFO	:	Configuration: 
[2021-09-25 14:58:29	                main:475]	:	INFO	:	    Model type: GRU
[2021-09-25 14:58:29	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-09-25 14:58:29	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-09-25 14:58:29	                main:478]	:	INFO	:	    Batch Size: 128
[2021-09-25 14:58:29	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-09-25 14:58:29	                main:480]	:	INFO	:	    Patience: 10
[2021-09-25 14:58:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-09-25 14:58:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-09-25 14:58:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-09-25 14:58:29	                main:484]	:	INFO	:	    # Threads: 1
[2021-09-25 14:58:29	                main:486]	:	INFO	:	Preparing Dataset
[2021-09-25 14:58:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 14:58:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 14:58:31	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-09-25 14:58:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 14:58:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 14:58:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-09-25 14:58:31	                main:494]	:	INFO	:	Creating Model
[2021-09-25 14:58:31	                main:507]	:	INFO	:	Preparing config file
[2021-09-25 14:58:31	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-09-25 14:58:31	                main:512]	:	INFO	:	Loading config
[2021-09-25 14:58:31	                main:514]	:	INFO	:	Loading state
[2021-09-25 14:58:32	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-09-25 14:58:32	                main:562]	:	INFO	:	Starting Training
[2021-09-25 14:58:34	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311185 | val_loss: 0.0312729 | Time: 1482.9 ms
[2021-09-25 14:58:35	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0310594 | val_loss: 0.0312613 | Time: 1166.44 ms
[2021-09-25 14:58:36	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0310386 | val_loss: 0.0312878 | Time: 1210.51 ms
[2021-09-25 14:58:38	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0310278 | val_loss: 0.0312623 | Time: 1196.29 ms
[2021-09-25 14:58:39	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310264 | val_loss: 0.0312912 | Time: 1168.89 ms
[2021-09-25 14:58:40	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031023 | val_loss: 0.031275 | Time: 1225.76 ms
[2021-09-25 14:58:42	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0310238 | val_loss: 0.0312784 | Time: 1176.09 ms
[2021-09-25 14:58:43	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310196 | val_loss: 0.0313076 | Time: 1184.75 ms
[2021-09-25 14:58:44	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310137 | val_loss: 0.0312838 | Time: 1226.43 ms
[2021-09-25 14:58:46	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310163 | val_loss: 0.0312857 | Time: 1195.36 ms
[2021-09-25 14:58:48	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310172 | val_loss: 0.0313002 | Time: 1231.99 ms
[2021-09-25 14:58:50	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0310185 | val_loss: 0.0312973 | Time: 1177.59 ms
[2021-09-25 14:58:51	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0310113 | val_loss: 0.0312903 | Time: 1198.61 ms
[2021-09-25 14:58:52	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0310143 | val_loss: 0.0313027 | Time: 1211.62 ms
[2021-09-25 14:58:53	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0310187 | val_loss: 0.0313136 | Time: 1161.49 ms
[2021-09-25 14:58:55	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0310156 | val_loss: 0.0312908 | Time: 1227.51 ms
[2021-09-25 14:58:56	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.031013 | val_loss: 0.0312663 | Time: 1198.62 ms
[2021-09-25 14:58:57	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310309 | val_loss: 0.0312666 | Time: 1178.78 ms
[2021-09-25 14:58:58	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0310343 | val_loss: 0.0313006 | Time: 1261.62 ms
[2021-09-25 14:59:00	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0310284 | val_loss: 0.0313043 | Time: 1209.02 ms
[2021-09-25 14:59:01	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310154 | val_loss: 0.0312847 | Time: 1245.11 ms
[2021-09-25 14:59:02	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310105 | val_loss: 0.0313255 | Time: 1226.78 ms
[2021-09-25 14:59:04	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310124 | val_loss: 0.0312853 | Time: 1208.45 ms
[2021-09-25 14:59:05	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310282 | val_loss: 0.0312786 | Time: 1207.3 ms
[2021-09-25 14:59:06	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310253 | val_loss: 0.0312925 | Time: 1217.89 ms
[2021-09-25 14:59:07	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310251 | val_loss: 0.0312971 | Time: 1169.77 ms
[2021-09-25 14:59:09	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310203 | val_loss: 0.0312656 | Time: 1232.23 ms
[2021-09-25 14:59:10	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310239 | val_loss: 0.0312677 | Time: 1191.86 ms
[2021-09-25 14:59:11	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310206 | val_loss: 0.0312667 | Time: 1209.58 ms
[2021-09-25 14:59:12	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310193 | val_loss: 0.0312704 | Time: 1242.78 ms
[2021-09-25 14:59:14	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310141 | val_loss: 0.031275 | Time: 1203.18 ms
[2021-09-25 14:59:15	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031018 | val_loss: 0.0312936 | Time: 1199.65 ms
[2021-09-25 14:59:16	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310206 | val_loss: 0.0312833 | Time: 1221.78 ms
[2021-09-25 14:59:18	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310211 | val_loss: 0.0312865 | Time: 1173.67 ms
[2021-09-25 14:59:19	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310072 | val_loss: 0.0312782 | Time: 1220.28 ms
[2021-09-25 14:59:20	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.03103 | val_loss: 0.0313148 | Time: 1229.55 ms
[2021-09-25 14:59:21	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310315 | val_loss: 0.0312801 | Time: 1183.67 ms
[2021-09-25 14:59:23	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310857 | val_loss: 0.0312296 | Time: 1236.15 ms
[2021-09-25 14:59:24	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311553 | val_loss: 0.0312165 | Time: 1198.68 ms
[2021-09-25 14:59:25	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311394 | val_loss: 0.0312073 | Time: 1183.82 ms
[2021-09-25 14:59:27	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311165 | val_loss: 0.031231 | Time: 1227.81 ms
[2021-09-25 14:59:28	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311013 | val_loss: 0.0312355 | Time: 1213.3 ms
[2021-09-25 14:59:29	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310889 | val_loss: 0.0312441 | Time: 1203.48 ms
[2021-09-25 14:59:31	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310718 | val_loss: 0.0312546 | Time: 1220.62 ms
[2021-09-25 14:59:32	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310568 | val_loss: 0.0312716 | Time: 1169.76 ms
[2021-09-25 14:59:33	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310461 | val_loss: 0.0312656 | Time: 1204.89 ms
[2021-09-25 14:59:34	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310384 | val_loss: 0.0312571 | Time: 1211.09 ms
[2021-09-25 14:59:36	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310344 | val_loss: 0.0312983 | Time: 1167.75 ms
[2021-09-25 14:59:37	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310261 | val_loss: 0.0312833 | Time: 1224.61 ms
[2021-09-25 14:59:38	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310246 | val_loss: 0.0312708 | Time: 1253.47 ms
[2021-09-25 14:59:39	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310259 | val_loss: 0.0312802 | Time: 1183.33 ms
[2021-09-25 14:59:41	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310179 | val_loss: 0.0312827 | Time: 1230.39 ms
[2021-09-25 14:59:42	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.03101 | val_loss: 0.0312888 | Time: 1254.7 ms
[2021-09-25 14:59:43	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310118 | val_loss: 0.0312749 | Time: 1192.33 ms
[2021-09-25 14:59:45	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310262 | val_loss: 0.0312796 | Time: 1224.63 ms
[2021-09-25 14:59:46	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310164 | val_loss: 0.0312972 | Time: 1172.56 ms
[2021-09-25 14:59:47	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310136 | val_loss: 0.031333 | Time: 1203.56 ms
[2021-09-25 14:59:49	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310109 | val_loss: 0.0313053 | Time: 1225.59 ms
[2021-09-25 14:59:50	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310148 | val_loss: 0.0313051 | Time: 1206.63 ms
[2021-09-25 14:59:51	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031017 | val_loss: 0.031301 | Time: 1203.18 ms
[2021-09-25 14:59:53	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310147 | val_loss: 0.0312749 | Time: 1207.76 ms
[2021-09-25 14:59:54	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310289 | val_loss: 0.0313002 | Time: 1172.86 ms
[2021-09-25 14:59:55	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031031 | val_loss: 0.0312748 | Time: 1229.19 ms
[2021-09-25 14:59:56	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310321 | val_loss: 0.0312761 | Time: 1219.64 ms
[2021-09-25 14:59:58	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310196 | val_loss: 0.0312943 | Time: 1176.67 ms
[2021-09-25 14:59:59	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310112 | val_loss: 0.0313107 | Time: 1238.81 ms
[2021-09-25 15:00:00	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310126 | val_loss: 0.0313048 | Time: 1199.68 ms
[2021-09-25 15:00:01	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310139 | val_loss: 0.0312893 | Time: 1200.54 ms
[2021-09-25 15:00:03	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310174 | val_loss: 0.0312773 | Time: 1213.4 ms
[2021-09-25 15:00:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310179 | val_loss: 0.0312632 | Time: 1178.33 ms
[2021-09-25 15:00:05	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310165 | val_loss: 0.0312794 | Time: 1210.18 ms
[2021-09-25 15:00:07	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310225 | val_loss: 0.0313198 | Time: 1220.71 ms
[2021-09-25 15:00:08	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310185 | val_loss: 0.0312793 | Time: 1170.37 ms
[2021-09-25 15:00:09	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310087 | val_loss: 0.0312761 | Time: 1227.46 ms
[2021-09-25 15:00:10	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310143 | val_loss: 0.0312857 | Time: 1205.8 ms
[2021-09-25 15:00:12	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.031014 | val_loss: 0.0312826 | Time: 1177.1 ms
[2021-09-25 15:00:14	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310238 | val_loss: 0.0312803 | Time: 1167.44 ms
[2021-09-25 15:00:15	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310158 | val_loss: 0.0312862 | Time: 1227.47 ms
[2021-09-25 15:00:16	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310178 | val_loss: 0.0313011 | Time: 1211.38 ms
[2021-09-25 15:00:18	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310106 | val_loss: 0.031309 | Time: 1181.08 ms
[2021-09-25 15:00:19	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310121 | val_loss: 0.0312927 | Time: 1218.91 ms
[2021-09-25 15:00:20	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310258 | val_loss: 0.031297 | Time: 1211.58 ms
[2021-09-25 15:00:22	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310465 | val_loss: 0.0312707 | Time: 1193.24 ms
[2021-09-25 15:00:23	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310441 | val_loss: 0.0312755 | Time: 1228.46 ms
[2021-09-25 15:00:24	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310278 | val_loss: 0.0313079 | Time: 1201.6 ms
[2021-09-25 15:00:25	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310142 | val_loss: 0.0313116 | Time: 1201.96 ms
[2021-09-25 15:00:27	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310156 | val_loss: 0.0313223 | Time: 1221.72 ms
[2021-09-25 15:00:28	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310185 | val_loss: 0.0313262 | Time: 1174.86 ms
[2021-09-25 15:00:29	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310109 | val_loss: 0.0313066 | Time: 1222.72 ms
[2021-09-25 15:00:31	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310078 | val_loss: 0.0313075 | Time: 1201.6 ms
[2021-09-25 15:00:32	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310045 | val_loss: 0.031294 | Time: 1174.38 ms
[2021-09-25 15:00:33	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310007 | val_loss: 0.0313293 | Time: 1223.46 ms
[2021-09-25 15:00:34	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310129 | val_loss: 0.0313193 | Time: 1186.67 ms
[2021-09-25 15:00:36	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310157 | val_loss: 0.0313319 | Time: 1193.85 ms
[2021-09-25 15:00:37	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310201 | val_loss: 0.0312846 | Time: 1219.63 ms
[2021-09-25 15:00:38	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310238 | val_loss: 0.0313313 | Time: 1164.98 ms
[2021-09-25 15:00:40	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310206 | val_loss: 0.0313143 | Time: 1227.17 ms
[2021-09-25 15:00:41	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310213 | val_loss: 0.0312765 | Time: 1209.79 ms
[2021-09-25 15:00:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310152 | val_loss: 0.0312771 | Time: 1179.5 ms
[2021-09-25 15:00:43	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310203 | val_loss: 0.0312803 | Time: 1230.01 ms
[2021-09-25 15:00:45	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.031019 | val_loss: 0.0312882 | Time: 1211.26 ms
[2021-09-25 15:00:46	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310261 | val_loss: 0.0312869 | Time: 1189.19 ms
[2021-09-25 15:00:47	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310213 | val_loss: 0.031299 | Time: 1238.51 ms
[2021-09-25 15:00:48	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310269 | val_loss: 0.0312926 | Time: 1203.9 ms
[2021-09-25 15:00:50	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310243 | val_loss: 0.0313279 | Time: 1213 ms
[2021-09-25 15:00:51	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310267 | val_loss: 0.0313291 | Time: 1227.1 ms
[2021-09-25 15:00:52	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.03102 | val_loss: 0.0312911 | Time: 1169.14 ms
[2021-09-25 15:00:54	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310166 | val_loss: 0.031322 | Time: 1228.59 ms
[2021-09-25 15:00:55	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310195 | val_loss: 0.0312865 | Time: 1187.1 ms
[2021-09-25 15:00:56	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310266 | val_loss: 0.0312866 | Time: 1181.54 ms
[2021-09-25 15:00:57	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310254 | val_loss: 0.0312976 | Time: 1235.17 ms
[2021-09-25 15:00:59	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310754 | val_loss: 0.0312374 | Time: 1210.82 ms
[2021-09-25 15:01:00	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310751 | val_loss: 0.0312605 | Time: 1202.89 ms
[2021-09-25 15:01:01	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310531 | val_loss: 0.0312798 | Time: 1225.86 ms
[2021-09-25 15:01:02	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310368 | val_loss: 0.0312852 | Time: 1166.39 ms
[2021-09-25 15:01:04	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310263 | val_loss: 0.0312904 | Time: 1205.8 ms
[2021-09-25 15:01:05	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310195 | val_loss: 0.0312528 | Time: 1228.54 ms
[2021-09-25 15:01:06	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.03102 | val_loss: 0.0312978 | Time: 1179.77 ms
[2021-09-25 15:01:08	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0310226 | val_loss: 0.0312983 | Time: 1230.02 ms
[2021-09-25 15:01:09	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310114 | val_loss: 0.0313101 | Time: 1213.02 ms
[2021-09-25 15:01:10	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0310083 | val_loss: 0.0312676 | Time: 1188.81 ms
[2021-09-25 15:01:11	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310091 | val_loss: 0.0312982 | Time: 1230.72 ms
[2021-09-25 15:01:13	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310222 | val_loss: 0.0312897 | Time: 1227.88 ms
[2021-09-25 15:01:14	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0310126 | val_loss: 0.0312934 | Time: 1210.64 ms
[2021-09-25 15:01:15	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310152 | val_loss: 0.0312938 | Time: 1214.97 ms
[2021-09-25 15:01:16	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0310279 | val_loss: 0.0312741 | Time: 1182.31 ms
[2021-09-25 15:01:18	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.03103 | val_loss: 0.0312541 | Time: 1231.23 ms
[2021-09-25 15:01:19	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0310197 | val_loss: 0.0312577 | Time: 1208.25 ms
[2021-09-25 15:01:20	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310178 | val_loss: 0.0312787 | Time: 1184.78 ms
[2021-09-25 15:01:22	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0310188 | val_loss: 0.03126 | Time: 1227.55 ms
[2021-09-25 15:01:23	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.031019 | val_loss: 0.0312925 | Time: 1200.95 ms
[2021-09-25 15:01:24	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310141 | val_loss: 0.0312659 | Time: 1199.59 ms
[2021-09-25 15:01:25	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0310182 | val_loss: 0.0313198 | Time: 1210.55 ms
[2021-09-25 15:01:27	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0310396 | val_loss: 0.031284 | Time: 1167.71 ms
[2021-09-25 15:01:28	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310372 | val_loss: 0.0312641 | Time: 1221.61 ms
[2021-09-25 15:01:29	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310197 | val_loss: 0.0312808 | Time: 1272.76 ms
[2021-09-25 15:01:31	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0310084 | val_loss: 0.0312959 | Time: 1169.76 ms
[2021-09-25 15:01:32	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.031012 | val_loss: 0.0312943 | Time: 1215.75 ms
[2021-09-25 15:01:33	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0310251 | val_loss: 0.0312687 | Time: 1195.33 ms
[2021-09-25 15:01:34	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0310219 | val_loss: 0.0312789 | Time: 1194.57 ms
[2021-09-25 15:01:36	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0310152 | val_loss: 0.0312987 | Time: 1220.55 ms
[2021-09-25 15:01:37	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310152 | val_loss: 0.031272 | Time: 1204.92 ms
[2021-09-25 15:01:38	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310192 | val_loss: 0.0312823 | Time: 1221.64 ms
[2021-09-25 15:01:39	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310151 | val_loss: 0.0312999 | Time: 1205.84 ms
[2021-09-25 15:01:41	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310106 | val_loss: 0.0313026 | Time: 1190.84 ms
[2021-09-25 15:01:42	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0310201 | val_loss: 0.0312666 | Time: 1231.36 ms
[2021-09-25 15:01:43	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.031018 | val_loss: 0.03129 | Time: 1197.63 ms
[2021-09-25 15:01:44	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310207 | val_loss: 0.0312831 | Time: 1182.73 ms
[2021-09-25 15:01:46	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310233 | val_loss: 0.0312878 | Time: 1235.73 ms
[2021-09-25 15:01:47	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310165 | val_loss: 0.0313272 | Time: 1200.09 ms
[2021-09-25 15:01:48	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310109 | val_loss: 0.0313255 | Time: 1202.66 ms
[2021-09-25 15:01:50	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310192 | val_loss: 0.0312823 | Time: 1213.77 ms
[2021-09-25 15:01:51	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310167 | val_loss: 0.0312769 | Time: 1219.15 ms
[2021-09-25 15:01:52	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310146 | val_loss: 0.0312687 | Time: 1212.48 ms
[2021-09-25 15:01:54	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0310243 | val_loss: 0.0313067 | Time: 1213.2 ms
[2021-09-25 15:01:55	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310184 | val_loss: 0.0313033 | Time: 1169.23 ms
[2021-09-25 15:01:56	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031023 | val_loss: 0.0313133 | Time: 1214.66 ms
[2021-09-25 15:01:57	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310255 | val_loss: 0.0312864 | Time: 1189.89 ms
[2021-09-25 15:01:58	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0310258 | val_loss: 0.0312783 | Time: 1200.62 ms
[2021-09-25 15:02:00	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310225 | val_loss: 0.0312759 | Time: 1229.25 ms
[2021-09-25 15:02:01	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310276 | val_loss: 0.0312827 | Time: 1190.84 ms
[2021-09-25 15:02:02	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310255 | val_loss: 0.0312975 | Time: 1204.23 ms
[2021-09-25 15:02:04	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310265 | val_loss: 0.0312931 | Time: 1218.63 ms
[2021-09-25 15:02:05	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310192 | val_loss: 0.0313096 | Time: 1165.16 ms
[2021-09-25 15:02:06	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0310201 | val_loss: 0.0312837 | Time: 1218.94 ms
[2021-09-25 15:02:08	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310167 | val_loss: 0.0312829 | Time: 1223.64 ms
[2021-09-25 15:02:09	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310301 | val_loss: 0.0312579 | Time: 1182.23 ms
[2021-09-25 15:02:11	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310245 | val_loss: 0.0312724 | Time: 1202.73 ms
[2021-09-25 15:02:13	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310186 | val_loss: 0.0313068 | Time: 1183.28 ms
[2021-09-25 15:02:14	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310097 | val_loss: 0.0312811 | Time: 1231.73 ms
[2021-09-25 15:02:15	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310055 | val_loss: 0.0313243 | Time: 1207.06 ms
[2021-09-25 15:02:17	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310067 | val_loss: 0.0312884 | Time: 1213.88 ms
[2021-09-25 15:02:19	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310118 | val_loss: 0.0313092 | Time: 1178.79 ms
[2021-09-25 15:02:21	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310123 | val_loss: 0.0312876 | Time: 1186.51 ms
[2021-09-25 15:02:22	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310225 | val_loss: 0.0313018 | Time: 1218.76 ms
[2021-09-25 15:02:24	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310114 | val_loss: 0.0312873 | Time: 1225.68 ms
[2021-09-25 15:02:25	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310191 | val_loss: 0.0312724 | Time: 1184.81 ms
[2021-09-25 15:02:27	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310234 | val_loss: 0.0312822 | Time: 1210.32 ms
[2021-09-25 15:02:28	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310145 | val_loss: 0.0312634 | Time: 1199.01 ms
[2021-09-25 15:02:29	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310073 | val_loss: 0.0312969 | Time: 1167.82 ms
[2021-09-25 15:02:30	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310047 | val_loss: 0.0312961 | Time: 1230.33 ms
[2021-09-25 15:02:32	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310047 | val_loss: 0.0312917 | Time: 1194.25 ms
[2021-09-25 15:02:33	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310075 | val_loss: 0.0312987 | Time: 1201.65 ms
[2021-09-25 15:02:34	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031025 | val_loss: 0.0313114 | Time: 1232.75 ms
[2021-09-25 15:02:35	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310314 | val_loss: 0.0312949 | Time: 1212.63 ms
[2021-09-25 15:02:37	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310194 | val_loss: 0.0312901 | Time: 1207.72 ms
[2021-09-25 15:02:38	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310138 | val_loss: 0.0312982 | Time: 1211.04 ms
[2021-09-25 15:02:39	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310191 | val_loss: 0.0312834 | Time: 1176.9 ms
[2021-09-25 15:02:41	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310187 | val_loss: 0.0312835 | Time: 1218.28 ms
[2021-09-25 15:02:42	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310129 | val_loss: 0.0312942 | Time: 1205.72 ms
[2021-09-25 15:02:43	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0310051 | val_loss: 0.0312794 | Time: 1176.86 ms
[2021-09-25 15:02:44	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.031014 | val_loss: 0.0312965 | Time: 1217.73 ms
[2021-09-25 15:02:46	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310152 | val_loss: 0.0313149 | Time: 1199.81 ms
[2021-09-25 15:02:47	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0310017 | val_loss: 0.0313137 | Time: 1190.14 ms
[2021-09-25 15:02:48	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031003 | val_loss: 0.0312955 | Time: 1215.58 ms
[2021-09-25 15:02:49	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310166 | val_loss: 0.0312904 | Time: 1170.39 ms
[2021-09-25 15:02:51	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310067 | val_loss: 0.0313094 | Time: 1219.8 ms
[2021-09-25 15:02:52	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310194 | val_loss: 0.0312892 | Time: 1214.27 ms
[2021-09-25 15:02:53	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031024 | val_loss: 0.0312827 | Time: 1181.07 ms
[2021-09-25 15:02:55	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031017 | val_loss: 0.0313187 | Time: 1236.46 ms
[2021-09-25 15:02:56	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031011 | val_loss: 0.0313223 | Time: 1184.58 ms
[2021-09-25 15:02:57	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310076 | val_loss: 0.0313235 | Time: 1196.65 ms
[2021-09-25 15:02:58	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031012 | val_loss: 0.0313032 | Time: 1243.04 ms
[2021-09-25 15:03:00	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310075 | val_loss: 0.031293 | Time: 1197.26 ms
[2021-09-25 15:03:01	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310161 | val_loss: 0.0313209 | Time: 1216.18 ms
[2021-09-25 15:03:02	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0310237 | val_loss: 0.0312674 | Time: 1206.87 ms
[2021-09-25 15:03:03	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0310132 | val_loss: 0.0312766 | Time: 1176.92 ms
[2021-09-25 15:03:05	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0310173 | val_loss: 0.0312951 | Time: 1220.94 ms
[2021-09-25 15:03:06	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0310172 | val_loss: 0.0313105 | Time: 1210.82 ms
[2021-09-25 15:03:07	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0310212 | val_loss: 0.0312972 | Time: 1176.02 ms
[2021-09-25 15:03:09	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0310268 | val_loss: 0.0313024 | Time: 1234.38 ms
[2021-09-25 15:03:10	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0310197 | val_loss: 0.0312771 | Time: 1193.43 ms
[2021-09-25 15:03:11	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0310179 | val_loss: 0.0312708 | Time: 1193.73 ms
[2021-09-25 15:03:12	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0310205 | val_loss: 0.0312877 | Time: 1252.66 ms
[2021-09-25 15:03:14	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0310176 | val_loss: 0.0313062 | Time: 1207.52 ms
[2021-09-25 15:03:15	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0310177 | val_loss: 0.0312694 | Time: 1214.12 ms
[2021-09-25 15:03:16	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0310193 | val_loss: 0.0312903 | Time: 1216.72 ms
[2021-09-25 15:03:17	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031028 | val_loss: 0.0312495 | Time: 1166.48 ms
[2021-09-25 15:03:19	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031025 | val_loss: 0.0312689 | Time: 1225.96 ms
[2021-09-25 15:03:20	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310183 | val_loss: 0.0313097 | Time: 1188.46 ms
[2021-09-25 15:03:21	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0310139 | val_loss: 0.0313012 | Time: 1198.18 ms
[2021-09-25 15:03:23	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0310119 | val_loss: 0.0312739 | Time: 1241.92 ms
[2021-09-25 15:03:24	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310116 | val_loss: 0.0312862 | Time: 1230.01 ms
[2021-09-25 15:03:25	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310126 | val_loss: 0.0312611 | Time: 1195.26 ms
[2021-09-25 15:03:26	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0310161 | val_loss: 0.0312778 | Time: 1222.94 ms
[2021-09-25 15:03:28	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0310165 | val_loss: 0.0312719 | Time: 1200 ms
[2021-09-25 15:03:29	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310239 | val_loss: 0.0312771 | Time: 1207.04 ms
[2021-09-25 15:03:30	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0310468 | val_loss: 0.0312882 | Time: 1233.96 ms
[2021-09-25 15:03:32	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0310346 | val_loss: 0.0312762 | Time: 1177.63 ms
[2021-09-25 15:03:33	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0310232 | val_loss: 0.0312687 | Time: 1219.17 ms
[2021-09-25 15:03:34	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310174 | val_loss: 0.0312834 | Time: 1202.98 ms
[2021-09-25 15:03:35	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0310123 | val_loss: 0.031317 | Time: 1186.79 ms
[2021-09-25 15:03:37	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0310144 | val_loss: 0.031285 | Time: 1236.76 ms
[2021-09-25 15:03:38	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0310627 | val_loss: 0.0312442 | Time: 1211.25 ms
[2021-09-25 15:03:39	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310841 | val_loss: 0.0312582 | Time: 1197.07 ms
[2021-09-25 15:03:41	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0310665 | val_loss: 0.031254 | Time: 1235.67 ms
[2021-09-25 15:03:42	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0310432 | val_loss: 0.0313024 | Time: 1220.36 ms
[2021-09-25 15:03:43	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031025 | val_loss: 0.0312834 | Time: 1206.81 ms
[2021-09-25 15:03:45	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0310226 | val_loss: 0.0312929 | Time: 1232.91 ms
[2021-09-25 15:03:46	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0310145 | val_loss: 0.0312842 | Time: 1174.29 ms
[2021-09-25 15:03:47	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0310286 | val_loss: 0.0313042 | Time: 1212.28 ms
[2021-09-25 15:03:48	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0310349 | val_loss: 0.0312857 | Time: 1198.62 ms
[2021-09-25 15:03:50	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031024 | val_loss: 0.0312731 | Time: 1191.06 ms
[2021-09-25 15:03:51	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0310223 | val_loss: 0.0312974 | Time: 1233.3 ms
[2021-09-25 15:03:52	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0310143 | val_loss: 0.0312738 | Time: 1199.48 ms
[2021-09-25 15:03:53	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0310127 | val_loss: 0.0312982 | Time: 1210.46 ms
[2021-09-25 15:03:55	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0310038 | val_loss: 0.0313133 | Time: 1203.83 ms
[2021-09-25 15:03:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0310377 | val_loss: 0.0312648 | Time: 1168.72 ms
[2021-09-25 15:03:57	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0310308 | val_loss: 0.0312667 | Time: 1217.54 ms
[2021-09-25 15:03:58	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0310182 | val_loss: 0.0312847 | Time: 1211.41 ms
[2021-09-25 15:04:00	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0310098 | val_loss: 0.0312866 | Time: 1201.52 ms
[2021-09-25 15:04:02	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0310067 | val_loss: 0.0312868 | Time: 1205.71 ms
[2021-09-25 15:04:03	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0310042 | val_loss: 0.0313094 | Time: 1218 ms
[2021-09-25 15:04:05	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0310118 | val_loss: 0.0312654 | Time: 1214.85 ms
[2021-09-25 15:04:06	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0310163 | val_loss: 0.03129 | Time: 1171.64 ms
[2021-09-25 15:04:07	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0310178 | val_loss: 0.0312907 | Time: 1222.61 ms
[2021-09-25 15:04:09	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0310176 | val_loss: 0.0312618 | Time: 1220.68 ms
[2021-09-25 15:04:10	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0310173 | val_loss: 0.0312748 | Time: 1172.61 ms
[2021-09-25 15:04:13	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0310165 | val_loss: 0.0312918 | Time: 1208.04 ms
[2021-09-25 15:04:14	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0310131 | val_loss: 0.0312657 | Time: 1195.21 ms
[2021-09-25 15:04:15	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0310214 | val_loss: 0.0313396 | Time: 1221.52 ms
[2021-09-25 15:04:16	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0310222 | val_loss: 0.0312662 | Time: 1196.4 ms
[2021-09-25 15:04:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0310169 | val_loss: 0.031303 | Time: 1204.92 ms
[2021-09-25 15:04:19	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0310128 | val_loss: 0.0312902 | Time: 1230.72 ms
[2021-09-25 15:04:20	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0310045 | val_loss: 0.0312767 | Time: 1202.44 ms
[2021-09-25 15:04:22	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0310099 | val_loss: 0.0313241 | Time: 1201.83 ms
[2021-09-25 15:04:23	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0310098 | val_loss: 0.0313172 | Time: 1234.25 ms
[2021-09-25 15:04:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0310145 | val_loss: 0.0313202 | Time: 1195.12 ms
[2021-09-25 15:04:26	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0310214 | val_loss: 0.0312682 | Time: 1220.71 ms
[2021-09-25 15:04:27	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0310156 | val_loss: 0.0312884 | Time: 1221.16 ms
[2021-09-25 15:04:28	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0310201 | val_loss: 0.0313022 | Time: 1200.36 ms
[2021-09-25 15:04:29	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0310114 | val_loss: 0.0313017 | Time: 1229.05 ms
[2021-09-25 15:04:31	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0310182 | val_loss: 0.0312636 | Time: 1210.56 ms
[2021-09-25 15:04:32	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0310268 | val_loss: 0.0312799 | Time: 1181.5 ms
[2021-09-25 15:04:33	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0310097 | val_loss: 0.0312865 | Time: 1232.38 ms
[2021-09-25 15:04:35	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0310134 | val_loss: 0.031289 | Time: 1217.85 ms
[2021-09-25 15:04:36	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0310116 | val_loss: 0.0313355 | Time: 1199.57 ms
[2021-09-25 15:04:37	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0310107 | val_loss: 0.0313323 | Time: 1276.97 ms
[2021-09-25 15:04:39	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0310168 | val_loss: 0.0312844 | Time: 1201.34 ms
[2021-09-25 15:04:40	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0310447 | val_loss: 0.0312693 | Time: 1185.38 ms
[2021-09-25 15:04:41	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0310226 | val_loss: 0.0312947 | Time: 1233.36 ms
[2021-09-25 15:04:43	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0310164 | val_loss: 0.0312879 | Time: 1210.47 ms
[2021-09-25 15:04:44	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0310068 | val_loss: 0.0313132 | Time: 1191.64 ms
[2021-09-25 15:04:45	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0310065 | val_loss: 0.0313266 | Time: 1234.19 ms
[2021-09-25 15:04:46	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0310093 | val_loss: 0.0312959 | Time: 1169.26 ms
[2021-09-25 15:04:48	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0310081 | val_loss: 0.0312914 | Time: 1207.84 ms
[2021-09-25 15:04:49	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0310058 | val_loss: 0.0313247 | Time: 1235.77 ms
[2021-09-25 15:04:50	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0310248 | val_loss: 0.0312916 | Time: 1163.67 ms
[2021-09-25 15:04:52	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031029 | val_loss: 0.0312853 | Time: 1206.38 ms
[2021-09-25 15:04:53	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310204 | val_loss: 0.0312877 | Time: 1250.75 ms
[2021-09-25 15:04:54	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310128 | val_loss: 0.0312958 | Time: 1181.88 ms
[2021-09-25 15:04:56	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031012 | val_loss: 0.0313233 | Time: 1230.07 ms
[2021-09-25 15:04:57	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310128 | val_loss: 0.0313463 | Time: 1209.12 ms
[2021-09-25 15:04:58	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310237 | val_loss: 0.0313098 | Time: 1191.39 ms
[2021-09-25 15:04:59	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0310187 | val_loss: 0.0312931 | Time: 1228.58 ms
[2021-09-25 15:05:01	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031024 | val_loss: 0.0312894 | Time: 1204.02 ms
[2021-09-25 15:05:02	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031017 | val_loss: 0.0312974 | Time: 1194.77 ms
[2021-09-25 15:05:03	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0310136 | val_loss: 0.0312794 | Time: 1227.52 ms
[2021-09-25 15:05:05	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0310092 | val_loss: 0.0313211 | Time: 1208.61 ms
[2021-09-25 15:05:06	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0310067 | val_loss: 0.0312878 | Time: 1210.93 ms
[2021-09-25 15:05:07	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0310124 | val_loss: 0.0312824 | Time: 1221.74 ms
[2021-09-25 15:05:09	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0310097 | val_loss: 0.0312852 | Time: 1183.45 ms
[2021-09-25 15:05:10	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310147 | val_loss: 0.0312914 | Time: 1220.41 ms
[2021-09-25 15:05:11	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0310137 | val_loss: 0.0313065 | Time: 1206.99 ms
[2021-09-25 15:05:12	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0310151 | val_loss: 0.031296 | Time: 1187.3 ms
[2021-09-25 15:05:14	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.031016 | val_loss: 0.031305 | Time: 1250.94 ms
[2021-09-25 15:05:15	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310127 | val_loss: 0.0313123 | Time: 1199.74 ms
[2021-09-25 15:05:16	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0310069 | val_loss: 0.031301 | Time: 1195.82 ms
[2021-09-25 15:05:17	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310129 | val_loss: 0.0313162 | Time: 1218.81 ms
[2021-09-25 15:05:19	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.031003 | val_loss: 0.0312971 | Time: 1199.85 ms
[2021-09-25 15:05:20	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310113 | val_loss: 0.0312723 | Time: 1248.16 ms
[2021-09-25 15:05:21	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310189 | val_loss: 0.0312632 | Time: 1229.97 ms
[2021-09-25 15:05:23	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310392 | val_loss: 0.0312783 | Time: 1176.88 ms
[2021-09-25 15:05:24	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0310227 | val_loss: 0.0312984 | Time: 1215.12 ms
[2021-09-25 15:05:25	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0310106 | val_loss: 0.03127 | Time: 1193.31 ms
[2021-09-25 15:05:26	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0310093 | val_loss: 0.0312825 | Time: 1184.24 ms
[2021-09-25 15:05:28	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0310165 | val_loss: 0.0312817 | Time: 1231.56 ms
[2021-09-25 15:05:29	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310192 | val_loss: 0.0312936 | Time: 1215.98 ms
[2021-09-25 15:05:30	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0310174 | val_loss: 0.031327 | Time: 1195.93 ms
[2021-09-25 15:05:32	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0310238 | val_loss: 0.0312641 | Time: 1238.57 ms
[2021-09-25 15:05:33	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310105 | val_loss: 0.031274 | Time: 1210.5 ms
[2021-09-25 15:05:34	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310095 | val_loss: 0.0313097 | Time: 1214.02 ms
[2021-09-25 15:05:35	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0310078 | val_loss: 0.0312884 | Time: 1213.63 ms
[2021-09-25 15:05:37	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0310183 | val_loss: 0.0313159 | Time: 1168.25 ms
[2021-09-25 15:05:38	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0310266 | val_loss: 0.0313038 | Time: 1231.54 ms
[2021-09-25 15:05:39	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0310276 | val_loss: 0.0313081 | Time: 1182.98 ms
[2021-09-25 15:05:41	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0310152 | val_loss: 0.0313327 | Time: 1186.85 ms
[2021-09-25 15:05:42	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0310177 | val_loss: 0.0312952 | Time: 1224.68 ms
[2021-09-25 15:05:43	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310128 | val_loss: 0.031291 | Time: 1207.77 ms
[2021-09-25 15:05:44	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310172 | val_loss: 0.0313014 | Time: 1204.39 ms
[2021-09-25 15:05:46	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310145 | val_loss: 0.0312774 | Time: 1265.12 ms
[2021-09-25 15:05:47	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310164 | val_loss: 0.031286 | Time: 1225.27 ms
[2021-09-25 15:05:48	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031016 | val_loss: 0.0312825 | Time: 1203.73 ms
[2021-09-25 15:05:50	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0310161 | val_loss: 0.0313275 | Time: 1219.02 ms
[2021-09-25 15:05:51	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310087 | val_loss: 0.0313104 | Time: 1173.21 ms
[2021-09-25 15:05:52	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0310052 | val_loss: 0.0313083 | Time: 1215.24 ms
[2021-09-25 15:05:53	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0310044 | val_loss: 0.0313262 | Time: 1207.37 ms
[2021-09-25 15:05:55	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0310031 | val_loss: 0.0313037 | Time: 1187.01 ms
[2021-09-25 15:05:56	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310068 | val_loss: 0.0313273 | Time: 1237.26 ms
[2021-09-25 15:05:57	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0310065 | val_loss: 0.0313025 | Time: 1190.95 ms
[2021-09-25 15:05:58	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0310095 | val_loss: 0.0313127 | Time: 1203.68 ms
[2021-09-25 15:06:00	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0310183 | val_loss: 0.0313129 | Time: 1248.85 ms
[2021-09-25 15:06:01	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310195 | val_loss: 0.031277 | Time: 1202.55 ms
[2021-09-25 15:06:02	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310235 | val_loss: 0.0312831 | Time: 1225.86 ms
[2021-09-25 15:06:04	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310113 | val_loss: 0.0312875 | Time: 1232.55 ms
[2021-09-25 15:06:05	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0310097 | val_loss: 0.0313035 | Time: 1179.64 ms
[2021-09-25 15:06:06	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0310086 | val_loss: 0.0313209 | Time: 1234.31 ms
[2021-09-25 15:06:07	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.031009 | val_loss: 0.0312819 | Time: 1217.87 ms
[2021-09-25 15:06:09	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310072 | val_loss: 0.0313009 | Time: 1204.11 ms
[2021-09-25 15:06:10	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0310115 | val_loss: 0.0312858 | Time: 1224.08 ms
[2021-09-25 15:06:11	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310213 | val_loss: 0.0312816 | Time: 1201.29 ms
[2021-09-25 15:06:13	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310163 | val_loss: 0.0312923 | Time: 1204.88 ms
[2021-09-25 15:06:14	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0310122 | val_loss: 0.031271 | Time: 1206.59 ms
[2021-09-25 15:06:15	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310117 | val_loss: 0.0312935 | Time: 1179.26 ms
[2021-09-25 15:06:16	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0310068 | val_loss: 0.0312804 | Time: 1219.13 ms
[2021-09-25 15:06:18	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031007 | val_loss: 0.0312875 | Time: 1223.5 ms
[2021-09-25 15:06:19	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0310036 | val_loss: 0.0313163 | Time: 1192.35 ms
[2021-09-25 15:06:20	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0310067 | val_loss: 0.031283 | Time: 1247.51 ms
[2021-09-25 15:06:21	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0310051 | val_loss: 0.0313254 | Time: 1207.63 ms
[2021-09-25 15:06:23	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0310042 | val_loss: 0.0313015 | Time: 1184.08 ms
[2021-09-25 15:06:24	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0310078 | val_loss: 0.0312961 | Time: 1247.61 ms
[2021-09-25 15:06:27	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0310139 | val_loss: 0.0312988 | Time: 1182.65 ms
[2021-09-25 15:06:29	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0310161 | val_loss: 0.0312967 | Time: 1177.26 ms
[2021-09-25 15:06:30	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310198 | val_loss: 0.0312722 | Time: 1220.19 ms
[2021-09-25 15:06:32	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310206 | val_loss: 0.0313103 | Time: 1214.78 ms
[2021-09-25 15:06:34	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031023 | val_loss: 0.0312705 | Time: 1200.52 ms
[2021-09-25 15:06:35	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310088 | val_loss: 0.0312984 | Time: 1188.96 ms
[2021-09-25 15:06:36	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310288 | val_loss: 0.0312848 | Time: 1228.51 ms
[2021-09-25 15:06:38	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310342 | val_loss: 0.0312825 | Time: 1200.32 ms
[2021-09-25 15:06:39	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0310161 | val_loss: 0.0312898 | Time: 1202.29 ms
[2021-09-25 15:06:40	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310124 | val_loss: 0.0313006 | Time: 1222.77 ms
[2021-09-25 15:06:41	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310049 | val_loss: 0.0313009 | Time: 1169.36 ms
[2021-09-25 15:06:43	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0309999 | val_loss: 0.0312864 | Time: 1220.43 ms
[2021-09-25 15:06:44	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310062 | val_loss: 0.031282 | Time: 1186.91 ms
[2021-09-25 15:06:45	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310136 | val_loss: 0.031321 | Time: 1193.24 ms
[2021-09-25 15:06:46	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031014 | val_loss: 0.0312709 | Time: 1227.9 ms
[2021-09-25 15:06:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0310154 | val_loss: 0.0312736 | Time: 1191.44 ms
[2021-09-25 15:06:49	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0310202 | val_loss: 0.0313025 | Time: 1187.18 ms
[2021-09-25 15:06:50	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0310206 | val_loss: 0.0312953 | Time: 1218.14 ms
[2021-09-25 15:06:52	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310168 | val_loss: 0.0312901 | Time: 1191.12 ms
[2021-09-25 15:06:54	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0310179 | val_loss: 0.0312933 | Time: 1220.95 ms
[2021-09-25 15:06:55	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0310036 | val_loss: 0.0312796 | Time: 1169 ms
[2021-09-25 15:06:57	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311556 | val_loss: 0.0314973 | Time: 1225.63 ms
[2021-09-25 15:06:58	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.036599 | val_loss: 0.036023 | Time: 1195.66 ms
[2021-09-25 15:06:59	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0331124 | val_loss: 0.0316863 | Time: 1194.86 ms
[2021-09-25 15:07:01	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0314506 | val_loss: 0.0313138 | Time: 1256.65 ms
[2021-09-25 15:07:02	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312803 | val_loss: 0.031258 | Time: 1188.02 ms
[2021-09-25 15:07:03	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312544 | val_loss: 0.0312518 | Time: 1188.58 ms
[2021-09-25 15:07:05	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 1248.9 ms
[2021-09-25 15:07:07	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312487 | val_loss: 0.0312496 | Time: 1172.86 ms
[2021-09-25 15:07:09	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312479 | val_loss: 0.0312488 | Time: 1228.92 ms
[2021-09-25 15:07:10	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312473 | val_loss: 0.0312478 | Time: 1192.3 ms
[2021-09-25 15:07:11	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312465 | val_loss: 0.0312483 | Time: 1194.6 ms
[2021-09-25 15:07:12	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0312468 | val_loss: 0.0312485 | Time: 1199.29 ms
[2021-09-25 15:07:14	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312462 | val_loss: 0.0312482 | Time: 1171.66 ms
[2021-09-25 15:07:15	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.031245 | val_loss: 0.0312483 | Time: 1230.61 ms
[2021-09-25 15:07:16	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312439 | val_loss: 0.0312466 | Time: 1212.34 ms
[2021-09-25 15:07:17	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031244 | val_loss: 0.0312473 | Time: 1190.35 ms
[2021-09-25 15:07:19	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0312439 | val_loss: 0.0312473 | Time: 1269.69 ms
[2021-09-25 15:07:20	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312434 | val_loss: 0.0312453 | Time: 1210.41 ms
[2021-09-25 15:07:21	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312434 | val_loss: 0.031246 | Time: 1212.28 ms
[2021-09-25 15:07:23	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312456 | val_loss: 0.0312659 | Time: 1223.67 ms
[2021-09-25 15:07:24	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312624 | val_loss: 0.0312546 | Time: 1168.61 ms
[2021-09-25 15:07:25	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312522 | val_loss: 0.0312508 | Time: 1209.22 ms
[2021-09-25 15:07:26	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 1202.69 ms
[2021-09-25 15:07:27	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312496 | val_loss: 0.0312502 | Time: 1185.96 ms
[2021-09-25 15:07:29	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312494 | val_loss: 0.0312503 | Time: 1234.49 ms
[2021-09-25 15:07:30	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 1214.06 ms
[2021-09-25 15:07:31	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0312491 | val_loss: 0.0312496 | Time: 1206.29 ms
[2021-09-25 15:07:33	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031249 | val_loss: 0.0312505 | Time: 1217.22 ms
[2021-09-25 15:07:34	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312489 | val_loss: 0.0312495 | Time: 1179.18 ms
[2021-09-25 15:07:35	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0312494 | val_loss: 0.0312495 | Time: 1216.87 ms
[2021-09-25 15:07:37	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312491 | val_loss: 0.0312486 | Time: 1235.19 ms
[2021-09-25 15:07:38	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312489 | val_loss: 0.0312492 | Time: 1169.45 ms
[2021-09-25 15:07:39	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312488 | val_loss: 0.0312496 | Time: 1211.25 ms
[2021-09-25 15:07:40	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312489 | val_loss: 0.031249 | Time: 1253.56 ms
[2021-09-25 15:07:42	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0312486 | val_loss: 0.0312491 | Time: 1197.45 ms
[2021-09-25 15:07:43	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031249 | val_loss: 0.0312478 | Time: 1228.18 ms
[2021-09-25 15:07:44	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312488 | val_loss: 0.0312486 | Time: 1185 ms
[2021-09-25 15:07:45	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312489 | val_loss: 0.0312483 | Time: 1200.18 ms
[2021-09-25 15:07:47	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312491 | val_loss: 0.0312483 | Time: 1219.25 ms
[2021-09-25 15:07:48	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312486 | val_loss: 0.0312479 | Time: 1173.38 ms
[2021-09-25 15:07:49	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312486 | val_loss: 0.0312488 | Time: 1220.91 ms
[2021-09-25 15:07:51	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312488 | val_loss: 0.0312478 | Time: 1199.18 ms
[2021-09-25 15:07:52	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.031248 | val_loss: 0.0312477 | Time: 1175.65 ms
[2021-09-25 15:07:53	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312484 | val_loss: 0.0312479 | Time: 1220.02 ms
[2021-09-25 15:07:53	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312479
[2021-09-25 15:07:53	                main:603]	:	INFO	:	Saving end state to config to file
[2021-09-25 15:07:53	                main:608]	:	INFO	:	Success, exiting..
15:07:53 (3172): 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)