Task 5439913

Name ParityMachine-1624574829-11384-0_0
Workunit 3304169
Created 24 Jun 2021, 22:47:10 UTC
Sent 25 Jun 2021, 14:32:51 UTC
Report deadline 3 Jul 2021, 14:32:51 UTC
Received 26 Jun 2021, 22:49:55 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6310
Run time 1 hours 47 min 11 sec
CPU time 1 hours 45 min 47 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,131.70 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.59 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
n:574]	:	INFO	:	Epoch 1591 | loss: 0.0310681 | val_loss: 0.0312002 | Time: 3081.38 ms
[2021-06-26 22:13:21	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0310719 | val_loss: 0.0311951 | Time: 3081.2 ms
[2021-06-26 22:13:24	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0310749 | val_loss: 0.0311896 | Time: 3065.75 ms
[2021-06-26 22:13:28	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0310835 | val_loss: 0.0311894 | Time: 3073.61 ms
[2021-06-26 22:13:31	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0310808 | val_loss: 0.0311875 | Time: 3074.88 ms
[2021-06-26 22:13:34	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0310775 | val_loss: 0.0311908 | Time: 3074.67 ms
[2021-06-26 22:13:37	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0310771 | val_loss: 0.0311871 | Time: 3087.48 ms
[2021-06-26 22:13:40	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0310707 | val_loss: 0.0311963 | Time: 3086.34 ms
[2021-06-26 22:13:43	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0310699 | val_loss: 0.0311899 | Time: 3073.88 ms
[2021-06-26 22:13:46	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310785 | val_loss: 0.0311782 | Time: 3078.22 ms
[2021-06-26 22:13:49	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311195 | val_loss: 0.031171 | Time: 3076.5 ms
[2021-06-26 22:13:52	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031114 | val_loss: 0.0311696 | Time: 3075.12 ms
[2021-06-26 22:13:55	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311066 | val_loss: 0.0311748 | Time: 3081.82 ms
[2021-06-26 22:13:58	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0310979 | val_loss: 0.0311748 | Time: 3067.56 ms
[2021-06-26 22:14:01	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310896 | val_loss: 0.031185 | Time: 3108.48 ms
[2021-06-26 22:14:05	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310873 | val_loss: 0.0311806 | Time: 3085.69 ms
[2021-06-26 22:14:08	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0310875 | val_loss: 0.0311766 | Time: 3074.14 ms
[2021-06-26 22:14:11	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311049 | val_loss: 0.0311773 | Time: 3071.4 ms
[2021-06-26 22:14:14	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031112 | val_loss: 0.0311749 | Time: 3111.34 ms
[2021-06-26 22:14:17	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031111 | val_loss: 0.0311737 | Time: 3079.94 ms
[2021-06-26 22:14:20	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311069 | val_loss: 0.0311721 | Time: 3080.28 ms
[2021-06-26 22:14:23	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031527 | val_loss: 0.0337753 | Time: 3083.87 ms
[2021-06-26 22:14:26	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0329571 | val_loss: 0.0314353 | Time: 3108.05 ms
[2021-06-26 22:14:29	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0313266 | val_loss: 0.0312568 | Time: 3072.72 ms
[2021-06-26 22:14:32	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0312225 | val_loss: 0.0311859 | Time: 3083.64 ms
[2021-06-26 22:14:35	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311812 | val_loss: 0.0311838 | Time: 3088.47 ms
[2021-06-26 22:14:39	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311748 | val_loss: 0.0311708 | Time: 3079.67 ms
[2021-06-26 22:14:42	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311628 | val_loss: 0.0311658 | Time: 3099.75 ms
[2021-06-26 22:14:45	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311626 | val_loss: 0.0311732 | Time: 3093.46 ms
[2021-06-26 22:14:48	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311604 | val_loss: 0.0311687 | Time: 3078.71 ms
[2021-06-26 22:14:51	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311603 | val_loss: 0.0311614 | Time: 3082.82 ms
[2021-06-26 22:14:54	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311557 | val_loss: 0.0311609 | Time: 3085.04 ms
[2021-06-26 22:14:57	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311534 | val_loss: 0.0311624 | Time: 3090.41 ms
[2021-06-26 22:15:00	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311522 | val_loss: 0.0311602 | Time: 3095.98 ms
[2021-06-26 22:15:03	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311541 | val_loss: 0.0311711 | Time: 3085.01 ms
[2021-06-26 22:15:06	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.031153 | val_loss: 0.0311598 | Time: 3105.91 ms
[2021-06-26 22:15:09	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311531 | val_loss: 0.0311632 | Time: 3083.94 ms
[2021-06-26 22:15:13	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311483 | val_loss: 0.0311579 | Time: 3095.34 ms
[2021-06-26 22:15:16	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311462 | val_loss: 0.031157 | Time: 3081.64 ms
[2021-06-26 22:15:19	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311442 | val_loss: 0.0311566 | Time: 3087.07 ms
[2021-06-26 22:15:22	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311444 | val_loss: 0.0311552 | Time: 3085.82 ms
[2021-06-26 22:15:25	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311441 | val_loss: 0.0311554 | Time: 3096.32 ms
[2021-06-26 22:15:28	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311397 | val_loss: 0.0311555 | Time: 3095.76 ms
[2021-06-26 22:15:31	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311392 | val_loss: 0.0311618 | Time: 3068.23 ms
[2021-06-26 22:15:34	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311394 | val_loss: 0.0311597 | Time: 3109.82 ms
[2021-06-26 22:15:37	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311388 | val_loss: 0.0311559 | Time: 3061.53 ms
[2021-06-26 22:15:40	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311358 | val_loss: 0.031162 | Time: 3097.66 ms
[2021-06-26 22:15:44	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311353 | val_loss: 0.0311574 | Time: 3090.41 ms
[2021-06-26 22:15:47	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311366 | val_loss: 0.0311578 | Time: 3104.07 ms
[2021-06-26 22:15:50	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.031133 | val_loss: 0.031155 | Time: 3092.5 ms
[2021-06-26 22:15:53	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311317 | val_loss: 0.0311561 | Time: 3081.22 ms
[2021-06-26 22:15:56	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311304 | val_loss: 0.0311549 | Time: 3089.92 ms
[2021-06-26 22:15:59	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311307 | val_loss: 0.0311622 | Time: 3091.91 ms
[2021-06-26 22:16:02	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031131 | val_loss: 0.0311571 | Time: 3087.73 ms
[2021-06-26 22:16:05	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031131 | val_loss: 0.0311585 | Time: 3075.01 ms
[2021-06-26 22:16:08	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311306 | val_loss: 0.0311595 | Time: 3092.95 ms
[2021-06-26 22:16:11	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311312 | val_loss: 0.0311562 | Time: 3093.29 ms
[2021-06-26 22:16:14	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311283 | val_loss: 0.0311592 | Time: 3115.08 ms
[2021-06-26 22:16:18	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311303 | val_loss: 0.0311598 | Time: 3115.82 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GT 1030)
[2021-06-27 07:08:04	                main:435]	:	INFO	:	Set logging level to 1
[2021-06-27 07:08:04	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-06-27 07:08:04	                main:444]	:	INFO	:	Resolving all filenames
[2021-06-27 07:08:04	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-06-27 07:08:04	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624574829-11384-0_0_r1893554496_1 (exists = 1)
[2021-06-27 07:08:04	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624574829-11384-0_0_r1893554496_0 (exists = 0)
[2021-06-27 07:08:04	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2021-06-27 07:08:04	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-06-27 07:08:04	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-06-27 07:08:04	                main:474]	:	INFO	:	Configuration: 
[2021-06-27 07:08:04	                main:475]	:	INFO	:	    Model type: GRU
[2021-06-27 07:08:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-06-27 07:08:04	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-06-27 07:08:04	                main:478]	:	INFO	:	    Batch Size: 128
[2021-06-27 07:08:04	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-06-27 07:08:04	                main:480]	:	INFO	:	    Patience: 10
[2021-06-27 07:08:04	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-06-27 07:08:04	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-06-27 07:08:04	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-06-27 07:08:04	                main:484]	:	INFO	:	    # Threads: 1
[2021-06-27 07:08:04	                main:486]	:	INFO	:	Preparing Dataset
[2021-06-27 07:08:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-27 07:08:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-27 07:08:07	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-06-27 07:08:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-27 07:08:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-27 07:08:07	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-06-27 07:08:07	                main:494]	:	INFO	:	Creating Model
[2021-06-27 07:08:07	                main:507]	:	INFO	:	Preparing config file
[2021-06-27 07:08:07	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-06-27 07:08:07	                main:512]	:	INFO	:	Loading config
[2021-06-27 07:08:07	                main:514]	:	INFO	:	Loading state
[2021-06-27 07:08:09	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-06-27 07:08:09	                main:562]	:	INFO	:	Starting Training
[2021-06-27 07:08:13	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0317584 | val_loss: 0.031291 | Time: 4030.7 ms
[2021-06-27 07:08:16	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.031229 | val_loss: 0.0312107 | Time: 3109.52 ms
[2021-06-27 07:08:19	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311699 | val_loss: 0.0311648 | Time: 3103.81 ms
[2021-06-27 07:08:22	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311456 | val_loss: 0.0311546 | Time: 3087.84 ms
[2021-06-27 07:08:25	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311374 | val_loss: 0.0311586 | Time: 3097.74 ms
[2021-06-27 07:08:28	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311358 | val_loss: 0.0311549 | Time: 3072.38 ms
[2021-06-27 07:08:31	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311349 | val_loss: 0.0311589 | Time: 3076.09 ms
[2021-06-27 07:08:35	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311306 | val_loss: 0.0311606 | Time: 3062.57 ms
[2021-06-27 07:08:38	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311307 | val_loss: 0.0311578 | Time: 3045.82 ms
[2021-06-27 07:08:41	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311281 | val_loss: 0.0311612 | Time: 3061.5 ms
[2021-06-27 07:08:44	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311267 | val_loss: 0.0311585 | Time: 3077.71 ms
[2021-06-27 07:08:47	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311272 | val_loss: 0.0311583 | Time: 3065.54 ms
[2021-06-27 07:08:50	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311263 | val_loss: 0.0311584 | Time: 3055.98 ms
[2021-06-27 07:08:53	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311268 | val_loss: 0.0311614 | Time: 3055.2 ms
[2021-06-27 07:08:56	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031125 | val_loss: 0.0311589 | Time: 3049.4 ms
[2021-06-27 07:08:59	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311238 | val_loss: 0.0311592 | Time: 3067.31 ms
[2021-06-27 07:09:02	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311252 | val_loss: 0.0311562 | Time: 3065.66 ms
[2021-06-27 07:09:05	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311242 | val_loss: 0.0311581 | Time: 3069.46 ms
[2021-06-27 07:09:08	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311251 | val_loss: 0.0311663 | Time: 3106.83 ms
[2021-06-27 07:09:11	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311283 | val_loss: 0.0311614 | Time: 3096.5 ms
[2021-06-27 07:09:14	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311233 | val_loss: 0.0311599 | Time: 3078.44 ms
[2021-06-27 07:09:18	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311213 | val_loss: 0.0311563 | Time: 3047.21 ms
[2021-06-27 07:09:21	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311199 | val_loss: 0.0311555 | Time: 3067.52 ms
[2021-06-27 07:09:24	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311203 | val_loss: 0.0311574 | Time: 3059.89 ms
[2021-06-27 07:09:27	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311183 | val_loss: 0.031159 | Time: 3086.98 ms
[2021-06-27 07:09:30	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311187 | val_loss: 0.0311574 | Time: 3059.78 ms
[2021-06-27 07:09:33	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311193 | val_loss: 0.0311585 | Time: 3059.99 ms
[2021-06-27 07:09:36	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311219 | val_loss: 0.0311619 | Time: 3072.48 ms
[2021-06-27 07:09:39	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311199 | val_loss: 0.0311552 | Time: 3062.22 ms
[2021-06-27 07:09:42	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311201 | val_loss: 0.0311541 | Time: 3100.31 ms
[2021-06-27 07:09:45	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311172 | val_loss: 0.031156 | Time: 3074.11 ms
[2021-06-27 07:09:48	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311187 | val_loss: 0.0311569 | Time: 3064.91 ms
[2021-06-27 07:09:51	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311212 | val_loss: 0.0311584 | Time: 3084.96 ms
[2021-06-27 07:09:54	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311185 | val_loss: 0.0311604 | Time: 3091.34 ms
[2021-06-27 07:09:58	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311166 | val_loss: 0.0311606 | Time: 3096.52 ms
[2021-06-27 07:10:01	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311156 | val_loss: 0.0311597 | Time: 3047.27 ms
[2021-06-27 07:10:04	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311165 | val_loss: 0.03116 | Time: 3150.9 ms
[2021-06-27 07:10:07	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311186 | val_loss: 0.0311594 | Time: 3102.55 ms
[2021-06-27 07:10:10	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311177 | val_loss: 0.0311591 | Time: 3082.55 ms
[2021-06-27 07:10:13	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311166 | val_loss: 0.0311577 | Time: 3096.15 ms
[2021-06-27 07:10:16	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311162 | val_loss: 0.0311608 | Time: 3099.38 ms
[2021-06-27 07:10:19	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311147 | val_loss: 0.0311616 | Time: 3091.11 ms
[2021-06-27 07:10:22	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311148 | val_loss: 0.0311627 | Time: 3069.57 ms
[2021-06-27 07:10:25	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031116 | val_loss: 0.031158 | Time: 3099.36 ms
[2021-06-27 07:10:29	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311162 | val_loss: 0.0311574 | Time: 3113.19 ms
[2021-06-27 07:10:32	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311126 | val_loss: 0.0311585 | Time: 3091 ms
[2021-06-27 07:10:35	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311093 | val_loss: 0.0311566 | Time: 3076.48 ms
[2021-06-27 07:10:38	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311094 | val_loss: 0.0311595 | Time: 3066.46 ms
[2021-06-27 07:10:41	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311118 | val_loss: 0.0311625 | Time: 3062.68 ms
[2021-06-27 07:10:44	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311172 | val_loss: 0.0311573 | Time: 3077.24 ms
[2021-06-27 07:10:47	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031112 | val_loss: 0.0311588 | Time: 3127.67 ms
[2021-06-27 07:10:50	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311089 | val_loss: 0.0311596 | Time: 3074.91 ms
[2021-06-27 07:10:53	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311063 | val_loss: 0.0311576 | Time: 3103.78 ms
[2021-06-27 07:10:56	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311068 | val_loss: 0.0311634 | Time: 3107.85 ms
[2021-06-27 07:10:59	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311076 | val_loss: 0.031159 | Time: 3091.52 ms
[2021-06-27 07:11:03	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311142 | val_loss: 0.0311605 | Time: 3104.42 ms
[2021-06-27 07:11:06	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311112 | val_loss: 0.0311633 | Time: 3074 ms
[2021-06-27 07:11:09	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031109 | val_loss: 0.0311597 | Time: 3093.03 ms
[2021-06-27 07:11:12	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311093 | val_loss: 0.0311664 | Time: 3107.96 ms
[2021-06-27 07:11:15	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311091 | val_loss: 0.0311575 | Time: 3077.57 ms
[2021-06-27 07:11:18	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311065 | val_loss: 0.0311613 | Time: 3135.67 ms
[2021-06-27 07:11:21	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031122 | val_loss: 0.0311569 | Time: 3086.91 ms
[2021-06-27 07:11:24	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311273 | val_loss: 0.0311551 | Time: 3091.88 ms
[2021-06-27 07:11:27	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311222 | val_loss: 0.0311561 | Time: 3184.32 ms
[2021-06-27 07:11:30	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311192 | val_loss: 0.0311557 | Time: 3092 ms
[2021-06-27 07:11:34	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311119 | val_loss: 0.0311543 | Time: 3104.41 ms
[2021-06-27 07:11:37	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311121 | val_loss: 0.0311584 | Time: 3093.24 ms
[2021-06-27 07:11:40	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311126 | val_loss: 0.0311602 | Time: 3104.84 ms
[2021-06-27 07:11:43	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311133 | val_loss: 0.031164 | Time: 3200.74 ms
[2021-06-27 07:11:46	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311116 | val_loss: 0.0311617 | Time: 3120 ms
[2021-06-27 07:11:49	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.03111 | val_loss: 0.0311597 | Time: 3088.11 ms
[2021-06-27 07:11:52	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.031112 | val_loss: 0.0311564 | Time: 3102.86 ms
[2021-06-27 07:11:55	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.031105 | val_loss: 0.0311588 | Time: 3106.93 ms
[2021-06-27 07:11:59	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311025 | val_loss: 0.0311623 | Time: 3140.83 ms
[2021-06-27 07:12:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311043 | val_loss: 0.0311725 | Time: 3187.55 ms
[2021-06-27 07:12:05	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311049 | val_loss: 0.031159 | Time: 3087.75 ms
[2021-06-27 07:12:08	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311133 | val_loss: 0.0311536 | Time: 3133.4 ms
[2021-06-27 07:12:11	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311136 | val_loss: 0.0311484 | Time: 3064.05 ms
[2021-06-27 07:12:14	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311097 | val_loss: 0.0311547 | Time: 3118.93 ms
[2021-06-27 07:12:17	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311066 | val_loss: 0.0311568 | Time: 3089.43 ms
[2021-06-27 07:12:20	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031114 | val_loss: 0.0311579 | Time: 3109.88 ms
[2021-06-27 07:12:24	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311161 | val_loss: 0.0311577 | Time: 3121.46 ms
[2021-06-27 07:12:27	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031116 | val_loss: 0.0311557 | Time: 3100.52 ms
[2021-06-27 07:12:30	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031109 | val_loss: 0.0311589 | Time: 3134.26 ms
[2021-06-27 07:12:33	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311082 | val_loss: 0.0311584 | Time: 3236.04 ms
[2021-06-27 07:12:36	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311101 | val_loss: 0.0311613 | Time: 3123.01 ms
[2021-06-27 07:12:39	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311092 | val_loss: 0.0311568 | Time: 3111.81 ms
[2021-06-27 07:12:42	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311061 | val_loss: 0.031158 | Time: 3103.93 ms
[2021-06-27 07:12:45	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311157 | val_loss: 0.0311892 | Time: 3098.83 ms
[2021-06-27 07:12:49	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311589 | val_loss: 0.0311601 | Time: 3099.26 ms
[2021-06-27 07:12:52	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311711 | val_loss: 0.0311952 | Time: 3096.5 ms
[2021-06-27 07:12:55	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311938 | val_loss: 0.0311951 | Time: 3105.57 ms
[2021-06-27 07:12:58	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311985 | val_loss: 0.0311923 | Time: 3082.14 ms
[2021-06-27 07:13:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311949 | val_loss: 0.0311871 | Time: 3099.25 ms
[2021-06-27 07:13:04	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311895 | val_loss: 0.0311908 | Time: 3105.05 ms
[2021-06-27 07:13:07	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311862 | val_loss: 0.0311849 | Time: 3115.87 ms
[2021-06-27 07:13:10	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311845 | val_loss: 0.0311848 | Time: 3125.32 ms
[2021-06-27 07:13:13	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311834 | val_loss: 0.0311877 | Time: 3102.05 ms
[2021-06-27 07:13:17	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311835 | val_loss: 0.0311832 | Time: 3094.38 ms
[2021-06-27 07:13:20	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311836 | val_loss: 0.0311869 | Time: 3079.75 ms
[2021-06-27 07:13:23	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311821 | val_loss: 0.0311824 | Time: 3108.7 ms
[2021-06-27 07:13:26	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311807 | val_loss: 0.0311833 | Time: 3077.97 ms
[2021-06-27 07:13:29	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311812 | val_loss: 0.0311878 | Time: 3130.45 ms
[2021-06-27 07:13:32	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311793 | val_loss: 0.031181 | Time: 3087.16 ms
[2021-06-27 07:13:35	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311774 | val_loss: 0.031181 | Time: 3105.36 ms
[2021-06-27 07:13:38	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311792 | val_loss: 0.0311814 | Time: 3099.05 ms
[2021-06-27 07:13:41	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311771 | val_loss: 0.0311813 | Time: 3114.85 ms
[2021-06-27 07:13:44	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311763 | val_loss: 0.0311813 | Time: 3141 ms
[2021-06-27 07:13:48	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031176 | val_loss: 0.031182 | Time: 3100.83 ms
[2021-06-27 07:13:51	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311749 | val_loss: 0.0311811 | Time: 3109.92 ms
[2021-06-27 07:13:54	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311751 | val_loss: 0.031181 | Time: 3127.19 ms
[2021-06-27 07:13:57	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311767 | val_loss: 0.0311907 | Time: 3107.4 ms
[2021-06-27 07:14:00	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311757 | val_loss: 0.0311814 | Time: 3091.64 ms
[2021-06-27 07:14:03	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311739 | val_loss: 0.0311806 | Time: 3090.52 ms
[2021-06-27 07:14:06	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311737 | val_loss: 0.0311823 | Time: 3103.53 ms
[2021-06-27 07:14:09	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311744 | val_loss: 0.0311812 | Time: 3110.51 ms
[2021-06-27 07:14:12	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031176 | val_loss: 0.031184 | Time: 3103.87 ms
[2021-06-27 07:14:16	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311758 | val_loss: 0.0311806 | Time: 3102.32 ms
[2021-06-27 07:14:19	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311729 | val_loss: 0.031183 | Time: 3115.65 ms
[2021-06-27 07:14:22	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311729 | val_loss: 0.031183 | Time: 3092.49 ms
[2021-06-27 07:14:25	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031175 | val_loss: 0.0311881 | Time: 3111.2 ms
[2021-06-27 07:14:28	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311925 | val_loss: 0.0311933 | Time: 3097.03 ms
[2021-06-27 07:14:31	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311879 | val_loss: 0.0311866 | Time: 3094.79 ms
[2021-06-27 07:14:34	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311816 | val_loss: 0.0311837 | Time: 3110.93 ms
[2021-06-27 07:14:37	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311794 | val_loss: 0.0311818 | Time: 3124.14 ms
[2021-06-27 07:14:40	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311781 | val_loss: 0.0311814 | Time: 3085.9 ms
[2021-06-27 07:14:44	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311776 | val_loss: 0.0311807 | Time: 3095.47 ms
[2021-06-27 07:14:47	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311772 | val_loss: 0.0311813 | Time: 3101.26 ms
[2021-06-27 07:14:50	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311769 | val_loss: 0.0311808 | Time: 3126.54 ms
[2021-06-27 07:14:53	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311758 | val_loss: 0.0311802 | Time: 3098.54 ms
[2021-06-27 07:14:56	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311748 | val_loss: 0.0311791 | Time: 3091.56 ms
[2021-06-27 07:14:59	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311792 | val_loss: 0.0311926 | Time: 3106.54 ms
[2021-06-27 07:15:02	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311789 | val_loss: 0.0311845 | Time: 3091.37 ms
[2021-06-27 07:15:05	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311753 | val_loss: 0.0311807 | Time: 3128.84 ms
[2021-06-27 07:15:08	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.031174 | val_loss: 0.031179 | Time: 3140.52 ms
[2021-06-27 07:15:12	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311726 | val_loss: 0.0311786 | Time: 3124.19 ms
[2021-06-27 07:15:15	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311719 | val_loss: 0.0311784 | Time: 3094.53 ms
[2021-06-27 07:15:18	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311716 | val_loss: 0.0311778 | Time: 3114.7 ms
[2021-06-27 07:15:21	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311723 | val_loss: 0.0311791 | Time: 3113.42 ms
[2021-06-27 07:15:24	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311714 | val_loss: 0.0311777 | Time: 3098.95 ms
[2021-06-27 07:15:27	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311718 | val_loss: 0.0311784 | Time: 3091.46 ms
[2021-06-27 07:15:30	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311743 | val_loss: 0.0311793 | Time: 3085.6 ms
[2021-06-27 07:15:33	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311795 | val_loss: 0.0311869 | Time: 3088.89 ms
[2021-06-27 07:15:36	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311785 | val_loss: 0.0311774 | Time: 3097.04 ms
[2021-06-27 07:15:39	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311744 | val_loss: 0.03118 | Time: 3117.11 ms
[2021-06-27 07:15:43	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311736 | val_loss: 0.0311775 | Time: 3088.4 ms
[2021-06-27 07:15:46	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311734 | val_loss: 0.0311769 | Time: 3099.44 ms
[2021-06-27 07:15:49	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031172 | val_loss: 0.0311786 | Time: 3078.9 ms
[2021-06-27 07:15:52	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 3105.94 ms
[2021-06-27 07:15:55	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311723 | val_loss: 0.0311767 | Time: 3114.07 ms
[2021-06-27 07:15:58	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311709 | val_loss: 0.0311775 | Time: 3107.85 ms
[2021-06-27 07:16:01	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311705 | val_loss: 0.0311771 | Time: 3096.4 ms
[2021-06-27 07:16:04	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031172 | val_loss: 0.031177 | Time: 3099.46 ms
[2021-06-27 07:16:07	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311706 | val_loss: 0.031177 | Time: 3096.09 ms
[2021-06-27 07:16:11	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311721 | val_loss: 0.0311799 | Time: 3122.34 ms
[2021-06-27 07:16:14	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311781 | val_loss: 0.0311815 | Time: 3111.41 ms
[2021-06-27 07:16:17	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311802 | val_loss: 0.0311786 | Time: 3089.76 ms
[2021-06-27 07:16:20	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311789 | val_loss: 0.0311778 | Time: 3085.52 ms
[2021-06-27 07:16:23	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311738 | val_loss: 0.0311763 | Time: 3098.56 ms
[2021-06-27 07:16:26	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311729 | val_loss: 0.031178 | Time: 3125.1 ms
[2021-06-27 07:16:29	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311722 | val_loss: 0.0311771 | Time: 3087.99 ms
[2021-06-27 07:16:32	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031172 | val_loss: 0.0311763 | Time: 3115.74 ms
[2021-06-27 07:16:35	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311721 | val_loss: 0.0311768 | Time: 3091.63 ms
[2021-06-27 07:16:38	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311713 | val_loss: 0.031176 | Time: 3094.81 ms
[2021-06-27 07:16:42	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.03117 | val_loss: 0.0311767 | Time: 3102.08 ms
[2021-06-27 07:16:45	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311696 | val_loss: 0.0311786 | Time: 3121.77 ms
[2021-06-27 07:16:48	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311704 | val_loss: 0.0311762 | Time: 3103.29 ms
[2021-06-27 07:16:51	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311687 | val_loss: 0.0311761 | Time: 3115.86 ms
[2021-06-27 07:16:54	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311684 | val_loss: 0.0311775 | Time: 3093.4 ms
[2021-06-27 07:16:57	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311686 | val_loss: 0.0311762 | Time: 3074.52 ms
[2021-06-27 07:17:00	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311686 | val_loss: 0.031179 | Time: 3126.84 ms
[2021-06-27 07:17:03	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311692 | val_loss: 0.0311801 | Time: 3103.04 ms
[2021-06-27 07:17:06	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311698 | val_loss: 0.0311762 | Time: 3104.68 ms
[2021-06-27 07:17:10	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311686 | val_loss: 0.0311762 | Time: 3120.25 ms
[2021-06-27 07:17:13	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311678 | val_loss: 0.031175 | Time: 3135.89 ms
[2021-06-27 07:17:16	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311674 | val_loss: 0.0311753 | Time: 3120.65 ms
[2021-06-27 07:17:19	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311674 | val_loss: 0.0311746 | Time: 3102.51 ms
[2021-06-27 07:17:22	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311671 | val_loss: 0.0311772 | Time: 3096.76 ms
[2021-06-27 07:17:25	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311671 | val_loss: 0.0311751 | Time: 3122.91 ms
[2021-06-27 07:17:28	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311666 | val_loss: 0.0311745 | Time: 3093 ms
[2021-06-27 07:17:31	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311659 | val_loss: 0.031176 | Time: 3129.68 ms
[2021-06-27 07:17:35	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311675 | val_loss: 0.0311756 | Time: 3122.17 ms
[2021-06-27 07:17:38	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311668 | val_loss: 0.0311747 | Time: 3094.21 ms
[2021-06-27 07:17:41	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.031166 | val_loss: 0.0311762 | Time: 3100.88 ms
[2021-06-27 07:17:44	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311654 | val_loss: 0.0311778 | Time: 3098.91 ms
[2021-06-27 07:17:47	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311655 | val_loss: 0.0311752 | Time: 3125.49 ms
[2021-06-27 07:17:50	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311652 | val_loss: 0.031176 | Time: 3102.61 ms
[2021-06-27 07:17:53	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311651 | val_loss: 0.0311758 | Time: 3105.43 ms
[2021-06-27 07:17:56	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311643 | val_loss: 0.031175 | Time: 3113.8 ms
[2021-06-27 07:17:59	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311649 | val_loss: 0.0311753 | Time: 3073.2 ms
[2021-06-27 07:18:02	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311644 | val_loss: 0.0311756 | Time: 3113.58 ms
[2021-06-27 07:18:06	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311647 | val_loss: 0.0311753 | Time: 3127.63 ms
[2021-06-27 07:18:09	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311643 | val_loss: 0.0311764 | Time: 3115.03 ms
[2021-06-27 07:18:12	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311671 | val_loss: 0.0311798 | Time: 3106.81 ms
[2021-06-27 07:18:15	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311675 | val_loss: 0.0311755 | Time: 3141.75 ms
[2021-06-27 07:18:18	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311659 | val_loss: 0.0311746 | Time: 3101.78 ms
[2021-06-27 07:18:21	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311658 | val_loss: 0.0311756 | Time: 3116.55 ms
[2021-06-27 07:18:24	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031165 | val_loss: 0.0311753 | Time: 3246.81 ms
[2021-06-27 07:18:28	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311656 | val_loss: 0.0311753 | Time: 3121.02 ms
[2021-06-27 07:18:31	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311646 | val_loss: 0.0311759 | Time: 3110.07 ms
[2021-06-27 07:18:34	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.031166 | val_loss: 0.0311762 | Time: 3109.96 ms
[2021-06-27 07:18:37	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311661 | val_loss: 0.0311742 | Time: 3115.95 ms
[2021-06-27 07:18:40	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311644 | val_loss: 0.0311747 | Time: 3183.43 ms
[2021-06-27 07:18:43	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311633 | val_loss: 0.0311761 | Time: 3101.93 ms
[2021-06-27 07:18:46	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031163 | val_loss: 0.0311747 | Time: 3115.53 ms
[2021-06-27 07:18:49	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311639 | val_loss: 0.0311772 | Time: 3094.53 ms
[2021-06-27 07:18:53	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311631 | val_loss: 0.0311773 | Time: 3110.78 ms
[2021-06-27 07:18:56	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311636 | val_loss: 0.0311751 | Time: 3228.67 ms
[2021-06-27 07:18:59	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311631 | val_loss: 0.0311767 | Time: 3152.36 ms
[2021-06-27 07:19:02	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311624 | val_loss: 0.0311763 | Time: 3098.72 ms
[2021-06-27 07:19:05	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311619 | val_loss: 0.0311752 | Time: 3124.38 ms
[2021-06-27 07:19:08	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031163 | val_loss: 0.0311807 | Time: 3087.23 ms
[2021-06-27 07:19:12	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311631 | val_loss: 0.0311771 | Time: 3235.81 ms
[2021-06-27 07:19:15	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311617 | val_loss: 0.0311786 | Time: 3173.62 ms
[2021-06-27 07:19:18	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311633 | val_loss: 0.0311779 | Time: 3121 ms
[2021-06-27 07:19:21	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311671 | val_loss: 0.03118 | Time: 3117.08 ms
[2021-06-27 07:19:24	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311653 | val_loss: 0.0311752 | Time: 3106.61 ms
[2021-06-27 07:19:27	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311644 | val_loss: 0.0311783 | Time: 3142.83 ms
[2021-06-27 07:19:30	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311654 | val_loss: 0.0311833 | Time: 3183.97 ms
[2021-06-27 07:19:34	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311648 | val_loss: 0.0311766 | Time: 3117.23 ms
[2021-06-27 07:19:37	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311674 | val_loss: 0.0311806 | Time: 3128.12 ms
[2021-06-27 07:19:40	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031171 | val_loss: 0.0311945 | Time: 3107.81 ms
[2021-06-27 07:19:43	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031166 | val_loss: 0.0311796 | Time: 3111.17 ms
[2021-06-27 07:19:46	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311634 | val_loss: 0.0311779 | Time: 3103.93 ms
[2021-06-27 07:19:49	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311621 | val_loss: 0.0311798 | Time: 3091.58 ms
[2021-06-27 07:19:52	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311629 | val_loss: 0.0311812 | Time: 3119.18 ms
[2021-06-27 07:19:55	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311634 | val_loss: 0.0311798 | Time: 3112.12 ms
[2021-06-27 07:19:58	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311618 | val_loss: 0.031177 | Time: 3103.22 ms
[2021-06-27 07:20:02	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311606 | val_loss: 0.0311785 | Time: 3102.06 ms
[2021-06-27 07:20:05	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311607 | val_loss: 0.0311774 | Time: 3104.62 ms
[2021-06-27 07:20:08	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311601 | val_loss: 0.031176 | Time: 3207.31 ms
[2021-06-27 07:20:11	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.03116 | val_loss: 0.0311769 | Time: 3105.09 ms
[2021-06-27 07:20:14	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311612 | val_loss: 0.0311796 | Time: 3115.1 ms
[2021-06-27 07:20:17	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311621 | val_loss: 0.0311771 | Time: 3112.42 ms
[2021-06-27 07:20:20	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311608 | val_loss: 0.0311769 | Time: 3138.64 ms
[2021-06-27 07:20:23	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.03116 | val_loss: 0.0311775 | Time: 3142.38 ms
[2021-06-27 07:20:27	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.031159 | val_loss: 0.0311774 | Time: 3134.07 ms
[2021-06-27 07:20:30	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311584 | val_loss: 0.0311794 | Time: 3114.52 ms
[2021-06-27 07:20:33	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311597 | val_loss: 0.0311775 | Time: 3116.28 ms
[2021-06-27 07:20:36	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311586 | val_loss: 0.0311783 | Time: 3138.97 ms
[2021-06-27 07:20:39	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311591 | val_loss: 0.0311781 | Time: 3105.2 ms
[2021-06-27 07:20:42	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311597 | val_loss: 0.0311778 | Time: 3142.32 ms
[2021-06-27 07:20:45	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.031159 | val_loss: 0.0311794 | Time: 3114.58 ms
[2021-06-27 07:20:48	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311576 | val_loss: 0.0311788 | Time: 3120.8 ms
[2021-06-27 07:20:52	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311608 | val_loss: 0.0311805 | Time: 3150.97 ms
[2021-06-27 07:20:55	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311614 | val_loss: 0.0311779 | Time: 3102.94 ms
[2021-06-27 07:20:58	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311596 | val_loss: 0.0311822 | Time: 3107.77 ms
[2021-06-27 07:21:01	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311601 | val_loss: 0.0311809 | Time: 3113.73 ms
[2021-06-27 07:21:04	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.03116 | val_loss: 0.03118 | Time: 3119.82 ms
[2021-06-27 07:21:07	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311582 | val_loss: 0.0311806 | Time: 3136.26 ms
[2021-06-27 07:21:10	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311604 | val_loss: 0.0311792 | Time: 3140.55 ms
[2021-06-27 07:21:13	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.03116 | val_loss: 0.0311771 | Time: 3115.32 ms
[2021-06-27 07:21:17	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311599 | val_loss: 0.0311764 | Time: 3107.1 ms
[2021-06-27 07:21:20	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031159 | val_loss: 0.0311773 | Time: 3117.26 ms
[2021-06-27 07:21:23	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311617 | val_loss: 0.0311785 | Time: 3133.57 ms
[2021-06-27 07:21:26	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311605 | val_loss: 0.0311804 | Time: 3124.97 ms
[2021-06-27 07:21:29	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311573 | val_loss: 0.0311776 | Time: 3132.46 ms
[2021-06-27 07:21:32	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311559 | val_loss: 0.0311782 | Time: 3133.33 ms
[2021-06-27 07:21:35	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311578 | val_loss: 0.0311855 | Time: 3129.8 ms
[2021-06-27 07:21:39	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311584 | val_loss: 0.0311824 | Time: 3113.92 ms
[2021-06-27 07:21:42	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311592 | val_loss: 0.0311782 | Time: 3135.56 ms
[2021-06-27 07:21:45	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311591 | val_loss: 0.0311829 | Time: 3145.94 ms
[2021-06-27 07:21:48	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311579 | val_loss: 0.0311786 | Time: 3110.23 ms
[2021-06-27 07:21:51	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311569 | val_loss: 0.0311788 | Time: 3130.65 ms
[2021-06-27 07:21:54	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311579 | val_loss: 0.0311794 | Time: 3101.93 ms
[2021-06-27 07:21:57	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311573 | val_loss: 0.0311786 | Time: 3144.39 ms
[2021-06-27 07:22:00	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311558 | val_loss: 0.031178 | Time: 3099.33 ms
[2021-06-27 07:22:04	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311548 | val_loss: 0.0311799 | Time: 3118.9 ms
[2021-06-27 07:22:07	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311548 | val_loss: 0.0311821 | Time: 3159.47 ms
[2021-06-27 07:22:10	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311559 | val_loss: 0.0311781 | Time: 3112.48 ms
[2021-06-27 07:22:13	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311556 | val_loss: 0.0311809 | Time: 3150.07 ms
[2021-06-27 07:22:16	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311551 | val_loss: 0.0311844 | Time: 3104.26 ms
[2021-06-27 07:22:19	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311592 | val_loss: 0.0311787 | Time: 3134.54 ms
[2021-06-27 07:22:22	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031166 | val_loss: 0.0311797 | Time: 3158.39 ms
[2021-06-27 07:22:25	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311656 | val_loss: 0.0311762 | Time: 3138.45 ms
[2021-06-27 07:22:29	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311629 | val_loss: 0.0311764 | Time: 3135.3 ms
[2021-06-27 07:22:32	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311596 | val_loss: 0.0311782 | Time: 3129.06 ms
[2021-06-27 07:22:35	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311592 | val_loss: 0.0311784 | Time: 3142.55 ms
[2021-06-27 07:22:38	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311569 | val_loss: 0.031181 | Time: 3122.08 ms
[2021-06-27 07:22:41	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311575 | val_loss: 0.0311777 | Time: 3140.91 ms
[2021-06-27 07:22:44	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311605 | val_loss: 0.0311787 | Time: 3146.7 ms
[2021-06-27 07:22:47	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311596 | val_loss: 0.0311854 | Time: 3148.71 ms
[2021-06-27 07:22:51	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311564 | val_loss: 0.03118 | Time: 3119.5 ms
[2021-06-27 07:22:54	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311676 | val_loss: 0.0311914 | Time: 3192.9 ms
[2021-06-27 07:22:57	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311832 | val_loss: 0.0311815 | Time: 3156.26 ms
[2021-06-27 07:23:00	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311792 | val_loss: 0.0311805 | Time: 3131.39 ms
[2021-06-27 07:23:03	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031176 | val_loss: 0.0311776 | Time: 3151.73 ms
[2021-06-27 07:23:06	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031175 | val_loss: 0.031177 | Time: 3131.33 ms
[2021-06-27 07:23:10	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311764 | val_loss: 0.0311823 | Time: 3182.3 ms
[2021-06-27 07:23:13	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031178 | val_loss: 0.0311828 | Time: 3148.55 ms
[2021-06-27 07:23:16	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311738 | val_loss: 0.0311755 | Time: 3121.56 ms
[2021-06-27 07:23:19	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311728 | val_loss: 0.0311776 | Time: 3150.09 ms
[2021-06-27 07:23:22	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311732 | val_loss: 0.0311787 | Time: 3131.77 ms
[2021-06-27 07:23:25	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311742 | val_loss: 0.0311786 | Time: 3189.3 ms
[2021-06-27 07:23:29	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311743 | val_loss: 0.0311756 | Time: 3210.66 ms
[2021-06-27 07:23:32	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311726 | val_loss: 0.0311744 | Time: 3118 ms
[2021-06-27 07:23:35	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311699 | val_loss: 0.0311747 | Time: 3124.68 ms
[2021-06-27 07:23:38	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311706 | val_loss: 0.0311776 | Time: 3125.03 ms
[2021-06-27 07:23:41	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311724 | val_loss: 0.0311751 | Time: 3134.82 ms
[2021-06-27 07:23:44	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311711 | val_loss: 0.0311755 | Time: 3106.82 ms
[2021-06-27 07:23:47	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311703 | val_loss: 0.0311747 | Time: 3143.83 ms
[2021-06-27 07:23:50	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311712 | val_loss: 0.0311801 | Time: 3136.78 ms
[2021-06-27 07:23:54	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311749 | val_loss: 0.031185 | Time: 3135.91 ms
[2021-06-27 07:23:57	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311732 | val_loss: 0.0311809 | Time: 3165.73 ms
[2021-06-27 07:24:00	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311707 | val_loss: 0.0311749 | Time: 3276.91 ms
[2021-06-27 07:24:03	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311682 | val_loss: 0.031174 | Time: 3115.81 ms
[2021-06-27 07:24:06	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311675 | val_loss: 0.0311757 | Time: 3144.36 ms
[2021-06-27 07:24:09	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031168 | val_loss: 0.0311753 | Time: 3132.95 ms
[2021-06-27 07:24:13	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311679 | val_loss: 0.0311748 | Time: 3122.94 ms
[2021-06-27 07:24:16	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311666 | val_loss: 0.0311762 | Time: 3121.92 ms
[2021-06-27 07:24:19	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311688 | val_loss: 0.0311748 | Time: 3128.99 ms
[2021-06-27 07:24:22	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311677 | val_loss: 0.031177 | Time: 3145.67 ms
[2021-06-27 07:24:25	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311692 | val_loss: 0.0311784 | Time: 3142.35 ms
[2021-06-27 07:24:28	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311696 | val_loss: 0.0311751 | Time: 3124.43 ms
[2021-06-27 07:24:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311672 | val_loss: 0.0311731 | Time: 3120.27 ms
[2021-06-27 07:24:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311696 | val_loss: 0.0311779 | Time: 3133.62 ms
[2021-06-27 07:24:38	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311771 | val_loss: 0.0311806 | Time: 3146.21 ms
[2021-06-27 07:24:41	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311793 | val_loss: 0.0311781 | Time: 3137.46 ms
[2021-06-27 07:24:44	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311776 | val_loss: 0.0311781 | Time: 3144 ms
[2021-06-27 07:24:47	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311767 | val_loss: 0.0311779 | Time: 3131.57 ms
[2021-06-27 07:24:50	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311762 | val_loss: 0.0311774 | Time: 3134.93 ms
[2021-06-27 07:24:53	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311761 | val_loss: 0.0311771 | Time: 3152.97 ms
[2021-06-27 07:24:57	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311764 | val_loss: 0.0311786 | Time: 3143.29 ms
[2021-06-27 07:25:00	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311747 | val_loss: 0.0311793 | Time: 3125.72 ms
[2021-06-27 07:25:03	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311742 | val_loss: 0.0311762 | Time: 3139.46 ms
[2021-06-27 07:25:06	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311728 | val_loss: 0.0311768 | Time: 3114.93 ms
[2021-06-27 07:25:09	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311746 | val_loss: 0.0311773 | Time: 3143.96 ms
[2021-06-27 07:25:12	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311733 | val_loss: 0.0311753 | Time: 3175.22 ms
[2021-06-27 07:25:15	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311715 | val_loss: 0.0311754 | Time: 3129.87 ms
[2021-06-27 07:25:18	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311715 | val_loss: 0.0311764 | Time: 3135.63 ms
[2021-06-27 07:25:22	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311702 | val_loss: 0.0311754 | Time: 3143.02 ms
[2021-06-27 07:25:25	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311702 | val_loss: 0.0311754 | Time: 3129.94 ms
[2021-06-27 07:25:28	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311696 | val_loss: 0.0311754 | Time: 3142.62 ms
[2021-06-27 07:25:31	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311711 | val_loss: 0.0311776 | Time: 3125.33 ms
[2021-06-27 07:25:34	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311696 | val_loss: 0.0311755 | Time: 3143.81 ms
[2021-06-27 07:25:37	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311691 | val_loss: 0.0311752 | Time: 3124.61 ms
[2021-06-27 07:25:40	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311685 | val_loss: 0.0311758 | Time: 3142.75 ms
[2021-06-27 07:25:44	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311688 | val_loss: 0.0311764 | Time: 3139.58 ms
[2021-06-27 07:25:47	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311693 | val_loss: 0.0311788 | Time: 3132.86 ms
[2021-06-27 07:25:50	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311688 | val_loss: 0.0311761 | Time: 3125.08 ms
[2021-06-27 07:25:53	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311701 | val_loss: 0.0311815 | Time: 3139.79 ms
[2021-06-27 07:25:56	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311762 | val_loss: 0.0311858 | Time: 3116.62 ms
[2021-06-27 07:25:59	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311756 | val_loss: 0.0311767 | Time: 3145.4 ms
[2021-06-27 07:26:02	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311709 | val_loss: 0.0311777 | Time: 3114.38 ms
[2021-06-27 07:26:06	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311697 | val_loss: 0.0311768 | Time: 3140.43 ms
[2021-06-27 07:26:09	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311678 | val_loss: 0.0311771 | Time: 3147.68 ms
[2021-06-27 07:26:12	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311671 | val_loss: 0.0311776 | Time: 3112.73 ms
[2021-06-27 07:26:15	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311677 | val_loss: 0.0311769 | Time: 3183.76 ms
[2021-06-27 07:26:18	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311674 | val_loss: 0.0311762 | Time: 3127.75 ms
[2021-06-27 07:26:21	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311674 | val_loss: 0.031177 | Time: 3131.09 ms
[2021-06-27 07:26:24	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311663 | val_loss: 0.0311767 | Time: 3134.75 ms
[2021-06-27 07:26:28	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311669 | val_loss: 0.0311771 | Time: 3120.63 ms
[2021-06-27 07:26:31	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311677 | val_loss: 0.0311794 | Time: 3137.1 ms
[2021-06-27 07:26:34	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311665 | val_loss: 0.0311774 | Time: 3144.94 ms
[2021-06-27 07:26:37	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311654 | val_loss: 0.0311757 | Time: 3137.84 ms
[2021-06-27 07:26:40	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311658 | val_loss: 0.0311816 | Time: 3100.42 ms
[2021-06-27 07:26:43	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311676 | val_loss: 0.0311767 | Time: 3135.74 ms
[2021-06-27 07:26:46	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 3131.91 ms
[2021-06-27 07:26:50	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311661 | val_loss: 0.0311739 | Time: 3143.55 ms
[2021-06-27 07:26:53	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311667 | val_loss: 0.0311747 | Time: 3138.71 ms
[2021-06-27 07:26:56	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311676 | val_loss: 0.0311764 | Time: 3132.59 ms
[2021-06-27 07:26:59	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311673 | val_loss: 0.0311779 | Time: 3116.55 ms
[2021-06-27 07:27:02	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311672 | val_loss: 0.0311762 | Time: 3123.77 ms
[2021-06-27 07:27:05	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311653 | val_loss: 0.0311735 | Time: 3150.63 ms
[2021-06-27 07:27:08	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311643 | val_loss: 0.0311746 | Time: 3164 ms
[2021-06-27 07:27:11	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031165 | val_loss: 0.0311752 | Time: 3127.1 ms
[2021-06-27 07:27:15	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311648 | val_loss: 0.0311731 | Time: 3124.45 ms
[2021-06-27 07:27:18	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311641 | val_loss: 0.0311755 | Time: 3115.7 ms
[2021-06-27 07:27:21	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031165 | val_loss: 0.0311815 | Time: 3121.71 ms
[2021-06-27 07:27:24	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311645 | val_loss: 0.0311738 | Time: 3104.97 ms
[2021-06-27 07:27:27	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311629 | val_loss: 0.0311746 | Time: 3116.12 ms
[2021-06-27 07:27:30	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311628 | val_loss: 0.0311748 | Time: 3118.39 ms
[2021-06-27 07:27:33	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311638 | val_loss: 0.0311774 | Time: 3121.57 ms
[2021-06-27 07:27:36	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311658 | val_loss: 0.031177 | Time: 3142.97 ms
[2021-06-27 07:27:40	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311657 | val_loss: 0.0311741 | Time: 3145.66 ms
[2021-06-27 07:27:43	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311627 | val_loss: 0.0311737 | Time: 3121.33 ms
[2021-06-27 07:27:46	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311621 | val_loss: 0.0311772 | Time: 3140.71 ms
[2021-06-27 07:27:49	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311618 | val_loss: 0.0311747 | Time: 3124.47 ms
[2021-06-27 07:27:52	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311633 | val_loss: 0.0311801 | Time: 3128.82 ms
[2021-06-27 07:27:55	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311671 | val_loss: 0.0311814 | Time: 3112.59 ms
[2021-06-27 07:27:58	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311648 | val_loss: 0.031178 | Time: 3121.42 ms
[2021-06-27 07:28:02	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311623 | val_loss: 0.0311778 | Time: 3122.32 ms
[2021-06-27 07:28:05	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311624 | val_loss: 0.0311764 | Time: 3132.69 ms
[2021-06-27 07:28:08	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031162 | val_loss: 0.0311781 | Time: 3148.9 ms
[2021-06-27 07:28:11	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311648 | val_loss: 0.0311763 | Time: 3129.38 ms
[2021-06-27 07:28:14	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311628 | val_loss: 0.0311769 | Time: 3129.09 ms
[2021-06-27 07:28:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311623 | val_loss: 0.0311782 | Time: 3107.81 ms
[2021-06-27 07:28:20	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031163 | val_loss: 0.0311756 | Time: 3111.78 ms
[2021-06-27 07:28:23	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311629 | val_loss: 0.0311754 | Time: 3125.22 ms
[2021-06-27 07:28:27	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311651 | val_loss: 0.0311741 | Time: 3142.78 ms
[2021-06-27 07:28:30	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311621 | val_loss: 0.0311779 | Time: 3119.39 ms
[2021-06-27 07:28:33	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311615 | val_loss: 0.0311758 | Time: 3118.45 ms
[2021-06-27 07:28:36	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311611 | val_loss: 0.0311764 | Time: 3122.59 ms
[2021-06-27 07:28:39	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311607 | val_loss: 0.0311769 | Time: 3117.89 ms
[2021-06-27 07:28:42	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311607 | val_loss: 0.0311768 | Time: 3163.63 ms
[2021-06-27 07:28:45	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311615 | val_loss: 0.0311764 | Time: 3135.58 ms
[2021-06-27 07:28:48	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311602 | val_loss: 0.0311781 | Time: 3115.62 ms
[2021-06-27 07:28:52	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311599 | val_loss: 0.0311753 | Time: 3115.6 ms
[2021-06-27 07:28:55	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 3131.35 ms
[2021-06-27 07:28:58	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311583 | val_loss: 0.0311755 | Time: 3141.57 ms
[2021-06-27 07:29:01	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031163 | val_loss: 0.0311742 | Time: 3142.8 ms
[2021-06-27 07:29:04	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311657 | val_loss: 0.0311761 | Time: 3136.49 ms
[2021-06-27 07:29:07	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311672 | val_loss: 0.0311788 | Time: 3131.1 ms
[2021-06-27 07:29:10	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311659 | val_loss: 0.031179 | Time: 3132.57 ms
[2021-06-27 07:29:14	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311639 | val_loss: 0.0311762 | Time: 3153.62 ms
[2021-06-27 07:29:17	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311623 | val_loss: 0.0311746 | Time: 3119.53 ms
[2021-06-27 07:29:20	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.031162 | val_loss: 0.0311732 | Time: 3128.55 ms
[2021-06-27 07:29:23	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311635 | val_loss: 0.0311755 | Time: 3120.73 ms
[2021-06-27 07:29:26	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311608 | val_loss: 0.0311743 | Time: 3109.24 ms
[2021-06-27 07:29:29	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311602 | val_loss: 0.031176 | Time: 3142.25 ms
[2021-06-27 07:29:32	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311594 | val_loss: 0.0311764 | Time: 3120.14 ms
[2021-06-27 07:29:35	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 3115.73 ms
[2021-06-27 07:29:39	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311577 | val_loss: 0.0311767 | Time: 3146.85 ms
[2021-06-27 07:29:42	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311595 | val_loss: 0.0311816 | Time: 3154.9 ms
[2021-06-27 07:29:45	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311607 | val_loss: 0.0311779 | Time: 3125.77 ms
[2021-06-27 07:29:48	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311608 | val_loss: 0.0311774 | Time: 3166.47 ms
[2021-06-27 07:29:51	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.03116 | val_loss: 0.0311794 | Time: 3266.63 ms
[2021-06-27 07:29:54	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311595 | val_loss: 0.0311755 | Time: 3147.2 ms
[2021-06-27 07:29:58	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311583 | val_loss: 0.0311766 | Time: 3140.74 ms
[2021-06-27 07:29:58	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311766
[2021-06-27 07:29:58	                main:603]	:	INFO	:	Saving end state to config to file
[2021-06-27 07:29:58	                main:608]	:	INFO	:	Success, exiting..
07:29:58 (1420): 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)