Task 7663269

Name ParityModified-1631733254-14548-2_1
Workunit 5248305
Created 28 Sep 2021, 1:59:09 UTC
Sent 28 Sep 2021, 2:30:22 UTC
Report deadline 5 Oct 2021, 2:30:22 UTC
Received 3 Oct 2021, 15:13:56 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5710
Run time 2 hours 29 min 30 sec
CPU time 2 hours 5 min 24 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,277.15 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
    main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311556 | val_loss: 0.0311605 | Time: 4138.32 ms
[2021-10-03 10:20:14	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311522 | val_loss: 0.0311689 | Time: 4211 ms
[2021-10-03 10:20:18	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311554 | val_loss: 0.0311783 | Time: 4211.21 ms
[2021-10-03 10:20:22	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311603 | val_loss: 0.0311597 | Time: 4118.79 ms
[2021-10-03 10:20:26	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311568 | val_loss: 0.0311618 | Time: 4099.31 ms
[2021-10-03 10:20:30	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311536 | val_loss: 0.0311591 | Time: 4150.48 ms
[2021-10-03 10:20:35	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311527 | val_loss: 0.0311585 | Time: 4217.24 ms
[2021-10-03 10:20:39	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311523 | val_loss: 0.0311624 | Time: 4158.64 ms
[2021-10-03 10:20:43	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.031149 | val_loss: 0.0311546 | Time: 4034.58 ms
[2021-10-03 10:20:47	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311485 | val_loss: 0.0311581 | Time: 4116.4 ms
[2021-10-03 10:20:51	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311463 | val_loss: 0.0311542 | Time: 4105.82 ms
[2021-10-03 10:20:55	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311443 | val_loss: 0.0311524 | Time: 4120.49 ms
[2021-10-03 10:20:59	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.031145 | val_loss: 0.0311576 | Time: 4178.97 ms
[2021-10-03 10:21:04	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311471 | val_loss: 0.0311628 | Time: 4150.13 ms
[2021-10-03 10:21:08	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311508 | val_loss: 0.0311545 | Time: 4052.33 ms
[2021-10-03 10:21:12	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311463 | val_loss: 0.0311553 | Time: 4058.89 ms
[2021-10-03 10:21:16	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311483 | val_loss: 0.0311545 | Time: 4092.36 ms
[2021-10-03 10:21:20	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311477 | val_loss: 0.0311552 | Time: 4050.32 ms
[2021-10-03 10:21:24	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311501 | val_loss: 0.0311592 | Time: 4207.41 ms
[2021-10-03 10:21:28	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031151 | val_loss: 0.0311673 | Time: 4146.82 ms
[2021-10-03 10:21:32	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311481 | val_loss: 0.0311544 | Time: 4037.72 ms
[2021-10-03 10:21:37	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311452 | val_loss: 0.0311527 | Time: 4260.38 ms
[2021-10-03 10:21:41	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311466 | val_loss: 0.0311551 | Time: 4116.89 ms
[2021-10-03 10:21:45	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.031146 | val_loss: 0.0311536 | Time: 4056.75 ms
[2021-10-03 10:21:49	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311442 | val_loss: 0.0311522 | Time: 4231.08 ms
[2021-10-03 10:21:53	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311426 | val_loss: 0.0311514 | Time: 4126.07 ms
[2021-10-03 10:21:57	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311422 | val_loss: 0.0311528 | Time: 4036.87 ms
[2021-10-03 10:22:01	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311458 | val_loss: 0.0311529 | Time: 4118.43 ms
[2021-10-03 10:22:05	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311437 | val_loss: 0.0311505 | Time: 4114.9 ms
[2021-10-03 10:22:10	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311445 | val_loss: 0.0311611 | Time: 4090.47 ms
[2021-10-03 10:22:14	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311472 | val_loss: 0.0311538 | Time: 4279.14 ms
[2021-10-03 10:22:18	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311419 | val_loss: 0.0311547 | Time: 4049.16 ms
[2021-10-03 10:22:22	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311426 | val_loss: 0.0311519 | Time: 4096.59 ms
[2021-10-03 10:22:26	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311418 | val_loss: 0.0311533 | Time: 4098.82 ms
[2021-10-03 10:22:30	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311445 | val_loss: 0.0311579 | Time: 4126.79 ms
[2021-10-03 10:22:34	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311426 | val_loss: 0.0311519 | Time: 4118.67 ms
[2021-10-03 10:22:38	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311407 | val_loss: 0.0311499 | Time: 4071.52 ms
[2021-10-03 10:22:43	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311414 | val_loss: 0.0311544 | Time: 4168.77 ms
[2021-10-03 10:22:47	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311411 | val_loss: 0.0311547 | Time: 4129.56 ms
[2021-10-03 10:22:51	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311433 | val_loss: 0.0311529 | Time: 4095.71 ms
[2021-10-03 10:22:55	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311419 | val_loss: 0.0311574 | Time: 4145.16 ms
[2021-10-03 10:22:59	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311443 | val_loss: 0.0311533 | Time: 4081.08 ms
[2021-10-03 10:23:03	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311435 | val_loss: 0.0311664 | Time: 4126.4 ms
[2021-10-03 10:23:07	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.031145 | val_loss: 0.0311517 | Time: 4117.94 ms
[2021-10-03 10:23:11	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311443 | val_loss: 0.0311565 | Time: 4147.12 ms
[2021-10-03 10:23:16	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311451 | val_loss: 0.0311552 | Time: 4178.27 ms
[2021-10-03 10:23:20	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311427 | val_loss: 0.0311513 | Time: 4122.56 ms
[2021-10-03 10:23:24	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311415 | val_loss: 0.031152 | Time: 4058.17 ms
[2021-10-03 10:23:28	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311385 | val_loss: 0.0311527 | Time: 4104.56 ms
[2021-10-03 10:23:32	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311401 | val_loss: 0.0311497 | Time: 4170.4 ms
[2021-10-03 10:23:36	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311383 | val_loss: 0.0311539 | Time: 4136.22 ms
[2021-10-03 10:23:40	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311397 | val_loss: 0.0311535 | Time: 4061.49 ms
[2021-10-03 10:23:44	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311425 | val_loss: 0.031152 | Time: 4114.92 ms
[2021-10-03 10:23:49	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311411 | val_loss: 0.0311503 | Time: 4276.73 ms
[2021-10-03 10:23:53	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311393 | val_loss: 0.0311505 | Time: 4113.56 ms
[2021-10-03 10:23:57	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311403 | val_loss: 0.0311567 | Time: 4207.07 ms
[2021-10-03 10:24:01	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311388 | val_loss: 0.0311564 | Time: 4086.32 ms
[2021-10-03 10:24:05	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311464 | val_loss: 0.0311603 | Time: 4127.03 ms
[2021-10-03 10:24:09	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311434 | val_loss: 0.031153 | Time: 4131.66 ms
[2021-10-03 10:24:14	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311397 | val_loss: 0.0311521 | Time: 4091.73 ms
[2021-10-03 10:24:18	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311397 | val_loss: 0.0311505 | Time: 4035.74 ms
[2021-10-03 10:24:22	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311419 | val_loss: 0.0311539 | Time: 4121.41 ms
[2021-10-03 10:24:26	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311409 | val_loss: 0.0311613 | Time: 4211.33 ms
[2021-10-03 10:24:30	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311429 | val_loss: 0.0311501 | Time: 4192.4 ms
[2021-10-03 10:24:34	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311421 | val_loss: 0.0311499 | Time: 4145.27 ms
[2021-10-03 10:24:38	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311416 | val_loss: 0.0311492 | Time: 4099.1 ms
[2021-10-03 10:24:42	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.03114 | val_loss: 0.0311476 | Time: 4101.06 ms
[2021-10-03 10:24:47	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311393 | val_loss: 0.03115 | Time: 4117.54 ms
[2021-10-03 10:24:51	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311414 | val_loss: 0.0311491 | Time: 4197.25 ms
[2021-10-03 10:24:55	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311408 | val_loss: 0.0311492 | Time: 4064.89 ms
[2021-10-03 10:24:59	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.031139 | val_loss: 0.0311562 | Time: 4132.63 ms
[2021-10-03 10:25:03	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311459 | val_loss: 0.0311557 | Time: 4003.79 ms
[2021-10-03 10:25:07	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311405 | val_loss: 0.0311534 | Time: 4201.04 ms
[2021-10-03 10:25:11	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311425 | val_loss: 0.0311486 | Time: 4115.41 ms
[2021-10-03 10:25:16	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311424 | val_loss: 0.0311544 | Time: 4166.05 ms
[2021-10-03 10:25:20	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311424 | val_loss: 0.0311473 | Time: 4041.65 ms
[2021-10-03 10:25:24	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311373 | val_loss: 0.0311478 | Time: 4100.46 ms
[2021-10-03 10:25:28	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311371 | val_loss: 0.0311492 | Time: 4003.72 ms
[2021-10-03 10:25:32	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311415 | val_loss: 0.0311538 | Time: 4117.07 ms
[2021-10-03 10:25:36	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311415 | val_loss: 0.0311477 | Time: 4087.6 ms
[2021-10-03 10:25:40	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311425 | val_loss: 0.0311535 | Time: 4122.5 ms
[2021-10-03 10:25:44	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311382 | val_loss: 0.0311471 | Time: 4112.48 ms
[2021-10-03 10:25:48	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311378 | val_loss: 0.031147 | Time: 4164.43 ms
[2021-10-03 10:25:52	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311372 | val_loss: 0.0311471 | Time: 4127.19 ms
[2021-10-03 10:25:57	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311367 | val_loss: 0.0311499 | Time: 4113.97 ms
[2021-10-03 10:26:01	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311368 | val_loss: 0.0311499 | Time: 4081.05 ms
[2021-10-03 10:26:05	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311358 | val_loss: 0.0311518 | Time: 4188.22 ms
[2021-10-03 10:26:09	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311428 | val_loss: 0.0311506 | Time: 4205.34 ms
[2021-10-03 10:26:13	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311405 | val_loss: 0.0311524 | Time: 4144.35 ms
[2021-10-03 10:26:17	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031138 | val_loss: 0.0311528 | Time: 4108.86 ms
[2021-10-03 10:26:22	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311411 | val_loss: 0.0311527 | Time: 4161.96 ms
[2021-10-03 10:26:26	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311386 | val_loss: 0.0311532 | Time: 4250.06 ms
[2021-10-03 10:26:30	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031138 | val_loss: 0.0311481 | Time: 4106.04 ms
[2021-10-03 10:26:34	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031137 | val_loss: 0.0311489 | Time: 4056.93 ms
[2021-10-03 10:26:38	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311395 | val_loss: 0.0311501 | Time: 4182.16 ms
[2021-10-03 10:26:42	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311379 | val_loss: 0.0311491 | Time: 4143.88 ms
[2021-10-03 10:26:46	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311392 | val_loss: 0.0311496 | Time: 4071.44 ms
[2021-10-03 10:26:51	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311346 | val_loss: 0.0311521 | Time: 4155.9 ms
[2021-10-03 10:26:55	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311343 | val_loss: 0.0311536 | Time: 4113.89 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti)
[2021-10-03 10:46:59	                main:435]	:	INFO	:	Set logging level to 1
[2021-10-03 10:46:59	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-10-03 10:46:59	                main:444]	:	INFO	:	Resolving all filenames
[2021-10-03 10:46:59	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-10-03 10:46:59	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733254-14548-2_1_r698465161_1 (exists = 1)
[2021-10-03 10:46:59	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733254-14548-2_1_r698465161_0 (exists = 0)
[2021-10-03 10:46:59	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631733254-14548-2 (exists = 1)
[2021-10-03 10:46:59	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-10-03 10:46:59	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-10-03 10:46:59	                main:474]	:	INFO	:	Configuration: 
[2021-10-03 10:46:59	                main:475]	:	INFO	:	    Model type: GRU
[2021-10-03 10:46:59	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-10-03 10:46:59	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-10-03 10:46:59	                main:478]	:	INFO	:	    Batch Size: 128
[2021-10-03 10:46:59	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-10-03 10:46:59	                main:480]	:	INFO	:	    Patience: 10
[2021-10-03 10:46:59	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-10-03 10:46:59	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-10-03 10:46:59	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-10-03 10:46:59	                main:484]	:	INFO	:	    # Threads: 1
[2021-10-03 10:46:59	                main:486]	:	INFO	:	Preparing Dataset
[2021-10-03 10:46:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-03 10:47:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-03 10:47:09	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-10-03 10:47:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-03 10:47:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-10-03 10:47:09	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-10-03 10:47:09	                main:494]	:	INFO	:	Creating Model
[2021-10-03 10:47:09	                main:507]	:	INFO	:	Preparing config file
[2021-10-03 10:47:09	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-10-03 10:47:09	                main:512]	:	INFO	:	Loading config
[2021-10-03 10:47:09	                main:514]	:	INFO	:	Loading state
[2021-10-03 10:47:12	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-10-03 10:47:12	                main:562]	:	INFO	:	Starting Training
[2021-10-03 10:47:17	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0314144 | val_loss: 0.0312548 | Time: 5618.25 ms
[2021-10-03 10:47:21	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0312217 | val_loss: 0.0311798 | Time: 4180.86 ms
[2021-10-03 10:47:25	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311521 | val_loss: 0.0311604 | Time: 4110.46 ms
[2021-10-03 10:47:30	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311434 | val_loss: 0.0311489 | Time: 4172.87 ms
[2021-10-03 10:47:34	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311379 | val_loss: 0.0311488 | Time: 4148.51 ms
[2021-10-03 10:47:38	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311357 | val_loss: 0.0311562 | Time: 4106.82 ms
[2021-10-03 10:47:42	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311398 | val_loss: 0.0311497 | Time: 4106.25 ms
[2021-10-03 10:47:46	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311355 | val_loss: 0.0311487 | Time: 4117.16 ms
[2021-10-03 10:47:50	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311362 | val_loss: 0.0311495 | Time: 4142.99 ms
[2021-10-03 10:47:54	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311337 | val_loss: 0.0311461 | Time: 4125.83 ms
[2021-10-03 10:47:59	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311336 | val_loss: 0.0311496 | Time: 4108.76 ms
[2021-10-03 10:48:03	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311346 | val_loss: 0.0311614 | Time: 4106.24 ms
[2021-10-03 10:48:07	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311369 | val_loss: 0.0311477 | Time: 4119.48 ms
[2021-10-03 10:48:11	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311373 | val_loss: 0.0311471 | Time: 4085.07 ms
[2021-10-03 10:48:15	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311357 | val_loss: 0.0311466 | Time: 4169.12 ms
[2021-10-03 10:48:19	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311362 | val_loss: 0.0311495 | Time: 4269.21 ms
[2021-10-03 10:48:23	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031138 | val_loss: 0.0311463 | Time: 4084.34 ms
[2021-10-03 10:48:28	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311349 | val_loss: 0.0311502 | Time: 4325.06 ms
[2021-10-03 10:48:32	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311414 | val_loss: 0.0311549 | Time: 4199.46 ms
[2021-10-03 10:48:36	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311431 | val_loss: 0.0311565 | Time: 4133.07 ms
[2021-10-03 10:48:40	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311405 | val_loss: 0.0311537 | Time: 4125.22 ms
[2021-10-03 10:48:44	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311336 | val_loss: 0.0311449 | Time: 4036.93 ms
[2021-10-03 10:48:48	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311349 | val_loss: 0.0311573 | Time: 4117 ms
[2021-10-03 10:48:53	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311362 | val_loss: 0.0311491 | Time: 4210.49 ms
[2021-10-03 10:48:57	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311323 | val_loss: 0.03115 | Time: 4116.12 ms
[2021-10-03 10:49:01	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311339 | val_loss: 0.031145 | Time: 4165.62 ms
[2021-10-03 10:49:05	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311369 | val_loss: 0.0311527 | Time: 4069.49 ms
[2021-10-03 10:49:09	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311345 | val_loss: 0.0311472 | Time: 4116.48 ms
[2021-10-03 10:49:13	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311316 | val_loss: 0.0311435 | Time: 4179.74 ms
[2021-10-03 10:49:17	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311303 | val_loss: 0.0311436 | Time: 4134.27 ms
[2021-10-03 10:49:22	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311291 | val_loss: 0.031151 | Time: 4165.16 ms
[2021-10-03 10:49:26	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311384 | val_loss: 0.0311577 | Time: 4035.71 ms
[2021-10-03 10:49:30	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311454 | val_loss: 0.031148 | Time: 4286.57 ms
[2021-10-03 10:49:34	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031142 | val_loss: 0.0311505 | Time: 4137.43 ms
[2021-10-03 10:49:38	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311405 | val_loss: 0.0311476 | Time: 4080.98 ms
[2021-10-03 10:49:42	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311392 | val_loss: 0.0311454 | Time: 4106.1 ms
[2021-10-03 10:49:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311379 | val_loss: 0.0311479 | Time: 4185.59 ms
[2021-10-03 10:49:51	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311392 | val_loss: 0.0311512 | Time: 4256.18 ms
[2021-10-03 10:49:55	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311387 | val_loss: 0.0311486 | Time: 4140.94 ms
[2021-10-03 10:49:59	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311371 | val_loss: 0.0311453 | Time: 4210.03 ms
[2021-10-03 10:50:03	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311405 | val_loss: 0.031144 | Time: 4231.73 ms
[2021-10-03 10:50:08	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311372 | val_loss: 0.0311445 | Time: 4193.32 ms
[2021-10-03 10:50:12	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311354 | val_loss: 0.0311429 | Time: 4118.1 ms
[2021-10-03 10:50:16	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311336 | val_loss: 0.0311438 | Time: 4134.88 ms
[2021-10-03 10:50:20	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311349 | val_loss: 0.0311429 | Time: 4251.77 ms
[2021-10-03 10:50:24	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311357 | val_loss: 0.0311439 | Time: 4149.34 ms
[2021-10-03 10:50:28	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311336 | val_loss: 0.031141 | Time: 4105.86 ms
[2021-10-03 10:50:33	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311315 | val_loss: 0.0311439 | Time: 4163.32 ms
[2021-10-03 10:50:37	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311309 | val_loss: 0.0311415 | Time: 4157.31 ms
[2021-10-03 10:50:41	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311322 | val_loss: 0.0311452 | Time: 4172.2 ms
[2021-10-03 10:50:45	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311317 | val_loss: 0.0311443 | Time: 4111.89 ms
[2021-10-03 10:50:49	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311325 | val_loss: 0.0311456 | Time: 4055.77 ms
[2021-10-03 10:50:53	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311337 | val_loss: 0.0311457 | Time: 4147.67 ms
[2021-10-03 10:50:57	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311371 | val_loss: 0.0311502 | Time: 4125.48 ms
[2021-10-03 10:51:02	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.03114 | val_loss: 0.0311457 | Time: 4170.89 ms
[2021-10-03 10:51:06	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311337 | val_loss: 0.0311487 | Time: 4195.83 ms
[2021-10-03 10:51:10	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311321 | val_loss: 0.031145 | Time: 4173.97 ms
[2021-10-03 10:51:14	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311322 | val_loss: 0.031164 | Time: 4247.67 ms
[2021-10-03 10:51:18	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311445 | val_loss: 0.0311443 | Time: 4101.17 ms
[2021-10-03 10:51:22	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311348 | val_loss: 0.0311476 | Time: 4147.96 ms
[2021-10-03 10:51:27	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311358 | val_loss: 0.0311453 | Time: 4170.54 ms
[2021-10-03 10:51:31	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311313 | val_loss: 0.0311445 | Time: 4128.81 ms
[2021-10-03 10:51:35	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311296 | val_loss: 0.0311428 | Time: 4172.62 ms
[2021-10-03 10:51:39	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311291 | val_loss: 0.0311431 | Time: 4152.19 ms
[2021-10-03 10:51:43	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311305 | val_loss: 0.0311532 | Time: 4039.93 ms
[2021-10-03 10:51:47	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311335 | val_loss: 0.031144 | Time: 4114.28 ms
[2021-10-03 10:51:51	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311305 | val_loss: 0.0311451 | Time: 4113.91 ms
[2021-10-03 10:51:56	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311321 | val_loss: 0.0311517 | Time: 4210.66 ms
[2021-10-03 10:52:00	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031131 | val_loss: 0.0311432 | Time: 4138.35 ms
[2021-10-03 10:52:04	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.031128 | val_loss: 0.0311453 | Time: 4143.08 ms
[2021-10-03 10:52:08	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311293 | val_loss: 0.0311446 | Time: 4172.21 ms
[2021-10-03 10:52:12	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311336 | val_loss: 0.0311486 | Time: 4088.01 ms
[2021-10-03 10:52:16	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311297 | val_loss: 0.0311422 | Time: 4090.99 ms
[2021-10-03 10:52:20	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311277 | val_loss: 0.031142 | Time: 4080.53 ms
[2021-10-03 10:52:25	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311268 | val_loss: 0.0311421 | Time: 4213.57 ms
[2021-10-03 10:52:29	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311285 | val_loss: 0.0311427 | Time: 4087.98 ms
[2021-10-03 10:52:33	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311272 | val_loss: 0.031144 | Time: 4145.46 ms
[2021-10-03 10:52:37	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311298 | val_loss: 0.0311406 | Time: 4100.99 ms
[2021-10-03 10:52:41	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311282 | val_loss: 0.0311413 | Time: 4167.02 ms
[2021-10-03 10:52:45	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311276 | val_loss: 0.0311413 | Time: 4103.73 ms
[2021-10-03 10:52:49	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311284 | val_loss: 0.0311416 | Time: 4191.07 ms
[2021-10-03 10:52:54	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311283 | val_loss: 0.0311417 | Time: 4167.57 ms
[2021-10-03 10:52:58	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311301 | val_loss: 0.0311456 | Time: 4138.12 ms
[2021-10-03 10:53:02	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311309 | val_loss: 0.0311425 | Time: 4227.95 ms
[2021-10-03 10:53:06	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311294 | val_loss: 0.0311431 | Time: 4187.25 ms
[2021-10-03 10:53:10	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311307 | val_loss: 0.0311497 | Time: 4169.37 ms
[2021-10-03 10:53:14	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311395 | val_loss: 0.0311474 | Time: 4140.83 ms
[2021-10-03 10:53:19	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311289 | val_loss: 0.0311422 | Time: 4240.15 ms
[2021-10-03 10:53:23	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311284 | val_loss: 0.0311418 | Time: 4099.28 ms
[2021-10-03 10:53:27	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311319 | val_loss: 0.0311463 | Time: 4126.49 ms
[2021-10-03 10:53:31	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031131 | val_loss: 0.0311406 | Time: 4150.07 ms
[2021-10-03 10:53:35	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311298 | val_loss: 0.0311434 | Time: 4186.67 ms
[2021-10-03 10:53:39	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311301 | val_loss: 0.0311424 | Time: 4112.08 ms
[2021-10-03 10:53:44	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311306 | val_loss: 0.0311419 | Time: 4186.4 ms
[2021-10-03 10:53:48	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311334 | val_loss: 0.0311432 | Time: 4130.76 ms
[2021-10-03 10:53:52	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311328 | val_loss: 0.0311472 | Time: 4036.91 ms
[2021-10-03 10:53:56	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311326 | val_loss: 0.0311408 | Time: 4129.8 ms
[2021-10-03 10:54:00	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031129 | val_loss: 0.0311414 | Time: 4083.8 ms
[2021-10-03 10:54:04	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311279 | val_loss: 0.0311403 | Time: 4152.54 ms
[2021-10-03 10:54:08	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.03113 | val_loss: 0.0311421 | Time: 4128.62 ms
[2021-10-03 10:54:12	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311297 | val_loss: 0.0311456 | Time: 4097.11 ms
[2021-10-03 10:54:16	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311305 | val_loss: 0.0311423 | Time: 4013.34 ms
[2021-10-03 10:54:21	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311297 | val_loss: 0.0311446 | Time: 4112.77 ms
[2021-10-03 10:54:25	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311294 | val_loss: 0.0311427 | Time: 4115.7 ms
[2021-10-03 10:54:29	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311322 | val_loss: 0.0311439 | Time: 4045.91 ms
[2021-10-03 10:54:33	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311365 | val_loss: 0.0311468 | Time: 4070.7 ms
[2021-10-03 10:54:37	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311369 | val_loss: 0.031143 | Time: 4124.16 ms
[2021-10-03 10:54:41	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311355 | val_loss: 0.031142 | Time: 4096.15 ms
[2021-10-03 10:54:45	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311334 | val_loss: 0.0311437 | Time: 4167.01 ms
[2021-10-03 10:54:49	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311351 | val_loss: 0.0311451 | Time: 4073.6 ms
[2021-10-03 10:54:53	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311415 | val_loss: 0.0311539 | Time: 4120.8 ms
[2021-10-03 10:54:58	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031136 | val_loss: 0.0311445 | Time: 4134.98 ms
[2021-10-03 10:55:02	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311324 | val_loss: 0.0311474 | Time: 4144.48 ms
[2021-10-03 10:55:06	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311323 | val_loss: 0.0311583 | Time: 4143.11 ms
[2021-10-03 10:55:10	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.031138 | val_loss: 0.0311502 | Time: 4081.13 ms
[2021-10-03 10:55:14	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311351 | val_loss: 0.0311457 | Time: 4137.17 ms
[2021-10-03 10:55:18	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311414 | val_loss: 0.0311505 | Time: 4122.26 ms
[2021-10-03 10:55:22	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311415 | val_loss: 0.0311469 | Time: 4096.42 ms
[2021-10-03 10:55:27	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311409 | val_loss: 0.0311471 | Time: 4241.47 ms
[2021-10-03 10:55:31	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311401 | val_loss: 0.0311451 | Time: 4030.31 ms
[2021-10-03 10:55:35	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311412 | val_loss: 0.0311488 | Time: 4160.87 ms
[2021-10-03 10:55:39	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311363 | val_loss: 0.0311485 | Time: 4149.47 ms
[2021-10-03 10:55:43	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311389 | val_loss: 0.0311462 | Time: 4217.02 ms
[2021-10-03 10:55:47	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311334 | val_loss: 0.0311473 | Time: 4124.07 ms
[2021-10-03 10:55:51	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311335 | val_loss: 0.0311461 | Time: 4099.01 ms
[2021-10-03 10:55:55	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311323 | val_loss: 0.0311498 | Time: 4113.74 ms
[2021-10-03 10:56:00	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311316 | val_loss: 0.031147 | Time: 4218.42 ms
[2021-10-03 10:56:04	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031131 | val_loss: 0.0311471 | Time: 4150.01 ms
[2021-10-03 10:56:08	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311303 | val_loss: 0.0311506 | Time: 4132.77 ms
[2021-10-03 10:56:12	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311403 | val_loss: 0.0311568 | Time: 4105.85 ms
[2021-10-03 10:56:16	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311369 | val_loss: 0.0311509 | Time: 4044.66 ms
[2021-10-03 10:56:20	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311311 | val_loss: 0.0311457 | Time: 4096.73 ms
[2021-10-03 10:56:24	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311308 | val_loss: 0.0311452 | Time: 4129.01 ms
[2021-10-03 10:56:28	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311308 | val_loss: 0.0311455 | Time: 4068.11 ms
[2021-10-03 10:56:33	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311308 | val_loss: 0.0311462 | Time: 4194.84 ms
[2021-10-03 10:56:37	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311301 | val_loss: 0.0311547 | Time: 4162.15 ms
[2021-10-03 10:56:41	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311316 | val_loss: 0.0311457 | Time: 4161.83 ms
[2021-10-03 10:56:45	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311334 | val_loss: 0.0311485 | Time: 4104.76 ms
[2021-10-03 10:56:49	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311346 | val_loss: 0.031146 | Time: 4081.46 ms
[2021-10-03 10:56:53	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311309 | val_loss: 0.0311453 | Time: 4021.76 ms
[2021-10-03 10:56:57	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311291 | val_loss: 0.0311451 | Time: 4206.91 ms
[2021-10-03 10:57:02	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311307 | val_loss: 0.0311481 | Time: 4098.44 ms
[2021-10-03 10:57:06	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311324 | val_loss: 0.0311479 | Time: 4084.33 ms
[2021-10-03 10:57:10	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311318 | val_loss: 0.0311475 | Time: 4192.78 ms
[2021-10-03 10:57:14	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311283 | val_loss: 0.031146 | Time: 4167.63 ms
[2021-10-03 10:57:18	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311348 | val_loss: 0.0311427 | Time: 4180.34 ms
[2021-10-03 10:57:22	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311324 | val_loss: 0.0311443 | Time: 4144.22 ms
[2021-10-03 10:57:26	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311289 | val_loss: 0.0311459 | Time: 4055.78 ms
[2021-10-03 10:57:31	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311291 | val_loss: 0.0311441 | Time: 4195.44 ms
[2021-10-03 10:57:35	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311344 | val_loss: 0.0311426 | Time: 4104.1 ms
[2021-10-03 10:57:39	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311286 | val_loss: 0.0311421 | Time: 3948 ms
[2021-10-03 10:57:41	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031128 | val_loss: 0.0311431 | Time: 2294.46 ms
[2021-10-03 10:57:43	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311295 | val_loss: 0.0311445 | Time: 2209.19 ms
[2021-10-03 10:57:45	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311284 | val_loss: 0.0311425 | Time: 2170.53 ms
[2021-10-03 10:57:48	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311281 | val_loss: 0.031144 | Time: 2263.99 ms
[2021-10-03 10:57:51	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311374 | val_loss: 0.0311499 | Time: 3022.01 ms
[2021-10-03 10:57:55	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311434 | val_loss: 0.0311534 | Time: 3809.26 ms
[2021-10-03 10:57:59	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.031134 | val_loss: 0.0311459 | Time: 4420.69 ms
[2021-10-03 10:58:03	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311337 | val_loss: 0.0311576 | Time: 4142.62 ms
[2021-10-03 10:58:07	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.031135 | val_loss: 0.0311481 | Time: 4020.73 ms
[2021-10-03 10:58:11	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311337 | val_loss: 0.0311457 | Time: 4207.85 ms
[2021-10-03 10:58:16	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311316 | val_loss: 0.0311419 | Time: 4320.25 ms
[2021-10-03 10:58:20	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311302 | val_loss: 0.0311419 | Time: 4428.57 ms
[2021-10-03 10:58:24	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311333 | val_loss: 0.0311505 | Time: 4053.29 ms
[2021-10-03 10:58:28	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311324 | val_loss: 0.0311441 | Time: 4259.15 ms
[2021-10-03 10:58:32	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311289 | val_loss: 0.03114 | Time: 4014.06 ms
[2021-10-03 10:58:36	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311283 | val_loss: 0.0311421 | Time: 4041.18 ms
[2021-10-03 10:58:41	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311297 | val_loss: 0.0311512 | Time: 4196.67 ms
[2021-10-03 10:58:45	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031134 | val_loss: 0.0311473 | Time: 4044.01 ms
[2021-10-03 10:58:49	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311523 | val_loss: 0.0311525 | Time: 3923.28 ms
[2021-10-03 10:58:53	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311528 | val_loss: 0.0311517 | Time: 4446.82 ms
[2021-10-03 10:58:58	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311521 | val_loss: 0.0311603 | Time: 4392.27 ms
[2021-10-03 10:59:02	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311479 | val_loss: 0.0311465 | Time: 4421.05 ms
[2021-10-03 10:59:06	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031145 | val_loss: 0.031149 | Time: 4393.72 ms
[2021-10-03 10:59:10	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311423 | val_loss: 0.031145 | Time: 3898.96 ms
[2021-10-03 10:59:15	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311397 | val_loss: 0.0311454 | Time: 4405.24 ms
[2021-10-03 10:59:19	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311382 | val_loss: 0.0311453 | Time: 4392.15 ms
[2021-10-03 10:59:23	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311375 | val_loss: 0.0311471 | Time: 4390.23 ms
[2021-10-03 10:59:28	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311381 | val_loss: 0.0311511 | Time: 4340.97 ms
[2021-10-03 10:59:32	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311375 | val_loss: 0.0311453 | Time: 3884.73 ms
[2021-10-03 10:59:36	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311371 | val_loss: 0.0311504 | Time: 4391.73 ms
[2021-10-03 10:59:40	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311353 | val_loss: 0.0311524 | Time: 3952.32 ms
[2021-10-03 10:59:44	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311358 | val_loss: 0.0311453 | Time: 4415.42 ms
[2021-10-03 10:59:49	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311336 | val_loss: 0.0311451 | Time: 4386.84 ms
[2021-10-03 10:59:53	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311355 | val_loss: 0.0311439 | Time: 4405.63 ms
[2021-10-03 10:59:57	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311345 | val_loss: 0.0311461 | Time: 4133.26 ms
[2021-10-03 11:00:01	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311327 | val_loss: 0.0311379 | Time: 3829.33 ms
[2021-10-03 11:00:05	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.03113 | val_loss: 0.031141 | Time: 3911.93 ms
[2021-10-03 11:00:09	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311311 | val_loss: 0.031139 | Time: 3950.97 ms
[2021-10-03 11:00:14	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311297 | val_loss: 0.0311384 | Time: 4462.16 ms
[2021-10-03 11:00:17	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311307 | val_loss: 0.0311392 | Time: 3866.19 ms
[2021-10-03 11:00:22	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311298 | val_loss: 0.0311394 | Time: 4376.31 ms
[2021-10-03 11:00:26	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311333 | val_loss: 0.0311518 | Time: 3949.21 ms
[2021-10-03 11:00:30	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311398 | val_loss: 0.031144 | Time: 3971.49 ms
[2021-10-03 11:00:34	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311304 | val_loss: 0.0311388 | Time: 4385.79 ms
[2021-10-03 11:00:38	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311273 | val_loss: 0.0311396 | Time: 4233.66 ms
[2021-10-03 11:00:43	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311273 | val_loss: 0.0311387 | Time: 4269.13 ms
[2021-10-03 11:00:47	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311267 | val_loss: 0.0311368 | Time: 4360.44 ms
[2021-10-03 11:00:52	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311261 | val_loss: 0.0311367 | Time: 4420.44 ms
[2021-10-03 11:00:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311267 | val_loss: 0.0311372 | Time: 4399.06 ms
[2021-10-03 11:01:00	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311267 | val_loss: 0.0311407 | Time: 4383.69 ms
[2021-10-03 11:01:05	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311252 | val_loss: 0.0311345 | Time: 4362.28 ms
[2021-10-03 11:01:09	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311243 | val_loss: 0.0311363 | Time: 4369.8 ms
[2021-10-03 11:01:13	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311295 | val_loss: 0.0311401 | Time: 4387.85 ms
[2021-10-03 11:01:18	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311292 | val_loss: 0.031135 | Time: 4379.38 ms
[2021-10-03 11:01:22	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311246 | val_loss: 0.0311393 | Time: 4391.17 ms
[2021-10-03 11:01:27	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311276 | val_loss: 0.0311347 | Time: 4373.59 ms
[2021-10-03 11:01:31	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311284 | val_loss: 0.0311371 | Time: 4401.74 ms
[2021-10-03 11:01:35	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031126 | val_loss: 0.0311369 | Time: 4391.05 ms
[2021-10-03 11:01:40	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311247 | val_loss: 0.0311388 | Time: 4407.92 ms
[2021-10-03 11:01:44	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311251 | val_loss: 0.0311354 | Time: 4459.83 ms
[2021-10-03 11:01:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311255 | val_loss: 0.0311403 | Time: 4422.65 ms
[2021-10-03 11:01:53	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311238 | val_loss: 0.0311369 | Time: 4376.84 ms
[2021-10-03 11:01:57	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311237 | val_loss: 0.0311368 | Time: 4307.15 ms
[2021-10-03 11:02:02	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311249 | val_loss: 0.0311404 | Time: 4331.74 ms
[2021-10-03 11:02:06	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311263 | val_loss: 0.0311327 | Time: 4341.96 ms
[2021-10-03 11:02:10	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311236 | val_loss: 0.0311366 | Time: 4383.44 ms
[2021-10-03 11:02:15	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031125 | val_loss: 0.0311357 | Time: 4391.95 ms
[2021-10-03 11:02:19	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311275 | val_loss: 0.0311357 | Time: 4386.98 ms
[2021-10-03 11:02:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311271 | val_loss: 0.0311481 | Time: 4364.63 ms
[2021-10-03 11:02:28	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311271 | val_loss: 0.0311366 | Time: 4365.86 ms
[2021-10-03 11:02:32	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311227 | val_loss: 0.0311343 | Time: 4350.63 ms
[2021-10-03 11:02:37	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031121 | val_loss: 0.031137 | Time: 4436.55 ms
[2021-10-03 11:02:41	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311211 | val_loss: 0.0311372 | Time: 4428.77 ms
[2021-10-03 11:02:46	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311216 | val_loss: 0.0311351 | Time: 4310.04 ms
[2021-10-03 11:02:50	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311213 | val_loss: 0.0311361 | Time: 4337.95 ms
[2021-10-03 11:02:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311249 | val_loss: 0.0311342 | Time: 4373.9 ms
[2021-10-03 11:02:59	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311193 | val_loss: 0.0311351 | Time: 4395.39 ms
[2021-10-03 11:03:03	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031123 | val_loss: 0.0311486 | Time: 4370.67 ms
[2021-10-03 11:03:07	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311233 | val_loss: 0.0311332 | Time: 4358.6 ms
[2021-10-03 11:03:12	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311213 | val_loss: 0.0311336 | Time: 4321.97 ms
[2021-10-03 11:03:16	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311197 | val_loss: 0.0311353 | Time: 4317.85 ms
[2021-10-03 11:03:21	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311186 | val_loss: 0.0311327 | Time: 4410.83 ms
[2021-10-03 11:03:25	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031118 | val_loss: 0.0311344 | Time: 4387.97 ms
[2021-10-03 11:03:29	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311206 | val_loss: 0.0311437 | Time: 4460.8 ms
[2021-10-03 11:03:34	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311227 | val_loss: 0.0311336 | Time: 4395.19 ms
[2021-10-03 11:03:38	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311242 | val_loss: 0.0311323 | Time: 4404.89 ms
[2021-10-03 11:03:43	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031122 | val_loss: 0.0311382 | Time: 4442.09 ms
[2021-10-03 11:03:47	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311215 | val_loss: 0.0311329 | Time: 4420.67 ms
[2021-10-03 11:03:52	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311233 | val_loss: 0.0311407 | Time: 4446.32 ms
[2021-10-03 11:03:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311248 | val_loss: 0.0311334 | Time: 4357.97 ms
[2021-10-03 11:04:00	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311214 | val_loss: 0.0311314 | Time: 4280.02 ms
[2021-10-03 11:04:05	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311189 | val_loss: 0.0311299 | Time: 4329.46 ms
[2021-10-03 11:04:09	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311223 | val_loss: 0.0311315 | Time: 4433.82 ms
[2021-10-03 11:04:13	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311214 | val_loss: 0.031137 | Time: 4421.67 ms
[2021-10-03 11:04:18	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311317 | val_loss: 0.0311445 | Time: 4409.78 ms
[2021-10-03 11:04:22	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311316 | val_loss: 0.0311417 | Time: 4316.47 ms
[2021-10-03 11:04:26	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311281 | val_loss: 0.0311337 | Time: 4338.04 ms
[2021-10-03 11:04:30	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311255 | val_loss: 0.0311329 | Time: 3983.23 ms
[2021-10-03 11:04:35	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311234 | val_loss: 0.0311328 | Time: 4346.88 ms
[2021-10-03 11:04:39	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311238 | val_loss: 0.0311331 | Time: 4460.99 ms
[2021-10-03 11:04:44	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311211 | val_loss: 0.0311327 | Time: 4327.24 ms
[2021-10-03 11:04:48	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311203 | val_loss: 0.031132 | Time: 4434.5 ms
[2021-10-03 11:04:52	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311284 | val_loss: 0.0311347 | Time: 4383.74 ms
[2021-10-03 11:04:57	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311982 | val_loss: 0.0323542 | Time: 4295.63 ms
[2021-10-03 11:05:01	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0347286 | val_loss: 0.0337871 | Time: 3920.51 ms
[2021-10-03 11:05:05	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0333884 | val_loss: 0.0314591 | Time: 3893.39 ms
[2021-10-03 11:05:09	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0314638 | val_loss: 0.0313536 | Time: 4337.39 ms
[2021-10-03 11:05:13	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0313477 | val_loss: 0.0312667 | Time: 4114.27 ms
[2021-10-03 11:05:17	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312567 | val_loss: 0.0312503 | Time: 3853.27 ms
[2021-10-03 11:05:21	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0312489 | val_loss: 0.0312476 | Time: 4372.32 ms
[2021-10-03 11:05:26	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0312461 | val_loss: 0.0312458 | Time: 4389.37 ms
[2021-10-03 11:05:30	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0312447 | val_loss: 0.0312438 | Time: 4370.47 ms
[2021-10-03 11:05:35	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0312421 | val_loss: 0.0312403 | Time: 4403.76 ms
[2021-10-03 11:05:39	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312382 | val_loss: 0.0312357 | Time: 4309.65 ms
[2021-10-03 11:05:43	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312334 | val_loss: 0.0312257 | Time: 4388.26 ms
[2021-10-03 11:05:47	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0312207 | val_loss: 0.0312148 | Time: 4061.35 ms
[2021-10-03 11:05:51	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0312042 | val_loss: 0.0311968 | Time: 3849.45 ms
[2021-10-03 11:05:56	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311836 | val_loss: 0.0311703 | Time: 4449.17 ms
[2021-10-03 11:06:00	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311559 | val_loss: 0.0311478 | Time: 4416.12 ms
[2021-10-03 11:06:04	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311394 | val_loss: 0.0311372 | Time: 4194.83 ms
[2021-10-03 11:06:08	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311342 | val_loss: 0.0311349 | Time: 3831.84 ms
[2021-10-03 11:06:12	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311308 | val_loss: 0.031143 | Time: 3863.68 ms
[2021-10-03 11:06:16	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311304 | val_loss: 0.0311389 | Time: 3919.3 ms
[2021-10-03 11:06:20	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311265 | val_loss: 0.0311309 | Time: 3887.19 ms
[2021-10-03 11:06:24	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.031124 | val_loss: 0.0311312 | Time: 3939.85 ms
[2021-10-03 11:06:28	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311245 | val_loss: 0.0311298 | Time: 3916.37 ms
[2021-10-03 11:06:32	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311236 | val_loss: 0.0311301 | Time: 3884.29 ms
[2021-10-03 11:06:36	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311215 | val_loss: 0.0311369 | Time: 4288.43 ms
[2021-10-03 11:06:40	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311223 | val_loss: 0.0311309 | Time: 4025.57 ms
[2021-10-03 11:06:44	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311201 | val_loss: 0.03113 | Time: 4505.24 ms
[2021-10-03 11:06:49	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311187 | val_loss: 0.0311299 | Time: 4364.94 ms
[2021-10-03 11:06:53	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311184 | val_loss: 0.0311301 | Time: 4435.52 ms
[2021-10-03 11:06:58	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.031118 | val_loss: 0.0311317 | Time: 4508.85 ms
[2021-10-03 11:07:02	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311208 | val_loss: 0.03114 | Time: 4444.82 ms
[2021-10-03 11:07:06	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311209 | val_loss: 0.0311285 | Time: 4010.53 ms
[2021-10-03 11:07:10	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311181 | val_loss: 0.0311312 | Time: 3840.67 ms
[2021-10-03 11:07:14	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311212 | val_loss: 0.0311456 | Time: 4200.1 ms
[2021-10-03 11:07:18	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311271 | val_loss: 0.0311305 | Time: 3862.2 ms
[2021-10-03 11:07:22	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311207 | val_loss: 0.0311306 | Time: 3900.47 ms
[2021-10-03 11:07:26	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311179 | val_loss: 0.0311291 | Time: 4449.49 ms
[2021-10-03 11:07:30	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311193 | val_loss: 0.0311303 | Time: 4051.07 ms
[2021-10-03 11:07:35	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311184 | val_loss: 0.0311275 | Time: 4209.13 ms
[2021-10-03 11:07:39	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311186 | val_loss: 0.0311302 | Time: 4351.55 ms
[2021-10-03 11:07:44	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031117 | val_loss: 0.0311284 | Time: 4473.42 ms
[2021-10-03 11:07:48	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311169 | val_loss: 0.031129 | Time: 4552.22 ms
[2021-10-03 11:07:52	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311176 | val_loss: 0.0311292 | Time: 4290.84 ms
[2021-10-03 11:07:57	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031116 | val_loss: 0.0311319 | Time: 4471.93 ms
[2021-10-03 11:08:01	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311184 | val_loss: 0.0311362 | Time: 4345.41 ms
[2021-10-03 11:08:06	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311182 | val_loss: 0.0311331 | Time: 4459.09 ms
[2021-10-03 11:08:10	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311191 | val_loss: 0.0311279 | Time: 4076.29 ms
[2021-10-03 11:08:14	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311198 | val_loss: 0.0311288 | Time: 4241.5 ms
[2021-10-03 11:08:18	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311149 | val_loss: 0.0311266 | Time: 4255.38 ms
[2021-10-03 11:08:23	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311153 | val_loss: 0.0311302 | Time: 4296.27 ms
[2021-10-03 11:08:27	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311189 | val_loss: 0.0311281 | Time: 4415.66 ms
[2021-10-03 11:08:32	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311204 | val_loss: 0.0311281 | Time: 4481.79 ms
[2021-10-03 11:08:36	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311193 | val_loss: 0.0311288 | Time: 4406.73 ms
[2021-10-03 11:08:40	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311267 | val_loss: 0.0311378 | Time: 4432.89 ms
[2021-10-03 11:08:45	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311202 | val_loss: 0.0311378 | Time: 4527.92 ms
[2021-10-03 11:08:49	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.031118 | val_loss: 0.0311313 | Time: 4399.04 ms
[2021-10-03 11:08:54	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311181 | val_loss: 0.0311299 | Time: 4407.65 ms
[2021-10-03 11:08:58	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311187 | val_loss: 0.031129 | Time: 4420.3 ms
[2021-10-03 11:09:03	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311172 | val_loss: 0.0311295 | Time: 4460.02 ms
[2021-10-03 11:09:07	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311166 | val_loss: 0.031128 | Time: 4374.45 ms
[2021-10-03 11:09:11	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311151 | val_loss: 0.0311275 | Time: 4461.25 ms
[2021-10-03 11:09:16	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311149 | val_loss: 0.0311288 | Time: 4421.42 ms
[2021-10-03 11:09:20	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311141 | val_loss: 0.0311296 | Time: 4340.7 ms
[2021-10-03 11:09:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311141 | val_loss: 0.0311295 | Time: 4368.89 ms
[2021-10-03 11:09:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311145 | val_loss: 0.0311342 | Time: 4383.19 ms
[2021-10-03 11:09:33	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311163 | val_loss: 0.0311362 | Time: 4349.04 ms
[2021-10-03 11:09:38	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311159 | val_loss: 0.0311313 | Time: 4447.65 ms
[2021-10-03 11:09:42	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311144 | val_loss: 0.0311329 | Time: 4459.84 ms
[2021-10-03 11:09:47	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311152 | val_loss: 0.0311288 | Time: 4435.78 ms
[2021-10-03 11:09:51	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031113 | val_loss: 0.0311321 | Time: 4397.01 ms
[2021-10-03 11:09:56	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311134 | val_loss: 0.0311317 | Time: 4397.83 ms
[2021-10-03 11:10:00	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311166 | val_loss: 0.0311347 | Time: 4402.62 ms
[2021-10-03 11:10:04	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311143 | val_loss: 0.0311275 | Time: 4405.05 ms
[2021-10-03 11:10:09	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311115 | val_loss: 0.0311255 | Time: 4410.53 ms
[2021-10-03 11:10:13	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311133 | val_loss: 0.0311259 | Time: 4466.53 ms
[2021-10-03 11:10:18	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311113 | val_loss: 0.0311246 | Time: 4504.31 ms
[2021-10-03 11:10:22	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311128 | val_loss: 0.0311318 | Time: 4436.44 ms
[2021-10-03 11:10:27	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311115 | val_loss: 0.0311272 | Time: 4419.48 ms
[2021-10-03 11:10:31	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311093 | val_loss: 0.0311266 | Time: 4357.61 ms
[2021-10-03 11:10:35	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031111 | val_loss: 0.0311264 | Time: 3890.94 ms
[2021-10-03 11:10:39	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311115 | val_loss: 0.0311236 | Time: 3893.31 ms
[2021-10-03 11:10:43	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311144 | val_loss: 0.0311269 | Time: 3879.9 ms
[2021-10-03 11:10:47	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311165 | val_loss: 0.0311285 | Time: 4385.08 ms
[2021-10-03 11:10:51	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311202 | val_loss: 0.0311249 | Time: 4402.53 ms
[2021-10-03 11:10:56	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311178 | val_loss: 0.0311248 | Time: 4334.09 ms
[2021-10-03 11:11:00	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311164 | val_loss: 0.0311262 | Time: 3908 ms
[2021-10-03 11:11:04	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311167 | val_loss: 0.0311264 | Time: 3870.12 ms
[2021-10-03 11:11:08	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311161 | val_loss: 0.0311287 | Time: 3901.64 ms
[2021-10-03 11:11:12	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311153 | val_loss: 0.0311242 | Time: 4183.51 ms
[2021-10-03 11:11:16	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311229 | val_loss: 0.0311253 | Time: 4208.03 ms
[2021-10-03 11:11:20	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311142 | val_loss: 0.0311258 | Time: 4306.52 ms
[2021-10-03 11:11:24	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311151 | val_loss: 0.0311252 | Time: 3890.22 ms
[2021-10-03 11:11:28	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311131 | val_loss: 0.0311254 | Time: 4206.47 ms
[2021-10-03 11:11:33	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311123 | val_loss: 0.0311265 | Time: 4235.67 ms
[2021-10-03 11:11:37	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311108 | val_loss: 0.0311234 | Time: 4371.37 ms
[2021-10-03 11:11:41	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311102 | val_loss: 0.0311251 | Time: 4393.18 ms
[2021-10-03 11:11:46	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311104 | val_loss: 0.031133 | Time: 4382.24 ms
[2021-10-03 11:11:50	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.031117 | val_loss: 0.0311245 | Time: 4386.43 ms
[2021-10-03 11:11:55	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031109 | val_loss: 0.0311246 | Time: 4362.99 ms
[2021-10-03 11:11:59	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311089 | val_loss: 0.0311244 | Time: 4378.09 ms
[2021-10-03 11:12:03	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311085 | val_loss: 0.0311266 | Time: 4406.57 ms
[2021-10-03 11:12:08	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311084 | val_loss: 0.0311315 | Time: 4430.59 ms
[2021-10-03 11:12:12	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.031108 | val_loss: 0.0311266 | Time: 4361.05 ms
[2021-10-03 11:12:17	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311081 | val_loss: 0.0311251 | Time: 4379.22 ms
[2021-10-03 11:12:21	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.03111 | val_loss: 0.0311355 | Time: 4486.94 ms
[2021-10-03 11:12:25	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.03111 | val_loss: 0.0311272 | Time: 4409.81 ms
[2021-10-03 11:12:30	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311084 | val_loss: 0.0311286 | Time: 4363.6 ms
[2021-10-03 11:12:34	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311091 | val_loss: 0.0311254 | Time: 4417.62 ms
[2021-10-03 11:12:39	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311115 | val_loss: 0.0311336 | Time: 4310.74 ms
[2021-10-03 11:12:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311104 | val_loss: 0.0311255 | Time: 4367.15 ms
[2021-10-03 11:12:47	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311101 | val_loss: 0.0311238 | Time: 4378.73 ms
[2021-10-03 11:12:52	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311103 | val_loss: 0.0311232 | Time: 4477.87 ms
[2021-10-03 11:12:56	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311084 | val_loss: 0.0311245 | Time: 4377.53 ms
[2021-10-03 11:13:01	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311086 | val_loss: 0.0311284 | Time: 4343.08 ms
[2021-10-03 11:13:05	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031107 | val_loss: 0.0311299 | Time: 4398.78 ms
[2021-10-03 11:13:09	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311082 | val_loss: 0.0311244 | Time: 4436.24 ms
[2021-10-03 11:13:14	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031111 | val_loss: 0.0311262 | Time: 4322.13 ms
[2021-10-03 11:13:18	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311134 | val_loss: 0.0311289 | Time: 4400.42 ms
[2021-10-03 11:13:22	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311101 | val_loss: 0.0311327 | Time: 4320.46 ms
[2021-10-03 11:13:27	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311175 | val_loss: 0.0311326 | Time: 4413.15 ms
[2021-10-03 11:13:31	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031116 | val_loss: 0.0311323 | Time: 4426.92 ms
[2021-10-03 11:13:36	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311109 | val_loss: 0.0311272 | Time: 4382.14 ms
[2021-10-03 11:13:40	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311099 | val_loss: 0.0311346 | Time: 4372.22 ms
[2021-10-03 11:13:44	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311092 | val_loss: 0.0311284 | Time: 4316.94 ms
[2021-10-03 11:13:44	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311284
[2021-10-03 11:13:44	                main:603]	:	INFO	:	Saving end state to config to file
[2021-10-03 11:13:44	                main:608]	:	INFO	:	Success, exiting..
11:13:44 (7964): 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)