Task 8434219

Name ParityModified-1634618724-22724-2_0
Workunit 5939928
Created 26 Oct 2021, 23:04:11 UTC
Sent 29 Oct 2021, 11:04:37 UTC
Report deadline 5 Nov 2021, 11:04:37 UTC
Received 5 Nov 2021, 2:19:25 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6741
Run time 5 hours 16 min 56 sec
CPU time 4 hours 9 min 15 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 786.79 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
           main:480]	:	INFO	:	    Patience: 10
[2021-11-05 07:15:23	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-05 07:15:23	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-05 07:15:23	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-05 07:15:23	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-05 07:15:23	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-05 07:15:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 07:15:27	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:05:30	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-05 09:05:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:05:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:05:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-05 09:05:31	                main:494]	:	INFO	:	Creating Model
[2021-11-05 09:05:31	                main:507]	:	INFO	:	Preparing config file
[2021-11-05 09:05:31	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-05 09:05:31	                main:512]	:	INFO	:	Loading config
[2021-11-05 09:05:31	                main:514]	:	INFO	:	Loading state
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 930MX)
[2021-11-05 09:15:26	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-05 09:15:26	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-05 09:15:26	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-05 09:15:26	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-05 09:15:26	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2_0_r1761364281_1 (exists = 1)
[2021-11-05 09:15:26	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2_0_r1761364281_0 (exists = 0)
[2021-11-05 09:15:26	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2 (exists = 1)
[2021-11-05 09:15:26	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-05 09:15:26	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-05 09:15:26	                main:474]	:	INFO	:	Configuration: 
[2021-11-05 09:15:26	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-05 09:15:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-05 09:15:26	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-05 09:15:26	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-05 09:15:26	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-05 09:15:26	                main:480]	:	INFO	:	    Patience: 10
[2021-11-05 09:15:26	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-05 09:15:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-05 09:15:26	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-05 09:15:26	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-05 09:15:26	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-05 09:15:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:15:27	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:15:52	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-05 09:15:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:15:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 09:15:53	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-05 09:15:53	                main:494]	:	INFO	:	Creating Model
[2021-11-05 09:15:53	                main:507]	:	INFO	:	Preparing config file
[2021-11-05 09:15:53	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-05 09:15:53	                main:512]	:	INFO	:	Loading config
[2021-11-05 09:15:53	                main:514]	:	INFO	:	Loading state
[2021-11-05 09:15:55	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-05 09:15:56	                main:562]	:	INFO	:	Starting Training
[2021-11-05 09:16:14	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031208 | val_loss: 0.0311795 | Time: 18116.7 ms
[2021-11-05 09:16:20	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.031146 | val_loss: 0.031163 | Time: 6740.1 ms
[2021-11-05 09:16:27	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311356 | val_loss: 0.0311554 | Time: 6810.05 ms
[2021-11-05 09:16:34	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311326 | val_loss: 0.0311589 | Time: 6789.35 ms
[2021-11-05 09:17:13	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311314 | val_loss: 0.0311641 | Time: 38792.4 ms
[2021-11-05 09:17:20	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311326 | val_loss: 0.0311602 | Time: 6915.12 ms
[2021-11-05 09:17:27	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031132 | val_loss: 0.0311609 | Time: 6842.67 ms
[2021-11-05 09:17:33	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311341 | val_loss: 0.0311691 | Time: 6778.74 ms
[2021-11-05 09:17:40	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311366 | val_loss: 0.0311606 | Time: 6780.31 ms
[2021-11-05 09:17:47	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311328 | val_loss: 0.0311581 | Time: 6833.17 ms
[2021-11-05 09:17:54	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311301 | val_loss: 0.0311607 | Time: 6886.77 ms
[2021-11-05 09:18:01	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311297 | val_loss: 0.031164 | Time: 7026.83 ms
[2021-11-05 09:18:18	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311326 | val_loss: 0.0311647 | Time: 17491.3 ms
[2021-11-05 09:18:25	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311324 | val_loss: 0.0311586 | Time: 6802.99 ms
[2021-11-05 09:18:32	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311325 | val_loss: 0.0311669 | Time: 6809.3 ms
[2021-11-05 09:18:41	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311361 | val_loss: 0.0311575 | Time: 8969.9 ms
[2021-11-05 09:18:58	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311345 | val_loss: 0.0311639 | Time: 16923 ms
[2021-11-05 09:19:05	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311334 | val_loss: 0.0311557 | Time: 6966.4 ms
[2021-11-05 09:19:12	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311321 | val_loss: 0.0311548 | Time: 6797.41 ms
[2021-11-05 09:19:19	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311409 | val_loss: 0.0311575 | Time: 6812.01 ms
[2021-11-05 09:19:26	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311477 | val_loss: 0.0311607 | Time: 6796.06 ms
[2021-11-05 09:19:33	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311507 | val_loss: 0.031154 | Time: 6816.35 ms
[2021-11-05 09:19:39	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031154 | val_loss: 0.0311564 | Time: 6801.58 ms
[2021-11-05 09:19:46	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311531 | val_loss: 0.0311574 | Time: 6815.91 ms
[2021-11-05 09:19:53	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311524 | val_loss: 0.0311576 | Time: 6786.55 ms
[2021-11-05 09:20:00	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311504 | val_loss: 0.0311568 | Time: 6818.89 ms
[2021-11-05 09:20:07	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311487 | val_loss: 0.0311551 | Time: 6819.07 ms
[2021-11-05 09:20:13	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311451 | val_loss: 0.0311542 | Time: 6791.59 ms
[2021-11-05 09:20:20	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311441 | val_loss: 0.0311541 | Time: 6786.39 ms
[2021-11-05 09:20:27	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311414 | val_loss: 0.0311521 | Time: 6812.44 ms
[2021-11-05 09:20:34	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311405 | val_loss: 0.0311552 | Time: 6835.54 ms
[2021-11-05 09:20:41	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311411 | val_loss: 0.0311547 | Time: 6801.54 ms
[2021-11-05 09:20:48	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311395 | val_loss: 0.0311531 | Time: 6798.72 ms
[2021-11-05 09:20:54	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311378 | val_loss: 0.0311551 | Time: 6775.27 ms
[2021-11-05 09:21:01	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311381 | val_loss: 0.0311545 | Time: 6814.6 ms
[2021-11-05 09:21:08	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.031138 | val_loss: 0.0311542 | Time: 6786.76 ms
[2021-11-05 09:21:15	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311396 | val_loss: 0.0311543 | Time: 6800.05 ms
[2021-11-05 09:21:22	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311391 | val_loss: 0.0311538 | Time: 6783 ms
[2021-11-05 09:21:28	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311388 | val_loss: 0.031155 | Time: 6800.61 ms
[2021-11-05 09:21:35	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311356 | val_loss: 0.0311565 | Time: 6782.63 ms
[2021-11-05 09:21:42	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311359 | val_loss: 0.0311592 | Time: 6805.58 ms
[2021-11-05 09:21:49	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311342 | val_loss: 0.0311589 | Time: 6787.4 ms
[2021-11-05 09:21:56	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311343 | val_loss: 0.0311581 | Time: 6801.8 ms
[2021-11-05 09:22:03	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311335 | val_loss: 0.0311557 | Time: 6857.77 ms
[2021-11-05 09:22:11	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311332 | val_loss: 0.0311614 | Time: 8705.78 ms
[2021-11-05 09:22:29	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311317 | val_loss: 0.0311574 | Time: 17631.8 ms
[2021-11-05 09:22:36	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.031131 | val_loss: 0.0311568 | Time: 6803.84 ms
[2021-11-05 09:22:43	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311347 | val_loss: 0.0311589 | Time: 6799.53 ms
[2021-11-05 09:22:50	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031135 | val_loss: 0.0311569 | Time: 6883.35 ms
[2021-11-05 09:23:07	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311347 | val_loss: 0.0311579 | Time: 17226.5 ms
[2021-11-05 09:23:14	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311347 | val_loss: 0.0311574 | Time: 6821.09 ms
[2021-11-05 09:23:20	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311344 | val_loss: 0.0311578 | Time: 6786.2 ms
[2021-11-05 09:23:27	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311333 | val_loss: 0.0311556 | Time: 6795.74 ms
[2021-11-05 09:23:34	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311334 | val_loss: 0.0311553 | Time: 6797.2 ms
[2021-11-05 09:23:41	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311341 | val_loss: 0.0311612 | Time: 6870.65 ms
[2021-11-05 09:23:48	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311329 | val_loss: 0.031156 | Time: 6762.3 ms
[2021-11-05 09:23:54	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311327 | val_loss: 0.031155 | Time: 6783.7 ms
[2021-11-05 09:24:02	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031135 | val_loss: 0.0311581 | Time: 7172.36 ms
[2021-11-05 09:24:09	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311342 | val_loss: 0.0311578 | Time: 6875.67 ms
[2021-11-05 09:24:15	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311348 | val_loss: 0.0311536 | Time: 6800.27 ms
[2021-11-05 09:24:22	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311403 | val_loss: 0.0311554 | Time: 6800.1 ms
[2021-11-05 09:24:30	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311355 | val_loss: 0.0311549 | Time: 7796.47 ms
[2021-11-05 09:24:37	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311334 | val_loss: 0.0311553 | Time: 6778.32 ms
[2021-11-05 09:24:44	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311312 | val_loss: 0.0311557 | Time: 6797.77 ms
[2021-11-05 09:24:50	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311316 | val_loss: 0.0311573 | Time: 6820.49 ms
[2021-11-05 09:24:57	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311334 | val_loss: 0.0311539 | Time: 6820.24 ms
[2021-11-05 09:25:04	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311357 | val_loss: 0.0311559 | Time: 6818.9 ms
[2021-11-05 09:25:11	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311332 | val_loss: 0.0311556 | Time: 6785.93 ms
[2021-11-05 09:25:18	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311327 | val_loss: 0.0311581 | Time: 6791.61 ms
[2021-11-05 09:25:24	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311315 | val_loss: 0.0311548 | Time: 6774.34 ms
[2021-11-05 09:25:31	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311314 | val_loss: 0.0311575 | Time: 6798.79 ms
[2021-11-05 09:25:38	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311312 | val_loss: 0.0311536 | Time: 6787.14 ms
[2021-11-05 09:25:45	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311306 | val_loss: 0.0311577 | Time: 6810.9 ms
[2021-11-05 09:25:52	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311314 | val_loss: 0.0311533 | Time: 6781.91 ms
[2021-11-05 09:25:59	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311328 | val_loss: 0.0311605 | Time: 6977.51 ms
[2021-11-05 09:26:06	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311332 | val_loss: 0.0311598 | Time: 6831.39 ms
[2021-11-05 09:26:13	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311316 | val_loss: 0.031154 | Time: 6790.36 ms
[2021-11-05 09:26:19	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311303 | val_loss: 0.0311519 | Time: 6794.09 ms
[2021-11-05 09:26:26	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311298 | val_loss: 0.0311525 | Time: 6795.04 ms
[2021-11-05 09:26:33	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311293 | val_loss: 0.0311576 | Time: 6800.84 ms
[2021-11-05 09:26:40	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311308 | val_loss: 0.0311628 | Time: 7306.28 ms
[2021-11-05 09:26:47	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311302 | val_loss: 0.031157 | Time: 6788.09 ms
[2021-11-05 09:26:54	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311314 | val_loss: 0.0311578 | Time: 6808.12 ms
[2021-11-05 09:27:01	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311325 | val_loss: 0.0311573 | Time: 6872.17 ms
[2021-11-05 09:27:08	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.031132 | val_loss: 0.0311557 | Time: 6802.6 ms
[2021-11-05 09:27:15	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311302 | val_loss: 0.0311602 | Time: 7338.36 ms
[2021-11-05 09:27:24	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311306 | val_loss: 0.0311613 | Time: 8600.8 ms
[2021-11-05 09:27:40	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311293 | val_loss: 0.0311594 | Time: 16766.4 ms
[2021-11-05 09:27:47	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311296 | val_loss: 0.0311587 | Time: 6971.02 ms
[2021-11-05 09:27:54	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311301 | val_loss: 0.0311651 | Time: 6792.29 ms
[2021-11-05 09:28:01	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311292 | val_loss: 0.0311598 | Time: 6838.58 ms
[2021-11-05 09:28:08	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031128 | val_loss: 0.0311605 | Time: 6781.87 ms
[2021-11-05 09:28:15	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311299 | val_loss: 0.0311597 | Time: 6789.36 ms
[2021-11-05 09:28:21	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.03113 | val_loss: 0.0311604 | Time: 6769.16 ms
[2021-11-05 09:28:28	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311279 | val_loss: 0.0311581 | Time: 6779.58 ms
[2021-11-05 09:28:35	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311261 | val_loss: 0.0311614 | Time: 6792.91 ms
[2021-11-05 09:28:42	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311261 | val_loss: 0.0311577 | Time: 7311.69 ms
[2021-11-05 09:28:59	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311268 | val_loss: 0.0311656 | Time: 16994.2 ms
[2021-11-05 09:29:06	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031125 | val_loss: 0.0311582 | Time: 7018.55 ms
[2021-11-05 09:29:13	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311263 | val_loss: 0.031162 | Time: 6807.28 ms
[2021-11-05 09:29:20	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311268 | val_loss: 0.0311606 | Time: 6793.32 ms
[2021-11-05 09:29:27	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311264 | val_loss: 0.0311577 | Time: 6784.23 ms
[2021-11-05 09:29:34	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311258 | val_loss: 0.0311585 | Time: 6847.11 ms
[2021-11-05 09:29:41	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311293 | val_loss: 0.0311604 | Time: 6789.26 ms
[2021-11-05 09:29:47	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311301 | val_loss: 0.0311663 | Time: 6806.94 ms
[2021-11-05 09:29:54	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311297 | val_loss: 0.0311615 | Time: 6790.01 ms
[2021-11-05 09:30:01	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.031129 | val_loss: 0.0311585 | Time: 6823.14 ms
[2021-11-05 09:30:08	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311284 | val_loss: 0.0311643 | Time: 6785.55 ms
[2021-11-05 09:30:15	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311301 | val_loss: 0.0311632 | Time: 6814.85 ms
[2021-11-05 09:30:21	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311299 | val_loss: 0.0311599 | Time: 6821.76 ms
[2021-11-05 09:30:28	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311302 | val_loss: 0.0311654 | Time: 6788.85 ms
[2021-11-05 09:30:35	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311317 | val_loss: 0.0311573 | Time: 6775.33 ms
[2021-11-05 09:30:42	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311293 | val_loss: 0.0311541 | Time: 6782.84 ms
[2021-11-05 09:30:49	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311286 | val_loss: 0.0311616 | Time: 6806.39 ms
[2021-11-05 09:30:55	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311288 | val_loss: 0.0311598 | Time: 6781.41 ms
[2021-11-05 09:31:02	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311299 | val_loss: 0.0311653 | Time: 6831.47 ms
[2021-11-05 09:31:09	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031128 | val_loss: 0.0311587 | Time: 6787.22 ms
[2021-11-05 09:31:16	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311273 | val_loss: 0.0311608 | Time: 6785.69 ms
[2021-11-05 09:31:23	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311258 | val_loss: 0.0311618 | Time: 6782.32 ms
[2021-11-05 09:31:30	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311254 | val_loss: 0.0311579 | Time: 6799.27 ms
[2021-11-05 09:31:36	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311265 | val_loss: 0.0311645 | Time: 6791.56 ms
[2021-11-05 09:31:43	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311271 | val_loss: 0.0311608 | Time: 6803.38 ms
[2021-11-05 09:31:50	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311277 | val_loss: 0.0311592 | Time: 6793.49 ms
[2021-11-05 09:31:57	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311258 | val_loss: 0.0311556 | Time: 6793.82 ms
[2021-11-05 09:32:04	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311258 | val_loss: 0.0311582 | Time: 6796.97 ms
[2021-11-05 09:32:10	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311246 | val_loss: 0.0311605 | Time: 6780.4 ms
[2021-11-05 09:32:17	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311252 | val_loss: 0.0311621 | Time: 6825.38 ms
[2021-11-05 09:32:25	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311276 | val_loss: 0.0311605 | Time: 7523.65 ms
[2021-11-05 09:32:44	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031127 | val_loss: 0.0311576 | Time: 18905.8 ms
[2021-11-05 09:32:51	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311283 | val_loss: 0.0311622 | Time: 6767.59 ms
[2021-11-05 09:32:57	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311304 | val_loss: 0.0311527 | Time: 6808.42 ms
[2021-11-05 09:33:04	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311284 | val_loss: 0.0311545 | Time: 6803.16 ms
[2021-11-05 09:33:11	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311304 | val_loss: 0.0311584 | Time: 6813.64 ms
[2021-11-05 09:33:18	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311279 | val_loss: 0.0311544 | Time: 6778.69 ms
[2021-11-05 09:33:25	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311281 | val_loss: 0.0311502 | Time: 6815.79 ms
[2021-11-05 09:33:31	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311296 | val_loss: 0.0311626 | Time: 6789.31 ms
[2021-11-05 09:33:38	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311323 | val_loss: 0.0311618 | Time: 6788.7 ms
[2021-11-05 09:33:45	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311339 | val_loss: 0.0311537 | Time: 6787.85 ms
[2021-11-05 09:33:52	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311361 | val_loss: 0.0311603 | Time: 6796.66 ms
[2021-11-05 09:33:59	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311377 | val_loss: 0.0311554 | Time: 6791.68 ms
[2021-11-05 09:34:05	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311323 | val_loss: 0.0311562 | Time: 6799.71 ms
[2021-11-05 09:34:12	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311284 | val_loss: 0.0311549 | Time: 6788.5 ms
[2021-11-05 09:34:19	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311267 | val_loss: 0.031154 | Time: 6786.19 ms
[2021-11-05 09:34:26	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311259 | val_loss: 0.0311574 | Time: 6883.68 ms
[2021-11-05 09:34:33	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311265 | val_loss: 0.0311627 | Time: 6816.83 ms
[2021-11-05 09:34:40	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311246 | val_loss: 0.0311559 | Time: 6788.17 ms
[2021-11-05 09:34:46	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031123 | val_loss: 0.0311536 | Time: 6799.25 ms
[2021-11-05 09:34:53	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311238 | val_loss: 0.0311525 | Time: 6792.96 ms
[2021-11-05 09:35:00	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311273 | val_loss: 0.0311576 | Time: 6882.02 ms
[2021-11-05 09:35:07	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311269 | val_loss: 0.0311562 | Time: 6794.73 ms
[2021-11-05 09:35:14	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311254 | val_loss: 0.0311596 | Time: 6800.44 ms
[2021-11-05 09:35:21	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311261 | val_loss: 0.0311642 | Time: 6798.82 ms
[2021-11-05 09:35:27	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311266 | val_loss: 0.0311623 | Time: 6805.94 ms
[2021-11-05 09:35:34	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311281 | val_loss: 0.031154 | Time: 6807.02 ms
[2021-11-05 09:35:41	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311278 | val_loss: 0.0311596 | Time: 6797.38 ms
[2021-11-05 09:35:48	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311266 | val_loss: 0.0311558 | Time: 6783.47 ms
[2021-11-05 09:35:55	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311257 | val_loss: 0.0311554 | Time: 6788.87 ms
[2021-11-05 09:36:01	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311274 | val_loss: 0.031161 | Time: 6802.39 ms
[2021-11-05 09:36:08	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311266 | val_loss: 0.0311564 | Time: 6789.85 ms
[2021-11-05 09:36:15	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311267 | val_loss: 0.0311563 | Time: 6782.37 ms
[2021-11-05 09:36:22	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311246 | val_loss: 0.0311591 | Time: 6804.04 ms
[2021-11-05 09:36:29	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311237 | val_loss: 0.0311617 | Time: 6810.52 ms
[2021-11-05 09:36:36	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311239 | val_loss: 0.0311583 | Time: 6797.26 ms
[2021-11-05 09:36:42	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311242 | val_loss: 0.031155 | Time: 6785.99 ms
[2021-11-05 09:36:49	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311239 | val_loss: 0.0311552 | Time: 6772.61 ms
[2021-11-05 09:36:56	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031124 | val_loss: 0.0311571 | Time: 6813.74 ms
[2021-11-05 09:37:03	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311249 | val_loss: 0.0311565 | Time: 6909.81 ms
[2021-11-05 09:37:10	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311263 | val_loss: 0.0311552 | Time: 6796.18 ms
[2021-11-05 09:37:16	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311252 | val_loss: 0.031161 | Time: 6778.38 ms
[2021-11-05 09:37:23	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311254 | val_loss: 0.0311597 | Time: 6782.2 ms
[2021-11-05 09:37:30	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311251 | val_loss: 0.0311559 | Time: 6785.01 ms
[2021-11-05 09:37:38	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311229 | val_loss: 0.0311588 | Time: 8164.6 ms
[2021-11-05 09:37:56	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311242 | val_loss: 0.0311596 | Time: 17868.3 ms
[2021-11-05 09:38:03	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311241 | val_loss: 0.0311603 | Time: 6800.73 ms
[2021-11-05 09:38:10	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031124 | val_loss: 0.0311615 | Time: 6811.9 ms
[2021-11-05 09:38:17	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311251 | val_loss: 0.0311613 | Time: 6795.35 ms
[2021-11-05 09:38:23	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311248 | val_loss: 0.0311534 | Time: 6766.34 ms
[2021-11-05 09:38:30	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311258 | val_loss: 0.031159 | Time: 6790.06 ms
[2021-11-05 09:38:37	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311247 | val_loss: 0.0311559 | Time: 6784.8 ms
[2021-11-05 09:38:44	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311271 | val_loss: 0.0311535 | Time: 6782.7 ms
[2021-11-05 09:38:51	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311291 | val_loss: 0.0311509 | Time: 6811.49 ms
[2021-11-05 09:38:57	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311299 | val_loss: 0.0311528 | Time: 6782.7 ms
[2021-11-05 09:39:04	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311305 | val_loss: 0.0311545 | Time: 6826.25 ms
[2021-11-05 09:39:11	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311334 | val_loss: 0.0311555 | Time: 6799.53 ms
[2021-11-05 09:39:18	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311292 | val_loss: 0.0311536 | Time: 6790.8 ms
[2021-11-05 09:39:25	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311293 | val_loss: 0.031155 | Time: 6795.23 ms
[2021-11-05 09:39:32	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311291 | val_loss: 0.0311528 | Time: 6803.69 ms
[2021-11-05 09:39:38	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311388 | val_loss: 0.0311616 | Time: 6866.25 ms
[2021-11-05 09:39:45	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311471 | val_loss: 0.031159 | Time: 6788.7 ms
[2021-11-05 09:39:52	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311445 | val_loss: 0.031159 | Time: 6771.81 ms
[2021-11-05 09:39:59	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311424 | val_loss: 0.0311575 | Time: 6805.63 ms
[2021-11-05 09:40:06	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311577 | val_loss: 0.0311626 | Time: 6819.07 ms
[2021-11-05 09:40:12	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311581 | val_loss: 0.0311591 | Time: 6782.22 ms
[2021-11-05 09:40:19	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311551 | val_loss: 0.0311597 | Time: 6793.84 ms
[2021-11-05 09:40:26	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311527 | val_loss: 0.0311598 | Time: 6809.55 ms
[2021-11-05 09:40:33	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311544 | val_loss: 0.0311615 | Time: 6795.15 ms
[2021-11-05 09:40:40	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311524 | val_loss: 0.0311605 | Time: 6783.65 ms
[2021-11-05 09:40:47	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311507 | val_loss: 0.0311628 | Time: 6837.49 ms
[2021-11-05 09:40:53	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311493 | val_loss: 0.0311676 | Time: 6799.2 ms
[2021-11-05 09:41:00	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311499 | val_loss: 0.0311743 | Time: 6820.9 ms
[2021-11-05 09:41:07	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.031152 | val_loss: 0.0311649 | Time: 6868.92 ms
[2021-11-05 09:41:14	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311429 | val_loss: 0.03116 | Time: 6808.22 ms
[2021-11-05 09:41:21	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311405 | val_loss: 0.0311603 | Time: 6796.66 ms
[2021-11-05 09:41:28	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311399 | val_loss: 0.03116 | Time: 6802.33 ms
[2021-11-05 09:41:34	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311429 | val_loss: 0.0311625 | Time: 6810.82 ms
[2021-11-05 09:41:42	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311393 | val_loss: 0.0311592 | Time: 7239.57 ms
[2021-11-05 09:42:09	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031137 | val_loss: 0.0311666 | Time: 27019.7 ms
[2021-11-05 09:42:15	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311385 | val_loss: 0.0311622 | Time: 6790.68 ms
[2021-11-05 09:42:22	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311384 | val_loss: 0.0311577 | Time: 6769.53 ms
[2021-11-05 09:42:29	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311374 | val_loss: 0.0311595 | Time: 6765.45 ms
[2021-11-05 09:42:36	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311394 | val_loss: 0.0311601 | Time: 6783.64 ms
[2021-11-05 09:42:43	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311359 | val_loss: 0.0311595 | Time: 6830.31 ms
[2021-11-05 09:42:51	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311352 | val_loss: 0.0311586 | Time: 8549.69 ms
[2021-11-05 09:43:09	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311349 | val_loss: 0.0311618 | Time: 17557.7 ms
[2021-11-05 09:43:16	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311338 | val_loss: 0.0311593 | Time: 6819.52 ms
[2021-11-05 09:43:23	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.031135 | val_loss: 0.031161 | Time: 6795.11 ms
[2021-11-05 09:43:30	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311352 | val_loss: 0.0311587 | Time: 6793.1 ms
[2021-11-05 09:43:36	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311342 | val_loss: 0.0311621 | Time: 6814.86 ms
[2021-11-05 09:43:43	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031134 | val_loss: 0.0311599 | Time: 6798.08 ms
[2021-11-05 09:43:50	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311346 | val_loss: 0.031158 | Time: 6809.62 ms
[2021-11-05 09:43:57	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311333 | val_loss: 0.0311599 | Time: 6813.23 ms
[2021-11-05 09:44:04	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311351 | val_loss: 0.0311662 | Time: 6795.44 ms
[2021-11-05 09:44:10	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311356 | val_loss: 0.0311583 | Time: 6813.45 ms
[2021-11-05 09:44:17	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311353 | val_loss: 0.0311615 | Time: 6794.7 ms
[2021-11-05 09:44:24	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311366 | val_loss: 0.0311589 | Time: 6841.01 ms
[2021-11-05 09:44:31	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311353 | val_loss: 0.031158 | Time: 6764.95 ms
[2021-11-05 09:44:38	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311339 | val_loss: 0.0311576 | Time: 6778.31 ms
[2021-11-05 09:44:45	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311346 | val_loss: 0.0311578 | Time: 7020.86 ms
[2021-11-05 09:44:52	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311347 | val_loss: 0.0311623 | Time: 6788.55 ms
[2021-11-05 09:44:58	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311356 | val_loss: 0.0311621 | Time: 6803.89 ms
[2021-11-05 09:45:05	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311356 | val_loss: 0.0311625 | Time: 6807.13 ms
[2021-11-05 09:45:12	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311352 | val_loss: 0.0311606 | Time: 6805.84 ms
[2021-11-05 09:45:19	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031137 | val_loss: 0.0311661 | Time: 6789.62 ms
[2021-11-05 09:45:26	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.031137 | val_loss: 0.0311568 | Time: 6804.84 ms
[2021-11-05 09:45:32	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311343 | val_loss: 0.0311577 | Time: 6780.96 ms
[2021-11-05 09:45:39	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311332 | val_loss: 0.0311644 | Time: 6800.6 ms
[2021-11-05 09:45:46	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311343 | val_loss: 0.0311579 | Time: 6786.5 ms
[2021-11-05 09:45:53	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311338 | val_loss: 0.0311562 | Time: 6802.02 ms
[2021-11-05 09:46:00	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311328 | val_loss: 0.0311573 | Time: 7088.76 ms
[2021-11-05 09:46:07	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311352 | val_loss: 0.0311544 | Time: 6800.62 ms
[2021-11-05 09:46:14	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311353 | val_loss: 0.0311541 | Time: 6782.6 ms
[2021-11-05 09:46:20	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311336 | val_loss: 0.0311535 | Time: 6781.08 ms
[2021-11-05 09:46:27	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311347 | val_loss: 0.0311531 | Time: 6780.62 ms
[2021-11-05 09:46:34	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311343 | val_loss: 0.0311553 | Time: 6785.49 ms
[2021-11-05 09:46:41	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311325 | val_loss: 0.0311551 | Time: 6810.69 ms
[2021-11-05 09:46:48	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311338 | val_loss: 0.0311566 | Time: 6787.05 ms
[2021-11-05 09:46:54	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311324 | val_loss: 0.0311552 | Time: 6790.8 ms
[2021-11-05 09:47:01	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.031132 | val_loss: 0.0311607 | Time: 6813.42 ms
[2021-11-05 09:47:08	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311354 | val_loss: 0.0311568 | Time: 6839.75 ms
[2021-11-05 09:47:15	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311346 | val_loss: 0.0311588 | Time: 6826.39 ms
[2021-11-05 09:47:22	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311356 | val_loss: 0.0311563 | Time: 6805.27 ms
[2021-11-05 09:47:29	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311337 | val_loss: 0.031156 | Time: 6785.84 ms
[2021-11-05 09:47:35	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311338 | val_loss: 0.0311557 | Time: 6851.04 ms
[2021-11-05 09:47:42	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311335 | val_loss: 0.0311576 | Time: 6797.52 ms
[2021-11-05 09:47:49	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311313 | val_loss: 0.031156 | Time: 6791 ms
[2021-11-05 09:47:56	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311323 | val_loss: 0.0311556 | Time: 7353.93 ms
[2021-11-05 09:48:25	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311311 | val_loss: 0.0311631 | Time: 28718.5 ms
[2021-11-05 09:48:32	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311304 | val_loss: 0.0311579 | Time: 6775.82 ms
[2021-11-05 09:48:39	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031131 | val_loss: 0.031156 | Time: 6833.88 ms
[2021-11-05 09:48:46	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311316 | val_loss: 0.0311701 | Time: 6787.1 ms
[2021-11-05 09:48:52	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311311 | val_loss: 0.0311583 | Time: 6802.41 ms
[2021-11-05 09:48:59	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311288 | val_loss: 0.0311598 | Time: 6787.16 ms
[2021-11-05 09:49:06	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311298 | val_loss: 0.031161 | Time: 6871.99 ms
[2021-11-05 09:49:13	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311295 | val_loss: 0.0311564 | Time: 6791.06 ms
[2021-11-05 09:49:20	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311309 | val_loss: 0.0311681 | Time: 6795.34 ms
[2021-11-05 09:49:27	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311346 | val_loss: 0.0311564 | Time: 6797.62 ms
[2021-11-05 09:49:33	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311306 | val_loss: 0.0311611 | Time: 6809.39 ms
[2021-11-05 09:49:40	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311343 | val_loss: 0.0311562 | Time: 6778.83 ms
[2021-11-05 09:49:47	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311365 | val_loss: 0.0311594 | Time: 6802.89 ms
[2021-11-05 09:49:54	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311353 | val_loss: 0.0311558 | Time: 6766.69 ms
[2021-11-05 09:50:01	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311353 | val_loss: 0.031165 | Time: 6847.08 ms
[2021-11-05 09:50:07	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311311 | val_loss: 0.0311605 | Time: 6802.17 ms
[2021-11-05 09:50:14	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311319 | val_loss: 0.0311656 | Time: 6786.89 ms
[2021-11-05 09:50:21	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311351 | val_loss: 0.0311574 | Time: 6822.79 ms
[2021-11-05 09:50:28	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311355 | val_loss: 0.0311612 | Time: 6778.03 ms
[2021-11-05 09:50:35	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311331 | val_loss: 0.0311607 | Time: 6799.94 ms
[2021-11-05 09:50:42	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311322 | val_loss: 0.0311585 | Time: 6801.33 ms
[2021-11-05 09:50:48	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311307 | val_loss: 0.0311589 | Time: 6797.14 ms
[2021-11-05 09:50:55	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311294 | val_loss: 0.0311568 | Time: 6781.54 ms
[2021-11-05 09:51:02	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311297 | val_loss: 0.031161 | Time: 6827.44 ms
[2021-11-05 09:51:09	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311305 | val_loss: 0.0311605 | Time: 6775.66 ms
[2021-11-05 09:51:16	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031128 | val_loss: 0.0311623 | Time: 6803.92 ms
[2021-11-05 09:51:22	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311291 | val_loss: 0.0311628 | Time: 6806.62 ms
[2021-11-05 09:51:29	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311327 | val_loss: 0.0311601 | Time: 6793.38 ms
[2021-11-05 09:51:36	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311318 | val_loss: 0.031165 | Time: 6811.22 ms
[2021-11-05 09:51:43	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311295 | val_loss: 0.031163 | Time: 6765.21 ms
[2021-11-05 09:51:50	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311288 | val_loss: 0.0311616 | Time: 6804.19 ms
[2021-11-05 09:51:56	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031129 | val_loss: 0.031161 | Time: 6789.93 ms
[2021-11-05 09:52:03	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311286 | val_loss: 0.0311584 | Time: 6853.41 ms
[2021-11-05 09:52:10	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311283 | val_loss: 0.0311584 | Time: 6792.93 ms
[2021-11-05 09:52:17	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311266 | val_loss: 0.0311559 | Time: 6798.35 ms
[2021-11-05 09:52:24	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031128 | val_loss: 0.0311624 | Time: 6781.65 ms
[2021-11-05 09:52:31	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311288 | val_loss: 0.0311542 | Time: 6818.92 ms
[2021-11-05 09:52:37	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311275 | val_loss: 0.0311602 | Time: 6805.22 ms
[2021-11-05 09:52:44	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311269 | val_loss: 0.0311601 | Time: 6823.27 ms
[2021-11-05 09:52:51	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311284 | val_loss: 0.0311564 | Time: 6856.87 ms
[2021-11-05 09:52:58	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311272 | val_loss: 0.0311573 | Time: 6787.72 ms
[2021-11-05 09:53:06	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311298 | val_loss: 0.0311527 | Time: 7751.28 ms
[2021-11-05 09:53:24	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311255 | val_loss: 0.0311586 | Time: 18533.8 ms
[2021-11-05 09:53:31	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311261 | val_loss: 0.0311558 | Time: 6826.62 ms
[2021-11-05 09:53:38	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031125 | val_loss: 0.0311572 | Time: 6780.63 ms
[2021-11-05 09:53:45	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031125 | val_loss: 0.0311578 | Time: 6794.04 ms
[2021-11-05 09:53:52	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311238 | val_loss: 0.0311578 | Time: 6821.08 ms
[2021-11-05 09:53:58	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311239 | val_loss: 0.0311563 | Time: 6794.18 ms
[2021-11-05 09:54:05	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311238 | val_loss: 0.0311596 | Time: 6800.8 ms
[2021-11-05 09:54:12	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311239 | val_loss: 0.031159 | Time: 6784.76 ms
[2021-11-05 09:54:19	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311223 | val_loss: 0.0311636 | Time: 6774.57 ms
[2021-11-05 09:54:26	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.031122 | val_loss: 0.0311589 | Time: 6821.21 ms
[2021-11-05 09:54:32	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311221 | val_loss: 0.0311617 | Time: 6798.14 ms
[2021-11-05 09:54:40	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311222 | val_loss: 0.0311622 | Time: 7541.77 ms
[2021-11-05 09:54:47	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311216 | val_loss: 0.0311549 | Time: 7009.07 ms
[2021-11-05 09:54:54	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311266 | val_loss: 0.031163 | Time: 6791.33 ms
[2021-11-05 09:55:01	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311304 | val_loss: 0.0311605 | Time: 6802.03 ms
[2021-11-05 09:55:07	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311289 | val_loss: 0.0311626 | Time: 6793.4 ms
[2021-11-05 09:55:14	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311316 | val_loss: 0.0311638 | Time: 6783.26 ms
[2021-11-05 09:55:21	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311292 | val_loss: 0.0311613 | Time: 6791.7 ms
[2021-11-05 09:55:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311279 | val_loss: 0.0311587 | Time: 6815.02 ms
[2021-11-05 09:55:35	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311275 | val_loss: 0.0311655 | Time: 6797.06 ms
[2021-11-05 09:55:41	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311297 | val_loss: 0.0311624 | Time: 6772.91 ms
[2021-11-05 09:55:48	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311427 | val_loss: 0.0311875 | Time: 6823.83 ms
[2021-11-05 09:55:55	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312836 | val_loss: 0.0332443 | Time: 6786.01 ms
[2021-11-05 09:56:02	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0366653 | val_loss: 0.0325504 | Time: 6804.61 ms
[2021-11-05 09:56:09	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0362404 | val_loss: 0.0322449 | Time: 6771.32 ms
[2021-11-05 09:56:15	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0317042 | val_loss: 0.0313607 | Time: 6794.97 ms
[2021-11-05 09:56:23	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0313229 | val_loss: 0.0312738 | Time: 6960.92 ms
[2021-11-05 09:56:29	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0312512 | val_loss: 0.0312414 | Time: 6805.05 ms
[2021-11-05 09:56:36	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312362 | val_loss: 0.031233 | Time: 6804.07 ms
[2021-11-05 09:56:43	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312288 | val_loss: 0.0312252 | Time: 6794.29 ms
[2021-11-05 09:56:50	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312226 | val_loss: 0.0312189 | Time: 6810.28 ms
[2021-11-05 09:56:57	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312173 | val_loss: 0.031212 | Time: 6772.32 ms
[2021-11-05 09:57:04	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0312106 | val_loss: 0.0312059 | Time: 6807.93 ms
[2021-11-05 09:57:10	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312057 | val_loss: 0.0312017 | Time: 6786.99 ms
[2021-11-05 09:57:17	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312017 | val_loss: 0.0311972 | Time: 6851.8 ms
[2021-11-05 09:57:24	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311992 | val_loss: 0.0311952 | Time: 6801.07 ms
[2021-11-05 09:57:31	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311963 | val_loss: 0.0311917 | Time: 6798.92 ms
[2021-11-05 09:57:38	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311943 | val_loss: 0.0311905 | Time: 6972.65 ms
[2021-11-05 09:57:45	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311924 | val_loss: 0.0311896 | Time: 6886.5 ms
[2021-11-05 09:57:52	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311919 | val_loss: 0.0311907 | Time: 6771.06 ms
[2021-11-05 09:58:00	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311914 | val_loss: 0.0311882 | Time: 7975.19 ms
[2021-11-05 09:58:24	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311888 | val_loss: 0.0311873 | Time: 24844.3 ms
[2021-11-05 09:58:45	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311867 | val_loss: 0.0311849 | Time: 20413.5 ms
[2021-11-05 09:59:05	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311837 | val_loss: 0.0311811 | Time: 19696.1 ms
[2021-11-05 09:59:26	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311813 | val_loss: 0.0311821 | Time: 21595.2 ms
[2021-11-05 09:59:46	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311804 | val_loss: 0.0311808 | Time: 19356.6 ms
[2021-11-05 10:01:36	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311768 | val_loss: 0.031176 | Time: 109340 ms
[2021-11-05 10:02:10	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311735 | val_loss: 0.0311735 | Time: 34834.3 ms
[2021-11-05 10:02:34	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311722 | val_loss: 0.0311723 | Time: 23082.9 ms
[2021-11-05 10:02:57	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311703 | val_loss: 0.0311713 | Time: 23121.6 ms
[2021-11-05 10:03:20	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311679 | val_loss: 0.0311715 | Time: 22763.4 ms
[2021-11-05 10:04:00	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311687 | val_loss: 0.0311689 | Time: 40142.5 ms
[2021-11-05 10:04:20	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311658 | val_loss: 0.0311698 | Time: 20154.2 ms
[2021-11-05 10:04:40	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311655 | val_loss: 0.0311672 | Time: 19679.3 ms
[2021-11-05 10:04:59	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311634 | val_loss: 0.0311675 | Time: 19456.2 ms
[2021-11-05 10:05:19	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311635 | val_loss: 0.031168 | Time: 19970.1 ms
[2021-11-05 10:05:40	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311623 | val_loss: 0.0311664 | Time: 20331.8 ms
[2021-11-05 10:05:59	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311613 | val_loss: 0.0311651 | Time: 19398.3 ms
[2021-11-05 10:06:20	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311604 | val_loss: 0.0311645 | Time: 20408 ms
[2021-11-05 10:06:39	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311599 | val_loss: 0.0311647 | Time: 19303.2 ms
[2021-11-05 10:07:00	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311592 | val_loss: 0.0311638 | Time: 21221.8 ms
[2021-11-05 10:07:20	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031158 | val_loss: 0.0311635 | Time: 19548.2 ms
[2021-11-05 10:07:41	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311579 | val_loss: 0.0311634 | Time: 21114.4 ms
[2021-11-05 10:08:11	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311572 | val_loss: 0.0311633 | Time: 30342.9 ms
[2021-11-05 10:08:31	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311573 | val_loss: 0.0311634 | Time: 19306.2 ms
[2021-11-05 10:09:02	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311565 | val_loss: 0.0311629 | Time: 30840.6 ms
[2021-11-05 10:09:21	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311562 | val_loss: 0.0311629 | Time: 19185 ms
[2021-11-05 10:09:42	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031155 | val_loss: 0.0311621 | Time: 20504.4 ms
[2021-11-05 10:10:02	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311552 | val_loss: 0.0311635 | Time: 20683.2 ms
[2021-11-05 10:10:22	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311549 | val_loss: 0.0311612 | Time: 19174.6 ms
[2021-11-05 10:10:41	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311544 | val_loss: 0.0311627 | Time: 19913.1 ms
[2021-11-05 10:11:01	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311543 | val_loss: 0.0311613 | Time: 19458.8 ms
[2021-11-05 10:11:22	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311547 | val_loss: 0.0311622 | Time: 20614.9 ms
[2021-11-05 10:11:42	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311536 | val_loss: 0.031161 | Time: 19990.6 ms
[2021-11-05 10:12:02	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311534 | val_loss: 0.0311622 | Time: 20819.7 ms
[2021-11-05 10:12:22	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311531 | val_loss: 0.031161 | Time: 19836.6 ms
[2021-11-05 10:12:42	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311533 | val_loss: 0.0311613 | Time: 19619.8 ms
[2021-11-05 10:13:02	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311524 | val_loss: 0.0311609 | Time: 19533.1 ms
[2021-11-05 10:13:23	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311523 | val_loss: 0.0311614 | Time: 21375.9 ms
[2021-11-05 10:13:45	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311526 | val_loss: 0.0311622 | Time: 22195.8 ms
[2021-11-05 10:14:16	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311519 | val_loss: 0.0311632 | Time: 30282.5 ms
[2021-11-05 10:14:35	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311524 | val_loss: 0.0311618 | Time: 18880.1 ms
[2021-11-05 10:14:55	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311526 | val_loss: 0.0311606 | Time: 20270.5 ms
[2021-11-05 10:15:15	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311515 | val_loss: 0.0311635 | Time: 20336.5 ms
[2021-11-05 10:15:34	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311533 | val_loss: 0.0311618 | Time: 19063 ms
[2021-11-05 10:15:55	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311512 | val_loss: 0.0311626 | Time: 20325.2 ms
[2021-11-05 10:16:14	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311521 | val_loss: 0.0311619 | Time: 19029.1 ms
[2021-11-05 10:16:34	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311512 | val_loss: 0.0311605 | Time: 19652 ms
[2021-11-05 10:16:53	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311524 | val_loss: 0.0311622 | Time: 19500.7 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 930MX)
[2021-11-05 11:01:20	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-05 11:01:20	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-05 11:01:21	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-05 11:01:21	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-05 11:01:21	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2_0_r1761364281_1 (exists = 1)
[2021-11-05 11:01:21	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2_0_r1761364281_0 (exists = 0)
[2021-11-05 11:01:21	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634618724-22724-2 (exists = 1)
[2021-11-05 11:01:21	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-05 11:01:21	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-05 11:01:21	                main:474]	:	INFO	:	Configuration: 
[2021-11-05 11:01:21	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-05 11:01:21	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-05 11:01:21	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-05 11:01:21	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-05 11:01:21	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-05 11:01:21	                main:480]	:	INFO	:	    Patience: 10
[2021-11-05 11:01:21	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-05 11:01:21	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-05 11:01:21	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-05 11:01:21	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-05 11:01:21	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-05 11:01:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 11:01:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 11:01:43	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-05 11:01:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 11:01:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 11:01:44	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-05 11:01:44	                main:494]	:	INFO	:	Creating Model
[2021-11-05 11:01:44	                main:507]	:	INFO	:	Preparing config file
[2021-11-05 11:01:44	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-05 11:01:44	                main:512]	:	INFO	:	Loading config
[2021-11-05 11:01:45	                main:514]	:	INFO	:	Loading state
[2021-11-05 11:01:59	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-05 11:01:59	                main:562]	:	INFO	:	Starting Training
[2021-11-05 11:02:22	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0320155 | val_loss: 0.0313805 | Time: 22748.6 ms
[2021-11-05 11:02:42	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312656 | val_loss: 0.0312243 | Time: 19813.7 ms
[2021-11-05 11:03:04	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311909 | val_loss: 0.0311718 | Time: 21823.9 ms
[2021-11-05 11:03:24	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311608 | val_loss: 0.0311638 | Time: 20462.2 ms
[2021-11-05 11:03:44	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311564 | val_loss: 0.031163 | Time: 19451.2 ms
[2021-11-05 11:04:04	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311531 | val_loss: 0.0311629 | Time: 20606.4 ms
[2021-11-05 11:04:25	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.031156 | val_loss: 0.0311625 | Time: 21104.3 ms
[2021-11-05 11:04:46	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311527 | val_loss: 0.0311624 | Time: 20284.8 ms
[2021-11-05 11:05:06	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311526 | val_loss: 0.0311617 | Time: 20329.2 ms
[2021-11-05 11:05:28	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311546 | val_loss: 0.0311685 | Time: 22099.7 ms
[2021-11-05 11:05:58	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311561 | val_loss: 0.0311726 | Time: 9805.13 ms
[2021-11-05 11:06:18	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.03115 | val_loss: 0.0311709 | Time: 19739.7 ms
[2021-11-05 11:06:38	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311508 | val_loss: 0.031167 | Time: 19940.9 ms
[2021-11-05 11:06:58	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311472 | val_loss: 0.0311614 | Time: 20010.3 ms
[2021-11-05 11:07:19	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311445 | val_loss: 0.0311626 | Time: 20793.4 ms
[2021-11-05 11:07:39	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311449 | val_loss: 0.0311639 | Time: 19688.6 ms
[2021-11-05 11:08:00	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311446 | val_loss: 0.0311646 | Time: 21534.9 ms
[2021-11-05 11:08:21	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311453 | val_loss: 0.0311629 | Time: 20073.9 ms
[2021-11-05 11:08:41	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031142 | val_loss: 0.031158 | Time: 9661.72 ms
[2021-11-05 11:09:01	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311415 | val_loss: 0.0311583 | Time: 20143.7 ms
[2021-11-05 11:09:21	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311428 | val_loss: 0.0311564 | Time: 19876.9 ms
[2021-11-05 11:09:40	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311432 | val_loss: 0.0311587 | Time: 19666.1 ms
[2021-11-05 11:10:01	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311438 | val_loss: 0.0311567 | Time: 20228.9 ms
[2021-11-05 11:10:21	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031142 | val_loss: 0.0311557 | Time: 20211.5 ms
[2021-11-05 11:10:54	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311426 | val_loss: 0.0311617 | Time: 33195.8 ms
[2021-11-05 11:11:15	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311438 | val_loss: 0.0311635 | Time: 21013.7 ms
[2021-11-05 11:11:36	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311418 | val_loss: 0.0311587 | Time: 20552.5 ms
[2021-11-05 11:12:39	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311418 | val_loss: 0.0311567 | Time: 63544 ms
[2021-11-05 11:13:00	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311405 | val_loss: 0.0311534 | Time: 20293.2 ms
[2021-11-05 11:13:20	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311389 | val_loss: 0.0311612 | Time: 19680.6 ms
[2021-11-05 11:13:41	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311416 | val_loss: 0.0311559 | Time: 20752.4 ms
[2021-11-05 11:14:01	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311453 | val_loss: 0.0311666 | Time: 20618.1 ms
[2021-11-05 11:14:22	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311416 | val_loss: 0.0311611 | Time: 20162.4 ms
[2021-11-05 11:14:42	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311404 | val_loss: 0.0311607 | Time: 20278.9 ms
[2021-11-05 11:15:03	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311509 | val_loss: 0.0311736 | Time: 20550.5 ms
[2021-11-05 11:15:23	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311428 | val_loss: 0.0311544 | Time: 19986.9 ms
[2021-11-05 11:15:43	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311362 | val_loss: 0.0311565 | Time: 20245 ms
[2021-11-05 11:16:13	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311395 | val_loss: 0.031158 | Time: 30423.2 ms
[2021-11-05 11:16:33	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311471 | val_loss: 0.0311545 | Time: 19412.1 ms
[2021-11-05 11:16:53	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311531 | val_loss: 0.0311532 | Time: 20178.9 ms
[2021-11-05 11:17:14	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311522 | val_loss: 0.0311549 | Time: 20399.8 ms
[2021-11-05 11:17:35	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311538 | val_loss: 0.0311559 | Time: 20812.1 ms
[2021-11-05 11:17:56	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031149 | val_loss: 0.0311525 | Time: 20937.4 ms
[2021-11-05 11:18:27	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311467 | val_loss: 0.0311527 | Time: 31820.2 ms
[2021-11-05 11:18:49	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311449 | val_loss: 0.0311511 | Time: 21205.9 ms
[2021-11-05 11:19:09	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311433 | val_loss: 0.0311565 | Time: 20415 ms
[2021-11-05 11:19:09	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311565
[2021-11-05 11:19:09	                main:603]	:	INFO	:	Saving end state to config to file
[2021-11-05 11:19:09	                main:608]	:	INFO	:	Success, exiting..
11:19:10 (19512): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)