Task 10872390

Name ParityModified-1638638226-27347-3-0_0
Workunit 8177159
Created 18 Jan 2022, 13:18:50 UTC
Sent 5 Feb 2022, 2:43:12 UTC
Report deadline 13 Feb 2022, 2:43:12 UTC
Received 7 Feb 2022, 1:24:36 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 18786
Run time 3 hours 4 min 57 sec
CPU time 2 hours 58 min 59 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,255.84 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.58 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
g
[2022-02-06 18:10:10	                main:514]	:	INFO	:	Loading state
[2022-02-06 18:10:11	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-06 18:10:13	                main:562]	:	INFO	:	Starting Training
[2022-02-06 18:10:19	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0312849 | val_loss: 0.0311977 | Time: 6324.32 ms
[2022-02-06 18:10:25	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311866 | val_loss: 0.0311807 | Time: 5916.66 ms
[2022-02-06 18:10:31	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311732 | val_loss: 0.0311761 | Time: 5927.44 ms
[2022-02-06 18:10:37	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311721 | val_loss: 0.0311776 | Time: 5951.85 ms
[2022-02-06 18:10:43	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311729 | val_loss: 0.0311774 | Time: 5974.07 ms
[2022-02-06 18:10:49	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311728 | val_loss: 0.031175 | Time: 5901.18 ms
[2022-02-06 18:10:55	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311725 | val_loss: 0.0311753 | Time: 5894.45 ms
[2022-02-06 18:11:01	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311724 | val_loss: 0.0311765 | Time: 5883.08 ms
[2022-02-06 18:11:07	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311728 | val_loss: 0.0311783 | Time: 5895.33 ms
[2022-02-06 18:11:12	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311722 | val_loss: 0.0311789 | Time: 5843.34 ms
[2022-02-06 18:11:18	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311747 | val_loss: 0.0311818 | Time: 5927.7 ms
[2022-02-06 18:11:24	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311804 | val_loss: 0.0311799 | Time: 5899.41 ms
[2022-02-06 18:11:30	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311778 | val_loss: 0.031179 | Time: 5961.27 ms
[2022-02-06 18:11:36	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311737 | val_loss: 0.0311763 | Time: 5922.61 ms
[2022-02-06 18:11:42	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311757 | val_loss: 0.0311777 | Time: 5852.55 ms
[2022-02-06 18:11:48	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311793 | val_loss: 0.0311806 | Time: 5943.37 ms
[2022-02-06 18:11:54	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311731 | val_loss: 0.0311751 | Time: 5872.2 ms
[2022-02-06 18:12:00	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311721 | val_loss: 0.0311773 | Time: 5891.35 ms
[2022-02-06 18:12:06	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311723 | val_loss: 0.0311759 | Time: 5845.41 ms
[2022-02-06 18:12:11	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311712 | val_loss: 0.0311793 | Time: 5852.37 ms
[2022-02-06 18:12:17	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311713 | val_loss: 0.0311779 | Time: 5862.17 ms
[2022-02-06 18:12:23	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311705 | val_loss: 0.0311778 | Time: 5757.53 ms
[2022-02-06 18:12:29	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311738 | val_loss: 0.0311765 | Time: 5931.97 ms
[2022-02-06 18:12:35	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311704 | val_loss: 0.0311761 | Time: 5901.15 ms
[2022-02-06 18:12:41	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311714 | val_loss: 0.03118 | Time: 5958.44 ms
[2022-02-06 18:12:47	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311703 | val_loss: 0.0311769 | Time: 5812.27 ms
[2022-02-06 18:12:53	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311706 | val_loss: 0.031175 | Time: 5856.46 ms
[2022-02-06 18:12:59	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311714 | val_loss: 0.031176 | Time: 5883 ms
[2022-02-06 18:13:05	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311721 | val_loss: 0.031176 | Time: 5957.43 ms
[2022-02-06 18:13:10	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311714 | val_loss: 0.0311754 | Time: 5979.41 ms
[2022-02-06 18:13:16	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311707 | val_loss: 0.0311778 | Time: 5878.93 ms
[2022-02-06 18:13:22	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311719 | val_loss: 0.0311792 | Time: 5869.94 ms
[2022-02-06 18:13:28	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311737 | val_loss: 0.0311762 | Time: 5915.47 ms
[2022-02-06 18:13:34	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311737 | val_loss: 0.0311772 | Time: 5845.82 ms
[2022-02-06 18:13:40	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.031172 | val_loss: 0.031177 | Time: 5933.51 ms
[2022-02-06 18:13:46	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031171 | val_loss: 0.0311774 | Time: 5835.2 ms
[2022-02-06 18:13:52	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311728 | val_loss: 0.0311822 | Time: 5891.1 ms
[2022-02-06 18:13:58	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311736 | val_loss: 0.0311761 | Time: 5771.92 ms
[2022-02-06 18:14:03	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311701 | val_loss: 0.031176 | Time: 5856.24 ms
[2022-02-06 18:14:09	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311716 | val_loss: 0.0311768 | Time: 5900.96 ms
[2022-02-06 18:14:15	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311735 | val_loss: 0.0311772 | Time: 5982.15 ms
[2022-02-06 18:14:21	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311717 | val_loss: 0.0311745 | Time: 5833.36 ms
[2022-02-06 18:14:27	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311719 | val_loss: 0.031175 | Time: 5785.63 ms
[2022-02-06 18:14:33	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311694 | val_loss: 0.0311788 | Time: 5851.16 ms
[2022-02-06 18:14:39	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311708 | val_loss: 0.031175 | Time: 5944.69 ms
[2022-02-06 18:14:45	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311703 | val_loss: 0.031174 | Time: 5864.03 ms
[2022-02-06 18:14:51	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311709 | val_loss: 0.0311769 | Time: 5931.27 ms
[2022-02-06 18:14:56	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311729 | val_loss: 0.0311756 | Time: 5865.38 ms
[2022-02-06 18:15:02	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031171 | val_loss: 0.0311801 | Time: 5953.36 ms
[2022-02-06 18:15:08	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311724 | val_loss: 0.0311748 | Time: 5800.84 ms
[2022-02-06 18:15:14	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311701 | val_loss: 0.0311749 | Time: 5870.65 ms
[2022-02-06 18:15:20	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311704 | val_loss: 0.0311754 | Time: 5891.49 ms
[2022-02-06 18:15:26	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311706 | val_loss: 0.0311782 | Time: 5818.74 ms
[2022-02-06 18:15:32	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311701 | val_loss: 0.0311747 | Time: 5871.97 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 Ti)
[2022-02-06 18:44:38	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-06 18:44:38	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-06 18:44:38	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-06 18:44:38	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-06 18:44:38	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-06 18:44:38	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-06 18:44:38	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-06 18:44:38	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-06 18:44:38	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-06 18:44:38	                main:474]	:	INFO	:	Configuration: 
[2022-02-06 18:44:38	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-06 18:44:38	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-06 18:44:38	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-06 18:44:38	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-06 18:44:38	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-06 18:44:38	                main:480]	:	INFO	:	    Patience: 10
[2022-02-06 18:44:38	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-06 18:44:38	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-06 18:44:38	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-06 18:44:38	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-06 18:44:38	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-06 18:44:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-06 18:44:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-06 18:44:40	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-06 18:44:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-06 18:44:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-06 18:44:40	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-06 18:44:40	                main:494]	:	INFO	:	Creating Model
[2022-02-06 18:44:40	                main:507]	:	INFO	:	Preparing config file
[2022-02-06 18:44:40	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-06 18:44:40	                main:512]	:	INFO	:	Loading config
[2022-02-06 18:44:40	                main:514]	:	INFO	:	Loading state
[2022-02-06 18:44:40	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-06 18:44:40	                main:562]	:	INFO	:	Starting Training
[2022-02-06 18:44:46	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0313075 | val_loss: 0.0312235 | Time: 5734.62 ms
[2022-02-06 18:44:52	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0312074 | val_loss: 0.0311903 | Time: 5448.45 ms
[2022-02-06 18:44:57	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311838 | val_loss: 0.0311798 | Time: 5526.66 ms
[2022-02-06 18:45:03	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311757 | val_loss: 0.0311791 | Time: 5636.53 ms
[2022-02-06 18:45:08	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311736 | val_loss: 0.0311782 | Time: 5631.84 ms
[2022-02-06 18:45:14	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311727 | val_loss: 0.0311785 | Time: 5518.26 ms
[2022-02-06 18:45:20	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311744 | val_loss: 0.0311798 | Time: 5568.81 ms
[2022-02-06 18:45:25	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311756 | val_loss: 0.0311789 | Time: 5567.91 ms
[2022-02-06 18:45:31	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311743 | val_loss: 0.0311789 | Time: 5556.97 ms
[2022-02-06 18:45:36	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311737 | val_loss: 0.031176 | Time: 5611.27 ms
[2022-02-06 18:45:42	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311731 | val_loss: 0.0311783 | Time: 5574.53 ms
[2022-02-06 18:45:48	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311734 | val_loss: 0.0311788 | Time: 5630.26 ms
[2022-02-06 18:45:53	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311725 | val_loss: 0.0311772 | Time: 5586.39 ms
[2022-02-06 18:45:59	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311711 | val_loss: 0.0311785 | Time: 5499.04 ms
[2022-02-06 18:46:04	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031173 | val_loss: 0.0311768 | Time: 5569.94 ms
[2022-02-06 18:46:10	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311737 | val_loss: 0.0311795 | Time: 5523.49 ms
[2022-02-06 18:46:15	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311734 | val_loss: 0.0311756 | Time: 5567.71 ms
[2022-02-06 18:46:21	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311742 | val_loss: 0.031178 | Time: 5610.62 ms
[2022-02-06 18:46:27	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311733 | val_loss: 0.0311754 | Time: 5559.71 ms
[2022-02-06 18:46:32	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311722 | val_loss: 0.0311756 | Time: 5561.75 ms
[2022-02-06 18:46:38	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311725 | val_loss: 0.0311779 | Time: 5597.23 ms
[2022-02-06 18:46:43	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031172 | val_loss: 0.031177 | Time: 5520.56 ms
[2022-02-06 18:46:49	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311714 | val_loss: 0.0311738 | Time: 5631.73 ms
[2022-02-06 18:46:54	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311699 | val_loss: 0.0311749 | Time: 5466.91 ms
[2022-02-06 18:47:00	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311693 | val_loss: 0.0311761 | Time: 5603.73 ms
[2022-02-06 18:47:06	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311675 | val_loss: 0.0311747 | Time: 5532.35 ms
[2022-02-06 18:47:11	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.031168 | val_loss: 0.0311747 | Time: 5556.29 ms
[2022-02-06 18:47:17	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311683 | val_loss: 0.0311757 | Time: 5530.12 ms
[2022-02-06 18:47:22	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311682 | val_loss: 0.0311743 | Time: 5584.35 ms
[2022-02-06 18:47:28	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311684 | val_loss: 0.0311762 | Time: 5548.67 ms
[2022-02-06 18:47:33	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311686 | val_loss: 0.031172 | Time: 5512.68 ms
[2022-02-06 18:47:39	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031169 | val_loss: 0.0311741 | Time: 5571.01 ms
[2022-02-06 18:47:44	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311673 | val_loss: 0.0311739 | Time: 5548.37 ms
[2022-02-06 18:47:50	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311668 | val_loss: 0.0311752 | Time: 5572.1 ms
[2022-02-06 18:47:56	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311685 | val_loss: 0.0311744 | Time: 5581.99 ms
[2022-02-06 18:48:01	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311676 | val_loss: 0.0311765 | Time: 5570.62 ms
[2022-02-06 18:48:07	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311673 | val_loss: 0.0311757 | Time: 5606.58 ms
[2022-02-06 18:48:12	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031166 | val_loss: 0.0311737 | Time: 5484.43 ms
[2022-02-06 18:48:18	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 5561.97 ms
[2022-02-06 18:48:23	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311674 | val_loss: 0.0311784 | Time: 5467.35 ms
[2022-02-06 18:48:29	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311674 | val_loss: 0.0311735 | Time: 5446.42 ms
[2022-02-06 18:48:34	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311668 | val_loss: 0.0311718 | Time: 5492.95 ms
[2022-02-06 18:48:40	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311663 | val_loss: 0.0311715 | Time: 5495.16 ms
[2022-02-06 18:48:45	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311676 | val_loss: 0.0311746 | Time: 5474.36 ms
[2022-02-06 18:48:51	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311665 | val_loss: 0.0311771 | Time: 5459.31 ms
[2022-02-06 18:48:56	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.03117 | val_loss: 0.0311728 | Time: 5620.59 ms
[2022-02-06 18:49:02	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311704 | val_loss: 0.0311777 | Time: 5576.42 ms
[2022-02-06 18:49:07	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311683 | val_loss: 0.031176 | Time: 5444.97 ms
[2022-02-06 18:49:13	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311688 | val_loss: 0.0311756 | Time: 5553.67 ms
[2022-02-06 18:49:19	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031168 | val_loss: 0.0311735 | Time: 5529.99 ms
[2022-02-06 18:49:24	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311666 | val_loss: 0.0311737 | Time: 5583.37 ms
[2022-02-06 18:49:30	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311671 | val_loss: 0.031174 | Time: 5512.22 ms
[2022-02-06 18:49:35	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311662 | val_loss: 0.0311769 | Time: 5477.6 ms
[2022-02-06 18:49:41	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311655 | val_loss: 0.0311788 | Time: 5571.66 ms
[2022-02-06 18:49:46	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311693 | val_loss: 0.0311745 | Time: 5530.16 ms
[2022-02-06 18:49:52	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311703 | val_loss: 0.0311772 | Time: 5569.3 ms
[2022-02-06 18:49:57	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311751 | val_loss: 0.0311748 | Time: 5597.15 ms
[2022-02-06 18:50:03	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031176 | val_loss: 0.031178 | Time: 5509.66 ms
[2022-02-06 18:50:09	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311856 | val_loss: 0.0311976 | Time: 5575.7 ms
[2022-02-06 18:50:14	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0312066 | val_loss: 0.0312026 | Time: 5606.95 ms
[2022-02-06 18:50:20	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0312067 | val_loss: 0.0312052 | Time: 5468.67 ms
[2022-02-06 18:50:25	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0312065 | val_loss: 0.0312032 | Time: 5435.48 ms
[2022-02-06 18:50:31	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0312047 | val_loss: 0.0312035 | Time: 5480.17 ms
[2022-02-06 18:50:36	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0312029 | val_loss: 0.031201 | Time: 5506.84 ms
[2022-02-06 18:50:42	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0312017 | val_loss: 0.0311971 | Time: 5496.67 ms
[2022-02-06 18:50:47	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0312002 | val_loss: 0.031197 | Time: 5466.29 ms
[2022-02-06 18:50:53	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031201 | val_loss: 0.0311986 | Time: 5491.68 ms
[2022-02-06 18:50:58	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311996 | val_loss: 0.0312036 | Time: 5445.72 ms
[2022-02-06 18:51:04	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031199 | val_loss: 0.0311955 | Time: 5525.07 ms
[2022-02-06 18:51:09	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311949 | val_loss: 0.031194 | Time: 5491.89 ms
[2022-02-06 18:51:15	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311923 | val_loss: 0.0311896 | Time: 5434 ms
[2022-02-06 18:51:20	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311858 | val_loss: 0.0311839 | Time: 5526.55 ms
[2022-02-06 18:51:26	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031181 | val_loss: 0.031185 | Time: 5580.54 ms
[2022-02-06 18:51:31	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311819 | val_loss: 0.0311888 | Time: 5506.87 ms
[2022-02-06 18:51:37	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311834 | val_loss: 0.0311893 | Time: 5565.01 ms
[2022-02-06 18:51:42	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311835 | val_loss: 0.0311887 | Time: 5515.55 ms
[2022-02-06 18:51:48	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311827 | val_loss: 0.0311867 | Time: 5442.62 ms
[2022-02-06 18:51:53	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311798 | val_loss: 0.0311883 | Time: 5438.91 ms
[2022-02-06 18:51:59	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.031181 | val_loss: 0.0311868 | Time: 5552.01 ms
[2022-02-06 18:52:04	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311791 | val_loss: 0.0311901 | Time: 5539.2 ms
[2022-02-06 18:52:10	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311817 | val_loss: 0.0311852 | Time: 5597.55 ms
[2022-02-06 18:52:15	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311764 | val_loss: 0.0311854 | Time: 5445.79 ms
[2022-02-06 18:52:21	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311761 | val_loss: 0.0311829 | Time: 5609.98 ms
[2022-02-06 18:52:27	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311756 | val_loss: 0.0311839 | Time: 5509.95 ms
[2022-02-06 18:52:32	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031177 | val_loss: 0.0311863 | Time: 5465.89 ms
[2022-02-06 18:52:38	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311786 | val_loss: 0.0311827 | Time: 5600.74 ms
[2022-02-06 18:52:43	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311781 | val_loss: 0.0311865 | Time: 5549.33 ms
[2022-02-06 18:52:49	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311795 | val_loss: 0.0311807 | Time: 5482.12 ms
[2022-02-06 18:52:54	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311753 | val_loss: 0.0311843 | Time: 5451.91 ms
[2022-02-06 18:53:00	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311735 | val_loss: 0.0311826 | Time: 5485.43 ms
[2022-02-06 18:53:05	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311738 | val_loss: 0.0311825 | Time: 5532.24 ms
[2022-02-06 18:53:11	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311737 | val_loss: 0.0311819 | Time: 5622.84 ms
[2022-02-06 18:53:16	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311743 | val_loss: 0.0311814 | Time: 5619.2 ms
[2022-02-06 18:53:22	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311771 | val_loss: 0.0311812 | Time: 5584.08 ms
[2022-02-06 18:53:28	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031177 | val_loss: 0.0311882 | Time: 5505.01 ms
[2022-02-06 18:53:33	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311727 | val_loss: 0.0311812 | Time: 5505.18 ms
[2022-02-06 18:53:39	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311726 | val_loss: 0.0311806 | Time: 5578.15 ms
[2022-02-06 18:53:44	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311724 | val_loss: 0.0311818 | Time: 5537.22 ms
[2022-02-06 18:53:50	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311721 | val_loss: 0.0311808 | Time: 5575.25 ms
[2022-02-06 18:53:55	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311714 | val_loss: 0.0311812 | Time: 5486.67 ms
[2022-02-06 18:54:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311715 | val_loss: 0.0311821 | Time: 5464.45 ms
[2022-02-06 18:54:06	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311712 | val_loss: 0.0311832 | Time: 5412.61 ms
[2022-02-06 18:54:12	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311709 | val_loss: 0.031183 | Time: 5509.75 ms
[2022-02-06 18:54:17	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311714 | val_loss: 0.0311811 | Time: 5580.2 ms
[2022-02-06 18:54:23	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311712 | val_loss: 0.0311867 | Time: 5482.95 ms
[2022-02-06 18:54:28	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311738 | val_loss: 0.0311817 | Time: 5477.87 ms
[2022-02-06 18:54:34	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311759 | val_loss: 0.0311798 | Time: 5509.31 ms
[2022-02-06 18:54:39	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311734 | val_loss: 0.0311824 | Time: 5499.1 ms
[2022-02-06 18:54:45	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311725 | val_loss: 0.0311809 | Time: 5502.27 ms
[2022-02-06 18:54:50	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311739 | val_loss: 0.0311803 | Time: 5538.07 ms
[2022-02-06 18:54:56	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311703 | val_loss: 0.0311803 | Time: 5432.1 ms
[2022-02-06 18:55:01	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311704 | val_loss: 0.0311832 | Time: 5502.44 ms
[2022-02-06 18:55:07	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311694 | val_loss: 0.0311848 | Time: 5583.14 ms
[2022-02-06 18:55:13	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311724 | val_loss: 0.031183 | Time: 5581.31 ms
[2022-02-06 18:55:18	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311712 | val_loss: 0.0311794 | Time: 5561.79 ms
[2022-02-06 18:55:24	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311691 | val_loss: 0.03118 | Time: 5508.4 ms
[2022-02-06 18:55:29	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311697 | val_loss: 0.0311805 | Time: 5501.49 ms
[2022-02-06 18:55:35	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311704 | val_loss: 0.0311842 | Time: 5501.5 ms
[2022-02-06 18:55:40	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311743 | val_loss: 0.0311857 | Time: 5444.1 ms
[2022-02-06 18:55:46	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311714 | val_loss: 0.0311844 | Time: 5563.93 ms
[2022-02-06 18:55:51	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311685 | val_loss: 0.0311815 | Time: 5601.65 ms
[2022-02-06 18:55:57	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311712 | val_loss: 0.0311805 | Time: 5584.78 ms
[2022-02-06 18:56:03	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311689 | val_loss: 0.0311792 | Time: 5585.05 ms
[2022-02-06 18:56:08	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311682 | val_loss: 0.0311817 | Time: 5551.62 ms
[2022-02-06 18:56:14	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311702 | val_loss: 0.0311818 | Time: 5564.91 ms
[2022-02-06 18:56:19	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311705 | val_loss: 0.0311824 | Time: 5518.2 ms
[2022-02-06 18:56:25	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311685 | val_loss: 0.0311821 | Time: 5573.49 ms
[2022-02-06 18:56:30	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311687 | val_loss: 0.0311836 | Time: 5600.89 ms
[2022-02-06 18:56:36	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031173 | val_loss: 0.0311819 | Time: 5554.23 ms
[2022-02-06 18:56:42	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311712 | val_loss: 0.0311831 | Time: 5565.21 ms
[2022-02-06 18:56:47	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311699 | val_loss: 0.0311838 | Time: 5462.87 ms
[2022-02-06 18:56:52	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311748 | val_loss: 0.0311842 | Time: 5478.07 ms
[2022-02-06 18:56:58	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311728 | val_loss: 0.031184 | Time: 5491.86 ms
[2022-02-06 18:57:04	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311699 | val_loss: 0.0311818 | Time: 5532.48 ms
[2022-02-06 18:57:09	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311705 | val_loss: 0.0311843 | Time: 5589.09 ms
[2022-02-06 18:57:15	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311695 | val_loss: 0.0311844 | Time: 5481.71 ms
[2022-02-06 18:57:20	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311697 | val_loss: 0.0311825 | Time: 5462.01 ms
[2022-02-06 18:57:26	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311701 | val_loss: 0.0311865 | Time: 5435.06 ms
[2022-02-06 18:57:31	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031171 | val_loss: 0.0311846 | Time: 5537.72 ms
[2022-02-06 18:57:37	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311694 | val_loss: 0.031182 | Time: 5523.03 ms
[2022-02-06 18:57:42	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311701 | val_loss: 0.0311823 | Time: 5520.4 ms
[2022-02-06 18:57:48	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311689 | val_loss: 0.0311814 | Time: 5619.72 ms
[2022-02-06 18:57:54	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311701 | val_loss: 0.0311898 | Time: 5647.89 ms
[2022-02-06 18:57:59	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311771 | val_loss: 0.031192 | Time: 5591.17 ms
[2022-02-06 18:58:05	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311719 | val_loss: 0.0311895 | Time: 5603.7 ms
[2022-02-06 18:58:10	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311716 | val_loss: 0.031191 | Time: 5578.94 ms
[2022-02-06 18:58:16	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311679 | val_loss: 0.0311856 | Time: 5599.93 ms
[2022-02-06 18:58:21	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311699 | val_loss: 0.031182 | Time: 5544.54 ms
[2022-02-06 18:58:27	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311677 | val_loss: 0.0311914 | Time: 5482.05 ms
[2022-02-06 18:58:32	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311687 | val_loss: 0.0311816 | Time: 5427.03 ms
[2022-02-06 18:58:38	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311668 | val_loss: 0.0311835 | Time: 5526.69 ms
[2022-02-06 18:58:44	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311683 | val_loss: 0.0311812 | Time: 5564.92 ms
[2022-02-06 18:58:49	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311698 | val_loss: 0.0311827 | Time: 5547.34 ms
[2022-02-06 18:58:55	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311703 | val_loss: 0.0311809 | Time: 5566.16 ms
[2022-02-06 18:59:00	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311684 | val_loss: 0.0311833 | Time: 5606.22 ms
[2022-02-06 18:59:06	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311685 | val_loss: 0.0311851 | Time: 5434.7 ms
[2022-02-06 18:59:11	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311685 | val_loss: 0.0311805 | Time: 5513.12 ms
[2022-02-06 18:59:17	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311685 | val_loss: 0.0311802 | Time: 5524.63 ms
[2022-02-06 18:59:22	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311666 | val_loss: 0.0311816 | Time: 5551.61 ms
[2022-02-06 18:59:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311684 | val_loss: 0.0311797 | Time: 5503.75 ms
[2022-02-06 18:59:33	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311733 | val_loss: 0.0311809 | Time: 5555.95 ms
[2022-02-06 18:59:39	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311746 | val_loss: 0.0311811 | Time: 5560.38 ms
[2022-02-06 18:59:45	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311722 | val_loss: 0.03118 | Time: 5524.1 ms
[2022-02-06 18:59:50	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311745 | val_loss: 0.0311842 | Time: 5605.12 ms
[2022-02-06 18:59:56	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311728 | val_loss: 0.0311806 | Time: 5620.12 ms
[2022-02-06 19:00:01	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311691 | val_loss: 0.0311784 | Time: 5512.75 ms
[2022-02-06 19:00:07	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031169 | val_loss: 0.0311791 | Time: 5422.54 ms
[2022-02-06 19:00:12	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311685 | val_loss: 0.0311826 | Time: 5411.91 ms
[2022-02-06 19:00:18	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311702 | val_loss: 0.0311775 | Time: 5565.58 ms
[2022-02-06 19:00:23	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031171 | val_loss: 0.0311795 | Time: 5614.08 ms
[2022-02-06 19:00:29	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311688 | val_loss: 0.0311806 | Time: 5625.57 ms
[2022-02-06 19:00:35	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311685 | val_loss: 0.0311785 | Time: 5557.93 ms
[2022-02-06 19:00:40	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031172 | val_loss: 0.0311931 | Time: 5625.43 ms
[2022-02-06 19:00:46	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311723 | val_loss: 0.03118 | Time: 5613.79 ms
[2022-02-06 19:00:51	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311692 | val_loss: 0.0311819 | Time: 5575.42 ms
[2022-02-06 19:00:57	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311691 | val_loss: 0.0311807 | Time: 5606.34 ms
[2022-02-06 19:01:03	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311668 | val_loss: 0.0311786 | Time: 5548.41 ms
[2022-02-06 19:01:08	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311658 | val_loss: 0.0311784 | Time: 5513.51 ms
[2022-02-06 19:01:14	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311667 | val_loss: 0.0311788 | Time: 5449.23 ms
[2022-02-06 19:01:19	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311656 | val_loss: 0.0311773 | Time: 5466.47 ms
[2022-02-06 19:01:25	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311662 | val_loss: 0.0311794 | Time: 5449.44 ms
[2022-02-06 19:01:30	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311661 | val_loss: 0.0311783 | Time: 5553.72 ms
[2022-02-06 19:01:36	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311654 | val_loss: 0.03118 | Time: 5573.62 ms
[2022-02-06 19:01:41	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311681 | val_loss: 0.0311795 | Time: 5452.25 ms
[2022-02-06 19:01:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311651 | val_loss: 0.0311796 | Time: 5562.97 ms
[2022-02-06 19:01:52	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311664 | val_loss: 0.0311823 | Time: 5587.05 ms
[2022-02-06 19:01:58	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311677 | val_loss: 0.0311787 | Time: 5488.77 ms
[2022-02-06 19:02:03	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311688 | val_loss: 0.0311784 | Time: 5456.99 ms
[2022-02-06 19:02:09	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031167 | val_loss: 0.0311786 | Time: 5519.55 ms
[2022-02-06 19:02:14	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.031168 | val_loss: 0.0311802 | Time: 5429.7 ms
[2022-02-06 19:02:20	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311659 | val_loss: 0.0311816 | Time: 5493.89 ms
[2022-02-06 19:02:25	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311673 | val_loss: 0.0311799 | Time: 5627.52 ms
[2022-02-06 19:02:31	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311657 | val_loss: 0.0311815 | Time: 5642.28 ms
[2022-02-06 19:02:37	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311656 | val_loss: 0.0311786 | Time: 5637.5 ms
[2022-02-06 19:02:42	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311641 | val_loss: 0.0311779 | Time: 5603.95 ms
[2022-02-06 19:02:48	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311636 | val_loss: 0.0311827 | Time: 5532.94 ms
[2022-02-06 19:02:53	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311661 | val_loss: 0.0311793 | Time: 5466.96 ms
[2022-02-06 19:02:59	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311671 | val_loss: 0.0311803 | Time: 5476.76 ms
[2022-02-06 19:03:04	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311659 | val_loss: 0.0311778 | Time: 5438.56 ms
[2022-02-06 19:03:10	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311718 | val_loss: 0.031182 | Time: 5631.12 ms
[2022-02-06 19:03:15	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311705 | val_loss: 0.0311827 | Time: 5527.67 ms
[2022-02-06 19:03:21	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311691 | val_loss: 0.0311822 | Time: 5537.54 ms
[2022-02-06 19:03:27	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311748 | val_loss: 0.0311864 | Time: 5509.3 ms
[2022-02-06 19:03:32	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311749 | val_loss: 0.0311828 | Time: 5643.95 ms
[2022-02-06 19:03:38	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031174 | val_loss: 0.0311823 | Time: 5594.79 ms
[2022-02-06 19:03:43	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311698 | val_loss: 0.0311769 | Time: 5452.89 ms
[2022-02-06 19:03:49	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311688 | val_loss: 0.0311785 | Time: 5448.45 ms
[2022-02-06 19:03:54	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311685 | val_loss: 0.0311786 | Time: 5506.39 ms
[2022-02-06 19:04:00	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311673 | val_loss: 0.03118 | Time: 5478.96 ms
[2022-02-06 19:04:05	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311684 | val_loss: 0.0311842 | Time: 5529.21 ms
[2022-02-06 19:04:11	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311666 | val_loss: 0.031182 | Time: 5490.71 ms
[2022-02-06 19:04:16	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311659 | val_loss: 0.0311825 | Time: 5476.81 ms
[2022-02-06 19:04:22	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031166 | val_loss: 0.0311785 | Time: 5515.43 ms
[2022-02-06 19:04:27	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031166 | val_loss: 0.0311795 | Time: 5572.51 ms
[2022-02-06 19:04:33	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311662 | val_loss: 0.0311771 | Time: 5534.91 ms
[2022-02-06 19:04:38	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311667 | val_loss: 0.031182 | Time: 5501.79 ms
[2022-02-06 19:04:44	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311653 | val_loss: 0.0311797 | Time: 5589.32 ms
[2022-02-06 19:04:50	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311639 | val_loss: 0.0311777 | Time: 5620.15 ms
[2022-02-06 19:04:55	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311638 | val_loss: 0.0311775 | Time: 5485.62 ms
[2022-02-06 19:05:01	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311645 | val_loss: 0.0311828 | Time: 5459.04 ms
[2022-02-06 19:05:06	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311693 | val_loss: 0.0311796 | Time: 5545.43 ms
[2022-02-06 19:05:12	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031171 | val_loss: 0.0311863 | Time: 5669.9 ms
[2022-02-06 19:05:17	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311776 | val_loss: 0.0311837 | Time: 5539.86 ms
[2022-02-06 19:05:23	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311798 | val_loss: 0.0311897 | Time: 5519.04 ms
[2022-02-06 19:05:28	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031177 | val_loss: 0.0311835 | Time: 5510.21 ms
[2022-02-06 19:05:34	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311767 | val_loss: 0.0311844 | Time: 5519.91 ms
[2022-02-06 19:05:40	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311786 | val_loss: 0.0311832 | Time: 5526.76 ms
[2022-02-06 19:05:45	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311759 | val_loss: 0.0311813 | Time: 5507.7 ms
[2022-02-06 19:05:50	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311746 | val_loss: 0.0311812 | Time: 5409.7 ms
[2022-02-06 19:05:56	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031174 | val_loss: 0.0311808 | Time: 5313.1 ms
[2022-02-06 19:06:01	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311735 | val_loss: 0.0311813 | Time: 5346.39 ms
[2022-02-06 19:06:07	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311739 | val_loss: 0.031186 | Time: 5559.46 ms
[2022-02-06 19:06:12	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311717 | val_loss: 0.0311826 | Time: 5560.59 ms
[2022-02-06 19:06:18	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311751 | val_loss: 0.0311865 | Time: 5589.15 ms
[2022-02-06 19:06:23	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311732 | val_loss: 0.031183 | Time: 5584.36 ms
[2022-02-06 19:06:29	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311721 | val_loss: 0.0311813 | Time: 5609.64 ms
[2022-02-06 19:06:35	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311725 | val_loss: 0.0311837 | Time: 5502.34 ms
[2022-02-06 19:06:40	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311732 | val_loss: 0.0311842 | Time: 5505.38 ms
[2022-02-06 19:06:46	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311713 | val_loss: 0.031183 | Time: 5646.63 ms
[2022-02-06 19:06:51	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311715 | val_loss: 0.031183 | Time: 5572.86 ms
[2022-02-06 19:06:57	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311725 | val_loss: 0.0311817 | Time: 5541.9 ms
[2022-02-06 19:07:02	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311696 | val_loss: 0.0311824 | Time: 5537.94 ms
[2022-02-06 19:07:08	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311712 | val_loss: 0.0311861 | Time: 5501.6 ms
[2022-02-06 19:07:13	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311718 | val_loss: 0.0311813 | Time: 5390.94 ms
[2022-02-06 19:07:19	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311689 | val_loss: 0.0311805 | Time: 5516.95 ms
[2022-02-06 19:07:24	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311691 | val_loss: 0.0311791 | Time: 5414.35 ms
[2022-02-06 19:07:30	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311683 | val_loss: 0.0311779 | Time: 5479.99 ms
[2022-02-06 19:07:35	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311676 | val_loss: 0.0311774 | Time: 5507.94 ms
[2022-02-06 19:07:41	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311674 | val_loss: 0.0311774 | Time: 5465.49 ms
[2022-02-06 19:07:46	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311665 | val_loss: 0.0311778 | Time: 5490.07 ms
[2022-02-06 19:07:52	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311679 | val_loss: 0.0311765 | Time: 5575.34 ms
[2022-02-06 19:07:57	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311679 | val_loss: 0.0311824 | Time: 5573.68 ms
[2022-02-06 19:08:03	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311702 | val_loss: 0.0311771 | Time: 5577.37 ms
[2022-02-06 19:08:09	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311672 | val_loss: 0.0311776 | Time: 5544.25 ms
[2022-02-06 19:08:14	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031167 | val_loss: 0.0311822 | Time: 5614.46 ms
[2022-02-06 19:08:20	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311731 | val_loss: 0.0311811 | Time: 5513.51 ms
[2022-02-06 19:08:25	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311754 | val_loss: 0.0311795 | Time: 5604.73 ms
[2022-02-06 19:08:31	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311759 | val_loss: 0.0311797 | Time: 5512.49 ms
[2022-02-06 19:08:36	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311748 | val_loss: 0.0311829 | Time: 5557.43 ms
[2022-02-06 19:08:42	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311724 | val_loss: 0.031181 | Time: 5532.65 ms
[2022-02-06 19:08:48	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311717 | val_loss: 0.0311811 | Time: 5590.98 ms
[2022-02-06 19:08:53	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.031171 | val_loss: 0.0311811 | Time: 5568.79 ms
[2022-02-06 19:08:59	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311703 | val_loss: 0.0311798 | Time: 5637.53 ms
[2022-02-06 19:09:04	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311693 | val_loss: 0.0311796 | Time: 5516.8 ms
[2022-02-06 19:09:10	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031169 | val_loss: 0.0311793 | Time: 5646.45 ms
[2022-02-06 19:09:16	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311691 | val_loss: 0.0311805 | Time: 5599.3 ms
[2022-02-06 19:09:21	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311709 | val_loss: 0.0311808 | Time: 5694.51 ms
[2022-02-06 19:09:27	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311706 | val_loss: 0.0311784 | Time: 5561.56 ms
[2022-02-06 19:09:33	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311691 | val_loss: 0.0311776 | Time: 5574.68 ms
[2022-02-06 19:09:38	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031169 | val_loss: 0.0311815 | Time: 5553.97 ms
[2022-02-06 19:09:44	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311722 | val_loss: 0.0311797 | Time: 5581.29 ms
[2022-02-06 19:09:49	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311731 | val_loss: 0.0311774 | Time: 5570.92 ms
[2022-02-06 19:09:55	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311696 | val_loss: 0.0311759 | Time: 5624.55 ms
[2022-02-06 19:10:01	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311691 | val_loss: 0.0311762 | Time: 5604.28 ms
[2022-02-06 19:10:06	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311683 | val_loss: 0.0311779 | Time: 5573.71 ms
[2022-02-06 19:10:12	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311669 | val_loss: 0.0311774 | Time: 5574.11 ms
[2022-02-06 19:10:17	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311686 | val_loss: 0.0311779 | Time: 5554.98 ms
[2022-02-06 19:10:23	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311712 | val_loss: 0.0311864 | Time: 5597.99 ms
[2022-02-06 19:10:28	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311716 | val_loss: 0.0311748 | Time: 5568.55 ms
[2022-02-06 19:10:34	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311681 | val_loss: 0.0311743 | Time: 5546.32 ms
[2022-02-06 19:10:40	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311669 | val_loss: 0.0311745 | Time: 5585.41 ms
[2022-02-06 19:10:45	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311667 | val_loss: 0.0311768 | Time: 5617.45 ms
[2022-02-06 19:10:51	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311686 | val_loss: 0.0311781 | Time: 5568.22 ms
[2022-02-06 19:10:56	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311676 | val_loss: 0.0311762 | Time: 5598.66 ms
[2022-02-06 19:11:02	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311664 | val_loss: 0.0311762 | Time: 5539.39 ms
[2022-02-06 19:11:08	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311658 | val_loss: 0.031177 | Time: 5508.08 ms
[2022-02-06 19:11:13	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311664 | val_loss: 0.0311763 | Time: 5455.31 ms
[2022-02-06 19:11:18	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311689 | val_loss: 0.0311812 | Time: 5418.42 ms
[2022-02-06 19:11:24	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311681 | val_loss: 0.0311767 | Time: 5508.1 ms
[2022-02-06 19:11:29	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311677 | val_loss: 0.0311745 | Time: 5514.47 ms
[2022-02-06 19:11:35	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311672 | val_loss: 0.0311742 | Time: 5443.84 ms
[2022-02-06 19:11:40	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311675 | val_loss: 0.0311742 | Time: 5473.67 ms
[2022-02-06 19:11:46	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311674 | val_loss: 0.0311742 | Time: 5454.35 ms
[2022-02-06 19:11:51	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311688 | val_loss: 0.0311777 | Time: 5422.76 ms
[2022-02-06 19:11:57	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311679 | val_loss: 0.0311761 | Time: 5458.17 ms
[2022-02-06 19:12:02	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311663 | val_loss: 0.0311735 | Time: 5525.03 ms
[2022-02-06 19:12:08	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311675 | val_loss: 0.0311741 | Time: 5530.77 ms
[2022-02-06 19:12:13	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311698 | val_loss: 0.031182 | Time: 5595.55 ms
[2022-02-06 19:12:19	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311679 | val_loss: 0.031174 | Time: 5601.28 ms
[2022-02-06 19:12:25	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311658 | val_loss: 0.0311762 | Time: 5453.04 ms
[2022-02-06 19:12:30	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311654 | val_loss: 0.0311762 | Time: 5428.76 ms
[2022-02-06 19:12:36	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311652 | val_loss: 0.0311746 | Time: 5482.41 ms
[2022-02-06 19:12:41	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311651 | val_loss: 0.0311736 | Time: 5530.58 ms
[2022-02-06 19:12:46	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031165 | val_loss: 0.0311789 | Time: 5430.44 ms
[2022-02-06 19:12:52	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311651 | val_loss: 0.0311739 | Time: 5434.4 ms
[2022-02-06 19:12:57	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311633 | val_loss: 0.0311802 | Time: 5459.62 ms
[2022-02-06 19:13:03	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311637 | val_loss: 0.0311767 | Time: 5550.94 ms
[2022-02-06 19:13:08	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311636 | val_loss: 0.0311756 | Time: 5452.08 ms
[2022-02-06 19:13:14	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311634 | val_loss: 0.0311739 | Time: 5436.9 ms
[2022-02-06 19:13:19	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311689 | val_loss: 0.0311746 | Time: 5457.87 ms
[2022-02-06 19:13:25	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311662 | val_loss: 0.0311819 | Time: 5448.69 ms
[2022-02-06 19:13:30	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.031168 | val_loss: 0.031175 | Time: 5513.03 ms
[2022-02-06 19:13:36	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311668 | val_loss: 0.0311788 | Time: 5511.78 ms
[2022-02-06 19:13:41	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031164 | val_loss: 0.0311776 | Time: 5614.98 ms
[2022-02-06 19:13:47	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311639 | val_loss: 0.0311742 | Time: 5617.62 ms
[2022-02-06 19:13:53	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311648 | val_loss: 0.0311742 | Time: 5560.98 ms
[2022-02-06 19:13:58	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311644 | val_loss: 0.0311763 | Time: 5496.98 ms
[2022-02-06 19:14:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311638 | val_loss: 0.0311754 | Time: 5542.94 ms
[2022-02-06 19:14:09	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311624 | val_loss: 0.0311724 | Time: 5433.2 ms
[2022-02-06 19:14:15	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311646 | val_loss: 0.0311743 | Time: 5480.05 ms
[2022-02-06 19:14:20	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311631 | val_loss: 0.0311736 | Time: 5522.09 ms
[2022-02-06 19:14:26	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311654 | val_loss: 0.0311755 | Time: 5511.09 ms
[2022-02-06 19:14:31	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311659 | val_loss: 0.0311736 | Time: 5468.28 ms
[2022-02-06 19:14:37	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311638 | val_loss: 0.0311728 | Time: 5446.34 ms
[2022-02-06 19:14:42	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311647 | val_loss: 0.0311765 | Time: 5553.18 ms
[2022-02-06 19:14:48	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311685 | val_loss: 0.0311801 | Time: 5480.44 ms
[2022-02-06 19:14:53	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311679 | val_loss: 0.0311742 | Time: 5610.39 ms
[2022-02-06 19:14:59	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311682 | val_loss: 0.0311744 | Time: 5584.73 ms
[2022-02-06 19:15:04	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311662 | val_loss: 0.0311727 | Time: 5517.18 ms
[2022-02-06 19:15:10	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031165 | val_loss: 0.0311738 | Time: 5583.58 ms
[2022-02-06 19:15:15	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031165 | val_loss: 0.0311746 | Time: 5416.82 ms
[2022-02-06 19:15:21	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311663 | val_loss: 0.0311741 | Time: 5535.08 ms
[2022-02-06 19:15:27	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311635 | val_loss: 0.031174 | Time: 5591.64 ms
[2022-02-06 19:15:32	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311629 | val_loss: 0.0311758 | Time: 5532.84 ms
[2022-02-06 19:15:38	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311647 | val_loss: 0.0311741 | Time: 5543.6 ms
[2022-02-06 19:15:43	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311688 | val_loss: 0.0311739 | Time: 5573.81 ms
[2022-02-06 19:15:49	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311681 | val_loss: 0.0311773 | Time: 5601.17 ms
[2022-02-06 19:15:55	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311642 | val_loss: 0.0311808 | Time: 5581.07 ms
[2022-02-06 19:16:00	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311628 | val_loss: 0.0311742 | Time: 5534.34 ms
[2022-02-06 19:16:06	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311626 | val_loss: 0.0311731 | Time: 5670.65 ms
[2022-02-06 19:16:11	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311637 | val_loss: 0.0311733 | Time: 5600.59 ms
[2022-02-06 19:16:17	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311625 | val_loss: 0.0311741 | Time: 5533.97 ms
[2022-02-06 19:16:23	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311642 | val_loss: 0.0311716 | Time: 5592.28 ms
[2022-02-06 19:16:28	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031165 | val_loss: 0.0311728 | Time: 5490.48 ms
[2022-02-06 19:16:34	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311644 | val_loss: 0.0311714 | Time: 5480.08 ms
[2022-02-06 19:16:39	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311629 | val_loss: 0.0311728 | Time: 5573.8 ms
[2022-02-06 19:16:45	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311628 | val_loss: 0.0311773 | Time: 5549.75 ms
[2022-02-06 19:16:50	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.031168 | val_loss: 0.0311854 | Time: 5620.56 ms
[2022-02-06 19:16:56	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311668 | val_loss: 0.031175 | Time: 5577.24 ms
[2022-02-06 19:17:01	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311658 | val_loss: 0.0311752 | Time: 5562.77 ms
[2022-02-06 19:17:07	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311637 | val_loss: 0.031173 | Time: 5621.43 ms
[2022-02-06 19:17:13	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311619 | val_loss: 0.0311734 | Time: 5557.04 ms
[2022-02-06 19:17:18	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311626 | val_loss: 0.0311719 | Time: 5461.95 ms
[2022-02-06 19:17:24	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.031165 | val_loss: 0.0311708 | Time: 5485.43 ms
[2022-02-06 19:17:29	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311646 | val_loss: 0.0311776 | Time: 5470.56 ms
[2022-02-06 19:17:35	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311657 | val_loss: 0.0311746 | Time: 5484.74 ms
[2022-02-06 19:17:40	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311643 | val_loss: 0.0311742 | Time: 5489.77 ms
[2022-02-06 19:17:46	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311634 | val_loss: 0.0311711 | Time: 5453.34 ms
[2022-02-06 19:17:51	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311631 | val_loss: 0.0311738 | Time: 5422.42 ms
[2022-02-06 19:17:57	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311627 | val_loss: 0.0311763 | Time: 5609.69 ms
[2022-02-06 19:18:02	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311634 | val_loss: 0.0311761 | Time: 5621.34 ms
[2022-02-06 19:18:08	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311622 | val_loss: 0.031175 | Time: 5677 ms
[2022-02-06 19:18:14	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311642 | val_loss: 0.0311754 | Time: 5668.54 ms
[2022-02-06 19:18:19	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311642 | val_loss: 0.0311764 | Time: 5480.32 ms
[2022-02-06 19:18:25	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311624 | val_loss: 0.0311729 | Time: 5586.56 ms
[2022-02-06 19:18:30	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311648 | val_loss: 0.0311775 | Time: 5597.9 ms
[2022-02-06 19:18:36	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311635 | val_loss: 0.0311723 | Time: 5564.99 ms
[2022-02-06 19:18:41	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031161 | val_loss: 0.0311725 | Time: 5576.08 ms
[2022-02-06 19:18:47	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311617 | val_loss: 0.0311725 | Time: 5588.2 ms
[2022-02-06 19:18:53	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311596 | val_loss: 0.0311719 | Time: 5556.3 ms
[2022-02-06 19:18:58	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311606 | val_loss: 0.0311751 | Time: 5563.88 ms
[2022-02-06 19:19:04	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311622 | val_loss: 0.0311729 | Time: 5489.13 ms
[2022-02-06 19:19:09	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311622 | val_loss: 0.0311737 | Time: 5460.26 ms
[2022-02-06 19:19:15	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311625 | val_loss: 0.0311753 | Time: 5445.61 ms
[2022-02-06 19:19:20	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311623 | val_loss: 0.031173 | Time: 5443.42 ms
[2022-02-06 19:19:26	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311617 | val_loss: 0.0311744 | Time: 5474.25 ms
[2022-02-06 19:19:31	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311618 | val_loss: 0.0311714 | Time: 5471.72 ms
[2022-02-06 19:19:37	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311602 | val_loss: 0.0311724 | Time: 5474.04 ms
[2022-02-06 19:19:42	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311609 | val_loss: 0.03117 | Time: 5476.48 ms
[2022-02-06 19:19:48	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311597 | val_loss: 0.0311724 | Time: 5526.49 ms
[2022-02-06 19:19:53	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311608 | val_loss: 0.0311765 | Time: 5528.9 ms
[2022-02-06 19:19:59	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.03116 | val_loss: 0.0311707 | Time: 5584.57 ms
[2022-02-06 19:20:04	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311586 | val_loss: 0.0311716 | Time: 5592.25 ms
[2022-02-06 19:20:10	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311685 | val_loss: 0.0311802 | Time: 5578.68 ms
[2022-02-06 19:20:15	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311732 | val_loss: 0.0311806 | Time: 5533.95 ms
[2022-02-06 19:20:21	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311704 | val_loss: 0.0311772 | Time: 5611.23 ms
[2022-02-06 19:20:27	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311693 | val_loss: 0.0311769 | Time: 5523.55 ms
[2022-02-06 19:20:32	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311679 | val_loss: 0.0311782 | Time: 5560.28 ms
[2022-02-06 19:20:38	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311661 | val_loss: 0.0311785 | Time: 5527.97 ms
[2022-02-06 19:20:43	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311657 | val_loss: 0.031178 | Time: 5598.73 ms
[2022-02-06 19:20:49	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311671 | val_loss: 0.031179 | Time: 5580.88 ms
[2022-02-06 19:20:54	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311679 | val_loss: 0.0311809 | Time: 5533.76 ms
[2022-02-06 19:21:00	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311659 | val_loss: 0.0311759 | Time: 5582.61 ms
[2022-02-06 19:21:06	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311641 | val_loss: 0.0311749 | Time: 5566.52 ms
[2022-02-06 19:21:11	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311636 | val_loss: 0.0311767 | Time: 5528.1 ms
[2022-02-06 19:21:17	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311633 | val_loss: 0.0311768 | Time: 5564.86 ms
[2022-02-06 19:21:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311618 | val_loss: 0.0311744 | Time: 5567.57 ms
[2022-02-06 19:21:28	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311623 | val_loss: 0.0311738 | Time: 5619.79 ms
[2022-02-06 19:21:34	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031164 | val_loss: 0.0311741 | Time: 5624.9 ms
[2022-02-06 19:21:39	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311618 | val_loss: 0.031173 | Time: 5568.86 ms
[2022-02-06 19:21:45	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311611 | val_loss: 0.0311738 | Time: 5563.89 ms
[2022-02-06 19:21:50	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311628 | val_loss: 0.0311755 | Time: 5583.17 ms
[2022-02-06 19:21:56	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311633 | val_loss: 0.0311752 | Time: 5590.2 ms
[2022-02-06 19:22:02	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311656 | val_loss: 0.031177 | Time: 5571.21 ms
[2022-02-06 19:22:07	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311619 | val_loss: 0.031173 | Time: 5564.79 ms
[2022-02-06 19:22:13	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311618 | val_loss: 0.0311763 | Time: 5549.46 ms
[2022-02-06 19:22:18	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311616 | val_loss: 0.0311717 | Time: 5561.81 ms
[2022-02-06 19:22:24	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311605 | val_loss: 0.0311724 | Time: 5522.87 ms
[2022-02-06 19:22:29	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311605 | val_loss: 0.0311746 | Time: 5560.52 ms
[2022-02-06 19:22:35	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.03116 | val_loss: 0.0311746 | Time: 5527.24 ms
[2022-02-06 19:22:40	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311581 | val_loss: 0.0311758 | Time: 5537.23 ms
[2022-02-06 19:22:46	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311614 | val_loss: 0.0311801 | Time: 5603.08 ms
[2022-02-06 19:22:52	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311666 | val_loss: 0.0311806 | Time: 5590.33 ms
[2022-02-06 19:22:57	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311691 | val_loss: 0.0311808 | Time: 5476.61 ms
[2022-02-06 19:23:03	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031161 | val_loss: 0.0311781 | Time: 5575.51 ms
[2022-02-06 19:23:08	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311608 | val_loss: 0.0311725 | Time: 5639.42 ms
[2022-02-06 19:23:14	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311593 | val_loss: 0.0311727 | Time: 5547.35 ms
[2022-02-06 19:23:20	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031158 | val_loss: 0.0311739 | Time: 5565.07 ms
[2022-02-06 19:23:25	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311578 | val_loss: 0.0311713 | Time: 5577.48 ms
[2022-02-06 19:23:31	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.031157 | val_loss: 0.0311716 | Time: 5620.14 ms
[2022-02-06 19:23:36	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311578 | val_loss: 0.0311716 | Time: 5510.44 ms
[2022-02-06 19:23:42	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031158 | val_loss: 0.0311728 | Time: 5552.65 ms
[2022-02-06 19:23:47	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311575 | val_loss: 0.0311718 | Time: 5582.12 ms
[2022-02-06 19:23:53	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311591 | val_loss: 0.031174 | Time: 5586.55 ms
[2022-02-06 19:23:59	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311592 | val_loss: 0.0311732 | Time: 5611.02 ms
[2022-02-06 19:24:04	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311598 | val_loss: 0.0311726 | Time: 5550.76 ms
[2022-02-06 19:24:04	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311726
[2022-02-06 19:24:04	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-06 19:24:04	                main:608]	:	INFO	:	Success, exiting..
19:24:04 (1956): 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)