Task 13961890

Name ParityModified-1647040714-29581-3-0_0
Workunit 11035121
Created 29 Mar 2022, 5:12:44 UTC
Sent 2 Apr 2022, 9:36:02 UTC
Report deadline 10 Apr 2022, 9:36:02 UTC
Received 7 Apr 2022, 13:20:47 UTC
Server state Over
Outcome Validate error
Client state Done
Exit status 0 (0x00000000)
Computer ID 13155
Run time 2 hours 8 min 6 sec
CPU time 2 hours 4 min 32 sec
Validate state Invalid
Credit 0.00
Device peak FLOPS 9,068.10 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.35 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
n:574]	:	INFO	:	Epoch 1577 | loss: 0.0311671 | val_loss: 0.0311781 | Time: 3699.69 ms
[2022-04-04 02:26:35	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.031167 | val_loss: 0.0311753 | Time: 4343.71 ms
[2022-04-04 02:26:38	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311648 | val_loss: 0.0311742 | Time: 3534.44 ms
[2022-04-04 02:26:42	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311636 | val_loss: 0.0311748 | Time: 3524.22 ms
[2022-04-04 02:26:46	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311627 | val_loss: 0.0311749 | Time: 3590.44 ms
[2022-04-04 02:26:49	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.031165 | val_loss: 0.0311778 | Time: 3524.07 ms
[2022-04-04 02:26:53	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311643 | val_loss: 0.0311774 | Time: 3520.31 ms
[2022-04-04 02:26:56	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311652 | val_loss: 0.0311753 | Time: 3656.86 ms
[2022-04-04 02:27:00	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311644 | val_loss: 0.0311786 | Time: 3527.04 ms
[2022-04-04 02:27:04	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311633 | val_loss: 0.0311781 | Time: 3503.37 ms
[2022-04-04 02:27:07	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311627 | val_loss: 0.0311741 | Time: 3604.71 ms
[2022-04-04 02:27:11	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311631 | val_loss: 0.0311753 | Time: 3558.72 ms
[2022-04-04 02:27:15	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311624 | val_loss: 0.0311733 | Time: 3698.14 ms
[2022-04-04 02:27:18	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311616 | val_loss: 0.0311743 | Time: 3562.02 ms
[2022-04-04 02:27:22	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311618 | val_loss: 0.0311751 | Time: 3506.68 ms
[2022-04-04 02:27:25	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311623 | val_loss: 0.0311734 | Time: 3557.55 ms
[2022-04-04 02:27:29	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311617 | val_loss: 0.0311806 | Time: 3519.23 ms
[2022-04-04 02:27:33	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311621 | val_loss: 0.0311774 | Time: 3857.97 ms
[2022-04-04 02:27:37	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311635 | val_loss: 0.0311749 | Time: 3841.55 ms
[2022-04-04 02:27:40	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311606 | val_loss: 0.0311758 | Time: 3531.93 ms
[2022-04-04 02:27:44	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311604 | val_loss: 0.0311803 | Time: 3498.35 ms
[2022-04-04 02:27:48	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311602 | val_loss: 0.0311751 | Time: 3649.86 ms
[2022-04-04 02:27:51	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311614 | val_loss: 0.0311758 | Time: 3529.75 ms
[2022-04-04 02:27:55	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311611 | val_loss: 0.0311751 | Time: 3644.98 ms
[2022-04-04 02:27:58	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 3481.91 ms
[2022-04-04 02:28:02	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311625 | val_loss: 0.0311751 | Time: 3858.47 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070 SUPER)
[2022-04-07 05:49:41	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-07 05:49:41	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-07 05:49:41	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-07 05:49:41	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-07 05:49:41	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-07 05:49:41	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-07 05:49:41	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-07 05:49:41	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-07 05:49:41	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-07 05:49:41	                main:474]	:	INFO	:	Configuration: 
[2022-04-07 05:49:41	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-07 05:49:41	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-07 05:49:41	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-07 05:49:42	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-07 05:49:42	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-07 05:49:42	                main:480]	:	INFO	:	    Patience: 10
[2022-04-07 05:49:42	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-07 05:49:42	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-07 05:49:42	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-07 05:49:42	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-07 05:49:42	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-07 05:49:42	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-07 05:49:42	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-07 05:49:43	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-07 05:49:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-07 05:49:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-07 05:49:44	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-07 05:49:44	                main:494]	:	INFO	:	Creating Model
[2022-04-07 05:49:44	                main:507]	:	INFO	:	Preparing config file
[2022-04-07 05:49:44	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-07 05:49:44	                main:512]	:	INFO	:	Loading config
[2022-04-07 05:49:44	                main:514]	:	INFO	:	Loading state
[2022-04-07 05:49:49	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-07 05:49:49	                main:562]	:	INFO	:	Starting Training
[2022-04-07 05:49:55	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0312908 | val_loss: 0.0312242 | Time: 5611.47 ms
[2022-04-07 05:49:59	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311823 | val_loss: 0.0311804 | Time: 3930.25 ms
[2022-04-07 05:50:03	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311665 | val_loss: 0.0311779 | Time: 3920.38 ms
[2022-04-07 05:50:07	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311647 | val_loss: 0.0311746 | Time: 3947.85 ms
[2022-04-07 05:50:11	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311638 | val_loss: 0.0311756 | Time: 3914.85 ms
[2022-04-07 05:50:15	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311621 | val_loss: 0.0311761 | Time: 3952.21 ms
[2022-04-07 05:50:19	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311617 | val_loss: 0.0311751 | Time: 3917.45 ms
[2022-04-07 05:50:23	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311634 | val_loss: 0.0311758 | Time: 3901.31 ms
[2022-04-07 05:50:27	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311637 | val_loss: 0.0311755 | Time: 3952.46 ms
[2022-04-07 05:50:31	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311635 | val_loss: 0.0311755 | Time: 3884.25 ms
[2022-04-07 05:50:35	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311639 | val_loss: 0.031173 | Time: 3977.38 ms
[2022-04-07 05:50:39	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311634 | val_loss: 0.0311891 | Time: 3998.73 ms
[2022-04-07 05:50:43	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311679 | val_loss: 0.0311751 | Time: 4074.79 ms
[2022-04-07 05:50:47	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311612 | val_loss: 0.0311771 | Time: 3947.28 ms
[2022-04-07 05:50:51	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311612 | val_loss: 0.0311755 | Time: 3917.73 ms
[2022-04-07 05:50:55	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311591 | val_loss: 0.0311765 | Time: 3987.6 ms
[2022-04-07 05:50:59	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311593 | val_loss: 0.0311761 | Time: 3960.21 ms
[2022-04-07 05:51:03	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311591 | val_loss: 0.0311726 | Time: 3917.11 ms
[2022-04-07 05:51:07	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.031158 | val_loss: 0.0311763 | Time: 3939.39 ms
[2022-04-07 05:51:11	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311586 | val_loss: 0.0311827 | Time: 3900.59 ms
[2022-04-07 05:51:15	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311591 | val_loss: 0.0311754 | Time: 3929.92 ms
[2022-04-07 05:51:19	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311583 | val_loss: 0.0311728 | Time: 3916.86 ms
[2022-04-07 05:51:23	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311635 | val_loss: 0.0311747 | Time: 3986.02 ms
[2022-04-07 05:51:27	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.03116 | val_loss: 0.0311758 | Time: 3943.92 ms
[2022-04-07 05:51:31	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311619 | val_loss: 0.0311786 | Time: 3895.46 ms
[2022-04-07 05:51:35	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311621 | val_loss: 0.0311743 | Time: 3906.52 ms
[2022-04-07 05:51:39	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311611 | val_loss: 0.0311788 | Time: 3992.83 ms
[2022-04-07 05:51:43	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.03116 | val_loss: 0.0311751 | Time: 3943.37 ms
[2022-04-07 05:51:47	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311583 | val_loss: 0.0311736 | Time: 4313.85 ms
[2022-04-07 05:51:51	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311579 | val_loss: 0.0311728 | Time: 3904.06 ms
[2022-04-07 05:51:55	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.031159 | val_loss: 0.0311748 | Time: 3939.53 ms
[2022-04-07 05:51:59	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311591 | val_loss: 0.0311725 | Time: 3938.38 ms
[2022-04-07 05:52:03	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311577 | val_loss: 0.0311739 | Time: 3909.11 ms
[2022-04-07 05:52:07	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311586 | val_loss: 0.0311768 | Time: 4053.5 ms
[2022-04-07 05:52:11	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311575 | val_loss: 0.031173 | Time: 3924.61 ms
[2022-04-07 05:52:15	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031156 | val_loss: 0.0311717 | Time: 4006.04 ms
[2022-04-07 05:52:19	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311581 | val_loss: 0.0311726 | Time: 3918.04 ms
[2022-04-07 05:52:23	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311576 | val_loss: 0.0311748 | Time: 3911.75 ms
[2022-04-07 05:52:27	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311571 | val_loss: 0.0311712 | Time: 3940.98 ms
[2022-04-07 05:52:31	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311577 | val_loss: 0.0311806 | Time: 3888.17 ms
[2022-04-07 05:52:35	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311588 | val_loss: 0.0311744 | Time: 3921.91 ms
[2022-04-07 05:52:39	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311568 | val_loss: 0.0311793 | Time: 3912.66 ms
[2022-04-07 05:52:43	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311571 | val_loss: 0.0311756 | Time: 4010 ms
[2022-04-07 05:52:47	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311562 | val_loss: 0.031175 | Time: 3966.61 ms
[2022-04-07 05:52:51	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311588 | val_loss: 0.0311724 | Time: 3949.72 ms
[2022-04-07 05:52:55	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311604 | val_loss: 0.0311772 | Time: 3946.69 ms
[2022-04-07 05:52:59	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311615 | val_loss: 0.0311745 | Time: 3928.41 ms
[2022-04-07 05:53:03	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311584 | val_loss: 0.0311724 | Time: 3902.88 ms
[2022-04-07 05:53:07	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311581 | val_loss: 0.0311761 | Time: 3939.9 ms
[2022-04-07 05:53:11	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311585 | val_loss: 0.031176 | Time: 3883.63 ms
[2022-04-07 05:53:15	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031159 | val_loss: 0.0311713 | Time: 3935.52 ms
[2022-04-07 05:53:19	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031158 | val_loss: 0.0311749 | Time: 3920.98 ms
[2022-04-07 05:53:23	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311586 | val_loss: 0.0311811 | Time: 3939.81 ms
[2022-04-07 05:53:27	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031164 | val_loss: 0.0311792 | Time: 3941.7 ms
[2022-04-07 05:53:31	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311599 | val_loss: 0.0311773 | Time: 3909.27 ms
[2022-04-07 05:53:35	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.03116 | val_loss: 0.031176 | Time: 3928.28 ms
[2022-04-07 05:53:39	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.03116 | val_loss: 0.0311787 | Time: 3900.56 ms
[2022-04-07 05:53:43	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311596 | val_loss: 0.0311798 | Time: 4049.87 ms
[2022-04-07 05:53:47	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311593 | val_loss: 0.0311726 | Time: 3951.33 ms
[2022-04-07 05:53:51	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311607 | val_loss: 0.0311741 | Time: 3881.95 ms
[2022-04-07 05:53:55	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311586 | val_loss: 0.0311725 | Time: 3929.46 ms
[2022-04-07 05:53:59	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311607 | val_loss: 0.0311708 | Time: 3927.87 ms
[2022-04-07 05:54:02	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311588 | val_loss: 0.0311736 | Time: 3793.56 ms
[2022-04-07 05:54:06	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031164 | val_loss: 0.031175 | Time: 3967.26 ms
[2022-04-07 05:54:10	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311569 | val_loss: 0.0311724 | Time: 3915.47 ms
[2022-04-07 05:54:14	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.031156 | val_loss: 0.0311759 | Time: 3902.55 ms
[2022-04-07 05:54:18	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311545 | val_loss: 0.0311736 | Time: 3952.96 ms
[2022-04-07 05:54:32	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311546 | val_loss: 0.0311744 | Time: 14024.1 ms
[2022-04-07 05:54:37	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311571 | val_loss: 0.0311722 | Time: 4033.37 ms
[2022-04-07 05:54:41	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311589 | val_loss: 0.0311753 | Time: 3913.62 ms
[2022-04-07 05:54:44	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311597 | val_loss: 0.0311701 | Time: 3928.75 ms
[2022-04-07 05:54:49	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311562 | val_loss: 0.0311728 | Time: 3970.96 ms
[2022-04-07 05:54:52	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311582 | val_loss: 0.0311844 | Time: 3910.98 ms
[2022-04-07 05:54:56	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311584 | val_loss: 0.031172 | Time: 3942.71 ms
[2022-04-07 05:55:00	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311577 | val_loss: 0.0311701 | Time: 3909.06 ms
[2022-04-07 05:55:04	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311542 | val_loss: 0.0311679 | Time: 3916.55 ms
[2022-04-07 05:55:08	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311549 | val_loss: 0.0311688 | Time: 3954.02 ms
[2022-04-07 05:55:12	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311541 | val_loss: 0.031171 | Time: 3910.92 ms
[2022-04-07 05:55:16	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311581 | val_loss: 0.0311697 | Time: 3953.54 ms
[2022-04-07 05:55:20	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311576 | val_loss: 0.031168 | Time: 3933.32 ms
[2022-04-07 05:55:24	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311545 | val_loss: 0.0311699 | Time: 3920.54 ms
[2022-04-07 05:55:28	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311535 | val_loss: 0.0311696 | Time: 3916.38 ms
[2022-04-07 05:55:32	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311544 | val_loss: 0.0311727 | Time: 3935.19 ms
[2022-04-07 05:55:36	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311593 | val_loss: 0.0311845 | Time: 4052.46 ms
[2022-04-07 05:55:40	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311578 | val_loss: 0.031173 | Time: 3904.69 ms
[2022-04-07 05:55:44	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031156 | val_loss: 0.0311721 | Time: 3912.1 ms
[2022-04-07 05:55:48	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311527 | val_loss: 0.0311692 | Time: 3876.98 ms
[2022-04-07 05:55:52	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031154 | val_loss: 0.0311737 | Time: 3919.45 ms
[2022-04-07 05:55:56	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311527 | val_loss: 0.0311692 | Time: 4148.1 ms
[2022-04-07 05:56:00	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311546 | val_loss: 0.0311713 | Time: 3902.46 ms
[2022-04-07 05:56:04	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311555 | val_loss: 0.0311709 | Time: 3911.82 ms
[2022-04-07 05:56:08	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311575 | val_loss: 0.0311726 | Time: 4005.05 ms
[2022-04-07 05:56:12	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311574 | val_loss: 0.0311722 | Time: 3913.92 ms
[2022-04-07 05:56:16	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311554 | val_loss: 0.0311726 | Time: 3909.4 ms
[2022-04-07 05:56:20	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311566 | val_loss: 0.0311692 | Time: 3906.61 ms
[2022-04-07 05:56:24	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311584 | val_loss: 0.0311731 | Time: 3923.29 ms
[2022-04-07 05:56:28	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311565 | val_loss: 0.0311713 | Time: 4015.83 ms
[2022-04-07 05:56:32	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311562 | val_loss: 0.0311698 | Time: 4013.34 ms
[2022-04-07 05:56:36	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311569 | val_loss: 0.0311693 | Time: 3986.13 ms
[2022-04-07 05:56:40	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311552 | val_loss: 0.0311704 | Time: 3892.59 ms
[2022-04-07 05:56:44	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311565 | val_loss: 0.0311704 | Time: 3911.3 ms
[2022-04-07 05:56:48	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.031157 | val_loss: 0.0311737 | Time: 3915.8 ms
[2022-04-07 05:56:52	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311601 | val_loss: 0.0311696 | Time: 3930.52 ms
[2022-04-07 05:56:56	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311596 | val_loss: 0.0311726 | Time: 4020.72 ms
[2022-04-07 05:57:00	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311611 | val_loss: 0.0311722 | Time: 3943.36 ms
[2022-04-07 05:57:04	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.031159 | val_loss: 0.0311744 | Time: 3901.27 ms
[2022-04-07 05:57:08	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311667 | val_loss: 0.0311845 | Time: 3974.04 ms
[2022-04-07 05:57:12	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311679 | val_loss: 0.0311691 | Time: 3885.49 ms
[2022-04-07 05:57:16	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311616 | val_loss: 0.0311683 | Time: 3956.25 ms
[2022-04-07 05:57:20	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311627 | val_loss: 0.0311671 | Time: 3938.16 ms
[2022-04-07 05:57:24	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031162 | val_loss: 0.0311654 | Time: 3936.57 ms
[2022-04-07 05:57:28	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311606 | val_loss: 0.0311681 | Time: 3946.63 ms
[2022-04-07 05:57:32	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311602 | val_loss: 0.0311687 | Time: 3948.17 ms
[2022-04-07 05:57:36	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311617 | val_loss: 0.0311749 | Time: 4063.06 ms
[2022-04-07 05:57:40	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311591 | val_loss: 0.0311663 | Time: 3894.61 ms
[2022-04-07 05:57:44	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311562 | val_loss: 0.0311656 | Time: 3907.33 ms
[2022-04-07 05:57:48	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031159 | val_loss: 0.0311672 | Time: 3943.52 ms
[2022-04-07 05:57:52	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031157 | val_loss: 0.0311654 | Time: 3910.97 ms
[2022-04-07 05:57:56	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311562 | val_loss: 0.0311653 | Time: 3963.54 ms
[2022-04-07 05:58:00	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311566 | val_loss: 0.0311678 | Time: 3912.29 ms
[2022-04-07 05:58:04	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031157 | val_loss: 0.0311682 | Time: 3935.04 ms
[2022-04-07 05:58:08	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311552 | val_loss: 0.031166 | Time: 4055.26 ms
[2022-04-07 05:58:12	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031156 | val_loss: 0.0311657 | Time: 3950.94 ms
[2022-04-07 05:58:16	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311551 | val_loss: 0.0311671 | Time: 3950.32 ms
[2022-04-07 05:58:20	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311562 | val_loss: 0.0311642 | Time: 3872.51 ms
[2022-04-07 05:58:24	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311568 | val_loss: 0.0311626 | Time: 3917.67 ms
[2022-04-07 05:58:28	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311575 | val_loss: 0.0311657 | Time: 3916.34 ms
[2022-04-07 05:58:32	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311571 | val_loss: 0.031164 | Time: 3896.56 ms
[2022-04-07 05:58:36	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311571 | val_loss: 0.0311673 | Time: 4098.36 ms
[2022-04-07 05:58:40	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311598 | val_loss: 0.0311702 | Time: 3899.31 ms
[2022-04-07 05:58:44	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311635 | val_loss: 0.0311692 | Time: 3908.86 ms
[2022-04-07 05:58:48	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311617 | val_loss: 0.0311683 | Time: 4068.22 ms
[2022-04-07 05:58:52	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311592 | val_loss: 0.0311663 | Time: 3917.84 ms
[2022-04-07 05:58:56	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311566 | val_loss: 0.0311657 | Time: 3931.84 ms
[2022-04-07 05:59:00	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311554 | val_loss: 0.0311665 | Time: 3931.48 ms
[2022-04-07 05:59:04	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311546 | val_loss: 0.0311674 | Time: 3914.53 ms
[2022-04-07 05:59:08	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311556 | val_loss: 0.0311657 | Time: 3889.03 ms
[2022-04-07 05:59:12	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031153 | val_loss: 0.0311632 | Time: 3911.58 ms
[2022-04-07 05:59:16	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311525 | val_loss: 0.0311655 | Time: 3949.13 ms
[2022-04-07 05:59:20	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311539 | val_loss: 0.0311664 | Time: 3911.4 ms
[2022-04-07 05:59:24	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311555 | val_loss: 0.0311647 | Time: 3991.93 ms
[2022-04-07 05:59:28	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311551 | val_loss: 0.0311637 | Time: 4134 ms
[2022-04-07 05:59:32	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311536 | val_loss: 0.0311646 | Time: 3939.58 ms
[2022-04-07 05:59:36	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311541 | val_loss: 0.0311657 | Time: 4075.91 ms
[2022-04-07 05:59:40	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311552 | val_loss: 0.0311667 | Time: 3910.62 ms
[2022-04-07 05:59:44	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311558 | val_loss: 0.0311683 | Time: 3872.67 ms
[2022-04-07 05:59:48	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311551 | val_loss: 0.0311651 | Time: 3951.33 ms
[2022-04-07 05:59:52	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311537 | val_loss: 0.0311651 | Time: 3881.24 ms
[2022-04-07 05:59:56	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031164 | val_loss: 0.0311667 | Time: 3965.57 ms
[2022-04-07 06:00:00	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311653 | val_loss: 0.031171 | Time: 3881.05 ms
[2022-04-07 06:00:04	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031179 | val_loss: 0.0311902 | Time: 3900.02 ms
[2022-04-07 06:00:08	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311882 | val_loss: 0.0311877 | Time: 4112.94 ms
[2022-04-07 06:00:12	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311856 | val_loss: 0.0311857 | Time: 3886.96 ms
[2022-04-07 06:00:16	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311839 | val_loss: 0.0311824 | Time: 3943.98 ms
[2022-04-07 06:00:20	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311839 | val_loss: 0.031185 | Time: 3922.24 ms
[2022-04-07 06:00:24	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311844 | val_loss: 0.0311834 | Time: 3931.4 ms
[2022-04-07 06:00:28	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311836 | val_loss: 0.0311822 | Time: 3934.25 ms
[2022-04-07 06:00:32	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031181 | val_loss: 0.0311805 | Time: 3912.35 ms
[2022-04-07 06:00:36	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311809 | val_loss: 0.0311796 | Time: 4031.98 ms
[2022-04-07 06:00:40	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311794 | val_loss: 0.0311807 | Time: 3892.55 ms
[2022-04-07 06:00:44	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311802 | val_loss: 0.0311796 | Time: 3926.69 ms
[2022-04-07 06:00:48	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311787 | val_loss: 0.0311806 | Time: 3952.01 ms
[2022-04-07 06:00:52	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.03118 | val_loss: 0.0311845 | Time: 3912.88 ms
[2022-04-07 06:00:56	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311794 | val_loss: 0.0311817 | Time: 3987.45 ms
[2022-04-07 06:01:00	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311794 | val_loss: 0.0311806 | Time: 3989.43 ms
[2022-04-07 06:01:04	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311787 | val_loss: 0.0311807 | Time: 3835.66 ms
[2022-04-07 06:01:08	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311786 | val_loss: 0.0311808 | Time: 3963.97 ms
[2022-04-07 06:01:12	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311775 | val_loss: 0.0311803 | Time: 3932.32 ms
[2022-04-07 06:01:16	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031178 | val_loss: 0.0311807 | Time: 3939.74 ms
[2022-04-07 06:01:20	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311788 | val_loss: 0.031182 | Time: 3924.6 ms
[2022-04-07 06:01:24	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311787 | val_loss: 0.0311822 | Time: 3906.95 ms
[2022-04-07 06:01:28	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311766 | val_loss: 0.0311805 | Time: 3969.59 ms
[2022-04-07 06:01:32	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311765 | val_loss: 0.0311803 | Time: 3965.03 ms
[2022-04-07 06:01:36	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311783 | val_loss: 0.0311824 | Time: 3945.56 ms
[2022-04-07 06:01:40	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311776 | val_loss: 0.0311815 | Time: 3930.56 ms
[2022-04-07 06:01:44	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311766 | val_loss: 0.0311813 | Time: 3909.54 ms
[2022-04-07 06:01:48	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311775 | val_loss: 0.0311889 | Time: 3955.65 ms
[2022-04-07 06:01:52	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311791 | val_loss: 0.0311821 | Time: 3864.45 ms
[2022-04-07 06:01:56	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311771 | val_loss: 0.0311839 | Time: 3933.47 ms
[2022-04-07 06:02:00	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311758 | val_loss: 0.0311817 | Time: 3911.16 ms
[2022-04-07 06:02:04	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311758 | val_loss: 0.0311841 | Time: 3909.56 ms
[2022-04-07 06:02:08	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311755 | val_loss: 0.0311797 | Time: 3966.41 ms
[2022-04-07 06:02:12	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311757 | val_loss: 0.0311792 | Time: 3919.46 ms
[2022-04-07 06:02:16	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311744 | val_loss: 0.0311807 | Time: 3955.87 ms
[2022-04-07 06:02:20	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311738 | val_loss: 0.0311792 | Time: 3908.54 ms
[2022-04-07 06:02:24	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311737 | val_loss: 0.0311802 | Time: 3913.95 ms
[2022-04-07 06:02:28	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311742 | val_loss: 0.0311806 | Time: 3898.83 ms
[2022-04-07 06:02:32	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311739 | val_loss: 0.0311821 | Time: 3895.38 ms
[2022-04-07 06:02:36	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311744 | val_loss: 0.0311808 | Time: 4031.68 ms
[2022-04-07 06:02:40	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311737 | val_loss: 0.0311813 | Time: 3928.43 ms
[2022-04-07 06:02:44	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311735 | val_loss: 0.0311802 | Time: 3910.24 ms
[2022-04-07 06:02:48	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311726 | val_loss: 0.0311792 | Time: 3967.99 ms
[2022-04-07 06:02:52	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311734 | val_loss: 0.0311793 | Time: 3910.31 ms
[2022-04-07 06:02:56	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311732 | val_loss: 0.0311855 | Time: 3951.26 ms
[2022-04-07 06:03:00	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311753 | val_loss: 0.0311867 | Time: 3918.36 ms
[2022-04-07 06:03:04	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311744 | val_loss: 0.0311803 | Time: 3918.87 ms
[2022-04-07 06:03:08	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311732 | val_loss: 0.0311829 | Time: 3980.36 ms
[2022-04-07 06:03:12	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311728 | val_loss: 0.0311807 | Time: 3901.15 ms
[2022-04-07 06:03:16	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031172 | val_loss: 0.0311823 | Time: 3951.77 ms
[2022-04-07 06:03:20	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311756 | val_loss: 0.0311851 | Time: 3934.25 ms
[2022-04-07 06:03:24	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311737 | val_loss: 0.0311806 | Time: 4004 ms
[2022-04-07 06:03:28	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031174 | val_loss: 0.0311828 | Time: 3942.72 ms
[2022-04-07 06:03:32	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031175 | val_loss: 0.0311799 | Time: 3930.57 ms
[2022-04-07 06:03:36	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031175 | val_loss: 0.0311816 | Time: 3973.57 ms
[2022-04-07 06:03:40	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311738 | val_loss: 0.0311789 | Time: 3926.93 ms
[2022-04-07 06:03:44	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311725 | val_loss: 0.0311801 | Time: 3913.4 ms
[2022-04-07 06:03:48	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311717 | val_loss: 0.0311799 | Time: 3975.42 ms
[2022-04-07 06:03:52	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311716 | val_loss: 0.0311833 | Time: 3842.73 ms
[2022-04-07 06:03:55	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031175 | val_loss: 0.0311861 | Time: 3831.31 ms
[2022-04-07 06:03:59	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311833 | val_loss: 0.0312092 | Time: 3923.14 ms
[2022-04-07 06:04:03	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0326558 | val_loss: 0.0377075 | Time: 3933.4 ms
[2022-04-07 06:04:07	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0347093 | val_loss: 0.0317404 | Time: 3945.32 ms
[2022-04-07 06:04:11	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0315915 | val_loss: 0.0313066 | Time: 3915.97 ms
[2022-04-07 06:04:15	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312676 | val_loss: 0.0312327 | Time: 3939.6 ms
[2022-04-07 06:04:19	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312138 | val_loss: 0.0312047 | Time: 3941.88 ms
[2022-04-07 06:04:23	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312031 | val_loss: 0.0311969 | Time: 3930.8 ms
[2022-04-07 06:04:27	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311995 | val_loss: 0.0311955 | Time: 3976.49 ms
[2022-04-07 06:04:31	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311979 | val_loss: 0.031194 | Time: 3984.94 ms
[2022-04-07 06:04:35	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311965 | val_loss: 0.0311925 | Time: 3900.04 ms
[2022-04-07 06:04:39	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311943 | val_loss: 0.0311907 | Time: 4020.16 ms
[2022-04-07 06:04:43	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311935 | val_loss: 0.0311903 | Time: 3929.07 ms
[2022-04-07 06:04:47	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311922 | val_loss: 0.0311891 | Time: 3944.98 ms
[2022-04-07 06:04:51	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311908 | val_loss: 0.0311879 | Time: 3917.68 ms
[2022-04-07 06:04:55	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311906 | val_loss: 0.0311873 | Time: 3921.38 ms
[2022-04-07 06:04:59	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311899 | val_loss: 0.0311871 | Time: 4005.33 ms
[2022-04-07 06:05:04	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311892 | val_loss: 0.0311865 | Time: 4077.04 ms
[2022-04-07 06:05:08	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311883 | val_loss: 0.0311863 | Time: 3992.27 ms
[2022-04-07 06:05:12	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311868 | val_loss: 0.031185 | Time: 3973.59 ms
[2022-04-07 06:05:16	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311859 | val_loss: 0.0311844 | Time: 3919.85 ms
[2022-04-07 06:05:20	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311856 | val_loss: 0.0311844 | Time: 3937.24 ms
[2022-04-07 06:05:24	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311853 | val_loss: 0.0311841 | Time: 3926.03 ms
[2022-04-07 06:05:28	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.031185 | val_loss: 0.0311843 | Time: 3913.63 ms
[2022-04-07 06:05:31	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311848 | val_loss: 0.0311846 | Time: 3910.28 ms
[2022-04-07 06:05:35	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311845 | val_loss: 0.0311847 | Time: 3888.48 ms
[2022-04-07 06:05:39	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031184 | val_loss: 0.0311837 | Time: 3943.94 ms
[2022-04-07 06:05:43	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311841 | val_loss: 0.0311843 | Time: 3932.24 ms
[2022-04-07 06:05:47	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311836 | val_loss: 0.0311842 | Time: 3953.22 ms
[2022-04-07 06:05:51	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311837 | val_loss: 0.0311845 | Time: 3919.84 ms
[2022-04-07 06:05:55	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311836 | val_loss: 0.0311842 | Time: 3927.16 ms
[2022-04-07 06:05:59	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311828 | val_loss: 0.0311843 | Time: 3933.85 ms
[2022-04-07 06:06:03	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311834 | val_loss: 0.031184 | Time: 3914.62 ms
[2022-04-07 06:06:07	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311827 | val_loss: 0.0311834 | Time: 3966.33 ms
[2022-04-07 06:06:11	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311817 | val_loss: 0.0311832 | Time: 3910.65 ms
[2022-04-07 06:06:15	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311808 | val_loss: 0.0311833 | Time: 3945.08 ms
[2022-04-07 06:06:19	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031179 | val_loss: 0.0311819 | Time: 4026.72 ms
[2022-04-07 06:06:23	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311788 | val_loss: 0.0311819 | Time: 3910.1 ms
[2022-04-07 06:06:27	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311784 | val_loss: 0.0311813 | Time: 3924.3 ms
[2022-04-07 06:06:31	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311769 | val_loss: 0.0311818 | Time: 3908.97 ms
[2022-04-07 06:06:35	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311773 | val_loss: 0.031182 | Time: 3920.64 ms
[2022-04-07 06:06:39	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311762 | val_loss: 0.0311811 | Time: 4024.29 ms
[2022-04-07 06:06:43	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311756 | val_loss: 0.0311805 | Time: 3911.58 ms
[2022-04-07 06:06:47	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311755 | val_loss: 0.0311797 | Time: 3930.97 ms
[2022-04-07 06:06:51	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311745 | val_loss: 0.0311808 | Time: 3928.34 ms
[2022-04-07 06:06:55	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311746 | val_loss: 0.0311819 | Time: 3963.26 ms
[2022-04-07 06:06:59	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311746 | val_loss: 0.0311794 | Time: 3948.74 ms
[2022-04-07 06:07:03	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311734 | val_loss: 0.0311792 | Time: 3921.86 ms
[2022-04-07 06:07:07	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311728 | val_loss: 0.0311789 | Time: 3956.1 ms
[2022-04-07 06:07:11	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311726 | val_loss: 0.0311797 | Time: 3931.76 ms
[2022-04-07 06:07:15	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311721 | val_loss: 0.0311795 | Time: 3914.2 ms
[2022-04-07 06:07:19	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311726 | val_loss: 0.0311806 | Time: 3909.9 ms
[2022-04-07 06:07:23	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311726 | val_loss: 0.0311786 | Time: 3927.15 ms
[2022-04-07 06:07:27	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311733 | val_loss: 0.0311814 | Time: 3927.39 ms
[2022-04-07 06:07:31	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311723 | val_loss: 0.0311789 | Time: 3891.79 ms
[2022-04-07 06:07:35	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311713 | val_loss: 0.0311789 | Time: 3896.46 ms
[2022-04-07 06:07:39	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031171 | val_loss: 0.0311787 | Time: 3913.71 ms
[2022-04-07 06:07:43	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311706 | val_loss: 0.0311776 | Time: 3907.54 ms
[2022-04-07 06:07:47	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311712 | val_loss: 0.0311778 | Time: 3984.82 ms
[2022-04-07 06:07:51	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311718 | val_loss: 0.0311811 | Time: 3894.45 ms
[2022-04-07 06:07:55	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311722 | val_loss: 0.0311781 | Time: 3923.76 ms
[2022-04-07 06:07:59	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311714 | val_loss: 0.0311772 | Time: 3963.51 ms
[2022-04-07 06:08:03	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311714 | val_loss: 0.0311792 | Time: 3912.55 ms
[2022-04-07 06:08:07	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311708 | val_loss: 0.0311771 | Time: 3967.57 ms
[2022-04-07 06:08:11	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311711 | val_loss: 0.0311775 | Time: 3914.08 ms
[2022-04-07 06:08:15	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311711 | val_loss: 0.0311768 | Time: 3918.48 ms
[2022-04-07 06:08:19	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311704 | val_loss: 0.0311766 | Time: 3922.55 ms
[2022-04-07 06:08:23	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311699 | val_loss: 0.0311761 | Time: 3917.89 ms
[2022-04-07 06:08:27	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311707 | val_loss: 0.0311768 | Time: 3927.46 ms
[2022-04-07 06:08:31	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.031171 | val_loss: 0.0311775 | Time: 3842.63 ms
[2022-04-07 06:08:35	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311697 | val_loss: 0.0311752 | Time: 3919.87 ms
[2022-04-07 06:08:39	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311696 | val_loss: 0.0311763 | Time: 4006.32 ms
[2022-04-07 06:08:43	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311703 | val_loss: 0.031177 | Time: 4008.33 ms
[2022-04-07 06:08:47	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311692 | val_loss: 0.0311769 | Time: 3978.94 ms
[2022-04-07 06:08:51	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311692 | val_loss: 0.0311769 | Time: 3900.5 ms
[2022-04-07 06:08:55	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.031169 | val_loss: 0.0311769 | Time: 3915.96 ms
[2022-04-07 06:08:59	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311685 | val_loss: 0.0311774 | Time: 4040.55 ms
[2022-04-07 06:09:03	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311684 | val_loss: 0.0311761 | Time: 3903.82 ms
[2022-04-07 06:09:07	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311696 | val_loss: 0.0311767 | Time: 3927.95 ms
[2022-04-07 06:09:11	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311685 | val_loss: 0.0311786 | Time: 3870.17 ms
[2022-04-07 06:09:15	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311684 | val_loss: 0.0311785 | Time: 3905.33 ms
[2022-04-07 06:09:19	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311693 | val_loss: 0.0311793 | Time: 3969.36 ms
[2022-04-07 06:09:23	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031169 | val_loss: 0.0311764 | Time: 3906.68 ms
[2022-04-07 06:09:27	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311697 | val_loss: 0.0311788 | Time: 3922.08 ms
[2022-04-07 06:09:41	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311683 | val_loss: 0.0311768 | Time: 14143.3 ms
[2022-04-07 06:09:45	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311679 | val_loss: 0.031179 | Time: 4020.55 ms
[2022-04-07 06:09:49	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311714 | val_loss: 0.0311779 | Time: 4133.63 ms
[2022-04-07 06:09:53	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311709 | val_loss: 0.0311776 | Time: 3879.65 ms
[2022-04-07 06:09:57	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.03117 | val_loss: 0.0311772 | Time: 3925.6 ms
[2022-04-07 06:10:01	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311682 | val_loss: 0.0311769 | Time: 3914.73 ms
[2022-04-07 06:10:05	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311677 | val_loss: 0.0311771 | Time: 3942.8 ms
[2022-04-07 06:10:09	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311681 | val_loss: 0.0311782 | Time: 3937.64 ms
[2022-04-07 06:10:13	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031168 | val_loss: 0.0311765 | Time: 3920.15 ms
[2022-04-07 06:10:17	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311673 | val_loss: 0.0311793 | Time: 4024.27 ms
[2022-04-07 06:10:21	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311678 | val_loss: 0.0311785 | Time: 3960.31 ms
[2022-04-07 06:10:25	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311669 | val_loss: 0.0311785 | Time: 3930.83 ms
[2022-04-07 06:10:29	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311685 | val_loss: 0.0311804 | Time: 3913.11 ms
[2022-04-07 06:10:33	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311683 | val_loss: 0.0311789 | Time: 3909.39 ms
[2022-04-07 06:10:37	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311666 | val_loss: 0.0311776 | Time: 3941.57 ms
[2022-04-07 06:10:41	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311661 | val_loss: 0.0311775 | Time: 4066.2 ms
[2022-04-07 06:10:45	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031166 | val_loss: 0.0311766 | Time: 3975.8 ms
[2022-04-07 06:10:49	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311656 | val_loss: 0.0311769 | Time: 3994.63 ms
[2022-04-07 06:10:53	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311681 | val_loss: 0.0311792 | Time: 3957.83 ms
[2022-04-07 06:10:57	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311698 | val_loss: 0.0311801 | Time: 3916.17 ms
[2022-04-07 06:11:01	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311694 | val_loss: 0.0311784 | Time: 3925.26 ms
[2022-04-07 06:11:05	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311683 | val_loss: 0.0311793 | Time: 3922.4 ms
[2022-04-07 06:11:09	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311668 | val_loss: 0.0311779 | Time: 3903.75 ms
[2022-04-07 06:11:13	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311673 | val_loss: 0.031177 | Time: 4055.78 ms
[2022-04-07 06:11:18	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311676 | val_loss: 0.0311773 | Time: 4519.43 ms
[2022-04-07 06:11:21	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311672 | val_loss: 0.0311758 | Time: 3897.21 ms
[2022-04-07 06:11:25	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031168 | val_loss: 0.0311779 | Time: 3923.93 ms
[2022-04-07 06:11:29	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311673 | val_loss: 0.0311782 | Time: 3891.16 ms
[2022-04-07 06:11:33	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031167 | val_loss: 0.031177 | Time: 3892.96 ms
[2022-04-07 06:11:37	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311664 | val_loss: 0.0311774 | Time: 3972.6 ms
[2022-04-07 06:11:41	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311667 | val_loss: 0.0311789 | Time: 3908.98 ms
[2022-04-07 06:11:45	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311655 | val_loss: 0.0311792 | Time: 3924.67 ms
[2022-04-07 06:11:49	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311648 | val_loss: 0.0311778 | Time: 3940.13 ms
[2022-04-07 06:11:53	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311648 | val_loss: 0.0311784 | Time: 3900.56 ms
[2022-04-07 06:11:57	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311663 | val_loss: 0.0311785 | Time: 3933.33 ms
[2022-04-07 06:12:01	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311675 | val_loss: 0.0311788 | Time: 3935.42 ms
[2022-04-07 06:12:05	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311662 | val_loss: 0.0311766 | Time: 3928.51 ms
[2022-04-07 06:12:09	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311656 | val_loss: 0.0311768 | Time: 3932.3 ms
[2022-04-07 06:12:14	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311661 | val_loss: 0.0311773 | Time: 4229.09 ms
[2022-04-07 06:12:18	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311667 | val_loss: 0.0311774 | Time: 4250.26 ms
[2022-04-07 06:12:22	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311659 | val_loss: 0.0311778 | Time: 3946.43 ms
[2022-04-07 06:12:26	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311663 | val_loss: 0.0311775 | Time: 3935.15 ms
[2022-04-07 06:12:30	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311682 | val_loss: 0.0311793 | Time: 3895.33 ms
[2022-04-07 06:12:34	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.031166 | val_loss: 0.0311762 | Time: 3925.94 ms
[2022-04-07 06:12:38	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311654 | val_loss: 0.0311814 | Time: 3940.47 ms
[2022-04-07 06:12:42	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311674 | val_loss: 0.0311776 | Time: 3993.06 ms
[2022-04-07 06:12:46	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311662 | val_loss: 0.0311781 | Time: 3937.18 ms
[2022-04-07 06:12:50	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311649 | val_loss: 0.0311769 | Time: 4193.71 ms
[2022-04-07 06:12:54	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311647 | val_loss: 0.0311749 | Time: 3924.1 ms
[2022-04-07 06:12:58	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.031164 | val_loss: 0.0311759 | Time: 3934.57 ms
[2022-04-07 06:13:02	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311659 | val_loss: 0.0311772 | Time: 3960.7 ms
[2022-04-07 06:13:06	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311665 | val_loss: 0.0311779 | Time: 3908.94 ms
[2022-04-07 06:13:10	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311644 | val_loss: 0.0311745 | Time: 3992.82 ms
[2022-04-07 06:13:14	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311637 | val_loss: 0.031175 | Time: 4080.01 ms
[2022-04-07 06:13:18	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311633 | val_loss: 0.0311738 | Time: 3910.92 ms
[2022-04-07 06:13:22	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311647 | val_loss: 0.0311762 | Time: 3933.38 ms
[2022-04-07 06:13:26	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311634 | val_loss: 0.031173 | Time: 3923.37 ms
[2022-04-07 06:13:30	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311637 | val_loss: 0.0311753 | Time: 3922.49 ms
[2022-04-07 06:13:34	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311639 | val_loss: 0.0311756 | Time: 3924.08 ms
[2022-04-07 06:13:38	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311635 | val_loss: 0.0311768 | Time: 4067.01 ms
[2022-04-07 06:13:42	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.031163 | val_loss: 0.0311753 | Time: 3933.66 ms
[2022-04-07 06:13:46	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311644 | val_loss: 0.0311743 | Time: 3919.71 ms
[2022-04-07 06:13:50	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311676 | val_loss: 0.0311749 | Time: 3919.11 ms
[2022-04-07 06:13:54	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311665 | val_loss: 0.0311735 | Time: 3916.32 ms
[2022-04-07 06:13:58	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311651 | val_loss: 0.0311737 | Time: 4006.11 ms
[2022-04-07 06:14:02	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311651 | val_loss: 0.0311753 | Time: 3958.5 ms
[2022-04-07 06:14:06	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311646 | val_loss: 0.0311784 | Time: 3963.79 ms
[2022-04-07 06:14:10	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311652 | val_loss: 0.031175 | Time: 3949.33 ms
[2022-04-07 06:14:14	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311657 | val_loss: 0.0311798 | Time: 4088.84 ms
[2022-04-07 06:14:18	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311655 | val_loss: 0.0311768 | Time: 4005.12 ms
[2022-04-07 06:14:22	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311636 | val_loss: 0.0311736 | Time: 3926.78 ms
[2022-04-07 06:14:26	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311635 | val_loss: 0.0311746 | Time: 3886.38 ms
[2022-04-07 06:14:30	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.031163 | val_loss: 0.0311746 | Time: 3945.88 ms
[2022-04-07 06:14:34	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311626 | val_loss: 0.0311751 | Time: 3929.9 ms
[2022-04-07 06:14:38	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311612 | val_loss: 0.0311751 | Time: 3923.3 ms
[2022-04-07 06:14:42	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311628 | val_loss: 0.0311769 | Time: 3981.81 ms
[2022-04-07 06:14:46	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311624 | val_loss: 0.031179 | Time: 3955.81 ms
[2022-04-07 06:14:50	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311625 | val_loss: 0.0311783 | Time: 3926.54 ms
[2022-04-07 06:14:54	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311621 | val_loss: 0.0311797 | Time: 3921.73 ms
[2022-04-07 06:14:58	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311617 | val_loss: 0.0311778 | Time: 3943.84 ms
[2022-04-07 06:15:02	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311609 | val_loss: 0.0311757 | Time: 3915.07 ms
[2022-04-07 06:15:06	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311627 | val_loss: 0.0311794 | Time: 3899.78 ms
[2022-04-07 06:15:10	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311622 | val_loss: 0.0311773 | Time: 4008.1 ms
[2022-04-07 06:15:14	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311634 | val_loss: 0.0311818 | Time: 3949.91 ms
[2022-04-07 06:15:18	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311662 | val_loss: 0.0311771 | Time: 4097.25 ms
[2022-04-07 06:15:22	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311675 | val_loss: 0.0311801 | Time: 4091.23 ms
[2022-04-07 06:15:26	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311682 | val_loss: 0.031179 | Time: 3939.45 ms
[2022-04-07 06:15:30	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311703 | val_loss: 0.0311789 | Time: 3918.01 ms
[2022-04-07 06:15:34	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311683 | val_loss: 0.031177 | Time: 3925.03 ms
[2022-04-07 06:15:38	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311678 | val_loss: 0.0311782 | Time: 3940.51 ms
[2022-04-07 06:15:42	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311685 | val_loss: 0.0311771 | Time: 3917.28 ms
[2022-04-07 06:15:46	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311668 | val_loss: 0.0311774 | Time: 3943.4 ms
[2022-04-07 06:15:50	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311657 | val_loss: 0.0311797 | Time: 3928.53 ms
[2022-04-07 06:15:54	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311658 | val_loss: 0.0311763 | Time: 3920.5 ms
[2022-04-07 06:15:58	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311656 | val_loss: 0.0311768 | Time: 3960.25 ms
[2022-04-07 06:16:02	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311664 | val_loss: 0.0311778 | Time: 3904.26 ms
[2022-04-07 06:16:06	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311659 | val_loss: 0.0311765 | Time: 3940 ms
[2022-04-07 06:16:10	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311657 | val_loss: 0.0311763 | Time: 3947.03 ms
[2022-04-07 06:16:14	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311645 | val_loss: 0.0311767 | Time: 4081.31 ms
[2022-04-07 06:16:18	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311646 | val_loss: 0.0311766 | Time: 4009.41 ms
[2022-04-07 06:16:22	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311642 | val_loss: 0.031176 | Time: 3901.85 ms
[2022-04-07 06:16:26	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311636 | val_loss: 0.0311774 | Time: 3982.43 ms
[2022-04-07 06:16:30	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311654 | val_loss: 0.0311765 | Time: 4006.55 ms
[2022-04-07 06:16:34	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311645 | val_loss: 0.0311772 | Time: 3931.9 ms
[2022-04-07 06:16:38	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311633 | val_loss: 0.0311769 | Time: 3900.59 ms
[2022-04-07 06:16:42	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311628 | val_loss: 0.031176 | Time: 3908.72 ms
[2022-04-07 06:16:46	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311635 | val_loss: 0.0311812 | Time: 3956.44 ms
[2022-04-07 06:16:50	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311634 | val_loss: 0.0311778 | Time: 3925.54 ms
[2022-04-07 06:16:54	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311633 | val_loss: 0.0311794 | Time: 3912.1 ms
[2022-04-07 06:16:58	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311639 | val_loss: 0.0311783 | Time: 4018.87 ms
[2022-04-07 06:17:02	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311633 | val_loss: 0.0311771 | Time: 3939.63 ms
[2022-04-07 06:17:06	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.031163 | val_loss: 0.0311787 | Time: 3918.62 ms
[2022-04-07 06:17:10	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311645 | val_loss: 0.0311785 | Time: 3907.25 ms
[2022-04-07 06:17:14	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311635 | val_loss: 0.0311785 | Time: 3959.55 ms
[2022-04-07 06:17:18	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.031162 | val_loss: 0.0311785 | Time: 4338.3 ms
[2022-04-07 06:17:22	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311617 | val_loss: 0.0311799 | Time: 3920.19 ms
[2022-04-07 06:17:26	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311631 | val_loss: 0.0311822 | Time: 3891.5 ms
[2022-04-07 06:17:30	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311662 | val_loss: 0.0311804 | Time: 3949.63 ms
[2022-04-07 06:17:34	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311634 | val_loss: 0.0311793 | Time: 3952.09 ms
[2022-04-07 06:17:38	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311627 | val_loss: 0.031181 | Time: 3986.25 ms
[2022-04-07 06:17:42	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311626 | val_loss: 0.0311786 | Time: 3858.1 ms
[2022-04-07 06:17:46	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311616 | val_loss: 0.0311798 | Time: 3890.24 ms
[2022-04-07 06:17:50	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311606 | val_loss: 0.0311823 | Time: 4089.51 ms
[2022-04-07 06:17:54	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311617 | val_loss: 0.0311786 | Time: 3915.35 ms
[2022-04-07 06:17:58	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311617 | val_loss: 0.0311852 | Time: 3957.83 ms
[2022-04-07 06:18:02	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311618 | val_loss: 0.0311793 | Time: 3966.03 ms
[2022-04-07 06:18:06	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311601 | val_loss: 0.0311798 | Time: 3910.92 ms
[2022-04-07 06:18:10	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311604 | val_loss: 0.0311789 | Time: 4050.69 ms
[2022-04-07 06:18:14	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311597 | val_loss: 0.0311778 | Time: 4238.28 ms
[2022-04-07 06:18:18	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311611 | val_loss: 0.0311814 | Time: 4143.35 ms
[2022-04-07 06:18:22	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311606 | val_loss: 0.0311806 | Time: 3937.64 ms
[2022-04-07 06:18:26	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311606 | val_loss: 0.031181 | Time: 3918.98 ms
[2022-04-07 06:18:30	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031161 | val_loss: 0.0311814 | Time: 4054.11 ms
[2022-04-07 06:18:34	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311594 | val_loss: 0.0311819 | Time: 3966.15 ms
[2022-04-07 06:18:38	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311605 | val_loss: 0.0311804 | Time: 3936.35 ms
[2022-04-07 06:18:42	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031161 | val_loss: 0.0311792 | Time: 3918.73 ms
[2022-04-07 06:18:46	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311603 | val_loss: 0.0311843 | Time: 3913.52 ms
[2022-04-07 06:18:50	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311605 | val_loss: 0.0311806 | Time: 3935.24 ms
[2022-04-07 06:18:54	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311662 | val_loss: 0.0311792 | Time: 3873.02 ms
[2022-04-07 06:18:58	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311662 | val_loss: 0.0311826 | Time: 3862.34 ms
[2022-04-07 06:19:02	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311651 | val_loss: 0.0311789 | Time: 3885.67 ms
[2022-04-07 06:19:06	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311641 | val_loss: 0.0311784 | Time: 3919.41 ms
[2022-04-07 06:19:10	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311626 | val_loss: 0.0311826 | Time: 4050.99 ms
[2022-04-07 06:19:14	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311679 | val_loss: 0.0311805 | Time: 3877.77 ms
[2022-04-07 06:19:18	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.031165 | val_loss: 0.0311804 | Time: 4274.22 ms
[2022-04-07 06:19:22	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311652 | val_loss: 0.031179 | Time: 3950.57 ms
[2022-04-07 06:19:26	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311647 | val_loss: 0.0311773 | Time: 3900.47 ms
[2022-04-07 06:19:30	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311623 | val_loss: 0.031178 | Time: 3925.51 ms
[2022-04-07 06:19:34	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311626 | val_loss: 0.0311803 | Time: 3909.43 ms
[2022-04-07 06:19:38	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311629 | val_loss: 0.0311828 | Time: 3984.72 ms
[2022-04-07 06:19:42	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311622 | val_loss: 0.031176 | Time: 3938.73 ms
[2022-04-07 06:19:46	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311616 | val_loss: 0.0311779 | Time: 3920.49 ms
[2022-04-07 06:19:50	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311621 | val_loss: 0.0311838 | Time: 3919.79 ms
[2022-04-07 06:19:54	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311657 | val_loss: 0.0311831 | Time: 3937.17 ms
[2022-04-07 06:19:58	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311668 | val_loss: 0.0311796 | Time: 3826.49 ms
[2022-04-07 06:20:02	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311637 | val_loss: 0.0311747 | Time: 3942.02 ms
[2022-04-07 06:20:06	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311636 | val_loss: 0.0311754 | Time: 3944.26 ms
[2022-04-07 06:20:10	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311639 | val_loss: 0.0311798 | Time: 3922.32 ms
[2022-04-07 06:20:14	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311649 | val_loss: 0.0311773 | Time: 3906.01 ms
[2022-04-07 06:20:18	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311614 | val_loss: 0.0311761 | Time: 3835.03 ms
[2022-04-07 06:20:22	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311606 | val_loss: 0.0311777 | Time: 3917.74 ms
[2022-04-07 06:20:26	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311601 | val_loss: 0.0311807 | Time: 3928.28 ms
[2022-04-07 06:20:30	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311623 | val_loss: 0.0311768 | Time: 3969.23 ms
[2022-04-07 06:20:34	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311617 | val_loss: 0.031177 | Time: 3950.12 ms
[2022-04-07 06:20:34	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.031177
[2022-04-07 06:20:34	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-07 06:20:34	                main:608]	:	INFO	:	Success, exiting..
06:20:34 (15896): 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)