Task 13742771

Name ParityModified-1647042561-6808-2-0_0
Workunit 10830424
Created 25 Mar 2022, 6:44:29 UTC
Sent 31 Mar 2022, 7:20:16 UTC
Report deadline 8 Apr 2022, 7:20:16 UTC
Received 31 Mar 2022, 12:56:01 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6180
Run time 3 hours 37 min 41 sec
CPU time 3 hours 14 min 17 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 884.73 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
[2022-03-31 13:02:15	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.03115 | val_loss: 0.0311751 | Time: 6268.74 ms
[2022-03-31 13:02:21	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.031152 | val_loss: 0.0311694 | Time: 6277.2 ms
[2022-03-31 13:02:27	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311506 | val_loss: 0.0311714 | Time: 6302.15 ms
[2022-03-31 13:02:33	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311504 | val_loss: 0.0311675 | Time: 6284.03 ms
[2022-03-31 13:02:40	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311499 | val_loss: 0.0311677 | Time: 6291.74 ms
[2022-03-31 13:02:46	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311487 | val_loss: 0.0311663 | Time: 6265.36 ms
[2022-03-31 13:02:52	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311511 | val_loss: 0.0311701 | Time: 6269.52 ms
[2022-03-31 13:02:59	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311544 | val_loss: 0.0311723 | Time: 6258.35 ms
[2022-03-31 13:03:05	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311541 | val_loss: 0.0311697 | Time: 6304.4 ms
[2022-03-31 13:03:11	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311539 | val_loss: 0.0311666 | Time: 6324.2 ms
[2022-03-31 13:03:17	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311531 | val_loss: 0.0311698 | Time: 6269.81 ms
[2022-03-31 13:03:24	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311527 | val_loss: 0.0311685 | Time: 6293.66 ms
[2022-03-31 13:03:30	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311512 | val_loss: 0.031171 | Time: 6281.18 ms
[2022-03-31 13:03:36	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311547 | val_loss: 0.0311695 | Time: 6265.72 ms
[2022-03-31 13:03:43	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311605 | val_loss: 0.0311662 | Time: 6294.43 ms
[2022-03-31 13:03:49	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311576 | val_loss: 0.0311679 | Time: 6289.44 ms
[2022-03-31 13:03:55	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311568 | val_loss: 0.0311657 | Time: 6263.07 ms
[2022-03-31 13:04:01	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311555 | val_loss: 0.031166 | Time: 6254.87 ms
[2022-03-31 13:04:08	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311567 | val_loss: 0.0311682 | Time: 6306.93 ms
[2022-03-31 13:04:14	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311549 | val_loss: 0.0311646 | Time: 6271.92 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 940MX)
[2022-03-31 13:06:25	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-31 13:06:25	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-31 13:06:25	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-31 13:06:25	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-31 13:06:25	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-31 13:06:25	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-31 13:06:25	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-31 13:06:25	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-31 13:06:25	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-31 13:06:25	                main:474]	:	INFO	:	Configuration: 
[2022-03-31 13:06:25	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-31 13:06:25	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-31 13:06:25	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-31 13:06:25	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-31 13:06:25	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-31 13:06:25	                main:480]	:	INFO	:	    Patience: 10
[2022-03-31 13:06:25	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-31 13:06:25	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-31 13:06:25	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-31 13:06:25	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-31 13:06:25	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-31 13:06:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-31 13:06:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-31 13:06:28	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-31 13:06:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-31 13:06:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-31 13:06:28	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-31 13:06:28	                main:494]	:	INFO	:	Creating Model
[2022-03-31 13:06:28	                main:507]	:	INFO	:	Preparing config file
[2022-03-31 13:06:28	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-31 13:06:28	                main:512]	:	INFO	:	Loading config
[2022-03-31 13:06:28	                main:514]	:	INFO	:	Loading state
[2022-03-31 13:06:29	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-31 13:06:29	                main:562]	:	INFO	:	Starting Training
[2022-03-31 13:06:36	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.031195 | val_loss: 0.0311794 | Time: 6908.08 ms
[2022-03-31 13:06:42	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311564 | val_loss: 0.0311681 | Time: 6310.24 ms
[2022-03-31 13:06:48	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311555 | val_loss: 0.0311655 | Time: 6283.2 ms
[2022-03-31 13:06:55	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311538 | val_loss: 0.0311639 | Time: 6287.54 ms
[2022-03-31 13:07:01	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031153 | val_loss: 0.0311639 | Time: 6274.96 ms
[2022-03-31 13:07:07	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311526 | val_loss: 0.0311666 | Time: 6263.35 ms
[2022-03-31 13:07:13	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311532 | val_loss: 0.0311699 | Time: 6271.16 ms
[2022-03-31 13:07:20	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311522 | val_loss: 0.0311647 | Time: 6267.98 ms
[2022-03-31 13:07:26	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311496 | val_loss: 0.031166 | Time: 6317.17 ms
[2022-03-31 13:07:32	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.031149 | val_loss: 0.0311663 | Time: 6298.04 ms
[2022-03-31 13:07:39	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311527 | val_loss: 0.0311654 | Time: 6292.38 ms
[2022-03-31 13:07:45	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311499 | val_loss: 0.0311678 | Time: 6269.63 ms
[2022-03-31 13:07:51	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311509 | val_loss: 0.0311695 | Time: 6262.91 ms
[2022-03-31 13:07:57	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311503 | val_loss: 0.03117 | Time: 6279.09 ms
[2022-03-31 13:08:04	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311492 | val_loss: 0.0311658 | Time: 6265.12 ms
[2022-03-31 13:08:10	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311485 | val_loss: 0.0311677 | Time: 6332.11 ms
[2022-03-31 13:08:16	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311495 | val_loss: 0.0311684 | Time: 6280.42 ms
[2022-03-31 13:08:23	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311488 | val_loss: 0.0311654 | Time: 6314.71 ms
[2022-03-31 13:08:29	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311495 | val_loss: 0.0311662 | Time: 6298.53 ms
[2022-03-31 13:08:35	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311483 | val_loss: 0.0311657 | Time: 6260.51 ms
[2022-03-31 13:08:41	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311485 | val_loss: 0.031167 | Time: 6288.62 ms
[2022-03-31 13:08:48	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031151 | val_loss: 0.0311683 | Time: 6293.3 ms
[2022-03-31 13:08:54	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311514 | val_loss: 0.0311672 | Time: 6255.14 ms
[2022-03-31 13:09:00	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311504 | val_loss: 0.0311671 | Time: 6275.67 ms
[2022-03-31 13:09:07	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311547 | val_loss: 0.0311719 | Time: 6276.31 ms
[2022-03-31 13:09:13	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311576 | val_loss: 0.0311685 | Time: 6274.16 ms
[2022-03-31 13:09:19	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311591 | val_loss: 0.0311714 | Time: 6294.07 ms
[2022-03-31 13:09:25	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311601 | val_loss: 0.0311687 | Time: 6275.55 ms
[2022-03-31 13:09:32	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311596 | val_loss: 0.0311664 | Time: 6266.73 ms
[2022-03-31 13:09:38	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031161 | val_loss: 0.0311703 | Time: 6266.63 ms
[2022-03-31 13:09:44	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311641 | val_loss: 0.0311693 | Time: 6265.11 ms
[2022-03-31 13:09:51	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311683 | val_loss: 0.031172 | Time: 6256.91 ms
[2022-03-31 13:09:57	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311689 | val_loss: 0.0311731 | Time: 6249.36 ms
[2022-03-31 13:10:03	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311705 | val_loss: 0.0311732 | Time: 6288.77 ms
[2022-03-31 13:10:09	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311677 | val_loss: 0.0311719 | Time: 6311.86 ms
[2022-03-31 13:10:16	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311683 | val_loss: 0.0311718 | Time: 6297.06 ms
[2022-03-31 13:10:22	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311696 | val_loss: 0.0311727 | Time: 6308.63 ms
[2022-03-31 13:10:28	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311677 | val_loss: 0.0311725 | Time: 6283.26 ms
[2022-03-31 13:10:35	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311691 | val_loss: 0.0311695 | Time: 6262.85 ms
[2022-03-31 13:10:41	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311697 | val_loss: 0.0311747 | Time: 6297.41 ms
[2022-03-31 13:10:47	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311757 | val_loss: 0.0311827 | Time: 6278.68 ms
[2022-03-31 13:10:53	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311778 | val_loss: 0.0311819 | Time: 6263.55 ms
[2022-03-31 13:11:00	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.031176 | val_loss: 0.0311807 | Time: 6287.84 ms
[2022-03-31 13:11:06	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311752 | val_loss: 0.0311778 | Time: 6264.5 ms
[2022-03-31 13:11:12	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311737 | val_loss: 0.0311792 | Time: 6309.76 ms
[2022-03-31 13:11:19	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311736 | val_loss: 0.0311796 | Time: 6283.92 ms
[2022-03-31 13:11:25	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311725 | val_loss: 0.0311807 | Time: 6275.23 ms
[2022-03-31 13:11:31	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311723 | val_loss: 0.0311792 | Time: 6290.42 ms
[2022-03-31 13:11:37	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311713 | val_loss: 0.0311797 | Time: 6274.08 ms
[2022-03-31 13:11:44	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311711 | val_loss: 0.0311813 | Time: 6292.84 ms
[2022-03-31 13:11:50	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311721 | val_loss: 0.031179 | Time: 6258.36 ms
[2022-03-31 13:11:56	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311707 | val_loss: 0.0311792 | Time: 6303.15 ms
[2022-03-31 13:12:03	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311711 | val_loss: 0.031178 | Time: 6266.47 ms
[2022-03-31 13:12:09	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311718 | val_loss: 0.0311833 | Time: 6302.14 ms
[2022-03-31 13:12:15	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311709 | val_loss: 0.0311834 | Time: 6285.74 ms
[2022-03-31 13:12:21	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311697 | val_loss: 0.031178 | Time: 6254.95 ms
[2022-03-31 13:12:28	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311689 | val_loss: 0.0311802 | Time: 6260.16 ms
[2022-03-31 13:12:34	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311683 | val_loss: 0.0311768 | Time: 6268.97 ms
[2022-03-31 13:12:40	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031168 | val_loss: 0.0311795 | Time: 6290.71 ms
[2022-03-31 13:12:47	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311686 | val_loss: 0.0311772 | Time: 6285.26 ms
[2022-03-31 13:12:53	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311669 | val_loss: 0.0311774 | Time: 6312.62 ms
[2022-03-31 13:12:59	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311675 | val_loss: 0.0311788 | Time: 6269.61 ms
[2022-03-31 13:13:05	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311665 | val_loss: 0.0311779 | Time: 6292.44 ms
[2022-03-31 13:13:12	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311671 | val_loss: 0.0311796 | Time: 6325.11 ms
[2022-03-31 13:13:18	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311702 | val_loss: 0.0311852 | Time: 6286.27 ms
[2022-03-31 13:13:24	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031169 | val_loss: 0.0311831 | Time: 6273.65 ms
[2022-03-31 13:13:31	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311673 | val_loss: 0.031178 | Time: 6258.03 ms
[2022-03-31 13:13:37	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311686 | val_loss: 0.0311769 | Time: 6289.44 ms
[2022-03-31 13:13:43	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031168 | val_loss: 0.0311773 | Time: 6288.89 ms
[2022-03-31 13:13:49	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311665 | val_loss: 0.0311767 | Time: 6288.54 ms
[2022-03-31 13:13:56	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311658 | val_loss: 0.0311784 | Time: 6307.8 ms
[2022-03-31 13:14:02	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311667 | val_loss: 0.031183 | Time: 6294.43 ms
[2022-03-31 13:14:08	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311679 | val_loss: 0.0311771 | Time: 6261.64 ms
[2022-03-31 13:14:15	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031166 | val_loss: 0.0311775 | Time: 6281.22 ms
[2022-03-31 13:14:21	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311657 | val_loss: 0.031178 | Time: 6269.04 ms
[2022-03-31 13:14:27	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311665 | val_loss: 0.0311794 | Time: 6263.16 ms
[2022-03-31 13:14:33	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311681 | val_loss: 0.0311783 | Time: 6261.19 ms
[2022-03-31 13:14:40	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311686 | val_loss: 0.0311747 | Time: 6275.1 ms
[2022-03-31 13:14:46	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311694 | val_loss: 0.031175 | Time: 6286.34 ms
[2022-03-31 13:14:52	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311692 | val_loss: 0.0311753 | Time: 6283.82 ms
[2022-03-31 13:14:59	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311707 | val_loss: 0.0311759 | Time: 6286.6 ms
[2022-03-31 13:15:05	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311694 | val_loss: 0.0311814 | Time: 6288.75 ms
[2022-03-31 13:15:11	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311724 | val_loss: 0.0311817 | Time: 6290.95 ms
[2022-03-31 13:15:17	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311692 | val_loss: 0.0311785 | Time: 6248.5 ms
[2022-03-31 13:15:24	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311707 | val_loss: 0.0311844 | Time: 6274.4 ms
[2022-03-31 13:15:30	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311733 | val_loss: 0.0311788 | Time: 6327.53 ms
[2022-03-31 13:15:36	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311699 | val_loss: 0.0311783 | Time: 6288.69 ms
[2022-03-31 13:15:43	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031169 | val_loss: 0.0311765 | Time: 6287.24 ms
[2022-03-31 13:15:49	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311682 | val_loss: 0.0311808 | Time: 6269.2 ms
[2022-03-31 13:15:55	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311677 | val_loss: 0.0311784 | Time: 6267.89 ms
[2022-03-31 13:16:01	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031167 | val_loss: 0.0311784 | Time: 6285.35 ms
[2022-03-31 13:16:08	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311682 | val_loss: 0.0311816 | Time: 6279.33 ms
[2022-03-31 13:16:14	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311683 | val_loss: 0.0311781 | Time: 6291.52 ms
[2022-03-31 13:16:20	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311665 | val_loss: 0.031178 | Time: 6270.41 ms
[2022-03-31 13:16:27	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311669 | val_loss: 0.031181 | Time: 6274.23 ms
[2022-03-31 13:16:33	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311669 | val_loss: 0.0311787 | Time: 6307.2 ms
[2022-03-31 13:16:39	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311666 | val_loss: 0.0311792 | Time: 6304.28 ms
[2022-03-31 13:16:45	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311656 | val_loss: 0.0311784 | Time: 6266.99 ms
[2022-03-31 13:16:52	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311662 | val_loss: 0.0311801 | Time: 6279.76 ms
[2022-03-31 13:16:58	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311649 | val_loss: 0.0311793 | Time: 6304.97 ms
[2022-03-31 13:17:04	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031165 | val_loss: 0.0311819 | Time: 6252.78 ms
[2022-03-31 13:17:11	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311668 | val_loss: 0.031179 | Time: 6261.79 ms
[2022-03-31 13:17:17	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311674 | val_loss: 0.0311779 | Time: 6303.93 ms
[2022-03-31 13:17:23	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311683 | val_loss: 0.0311777 | Time: 6273.96 ms
[2022-03-31 13:17:29	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311684 | val_loss: 0.0311771 | Time: 6260.03 ms
[2022-03-31 13:17:36	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311677 | val_loss: 0.0311798 | Time: 6286.47 ms
[2022-03-31 13:17:42	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311674 | val_loss: 0.0311773 | Time: 6291.01 ms
[2022-03-31 13:17:48	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311657 | val_loss: 0.0311774 | Time: 6278.51 ms
[2022-03-31 13:17:55	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311653 | val_loss: 0.0311792 | Time: 6266.97 ms
[2022-03-31 13:18:01	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311651 | val_loss: 0.0311759 | Time: 6304.69 ms
[2022-03-31 13:18:07	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031165 | val_loss: 0.031178 | Time: 6252.42 ms
[2022-03-31 13:18:13	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311658 | val_loss: 0.0311812 | Time: 6273.78 ms
[2022-03-31 13:18:20	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311657 | val_loss: 0.0311768 | Time: 6310.85 ms
[2022-03-31 13:18:26	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311663 | val_loss: 0.031181 | Time: 6283.34 ms
[2022-03-31 13:18:32	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311653 | val_loss: 0.0311803 | Time: 6295.06 ms
[2022-03-31 13:18:39	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311641 | val_loss: 0.0311797 | Time: 6264.35 ms
[2022-03-31 13:18:45	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311633 | val_loss: 0.0311795 | Time: 6307.26 ms
[2022-03-31 13:18:51	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311631 | val_loss: 0.0311763 | Time: 6279.7 ms
[2022-03-31 13:18:57	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311632 | val_loss: 0.0311785 | Time: 6264.78 ms
[2022-03-31 13:19:04	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311632 | val_loss: 0.0311773 | Time: 6294.25 ms
[2022-03-31 13:19:10	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311625 | val_loss: 0.0311764 | Time: 6273.14 ms
[2022-03-31 13:19:16	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311617 | val_loss: 0.0311776 | Time: 6251.11 ms
[2022-03-31 13:19:23	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311618 | val_loss: 0.0311775 | Time: 6306.21 ms
[2022-03-31 13:19:29	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311613 | val_loss: 0.0311764 | Time: 6280.34 ms
[2022-03-31 13:19:35	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311617 | val_loss: 0.0311792 | Time: 6281.77 ms
[2022-03-31 13:19:41	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311628 | val_loss: 0.0311776 | Time: 6304.42 ms
[2022-03-31 13:19:48	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311605 | val_loss: 0.0311783 | Time: 6265.38 ms
[2022-03-31 13:19:54	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311601 | val_loss: 0.0311768 | Time: 6315.37 ms
[2022-03-31 13:20:00	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311601 | val_loss: 0.0311787 | Time: 6284.2 ms
[2022-03-31 13:20:07	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311588 | val_loss: 0.0311773 | Time: 6289.04 ms
[2022-03-31 13:20:13	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311597 | val_loss: 0.0311782 | Time: 6279.11 ms
[2022-03-31 13:20:19	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031163 | val_loss: 0.0311812 | Time: 6298.46 ms
[2022-03-31 13:20:26	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311597 | val_loss: 0.031178 | Time: 6341.61 ms
[2022-03-31 13:20:32	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311594 | val_loss: 0.0311783 | Time: 6306.65 ms
[2022-03-31 13:20:38	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311599 | val_loss: 0.0311807 | Time: 6298.42 ms
[2022-03-31 13:20:44	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311593 | val_loss: 0.0311799 | Time: 6262.08 ms
[2022-03-31 13:20:51	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311604 | val_loss: 0.0311787 | Time: 6309.62 ms
[2022-03-31 13:20:57	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.03116 | val_loss: 0.0311811 | Time: 6258.71 ms
[2022-03-31 13:21:03	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031161 | val_loss: 0.0311791 | Time: 6275.25 ms
[2022-03-31 13:21:10	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311608 | val_loss: 0.0311785 | Time: 6294.41 ms
[2022-03-31 13:21:16	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311609 | val_loss: 0.0311818 | Time: 6308.28 ms
[2022-03-31 13:21:22	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311626 | val_loss: 0.0311798 | Time: 6266.48 ms
[2022-03-31 13:21:28	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311616 | val_loss: 0.0311794 | Time: 6277.09 ms
[2022-03-31 13:21:35	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311595 | val_loss: 0.0311828 | Time: 6288.6 ms
[2022-03-31 13:21:41	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311604 | val_loss: 0.0311818 | Time: 6287.47 ms
[2022-03-31 13:21:47	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.03116 | val_loss: 0.0311775 | Time: 6257.38 ms
[2022-03-31 13:21:54	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311585 | val_loss: 0.031179 | Time: 6253.47 ms
[2022-03-31 13:22:00	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311595 | val_loss: 0.0311791 | Time: 6311.3 ms
[2022-03-31 13:22:06	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311605 | val_loss: 0.0311825 | Time: 6275.57 ms
[2022-03-31 13:22:12	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311606 | val_loss: 0.031178 | Time: 6294.62 ms
[2022-03-31 13:22:19	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311586 | val_loss: 0.0311788 | Time: 6342.6 ms
[2022-03-31 13:22:25	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311588 | val_loss: 0.031177 | Time: 6326.95 ms
[2022-03-31 13:22:31	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311583 | val_loss: 0.0311773 | Time: 6285.74 ms
[2022-03-31 13:22:38	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311594 | val_loss: 0.0311777 | Time: 6293.78 ms
[2022-03-31 13:22:44	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311595 | val_loss: 0.0311783 | Time: 6255.91 ms
[2022-03-31 13:22:50	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311576 | val_loss: 0.031182 | Time: 6256 ms
[2022-03-31 13:22:57	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311576 | val_loss: 0.0311803 | Time: 6301.78 ms
[2022-03-31 13:23:03	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311575 | val_loss: 0.0311803 | Time: 6274.45 ms
[2022-03-31 13:23:09	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311578 | val_loss: 0.0311784 | Time: 6304.7 ms
[2022-03-31 13:23:15	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031157 | val_loss: 0.0311801 | Time: 6292.06 ms
[2022-03-31 13:23:22	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311576 | val_loss: 0.0311781 | Time: 6311.5 ms
[2022-03-31 13:23:28	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311571 | val_loss: 0.0311794 | Time: 6287.48 ms
[2022-03-31 13:23:34	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311573 | val_loss: 0.031176 | Time: 6254.66 ms
[2022-03-31 13:23:41	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311584 | val_loss: 0.0311782 | Time: 6264.24 ms
[2022-03-31 13:23:47	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311569 | val_loss: 0.0311798 | Time: 6275.63 ms
[2022-03-31 13:23:53	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311583 | val_loss: 0.031179 | Time: 6276.57 ms
[2022-03-31 13:23:59	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.031163 | val_loss: 0.0311784 | Time: 6286.2 ms
[2022-03-31 13:24:06	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311638 | val_loss: 0.0311803 | Time: 6294.32 ms
[2022-03-31 13:24:12	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031161 | val_loss: 0.0311815 | Time: 6360.84 ms
[2022-03-31 13:24:18	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311595 | val_loss: 0.0311773 | Time: 6343.84 ms
[2022-03-31 13:24:25	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311579 | val_loss: 0.0311783 | Time: 6276.47 ms
[2022-03-31 13:24:31	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311577 | val_loss: 0.031177 | Time: 6288.87 ms
[2022-03-31 13:24:37	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311559 | val_loss: 0.0311798 | Time: 6300.93 ms
[2022-03-31 13:24:44	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311582 | val_loss: 0.0311839 | Time: 6268.85 ms
[2022-03-31 13:24:50	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311599 | val_loss: 0.031179 | Time: 6281.77 ms
[2022-03-31 13:24:56	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311565 | val_loss: 0.0311776 | Time: 6288.26 ms
[2022-03-31 13:25:02	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311594 | val_loss: 0.0311768 | Time: 6316.59 ms
[2022-03-31 13:25:09	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311573 | val_loss: 0.0311758 | Time: 6294.67 ms
[2022-03-31 13:25:15	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311564 | val_loss: 0.0311858 | Time: 6297.66 ms
[2022-03-31 13:25:21	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311568 | val_loss: 0.0311793 | Time: 6276.34 ms
[2022-03-31 13:25:28	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311706 | val_loss: 0.0311899 | Time: 6283.29 ms
[2022-03-31 13:25:34	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0326843 | val_loss: 0.0315507 | Time: 6271.47 ms
[2022-03-31 13:25:40	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0336423 | val_loss: 0.0332716 | Time: 6316.38 ms
[2022-03-31 13:25:47	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0317526 | val_loss: 0.0312949 | Time: 6326.35 ms
[2022-03-31 13:25:53	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312673 | val_loss: 0.0312141 | Time: 6278.88 ms
[2022-03-31 13:25:59	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311831 | val_loss: 0.0311835 | Time: 6273.2 ms
[2022-03-31 13:26:05	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311644 | val_loss: 0.0311819 | Time: 6283.64 ms
[2022-03-31 13:26:12	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311632 | val_loss: 0.0311855 | Time: 6321.28 ms
[2022-03-31 13:26:18	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311617 | val_loss: 0.0311823 | Time: 6270.1 ms
[2022-03-31 13:26:24	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311586 | val_loss: 0.031181 | Time: 6270.74 ms
[2022-03-31 13:26:31	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311569 | val_loss: 0.0311817 | Time: 6266.58 ms
[2022-03-31 13:26:37	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311584 | val_loss: 0.0311806 | Time: 6272.53 ms
[2022-03-31 13:26:43	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311616 | val_loss: 0.0311914 | Time: 6306.15 ms
[2022-03-31 13:26:49	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031161 | val_loss: 0.0311798 | Time: 6281.4 ms
[2022-03-31 13:26:56	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311607 | val_loss: 0.0311859 | Time: 6287.11 ms
[2022-03-31 13:27:02	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031159 | val_loss: 0.0311836 | Time: 6316.14 ms
[2022-03-31 13:27:08	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031159 | val_loss: 0.0311833 | Time: 6298.8 ms
[2022-03-31 13:27:15	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311581 | val_loss: 0.031182 | Time: 6321.52 ms
[2022-03-31 13:27:21	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311574 | val_loss: 0.0311806 | Time: 6286.03 ms
[2022-03-31 13:27:27	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311572 | val_loss: 0.0311811 | Time: 6295.01 ms
[2022-03-31 13:27:34	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031155 | val_loss: 0.0311827 | Time: 6323.12 ms
[2022-03-31 13:27:40	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311547 | val_loss: 0.0311822 | Time: 6285.94 ms
[2022-03-31 13:27:46	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311549 | val_loss: 0.0311793 | Time: 6293.04 ms
[2022-03-31 13:27:52	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311556 | val_loss: 0.0311808 | Time: 6283.32 ms
[2022-03-31 13:27:59	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031159 | val_loss: 0.0311816 | Time: 6291.1 ms
[2022-03-31 13:28:05	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311582 | val_loss: 0.0311823 | Time: 6288.68 ms
[2022-03-31 13:28:11	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311591 | val_loss: 0.0311814 | Time: 6270.9 ms
[2022-03-31 13:28:18	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311591 | val_loss: 0.0311821 | Time: 6279.9 ms
[2022-03-31 13:28:24	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311587 | val_loss: 0.03118 | Time: 6295.52 ms
[2022-03-31 13:28:30	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311584 | val_loss: 0.0311834 | Time: 6274.43 ms
[2022-03-31 13:28:36	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311595 | val_loss: 0.031181 | Time: 6267.53 ms
[2022-03-31 13:28:43	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311576 | val_loss: 0.031181 | Time: 6350.14 ms
[2022-03-31 13:28:49	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311578 | val_loss: 0.03118 | Time: 6284.67 ms
[2022-03-31 13:28:55	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311586 | val_loss: 0.0311822 | Time: 6282.04 ms
[2022-03-31 13:29:02	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311576 | val_loss: 0.0311824 | Time: 6264.36 ms
[2022-03-31 13:29:08	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311579 | val_loss: 0.0311809 | Time: 6260.37 ms
[2022-03-31 13:29:14	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311573 | val_loss: 0.0311828 | Time: 6268.19 ms
[2022-03-31 13:29:20	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311568 | val_loss: 0.0311796 | Time: 6277.37 ms
[2022-03-31 13:29:27	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.031158 | val_loss: 0.0311832 | Time: 6337.21 ms
[2022-03-31 13:29:33	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311582 | val_loss: 0.0311848 | Time: 6346.52 ms
[2022-03-31 13:29:40	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311569 | val_loss: 0.0311818 | Time: 6352.52 ms
[2022-03-31 13:29:46	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311556 | val_loss: 0.0311818 | Time: 6272.99 ms
[2022-03-31 13:29:52	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311557 | val_loss: 0.0311823 | Time: 6293.93 ms
[2022-03-31 13:29:58	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311565 | val_loss: 0.0311849 | Time: 6269.05 ms
[2022-03-31 13:30:05	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311582 | val_loss: 0.0311831 | Time: 6257.81 ms
[2022-03-31 13:30:11	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.031156 | val_loss: 0.0311839 | Time: 6272.8 ms
[2022-03-31 13:30:17	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311557 | val_loss: 0.0311827 | Time: 6280.96 ms
[2022-03-31 13:30:24	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311554 | val_loss: 0.0311832 | Time: 6324.29 ms
[2022-03-31 13:30:30	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311587 | val_loss: 0.0311848 | Time: 6292.94 ms
[2022-03-31 13:30:36	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311693 | val_loss: 0.031182 | Time: 6286.06 ms
[2022-03-31 13:30:42	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311721 | val_loss: 0.0311866 | Time: 6280.25 ms
[2022-03-31 13:30:49	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311726 | val_loss: 0.0311808 | Time: 6294.22 ms
[2022-03-31 13:30:55	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311693 | val_loss: 0.0311818 | Time: 6285.35 ms
[2022-03-31 13:31:01	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311688 | val_loss: 0.0311848 | Time: 6280.66 ms
[2022-03-31 13:31:08	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311675 | val_loss: 0.0311813 | Time: 6307.11 ms
[2022-03-31 13:31:14	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311664 | val_loss: 0.0311828 | Time: 6319.26 ms
[2022-03-31 13:31:20	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311667 | val_loss: 0.0311836 | Time: 6311.55 ms
[2022-03-31 13:31:27	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311656 | val_loss: 0.0311818 | Time: 6292.82 ms
[2022-03-31 13:31:33	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311654 | val_loss: 0.0311839 | Time: 6276.5 ms
[2022-03-31 13:31:39	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311643 | val_loss: 0.0311844 | Time: 6283.72 ms
[2022-03-31 13:31:45	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311645 | val_loss: 0.0311826 | Time: 6275.11 ms
[2022-03-31 13:31:52	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311642 | val_loss: 0.0311831 | Time: 6300.43 ms
[2022-03-31 13:31:58	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311648 | val_loss: 0.0311867 | Time: 6278.93 ms
[2022-03-31 13:32:04	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311669 | val_loss: 0.0311888 | Time: 6268.24 ms
[2022-03-31 13:32:11	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311666 | val_loss: 0.0311868 | Time: 6294.42 ms
[2022-03-31 13:32:17	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311643 | val_loss: 0.0311859 | Time: 6277.66 ms
[2022-03-31 13:32:23	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311625 | val_loss: 0.0311864 | Time: 6285.85 ms
[2022-03-31 13:32:29	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311626 | val_loss: 0.0311846 | Time: 6284.91 ms
[2022-03-31 13:32:36	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311631 | val_loss: 0.0311876 | Time: 6272.53 ms
[2022-03-31 13:32:42	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311631 | val_loss: 0.0311861 | Time: 6295.01 ms
[2022-03-31 13:32:48	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031162 | val_loss: 0.0311855 | Time: 6286.57 ms
[2022-03-31 13:32:55	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311636 | val_loss: 0.031187 | Time: 6299.05 ms
[2022-03-31 13:33:01	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311623 | val_loss: 0.0311844 | Time: 6271.6 ms
[2022-03-31 13:33:07	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311619 | val_loss: 0.0311851 | Time: 6287.28 ms
[2022-03-31 13:33:13	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311641 | val_loss: 0.031186 | Time: 6302.71 ms
[2022-03-31 13:33:20	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311667 | val_loss: 0.0311837 | Time: 6327.69 ms
[2022-03-31 13:33:26	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311642 | val_loss: 0.0311835 | Time: 6273.62 ms
[2022-03-31 13:33:32	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031163 | val_loss: 0.0311834 | Time: 6269.7 ms
[2022-03-31 13:33:39	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311618 | val_loss: 0.0311845 | Time: 6263.97 ms
[2022-03-31 13:33:45	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311613 | val_loss: 0.0311844 | Time: 6277.74 ms
[2022-03-31 13:33:51	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311615 | val_loss: 0.0311844 | Time: 6299.91 ms
[2022-03-31 13:33:57	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311621 | val_loss: 0.03119 | Time: 6276.81 ms
[2022-03-31 13:34:04	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311626 | val_loss: 0.0311864 | Time: 6263.61 ms
[2022-03-31 13:34:10	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311607 | val_loss: 0.0311854 | Time: 6343.39 ms
[2022-03-31 13:34:16	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311608 | val_loss: 0.0311862 | Time: 6336.93 ms
[2022-03-31 13:34:23	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031161 | val_loss: 0.0311877 | Time: 6292.16 ms
[2022-03-31 13:34:29	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311613 | val_loss: 0.0311883 | Time: 6282.18 ms
[2022-03-31 13:34:35	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311602 | val_loss: 0.0311858 | Time: 6326.86 ms
[2022-03-31 13:34:42	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311621 | val_loss: 0.0311865 | Time: 6314.76 ms
[2022-03-31 13:34:48	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311617 | val_loss: 0.0311854 | Time: 6282.23 ms
[2022-03-31 13:34:54	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311617 | val_loss: 0.0311851 | Time: 6270.07 ms
[2022-03-31 13:35:00	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311628 | val_loss: 0.0311904 | Time: 6273.34 ms
[2022-03-31 13:35:07	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311639 | val_loss: 0.0311835 | Time: 6288.82 ms
[2022-03-31 13:35:13	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311624 | val_loss: 0.0311862 | Time: 6291.64 ms
[2022-03-31 13:35:19	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311613 | val_loss: 0.0311838 | Time: 6274.9 ms
[2022-03-31 13:35:26	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311595 | val_loss: 0.0311828 | Time: 6263.83 ms
[2022-03-31 13:35:32	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311748 | val_loss: 0.0311871 | Time: 6301.27 ms
[2022-03-31 13:35:38	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311766 | val_loss: 0.031186 | Time: 6273.99 ms
[2022-03-31 13:35:45	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311727 | val_loss: 0.031184 | Time: 6314.14 ms
[2022-03-31 13:35:51	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311707 | val_loss: 0.0311825 | Time: 6310.26 ms
[2022-03-31 13:35:57	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311704 | val_loss: 0.0311834 | Time: 6294.82 ms
[2022-03-31 13:36:03	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311705 | val_loss: 0.0311838 | Time: 6273.2 ms
[2022-03-31 13:36:10	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311696 | val_loss: 0.0311847 | Time: 6277.6 ms
[2022-03-31 13:36:16	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311674 | val_loss: 0.0311822 | Time: 6299.74 ms
[2022-03-31 13:36:22	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311661 | val_loss: 0.0311823 | Time: 6300.27 ms
[2022-03-31 13:36:29	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311666 | val_loss: 0.0311837 | Time: 6301.84 ms
[2022-03-31 13:36:35	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311641 | val_loss: 0.031181 | Time: 6287.2 ms
[2022-03-31 13:36:41	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311634 | val_loss: 0.0311792 | Time: 6324.28 ms
[2022-03-31 13:36:48	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311614 | val_loss: 0.0311798 | Time: 6322.52 ms
[2022-03-31 13:36:54	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311601 | val_loss: 0.0311802 | Time: 6284.59 ms
[2022-03-31 13:37:00	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311608 | val_loss: 0.0311844 | Time: 6290.59 ms
[2022-03-31 13:37:06	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311627 | val_loss: 0.0311851 | Time: 6270.52 ms
[2022-03-31 13:37:13	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311619 | val_loss: 0.0311841 | Time: 6293.17 ms
[2022-03-31 13:37:19	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311621 | val_loss: 0.0311822 | Time: 6293.27 ms
[2022-03-31 13:37:25	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311589 | val_loss: 0.0311817 | Time: 6301.83 ms
[2022-03-31 13:37:32	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311586 | val_loss: 0.0311821 | Time: 6305.1 ms
[2022-03-31 13:37:38	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311589 | val_loss: 0.0311845 | Time: 6291.46 ms
[2022-03-31 13:37:44	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311596 | val_loss: 0.0311811 | Time: 6311.7 ms
[2022-03-31 13:37:51	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311609 | val_loss: 0.0311822 | Time: 6273.51 ms
[2022-03-31 13:37:57	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311611 | val_loss: 0.0311809 | Time: 6292.53 ms
[2022-03-31 13:38:03	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311587 | val_loss: 0.0311839 | Time: 6286.65 ms
[2022-03-31 13:38:09	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311594 | val_loss: 0.0311868 | Time: 6268.37 ms
[2022-03-31 13:38:16	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.03116 | val_loss: 0.0311811 | Time: 6262.17 ms
[2022-03-31 13:38:22	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311603 | val_loss: 0.0311818 | Time: 6287.29 ms
[2022-03-31 13:38:28	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311611 | val_loss: 0.0311812 | Time: 6271.9 ms
[2022-03-31 13:38:34	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311593 | val_loss: 0.0311818 | Time: 6277.32 ms
[2022-03-31 13:38:41	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311586 | val_loss: 0.0311836 | Time: 6307.86 ms
[2022-03-31 13:38:47	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311637 | val_loss: 0.0311823 | Time: 6308.53 ms
[2022-03-31 13:38:53	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311609 | val_loss: 0.0311826 | Time: 6294.99 ms
[2022-03-31 13:39:00	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311613 | val_loss: 0.0311837 | Time: 6282.97 ms
[2022-03-31 13:39:06	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311605 | val_loss: 0.0311816 | Time: 6264.57 ms
[2022-03-31 13:39:12	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311606 | val_loss: 0.031181 | Time: 6261.83 ms
[2022-03-31 13:39:19	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311597 | val_loss: 0.0311868 | Time: 6347.07 ms
[2022-03-31 13:39:25	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311589 | val_loss: 0.0311848 | Time: 6276.98 ms
[2022-03-31 13:39:31	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311585 | val_loss: 0.0311824 | Time: 6350.44 ms
[2022-03-31 13:39:38	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311608 | val_loss: 0.0311846 | Time: 6284.85 ms
[2022-03-31 13:39:44	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311588 | val_loss: 0.0311807 | Time: 6290.7 ms
[2022-03-31 13:39:50	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311583 | val_loss: 0.0311819 | Time: 6272.02 ms
[2022-03-31 13:39:56	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311563 | val_loss: 0.0311822 | Time: 6301.18 ms
[2022-03-31 13:40:03	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311558 | val_loss: 0.0311803 | Time: 6277.52 ms
[2022-03-31 13:40:09	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031159 | val_loss: 0.0311816 | Time: 6279.33 ms
[2022-03-31 13:40:15	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311603 | val_loss: 0.0311855 | Time: 6321.06 ms
[2022-03-31 13:40:22	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311591 | val_loss: 0.0311818 | Time: 6312.77 ms
[2022-03-31 13:40:28	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311573 | val_loss: 0.0311816 | Time: 6285.11 ms
[2022-03-31 13:40:34	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311575 | val_loss: 0.0311838 | Time: 6287.3 ms
[2022-03-31 13:40:40	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311561 | val_loss: 0.0311798 | Time: 6278.92 ms
[2022-03-31 13:40:47	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311578 | val_loss: 0.0311804 | Time: 6290.83 ms
[2022-03-31 13:40:53	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031156 | val_loss: 0.0311819 | Time: 6264.09 ms
[2022-03-31 13:40:59	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311563 | val_loss: 0.0311832 | Time: 6278.23 ms
[2022-03-31 13:41:06	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311548 | val_loss: 0.0311834 | Time: 6328.76 ms
[2022-03-31 13:41:12	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311553 | val_loss: 0.03118 | Time: 6307.4 ms
[2022-03-31 13:41:18	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311542 | val_loss: 0.0311819 | Time: 6292.54 ms
[2022-03-31 13:41:25	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311541 | val_loss: 0.0311806 | Time: 6316.46 ms
[2022-03-31 13:41:31	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311548 | val_loss: 0.0311859 | Time: 6301.33 ms
[2022-03-31 13:41:37	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311578 | val_loss: 0.031181 | Time: 6313.54 ms
[2022-03-31 13:41:43	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311538 | val_loss: 0.0311887 | Time: 6257.91 ms
[2022-03-31 13:41:50	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311545 | val_loss: 0.0311838 | Time: 6277.69 ms
[2022-03-31 13:41:56	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311526 | val_loss: 0.0311815 | Time: 6332.81 ms
[2022-03-31 13:42:02	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311533 | val_loss: 0.0311804 | Time: 6344.28 ms
[2022-03-31 13:42:09	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311522 | val_loss: 0.0311836 | Time: 6277.68 ms
[2022-03-31 13:42:15	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311549 | val_loss: 0.0311863 | Time: 6267.93 ms
[2022-03-31 13:42:21	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311534 | val_loss: 0.0311799 | Time: 6302.19 ms
[2022-03-31 13:42:28	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311538 | val_loss: 0.0311818 | Time: 6274.83 ms
[2022-03-31 13:42:34	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311539 | val_loss: 0.0311815 | Time: 6310.39 ms
[2022-03-31 13:42:40	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311528 | val_loss: 0.0311808 | Time: 6273.2 ms
[2022-03-31 13:42:46	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311567 | val_loss: 0.0311881 | Time: 6285.33 ms
[2022-03-31 13:42:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311589 | val_loss: 0.0311814 | Time: 6275.48 ms
[2022-03-31 13:42:59	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311579 | val_loss: 0.0311836 | Time: 6274.06 ms
[2022-03-31 13:43:05	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311547 | val_loss: 0.0311826 | Time: 6272.98 ms
[2022-03-31 13:43:12	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311533 | val_loss: 0.0311828 | Time: 6271.81 ms
[2022-03-31 13:43:18	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311538 | val_loss: 0.031184 | Time: 6328.02 ms
[2022-03-31 13:43:24	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311544 | val_loss: 0.0311814 | Time: 6261.85 ms
[2022-03-31 13:43:30	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311531 | val_loss: 0.031183 | Time: 6271.59 ms
[2022-03-31 13:43:37	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311564 | val_loss: 0.0311818 | Time: 6274.73 ms
[2022-03-31 13:43:43	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311602 | val_loss: 0.0311843 | Time: 6319.62 ms
[2022-03-31 13:43:49	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311593 | val_loss: 0.03118 | Time: 6308.47 ms
[2022-03-31 13:43:56	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311562 | val_loss: 0.031182 | Time: 6269.17 ms
[2022-03-31 13:44:02	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311547 | val_loss: 0.0311797 | Time: 6282.5 ms
[2022-03-31 13:44:08	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311523 | val_loss: 0.0311825 | Time: 6306.35 ms
[2022-03-31 13:44:15	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311567 | val_loss: 0.0311831 | Time: 6330.59 ms
[2022-03-31 13:44:21	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311561 | val_loss: 0.0311803 | Time: 6316.65 ms
[2022-03-31 13:44:27	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311551 | val_loss: 0.0311783 | Time: 6304.77 ms
[2022-03-31 13:44:33	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311533 | val_loss: 0.0311795 | Time: 6268.74 ms
[2022-03-31 13:44:40	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311538 | val_loss: 0.0311813 | Time: 6274.06 ms
[2022-03-31 13:44:46	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311525 | val_loss: 0.0311801 | Time: 6287.13 ms
[2022-03-31 13:44:52	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311534 | val_loss: 0.0311827 | Time: 6298.9 ms
[2022-03-31 13:44:59	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311532 | val_loss: 0.0311789 | Time: 6305.84 ms
[2022-03-31 13:45:05	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.031153 | val_loss: 0.0311818 | Time: 6277.04 ms
[2022-03-31 13:45:11	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311511 | val_loss: 0.0311795 | Time: 6264.56 ms
[2022-03-31 13:45:17	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311518 | val_loss: 0.0311827 | Time: 6292.22 ms
[2022-03-31 13:45:24	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311529 | val_loss: 0.0311823 | Time: 6276.21 ms
[2022-03-31 13:45:30	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311513 | val_loss: 0.0311817 | Time: 6289.12 ms
[2022-03-31 13:45:36	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311531 | val_loss: 0.0311812 | Time: 6414.35 ms
[2022-03-31 13:45:43	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311536 | val_loss: 0.0311835 | Time: 6335.17 ms
[2022-03-31 13:45:49	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311511 | val_loss: 0.0311786 | Time: 6322.9 ms
[2022-03-31 13:45:55	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311502 | val_loss: 0.031179 | Time: 6299.86 ms
[2022-03-31 13:46:02	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311509 | val_loss: 0.0311826 | Time: 6259.96 ms
[2022-03-31 13:46:08	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311538 | val_loss: 0.0311851 | Time: 6262.85 ms
[2022-03-31 13:46:14	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311581 | val_loss: 0.0311834 | Time: 6262.41 ms
[2022-03-31 13:46:21	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311612 | val_loss: 0.0311822 | Time: 6270.1 ms
[2022-03-31 13:46:27	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311552 | val_loss: 0.0311795 | Time: 6283.47 ms
[2022-03-31 13:46:33	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311543 | val_loss: 0.0311796 | Time: 6307.14 ms
[2022-03-31 13:46:39	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311523 | val_loss: 0.0311794 | Time: 6297.7 ms
[2022-03-31 13:46:46	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311523 | val_loss: 0.0311822 | Time: 6285.08 ms
[2022-03-31 13:46:52	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311532 | val_loss: 0.0311807 | Time: 6280.36 ms
[2022-03-31 13:46:58	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031151 | val_loss: 0.0311827 | Time: 6273.2 ms
[2022-03-31 13:47:05	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311532 | val_loss: 0.0311811 | Time: 6262.87 ms
[2022-03-31 13:47:11	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311546 | val_loss: 0.03118 | Time: 6259.75 ms
[2022-03-31 13:47:17	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031153 | val_loss: 0.031178 | Time: 6266.26 ms
[2022-03-31 13:47:23	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311535 | val_loss: 0.0311788 | Time: 6318.36 ms
[2022-03-31 13:47:30	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031161 | val_loss: 0.0311842 | Time: 6300.9 ms
[2022-03-31 13:47:36	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311725 | val_loss: 0.031182 | Time: 6296.22 ms
[2022-03-31 13:47:42	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311669 | val_loss: 0.0311777 | Time: 6286.65 ms
[2022-03-31 13:47:49	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311653 | val_loss: 0.0311779 | Time: 6269.54 ms
[2022-03-31 13:47:55	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311626 | val_loss: 0.031176 | Time: 6285.8 ms
[2022-03-31 13:48:01	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.03116 | val_loss: 0.031177 | Time: 6268.39 ms
[2022-03-31 13:48:07	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311596 | val_loss: 0.0311776 | Time: 6268.22 ms
[2022-03-31 13:48:14	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311592 | val_loss: 0.031177 | Time: 6272.15 ms
[2022-03-31 13:48:20	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311585 | val_loss: 0.0311751 | Time: 6305.84 ms
[2022-03-31 13:48:26	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311576 | val_loss: 0.0311763 | Time: 6313.26 ms
[2022-03-31 13:48:33	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311566 | val_loss: 0.031176 | Time: 6298.15 ms
[2022-03-31 13:48:39	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311556 | val_loss: 0.0311808 | Time: 6285.75 ms
[2022-03-31 13:48:45	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.031155 | val_loss: 0.0311777 | Time: 6290.84 ms
[2022-03-31 13:48:52	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311559 | val_loss: 0.031179 | Time: 6286.87 ms
[2022-03-31 13:48:58	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311575 | val_loss: 0.0311792 | Time: 6292.85 ms
[2022-03-31 13:49:04	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311559 | val_loss: 0.0311757 | Time: 6276.85 ms
[2022-03-31 13:49:10	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311571 | val_loss: 0.0311786 | Time: 6270.08 ms
[2022-03-31 13:49:17	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031155 | val_loss: 0.0311769 | Time: 6298.91 ms
[2022-03-31 13:49:23	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311566 | val_loss: 0.0311801 | Time: 6301.56 ms
[2022-03-31 13:49:29	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311566 | val_loss: 0.0311825 | Time: 6337.12 ms
[2022-03-31 13:49:36	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311547 | val_loss: 0.0311787 | Time: 6336.8 ms
[2022-03-31 13:49:42	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311562 | val_loss: 0.0311795 | Time: 6265.24 ms
[2022-03-31 13:49:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311525 | val_loss: 0.0311781 | Time: 6285.76 ms
[2022-03-31 13:49:55	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311526 | val_loss: 0.0311801 | Time: 6301.98 ms
[2022-03-31 13:50:01	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311509 | val_loss: 0.0311772 | Time: 6268.75 ms
[2022-03-31 13:50:07	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311517 | val_loss: 0.03118 | Time: 6265.68 ms
[2022-03-31 13:50:13	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311527 | val_loss: 0.0311806 | Time: 6307.32 ms
[2022-03-31 13:50:20	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311518 | val_loss: 0.031181 | Time: 6299.37 ms
[2022-03-31 13:50:26	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311525 | val_loss: 0.031182 | Time: 6279.29 ms
[2022-03-31 13:50:32	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311522 | val_loss: 0.0311777 | Time: 6280.46 ms
[2022-03-31 13:50:39	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311508 | val_loss: 0.0311801 | Time: 6284.15 ms
[2022-03-31 13:50:45	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311509 | val_loss: 0.0311794 | Time: 6259.16 ms
[2022-03-31 13:50:51	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311498 | val_loss: 0.0311765 | Time: 6268.16 ms
[2022-03-31 13:50:57	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311512 | val_loss: 0.0311769 | Time: 6288.48 ms
[2022-03-31 13:51:04	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311571 | val_loss: 0.031185 | Time: 6304.82 ms
[2022-03-31 13:51:10	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311566 | val_loss: 0.0311836 | Time: 6321.33 ms
[2022-03-31 13:51:16	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311544 | val_loss: 0.0311799 | Time: 6277.25 ms
[2022-03-31 13:51:23	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311555 | val_loss: 0.0311789 | Time: 6269.6 ms
[2022-03-31 13:51:29	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311523 | val_loss: 0.0311763 | Time: 6264.47 ms
[2022-03-31 13:51:35	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311557 | val_loss: 0.0311752 | Time: 6274.48 ms
[2022-03-31 13:51:41	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311531 | val_loss: 0.031179 | Time: 6265.55 ms
[2022-03-31 13:51:48	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311537 | val_loss: 0.0311784 | Time: 6276.94 ms
[2022-03-31 13:51:54	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311514 | val_loss: 0.0311778 | Time: 6274.05 ms
[2022-03-31 13:52:00	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311525 | val_loss: 0.0311774 | Time: 6287.66 ms
[2022-03-31 13:52:07	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311501 | val_loss: 0.0311777 | Time: 6346.48 ms
[2022-03-31 13:52:13	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311507 | val_loss: 0.0311772 | Time: 6283.32 ms
[2022-03-31 13:52:19	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311556 | val_loss: 0.0311767 | Time: 6268.18 ms
[2022-03-31 13:52:25	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311591 | val_loss: 0.0311761 | Time: 6284.61 ms
[2022-03-31 13:52:32	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311558 | val_loss: 0.0311749 | Time: 6260.33 ms
[2022-03-31 13:52:38	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031154 | val_loss: 0.0311776 | Time: 6272.86 ms
[2022-03-31 13:52:44	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311528 | val_loss: 0.031175 | Time: 6254.7 ms
[2022-03-31 13:52:51	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311542 | val_loss: 0.031174 | Time: 6282.39 ms
[2022-03-31 13:52:57	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.031153 | val_loss: 0.0311805 | Time: 6275.49 ms
[2022-03-31 13:53:03	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311538 | val_loss: 0.0311762 | Time: 6306.07 ms
[2022-03-31 13:53:09	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311565 | val_loss: 0.0311803 | Time: 6323.37 ms
[2022-03-31 13:53:16	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031154 | val_loss: 0.0311762 | Time: 6286.04 ms
[2022-03-31 13:53:22	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311532 | val_loss: 0.0311779 | Time: 6270.23 ms
[2022-03-31 13:53:28	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311516 | val_loss: 0.0311791 | Time: 6270.91 ms
[2022-03-31 13:53:35	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311506 | val_loss: 0.0311801 | Time: 6264.61 ms
[2022-03-31 13:53:41	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311496 | val_loss: 0.0311777 | Time: 6277.08 ms
[2022-03-31 13:53:47	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311587 | val_loss: 0.0311808 | Time: 6275.74 ms
[2022-03-31 13:53:53	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311636 | val_loss: 0.0311757 | Time: 6312.57 ms
[2022-03-31 13:54:00	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311597 | val_loss: 0.0311782 | Time: 6331.06 ms
[2022-03-31 13:54:06	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311589 | val_loss: 0.0311777 | Time: 6297.23 ms
[2022-03-31 13:54:12	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311572 | val_loss: 0.0311769 | Time: 6311.93 ms
[2022-03-31 13:54:19	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311552 | val_loss: 0.0311806 | Time: 6269.6 ms
[2022-03-31 13:54:25	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311526 | val_loss: 0.0311748 | Time: 6299.89 ms
[2022-03-31 13:54:31	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311516 | val_loss: 0.0311764 | Time: 6289.2 ms
[2022-03-31 13:54:38	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311529 | val_loss: 0.031176 | Time: 6289.36 ms
[2022-03-31 13:54:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311507 | val_loss: 0.0311767 | Time: 6288.83 ms
[2022-03-31 13:54:50	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311525 | val_loss: 0.0311823 | Time: 6282.5 ms
[2022-03-31 13:54:56	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311517 | val_loss: 0.0311778 | Time: 6293.84 ms
[2022-03-31 13:54:56	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311778
[2022-03-31 13:54:56	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-31 13:54:57	                main:608]	:	INFO	:	Success, exiting..
13:54:57 (1468): 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)