Task 10852795

Name ParityModified-1638638073-21373-3-0_0
Workunit 8159695
Created 17 Jan 2022, 18:08:34 UTC
Sent 4 Feb 2022, 13:41:58 UTC
Report deadline 12 Feb 2022, 13:41:58 UTC
Received 13 Feb 2022, 0:23:13 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16731
Run time 1 hours 6 min 28 sec
CPU time 1 hours 4 min 49 sec
Validate state Task was reported too late to validate
Credit 0.00
Device peak FLOPS 6,455.56 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 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>
022-02-04 08:09:51	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311473 | val_loss: 0.0311559 | Time: 1865.97 ms
[2022-02-04 08:09:52	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311473 | val_loss: 0.0311561 | Time: 1885.81 ms
[2022-02-04 08:09:54	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.031147 | val_loss: 0.0311594 | Time: 1876.19 ms
[2022-02-04 08:09:56	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311461 | val_loss: 0.0311583 | Time: 1885.71 ms
[2022-02-04 08:09:58	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311485 | val_loss: 0.0311607 | Time: 1870.18 ms
[2022-02-04 08:10:00	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311499 | val_loss: 0.0311579 | Time: 1879.98 ms
[2022-02-04 08:10:02	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311473 | val_loss: 0.0311593 | Time: 1886.17 ms
[2022-02-04 08:10:04	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311482 | val_loss: 0.0311582 | Time: 1866.39 ms
[2022-02-04 08:10:06	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311453 | val_loss: 0.0311601 | Time: 1902.16 ms
[2022-02-04 08:10:08	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.031145 | val_loss: 0.0311595 | Time: 1888.61 ms
[2022-02-04 08:10:10	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311462 | val_loss: 0.0311639 | Time: 1897.3 ms
[2022-02-04 08:10:11	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311484 | val_loss: 0.0311584 | Time: 1878.01 ms
[2022-02-04 08:10:13	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031146 | val_loss: 0.0311594 | Time: 1863.28 ms
[2022-02-04 08:10:15	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311444 | val_loss: 0.0311609 | Time: 1873.8 ms
[2022-02-04 08:10:17	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311437 | val_loss: 0.0311617 | Time: 1876.1 ms
[2022-02-04 08:10:19	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311434 | val_loss: 0.0311608 | Time: 1885.41 ms
[2022-02-04 08:10:21	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311432 | val_loss: 0.0311631 | Time: 1892.63 ms
[2022-02-04 08:10:23	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311442 | val_loss: 0.0311569 | Time: 1899.49 ms
[2022-02-04 08:10:25	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311446 | val_loss: 0.0311589 | Time: 1878.38 ms
[2022-02-04 08:10:27	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311465 | val_loss: 0.0311599 | Time: 1867.09 ms
[2022-02-04 08:10:29	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311453 | val_loss: 0.0311597 | Time: 1868.41 ms
[2022-02-04 08:10:31	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031146 | val_loss: 0.0311584 | Time: 1880.02 ms
[2022-02-04 08:10:32	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.031145 | val_loss: 0.0311584 | Time: 1884.33 ms
[2022-02-04 08:10:34	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311441 | val_loss: 0.0311583 | Time: 1891.32 ms
[2022-02-04 08:10:36	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311443 | val_loss: 0.0311574 | Time: 1861.11 ms
[2022-02-04 08:10:38	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311438 | val_loss: 0.0311606 | Time: 1897.59 ms
[2022-02-04 08:10:40	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311447 | val_loss: 0.0311615 | Time: 1881.4 ms
[2022-02-04 08:10:42	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311457 | val_loss: 0.0311609 | Time: 1902.5 ms
[2022-02-04 08:10:44	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311463 | val_loss: 0.0311605 | Time: 1887.55 ms
[2022-02-04 08:10:46	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311465 | val_loss: 0.0311596 | Time: 1879.23 ms
[2022-02-04 08:10:48	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311475 | val_loss: 0.0311625 | Time: 1893.47 ms
[2022-02-04 08:10:50	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311504 | val_loss: 0.0311577 | Time: 1880.58 ms
[2022-02-04 08:10:52	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311488 | val_loss: 0.03116 | Time: 1896.77 ms
[2022-02-04 08:10:53	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031147 | val_loss: 0.0311619 | Time: 1884.26 ms
[2022-02-04 08:10:55	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.031147 | val_loss: 0.0311591 | Time: 1901.89 ms
[2022-02-04 08:10:57	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311448 | val_loss: 0.0311568 | Time: 1907.17 ms
[2022-02-04 08:10:59	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311456 | val_loss: 0.0311619 | Time: 1869.81 ms
[2022-02-04 08:11:01	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311451 | val_loss: 0.0311549 | Time: 1887.85 ms
[2022-02-04 08:11:03	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311445 | val_loss: 0.0311563 | Time: 1889.12 ms
[2022-02-04 08:11:05	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311437 | val_loss: 0.0311589 | Time: 1895.69 ms
[2022-02-04 08:11:07	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311422 | val_loss: 0.0311573 | Time: 1868.16 ms
[2022-02-04 08:11:09	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311425 | val_loss: 0.031158 | Time: 1886.43 ms
[2022-02-04 08:11:11	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311446 | val_loss: 0.031159 | Time: 1888.61 ms
[2022-02-04 08:11:12	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311439 | val_loss: 0.0311581 | Time: 1879.65 ms
[2022-02-04 08:11:14	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311441 | val_loss: 0.0311583 | Time: 1883.23 ms
[2022-02-04 08:11:16	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311444 | val_loss: 0.0311633 | Time: 1880.01 ms
[2022-02-04 08:11:18	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311449 | val_loss: 0.031157 | Time: 1879.84 ms
[2022-02-04 08:11:20	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311434 | val_loss: 0.0311581 | Time: 1880.95 ms
[2022-02-04 08:11:22	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311445 | val_loss: 0.0311603 | Time: 1866.21 ms
[2022-02-04 08:11:24	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311428 | val_loss: 0.0311607 | Time: 1886.31 ms
[2022-02-04 08:11:26	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311439 | val_loss: 0.0311568 | Time: 1870.23 ms
[2022-02-04 08:11:28	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031145 | val_loss: 0.0311678 | Time: 1893.85 ms
[2022-02-04 08:11:30	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311473 | val_loss: 0.0311581 | Time: 1875.28 ms
[2022-02-04 08:11:31	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311443 | val_loss: 0.0311593 | Time: 1869.8 ms
[2022-02-04 08:11:43	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311456 | val_loss: 0.0311584 | Time: 11875.7 ms
[2022-02-04 08:11:45	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311466 | val_loss: 0.0311617 | Time: 1883.57 ms
[2022-02-04 08:11:47	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311486 | val_loss: 0.0311601 | Time: 1881.62 ms
[2022-02-04 08:11:49	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311449 | val_loss: 0.0311575 | Time: 1879.49 ms
[2022-02-04 08:11:51	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311449 | val_loss: 0.0311601 | Time: 1876.38 ms
[2022-02-04 08:11:53	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311446 | val_loss: 0.0311573 | Time: 1869.17 ms
[2022-02-04 08:11:55	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311432 | val_loss: 0.0311591 | Time: 1865.64 ms
[2022-02-04 08:11:57	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311463 | val_loss: 0.0311629 | Time: 1874.43 ms
[2022-02-04 08:11:58	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311455 | val_loss: 0.0311601 | Time: 1872.88 ms
[2022-02-04 08:12:00	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311458 | val_loss: 0.0311566 | Time: 1869.74 ms
[2022-02-04 08:12:02	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311433 | val_loss: 0.0311618 | Time: 1898.67 ms
[2022-02-04 08:12:04	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031146 | val_loss: 0.0311576 | Time: 1879.96 ms
[2022-02-04 08:12:06	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311429 | val_loss: 0.0311594 | Time: 1903.28 ms
[2022-02-04 08:12:08	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031142 | val_loss: 0.0311549 | Time: 1870.05 ms
[2022-02-04 08:12:10	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311422 | val_loss: 0.0311577 | Time: 1879.28 ms
[2022-02-04 08:12:12	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311429 | val_loss: 0.0311609 | Time: 1890.91 ms
[2022-02-04 08:12:24	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311423 | val_loss: 0.0311606 | Time: 12015.4 ms
[2022-02-04 08:12:26	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311419 | val_loss: 0.0311589 | Time: 1849.1 ms
[2022-02-04 08:12:28	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311421 | val_loss: 0.0311559 | Time: 1865.14 ms
[2022-02-04 08:12:29	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311411 | val_loss: 0.0311603 | Time: 1863.27 ms
[2022-02-04 08:12:31	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311428 | val_loss: 0.0311595 | Time: 1867.4 ms
[2022-02-04 08:12:33	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311433 | val_loss: 0.0311599 | Time: 1867.83 ms
[2022-02-04 08:12:35	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311421 | val_loss: 0.0311596 | Time: 1859.27 ms
[2022-02-04 08:12:37	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311418 | val_loss: 0.031165 | Time: 1869.51 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060)
[2022-02-12 16:10:43	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-12 16:10:43	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-12 16:10:43	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-12 16:10:43	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-12 16:10:43	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-12 16:10:43	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-12 16:10:43	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-12 16:10:43	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-12 16:10:43	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-12 16:10:43	                main:474]	:	INFO	:	Configuration: 
[2022-02-12 16:10:43	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-12 16:10:43	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-12 16:10:43	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-12 16:10:43	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-12 16:10:43	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-12 16:10:43	                main:480]	:	INFO	:	    Patience: 10
[2022-02-12 16:10:43	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-12 16:10:43	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-12 16:10:43	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-12 16:10:43	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-12 16:10:43	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-12 16:10:43	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-12 16:10:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-12 16:10:47	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-12 16:10:47	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-12 16:10:47	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-12 16:10:47	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-12 16:10:47	                main:494]	:	INFO	:	Creating Model
[2022-02-12 16:10:47	                main:507]	:	INFO	:	Preparing config file
[2022-02-12 16:10:47	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-12 16:10:47	                main:512]	:	INFO	:	Loading config
[2022-02-12 16:10:47	                main:514]	:	INFO	:	Loading state
[2022-02-12 16:10:50	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-12 16:10:50	                main:562]	:	INFO	:	Starting Training
[2022-02-12 16:10:52	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031175 | val_loss: 0.0311635 | Time: 2628.05 ms
[2022-02-12 16:11:04	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311501 | val_loss: 0.0311621 | Time: 11756.7 ms
[2022-02-12 16:11:06	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311513 | val_loss: 0.0311704 | Time: 1652.66 ms
[2022-02-12 16:11:07	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311555 | val_loss: 0.0311658 | Time: 1601.48 ms
[2022-02-12 16:11:09	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311515 | val_loss: 0.031165 | Time: 1601.33 ms
[2022-02-12 16:11:10	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311503 | val_loss: 0.0311603 | Time: 1615.35 ms
[2022-02-12 16:11:12	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311508 | val_loss: 0.0311598 | Time: 1600.06 ms
[2022-02-12 16:11:14	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311501 | val_loss: 0.0311617 | Time: 1607.87 ms
[2022-02-12 16:11:15	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311498 | val_loss: 0.031162 | Time: 1558.2 ms
[2022-02-12 16:11:17	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311496 | val_loss: 0.0311588 | Time: 1606.66 ms
[2022-02-12 16:11:18	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311516 | val_loss: 0.0311571 | Time: 1565.03 ms
[2022-02-12 16:11:20	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311533 | val_loss: 0.0311563 | Time: 1587.86 ms
[2022-02-12 16:11:22	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311532 | val_loss: 0.0311607 | Time: 1599.87 ms
[2022-02-12 16:11:23	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311528 | val_loss: 0.0311581 | Time: 1628.29 ms
[2022-02-12 16:11:35	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311513 | val_loss: 0.0311603 | Time: 11709.4 ms
[2022-02-12 16:11:37	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311508 | val_loss: 0.0311617 | Time: 1578.28 ms
[2022-02-12 16:11:38	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311504 | val_loss: 0.0311595 | Time: 1605.51 ms
[2022-02-12 16:11:40	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311496 | val_loss: 0.0311585 | Time: 1576.46 ms
[2022-02-12 16:11:41	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311494 | val_loss: 0.0311615 | Time: 1630.67 ms
[2022-02-12 16:11:43	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.031151 | val_loss: 0.0311613 | Time: 1565.23 ms
[2022-02-12 16:11:45	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311522 | val_loss: 0.0311625 | Time: 1572.23 ms
[2022-02-12 16:11:46	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311525 | val_loss: 0.0311598 | Time: 1629.59 ms
[2022-02-12 16:11:48	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311506 | val_loss: 0.0311621 | Time: 1641.61 ms
[2022-02-12 16:11:49	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311498 | val_loss: 0.0311596 | Time: 1561.4 ms
[2022-02-12 16:11:51	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311482 | val_loss: 0.0311606 | Time: 1549.46 ms
[2022-02-12 16:11:53	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311478 | val_loss: 0.0311621 | Time: 1591.22 ms
[2022-02-12 16:11:54	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311473 | val_loss: 0.0311636 | Time: 1600.53 ms
[2022-02-12 16:11:56	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311491 | val_loss: 0.0311648 | Time: 1621.1 ms
[2022-02-12 16:11:58	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311485 | val_loss: 0.0311633 | Time: 1607.87 ms
[2022-02-12 16:11:59	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311468 | val_loss: 0.0311632 | Time: 1620.31 ms
[2022-02-12 16:12:01	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.031147 | val_loss: 0.0311627 | Time: 1576.07 ms
[2022-02-12 16:12:02	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311485 | val_loss: 0.0311617 | Time: 1589.79 ms
[2022-02-12 16:12:04	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311476 | val_loss: 0.0311628 | Time: 1626.24 ms
[2022-02-12 16:12:06	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311515 | val_loss: 0.031161 | Time: 1603.67 ms
[2022-02-12 16:12:07	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.031155 | val_loss: 0.0311718 | Time: 1609.83 ms
[2022-02-12 16:12:09	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311559 | val_loss: 0.0311686 | Time: 1557.7 ms
[2022-02-12 16:12:10	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311525 | val_loss: 0.0311651 | Time: 1565.53 ms
[2022-02-12 16:12:12	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311484 | val_loss: 0.0311598 | Time: 1586.41 ms
[2022-02-12 16:12:14	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311476 | val_loss: 0.0311629 | Time: 1595.02 ms
[2022-02-12 16:12:25	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311476 | val_loss: 0.0311658 | Time: 11738.5 ms
[2022-02-12 16:12:27	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311469 | val_loss: 0.0311617 | Time: 1611.92 ms
[2022-02-12 16:12:29	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031147 | val_loss: 0.0311637 | Time: 1610.46 ms
[2022-02-12 16:12:30	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311464 | val_loss: 0.0311606 | Time: 1609.65 ms
[2022-02-12 16:12:32	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311485 | val_loss: 0.0311609 | Time: 1614.91 ms
[2022-02-12 16:12:33	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311477 | val_loss: 0.0311603 | Time: 1620.38 ms
[2022-02-12 16:12:35	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311474 | val_loss: 0.0311589 | Time: 1596.23 ms
[2022-02-12 16:12:37	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311467 | val_loss: 0.0311574 | Time: 1603.73 ms
[2022-02-12 16:12:38	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311453 | val_loss: 0.0311597 | Time: 1561.53 ms
[2022-02-12 16:12:40	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311448 | val_loss: 0.0311562 | Time: 1635.47 ms
[2022-02-12 16:12:41	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311481 | val_loss: 0.0311599 | Time: 1591.87 ms
[2022-02-12 16:12:43	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311509 | val_loss: 0.0311611 | Time: 1627.4 ms
[2022-02-12 16:12:45	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311489 | val_loss: 0.0311593 | Time: 1564.37 ms
[2022-02-12 16:12:46	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311502 | val_loss: 0.0311612 | Time: 1623.81 ms
[2022-02-12 16:12:48	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311486 | val_loss: 0.03116 | Time: 1588.08 ms
[2022-02-12 16:12:50	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311468 | val_loss: 0.031161 | Time: 1631.2 ms
[2022-02-12 16:12:51	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311475 | val_loss: 0.0311598 | Time: 1602.86 ms
[2022-02-12 16:12:53	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311465 | val_loss: 0.0311612 | Time: 1598.4 ms
[2022-02-12 16:13:04	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311441 | val_loss: 0.0311613 | Time: 11702 ms
[2022-02-12 16:13:06	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031144 | val_loss: 0.0311599 | Time: 1584.91 ms
[2022-02-12 16:13:08	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311467 | val_loss: 0.0311579 | Time: 1625.34 ms
[2022-02-12 16:13:09	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031145 | val_loss: 0.0311569 | Time: 1590.03 ms
[2022-02-12 16:13:11	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311482 | val_loss: 0.0311611 | Time: 1569.77 ms
[2022-02-12 16:13:13	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311463 | val_loss: 0.0311603 | Time: 1611.64 ms
[2022-02-12 16:13:14	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311444 | val_loss: 0.0311601 | Time: 1601.4 ms
[2022-02-12 16:13:16	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311442 | val_loss: 0.0311593 | Time: 1578.86 ms
[2022-02-12 16:13:17	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311424 | val_loss: 0.0311572 | Time: 1614.57 ms
[2022-02-12 16:13:19	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311437 | val_loss: 0.0311662 | Time: 1602.48 ms
[2022-02-12 16:13:21	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311448 | val_loss: 0.03116 | Time: 1615.05 ms
[2022-02-12 16:13:22	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311429 | val_loss: 0.0311617 | Time: 1630.94 ms
[2022-02-12 16:13:24	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311432 | val_loss: 0.0311632 | Time: 1603.2 ms
[2022-02-12 16:13:36	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311424 | val_loss: 0.0311634 | Time: 11614.6 ms
[2022-02-12 16:13:37	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311412 | val_loss: 0.0311617 | Time: 1611.33 ms
[2022-02-12 16:13:39	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311431 | val_loss: 0.0311617 | Time: 1615.61 ms
[2022-02-12 16:13:40	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031146 | val_loss: 0.0311601 | Time: 1612.32 ms
[2022-02-12 16:13:42	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311486 | val_loss: 0.0311638 | Time: 1584 ms
[2022-02-12 16:13:44	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311519 | val_loss: 0.0311681 | Time: 1625.66 ms
[2022-02-12 16:13:45	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311492 | val_loss: 0.0311585 | Time: 1546.71 ms
[2022-02-12 16:13:47	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311489 | val_loss: 0.0311607 | Time: 1606.74 ms
[2022-02-12 16:13:48	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311476 | val_loss: 0.0311635 | Time: 1601.21 ms
[2022-02-12 16:13:50	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311474 | val_loss: 0.0311602 | Time: 1609.18 ms
[2022-02-12 16:13:52	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311477 | val_loss: 0.031165 | Time: 1624.7 ms
[2022-02-12 16:13:53	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311453 | val_loss: 0.0311683 | Time: 1561.36 ms
[2022-02-12 16:13:55	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311498 | val_loss: 0.0311631 | Time: 1627.96 ms
[2022-02-12 16:13:56	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311472 | val_loss: 0.0311659 | Time: 1596.51 ms
[2022-02-12 16:13:58	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311469 | val_loss: 0.0311706 | Time: 1591.34 ms
[2022-02-12 16:14:00	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031145 | val_loss: 0.0311632 | Time: 1622.07 ms
[2022-02-12 16:14:01	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.031145 | val_loss: 0.0311672 | Time: 1552.52 ms
[2022-02-12 16:14:03	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311472 | val_loss: 0.0311636 | Time: 1607.66 ms
[2022-02-12 16:14:04	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311463 | val_loss: 0.0311623 | Time: 1592.63 ms
[2022-02-12 16:14:06	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.031146 | val_loss: 0.0311628 | Time: 1622.02 ms
[2022-02-12 16:14:08	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311432 | val_loss: 0.0311641 | Time: 1552.03 ms
[2022-02-12 16:14:09	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311434 | val_loss: 0.0311645 | Time: 1585.64 ms
[2022-02-12 16:14:11	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311436 | val_loss: 0.0311629 | Time: 1542.61 ms
[2022-02-12 16:14:12	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031144 | val_loss: 0.0311677 | Time: 1600.18 ms
[2022-02-12 16:14:14	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311456 | val_loss: 0.0311641 | Time: 1572.12 ms
[2022-02-12 16:14:16	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311464 | val_loss: 0.0311634 | Time: 1602.19 ms
[2022-02-12 16:14:17	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311448 | val_loss: 0.031161 | Time: 1654.25 ms
[2022-02-12 16:14:19	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.031142 | val_loss: 0.0311608 | Time: 1641.99 ms
[2022-02-12 16:14:21	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311416 | val_loss: 0.0311631 | Time: 1591.36 ms
[2022-02-12 16:14:22	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311408 | val_loss: 0.0311632 | Time: 1644.63 ms
[2022-02-12 16:14:24	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311405 | val_loss: 0.0311636 | Time: 1583.94 ms
[2022-02-12 16:14:25	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311416 | val_loss: 0.0311614 | Time: 1636.14 ms
[2022-02-12 16:14:27	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.031143 | val_loss: 0.0311608 | Time: 1581.16 ms
[2022-02-12 16:14:29	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311446 | val_loss: 0.0311646 | Time: 1599 ms
[2022-02-12 16:14:30	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311474 | val_loss: 0.0311625 | Time: 1587.97 ms
[2022-02-12 16:14:32	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311475 | val_loss: 0.031161 | Time: 1612.72 ms
[2022-02-12 16:14:33	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311444 | val_loss: 0.0311631 | Time: 1625.53 ms
[2022-02-12 16:14:35	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311426 | val_loss: 0.0311645 | Time: 1603.06 ms
[2022-02-12 16:14:37	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311425 | val_loss: 0.0311605 | Time: 1579.3 ms
[2022-02-12 16:14:38	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031145 | val_loss: 0.0311598 | Time: 1589.7 ms
[2022-02-12 16:14:40	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311419 | val_loss: 0.0311572 | Time: 1595.5 ms
[2022-02-12 16:14:42	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311425 | val_loss: 0.0311611 | Time: 1611.05 ms
[2022-02-12 16:14:43	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311423 | val_loss: 0.0311622 | Time: 1587.48 ms
[2022-02-12 16:14:45	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311421 | val_loss: 0.0311586 | Time: 1605.66 ms
[2022-02-12 16:14:46	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311433 | val_loss: 0.03116 | Time: 1614.23 ms
[2022-02-12 16:14:48	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311426 | val_loss: 0.0311647 | Time: 1569.73 ms
[2022-02-12 16:14:50	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311497 | val_loss: 0.0311614 | Time: 1616.32 ms
[2022-02-12 16:14:51	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311484 | val_loss: 0.0311643 | Time: 1626.9 ms
[2022-02-12 16:14:53	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311466 | val_loss: 0.0311659 | Time: 1562.33 ms
[2022-02-12 16:14:54	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311466 | val_loss: 0.0311631 | Time: 1605.84 ms
[2022-02-12 16:14:56	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311486 | val_loss: 0.0311639 | Time: 1604.38 ms
[2022-02-12 16:14:58	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311439 | val_loss: 0.0311671 | Time: 1627.47 ms
[2022-02-12 16:14:59	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311433 | val_loss: 0.0311614 | Time: 1611.93 ms
[2022-02-12 16:15:01	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311423 | val_loss: 0.0311653 | Time: 1634.39 ms
[2022-02-12 16:15:03	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311422 | val_loss: 0.0311658 | Time: 1573.29 ms
[2022-02-12 16:15:04	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311406 | val_loss: 0.03116 | Time: 1632.91 ms
[2022-02-12 16:15:06	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311413 | val_loss: 0.0311635 | Time: 1600.66 ms
[2022-02-12 16:15:07	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.031142 | val_loss: 0.0311621 | Time: 1603.82 ms
[2022-02-12 16:15:09	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311421 | val_loss: 0.0311673 | Time: 1581.66 ms
[2022-02-12 16:15:11	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311423 | val_loss: 0.0311658 | Time: 1598.7 ms
[2022-02-12 16:15:12	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311411 | val_loss: 0.0311618 | Time: 1613.7 ms
[2022-02-12 16:15:14	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311398 | val_loss: 0.0311625 | Time: 1627.59 ms
[2022-02-12 16:15:16	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311412 | val_loss: 0.0311636 | Time: 1622.05 ms
[2022-02-12 16:15:17	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311409 | val_loss: 0.0311618 | Time: 1626.63 ms
[2022-02-12 16:15:19	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311399 | val_loss: 0.0311618 | Time: 1600.98 ms
[2022-02-12 16:15:20	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311389 | val_loss: 0.0311636 | Time: 1526.97 ms
[2022-02-12 16:15:22	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311403 | val_loss: 0.0311627 | Time: 1582.14 ms
[2022-02-12 16:15:23	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311397 | val_loss: 0.0311634 | Time: 1584.79 ms
[2022-02-12 16:15:25	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311397 | val_loss: 0.0311595 | Time: 1618.42 ms
[2022-02-12 16:15:27	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311404 | val_loss: 0.0311625 | Time: 1655.06 ms
[2022-02-12 16:15:28	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311427 | val_loss: 0.0311674 | Time: 1599.24 ms
[2022-02-12 16:15:30	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311442 | val_loss: 0.0311665 | Time: 1611.73 ms
[2022-02-12 16:15:32	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031142 | val_loss: 0.031164 | Time: 1554.43 ms
[2022-02-12 16:15:33	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311401 | val_loss: 0.0311615 | Time: 1572.65 ms
[2022-02-12 16:15:35	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311424 | val_loss: 0.0311636 | Time: 1622.1 ms
[2022-02-12 16:15:36	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311416 | val_loss: 0.031162 | Time: 1559.26 ms
[2022-02-12 16:15:38	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311439 | val_loss: 0.0311654 | Time: 1613.88 ms
[2022-02-12 16:15:40	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311576 | val_loss: 0.031164 | Time: 1573.08 ms
[2022-02-12 16:15:41	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311561 | val_loss: 0.0311677 | Time: 1605.19 ms
[2022-02-12 16:15:43	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311547 | val_loss: 0.0311635 | Time: 1606.02 ms
[2022-02-12 16:15:44	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311518 | val_loss: 0.0311633 | Time: 1611.57 ms
[2022-02-12 16:15:46	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311513 | val_loss: 0.0311589 | Time: 1590.35 ms
[2022-02-12 16:15:48	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.03115 | val_loss: 0.031161 | Time: 1664.86 ms
[2022-02-12 16:15:49	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311501 | val_loss: 0.0311589 | Time: 1616 ms
[2022-02-12 16:15:51	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311482 | val_loss: 0.0311599 | Time: 1630.33 ms
[2022-02-12 16:15:53	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311477 | val_loss: 0.0311604 | Time: 1593.13 ms
[2022-02-12 16:15:54	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311463 | val_loss: 0.031162 | Time: 1606.43 ms
[2022-02-12 16:15:56	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311466 | val_loss: 0.0311606 | Time: 1634.82 ms
[2022-02-12 16:15:57	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311464 | val_loss: 0.0311605 | Time: 1558.71 ms
[2022-02-12 16:15:59	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311441 | val_loss: 0.0311697 | Time: 1591.63 ms
[2022-02-12 16:16:01	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311473 | val_loss: 0.0311613 | Time: 1627.3 ms
[2022-02-12 16:16:02	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311473 | val_loss: 0.0311587 | Time: 1615.52 ms
[2022-02-12 16:16:04	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311478 | val_loss: 0.0311628 | Time: 1658.85 ms
[2022-02-12 16:16:06	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311507 | val_loss: 0.0311697 | Time: 1644.35 ms
[2022-02-12 16:16:07	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311478 | val_loss: 0.0311619 | Time: 1632.73 ms
[2022-02-12 16:16:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311454 | val_loss: 0.031159 | Time: 1598.33 ms
[2022-02-12 16:16:11	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311439 | val_loss: 0.0311645 | Time: 1582.9 ms
[2022-02-12 16:16:12	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311436 | val_loss: 0.0311602 | Time: 1596.76 ms
[2022-02-12 16:16:14	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311416 | val_loss: 0.031164 | Time: 1562.87 ms
[2022-02-12 16:16:15	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311413 | val_loss: 0.0311578 | Time: 1648.34 ms
[2022-02-12 16:16:17	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311406 | val_loss: 0.0311671 | Time: 1537.35 ms
[2022-02-12 16:16:19	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311397 | val_loss: 0.0311609 | Time: 1601.3 ms
[2022-02-12 16:16:20	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311434 | val_loss: 0.0311651 | Time: 1591.47 ms
[2022-02-12 16:16:22	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311509 | val_loss: 0.0311697 | Time: 1599.8 ms
[2022-02-12 16:16:23	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311484 | val_loss: 0.0311624 | Time: 1588.18 ms
[2022-02-12 16:16:25	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311462 | val_loss: 0.0311636 | Time: 1543 ms
[2022-02-12 16:16:27	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311467 | val_loss: 0.0311628 | Time: 1590.71 ms
[2022-02-12 16:16:28	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311451 | val_loss: 0.0311579 | Time: 1581.52 ms
[2022-02-12 16:16:30	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311433 | val_loss: 0.0311615 | Time: 1620.81 ms
[2022-02-12 16:16:31	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311434 | val_loss: 0.0311602 | Time: 1561.27 ms
[2022-02-12 16:16:33	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311427 | val_loss: 0.0311601 | Time: 1649.99 ms
[2022-02-12 16:16:35	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311451 | val_loss: 0.0311624 | Time: 1610.64 ms
[2022-02-12 16:16:36	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311422 | val_loss: 0.0311634 | Time: 1624.09 ms
[2022-02-12 16:16:38	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311448 | val_loss: 0.0311583 | Time: 1557.24 ms
[2022-02-12 16:16:39	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311465 | val_loss: 0.0311634 | Time: 1563.11 ms
[2022-02-12 16:16:41	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311473 | val_loss: 0.0311605 | Time: 1586.68 ms
[2022-02-12 16:16:43	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311468 | val_loss: 0.0311603 | Time: 1614.31 ms
[2022-02-12 16:16:44	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311464 | val_loss: 0.0311586 | Time: 1624.03 ms
[2022-02-12 16:16:46	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311439 | val_loss: 0.0311588 | Time: 1620.98 ms
[2022-02-12 16:16:47	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311428 | val_loss: 0.0311608 | Time: 1586.52 ms
[2022-02-12 16:16:49	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311426 | val_loss: 0.0311569 | Time: 1620.31 ms
[2022-02-12 16:16:51	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311427 | val_loss: 0.0311584 | Time: 1627.5 ms
[2022-02-12 16:16:52	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311431 | val_loss: 0.0311597 | Time: 1586.17 ms
[2022-02-12 16:16:54	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311446 | val_loss: 0.0311559 | Time: 1617.83 ms
[2022-02-12 16:16:56	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311435 | val_loss: 0.0311566 | Time: 1614.16 ms
[2022-02-12 16:17:07	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311426 | val_loss: 0.0311565 | Time: 11669.1 ms
[2022-02-12 16:17:09	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311439 | val_loss: 0.031162 | Time: 1586.18 ms
[2022-02-12 16:17:10	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311458 | val_loss: 0.0311586 | Time: 1623.22 ms
[2022-02-12 16:17:12	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311438 | val_loss: 0.0311635 | Time: 1605.96 ms
[2022-02-12 16:17:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311428 | val_loss: 0.0311617 | Time: 1618.08 ms
[2022-02-12 16:17:15	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311414 | val_loss: 0.0311585 | Time: 1578.07 ms
[2022-02-12 16:17:17	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311409 | val_loss: 0.0311571 | Time: 1596.09 ms
[2022-02-12 16:17:19	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311383 | val_loss: 0.0311587 | Time: 1612.9 ms
[2022-02-12 16:17:20	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311388 | val_loss: 0.0311592 | Time: 1618.91 ms
[2022-02-12 16:17:22	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311413 | val_loss: 0.031158 | Time: 1618.59 ms
[2022-02-12 16:17:23	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311397 | val_loss: 0.031159 | Time: 1593.27 ms
[2022-02-12 16:17:25	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311406 | val_loss: 0.0311614 | Time: 1608.62 ms
[2022-02-12 16:17:27	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311419 | val_loss: 0.0311564 | Time: 1647.18 ms
[2022-02-12 16:17:28	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311397 | val_loss: 0.0311565 | Time: 1579.53 ms
[2022-02-12 16:17:30	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311392 | val_loss: 0.031156 | Time: 1591.95 ms
[2022-02-12 16:17:31	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311393 | val_loss: 0.0311549 | Time: 1613.57 ms
[2022-02-12 16:17:33	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311409 | val_loss: 0.0311616 | Time: 1580.37 ms
[2022-02-12 16:17:35	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311402 | val_loss: 0.0311573 | Time: 1595.85 ms
[2022-02-12 16:17:36	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311401 | val_loss: 0.0311578 | Time: 1620.11 ms
[2022-02-12 16:17:38	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311398 | val_loss: 0.0311596 | Time: 1621.42 ms
[2022-02-12 16:17:40	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311389 | val_loss: 0.0311628 | Time: 1668.56 ms
[2022-02-12 16:17:41	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031138 | val_loss: 0.0311606 | Time: 1640.34 ms
[2022-02-12 16:17:43	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311392 | val_loss: 0.0311584 | Time: 1598.43 ms
[2022-02-12 16:17:44	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311428 | val_loss: 0.0311597 | Time: 1594.59 ms
[2022-02-12 16:17:46	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311615 | val_loss: 0.0311715 | Time: 1608 ms
[2022-02-12 16:17:48	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311746 | val_loss: 0.0311781 | Time: 1610.87 ms
[2022-02-12 16:17:49	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.031177 | val_loss: 0.0311777 | Time: 1587.62 ms
[2022-02-12 16:17:51	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311743 | val_loss: 0.0311738 | Time: 1602.1 ms
[2022-02-12 16:17:53	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311705 | val_loss: 0.0311738 | Time: 1655.77 ms
[2022-02-12 16:17:54	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311704 | val_loss: 0.0311741 | Time: 1586.13 ms
[2022-02-12 16:17:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311678 | val_loss: 0.0311719 | Time: 1588.42 ms
[2022-02-12 16:17:57	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311691 | val_loss: 0.0311734 | Time: 1597.12 ms
[2022-02-12 16:17:59	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311691 | val_loss: 0.0311711 | Time: 1601.98 ms
[2022-02-12 16:18:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311713 | val_loss: 0.0311742 | Time: 1582.66 ms
[2022-02-12 16:18:02	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311725 | val_loss: 0.0311713 | Time: 1586.77 ms
[2022-02-12 16:18:04	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311702 | val_loss: 0.0311704 | Time: 1606.33 ms
[2022-02-12 16:18:05	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311682 | val_loss: 0.0311703 | Time: 1621.19 ms
[2022-02-12 16:18:17	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311688 | val_loss: 0.0311696 | Time: 11682.2 ms
[2022-02-12 16:18:19	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311676 | val_loss: 0.0311694 | Time: 1591.39 ms
[2022-02-12 16:18:20	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311675 | val_loss: 0.0311683 | Time: 1573.17 ms
[2022-02-12 16:18:22	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311664 | val_loss: 0.031169 | Time: 1591.44 ms
[2022-02-12 16:18:24	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311674 | val_loss: 0.0311679 | Time: 1645.25 ms
[2022-02-12 16:18:25	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311655 | val_loss: 0.0311667 | Time: 1570.35 ms
[2022-02-12 16:18:27	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311648 | val_loss: 0.031167 | Time: 1651.44 ms
[2022-02-12 16:18:28	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311652 | val_loss: 0.031168 | Time: 1582.45 ms
[2022-02-12 16:18:30	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311657 | val_loss: 0.0311663 | Time: 1609.8 ms
[2022-02-12 16:18:32	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311628 | val_loss: 0.031166 | Time: 1621.36 ms
[2022-02-12 16:18:33	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311631 | val_loss: 0.0311661 | Time: 1594.98 ms
[2022-02-12 16:18:35	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311615 | val_loss: 0.0311665 | Time: 1636.05 ms
[2022-02-12 16:18:37	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311613 | val_loss: 0.0311678 | Time: 1608.07 ms
[2022-02-12 16:18:38	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311628 | val_loss: 0.0311664 | Time: 1600.72 ms
[2022-02-12 16:18:40	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311639 | val_loss: 0.0311677 | Time: 1619.14 ms
[2022-02-12 16:18:41	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311632 | val_loss: 0.0311634 | Time: 1592.89 ms
[2022-02-12 16:18:43	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311624 | val_loss: 0.0311654 | Time: 1613.29 ms
[2022-02-12 16:18:45	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311615 | val_loss: 0.0311638 | Time: 1589.95 ms
[2022-02-12 16:18:46	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311598 | val_loss: 0.031175 | Time: 1616.43 ms
[2022-02-12 16:18:48	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311632 | val_loss: 0.0311679 | Time: 1629.72 ms
[2022-02-12 16:18:50	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311595 | val_loss: 0.0311632 | Time: 1604.23 ms
[2022-02-12 16:18:51	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311582 | val_loss: 0.0311635 | Time: 1612.55 ms
[2022-02-12 16:18:53	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311587 | val_loss: 0.0311641 | Time: 1623.39 ms
[2022-02-12 16:18:54	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311595 | val_loss: 0.0311637 | Time: 1598.53 ms
[2022-02-12 16:18:56	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311581 | val_loss: 0.0311647 | Time: 1588.97 ms
[2022-02-12 16:18:58	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311617 | val_loss: 0.0311641 | Time: 1582.73 ms
[2022-02-12 16:18:59	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311633 | val_loss: 0.0311653 | Time: 1599.16 ms
[2022-02-12 16:19:01	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311683 | val_loss: 0.0311687 | Time: 1629.37 ms
[2022-02-12 16:19:02	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311679 | val_loss: 0.0311696 | Time: 1601.25 ms
[2022-02-12 16:19:04	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311643 | val_loss: 0.0311665 | Time: 1677.72 ms
[2022-02-12 16:19:06	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311618 | val_loss: 0.0311652 | Time: 1594.97 ms
[2022-02-12 16:19:07	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031161 | val_loss: 0.0311683 | Time: 1585.55 ms
[2022-02-12 16:19:09	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311602 | val_loss: 0.0311632 | Time: 1619.54 ms
[2022-02-12 16:19:11	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311584 | val_loss: 0.031166 | Time: 1614.5 ms
[2022-02-12 16:19:12	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311583 | val_loss: 0.0311648 | Time: 1590.46 ms
[2022-02-12 16:19:14	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311575 | val_loss: 0.0311663 | Time: 1619.23 ms
[2022-02-12 16:19:15	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311578 | val_loss: 0.0311653 | Time: 1556.08 ms
[2022-02-12 16:19:17	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311566 | val_loss: 0.0311651 | Time: 1619.7 ms
[2022-02-12 16:19:19	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311573 | val_loss: 0.0311653 | Time: 1769.16 ms
[2022-02-12 16:19:20	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311559 | val_loss: 0.0311647 | Time: 1610.04 ms
[2022-02-12 16:19:22	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311572 | val_loss: 0.0311652 | Time: 1589.6 ms
[2022-02-12 16:19:24	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311562 | val_loss: 0.0311674 | Time: 1578.96 ms
[2022-02-12 16:19:25	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311605 | val_loss: 0.031171 | Time: 1589.68 ms
[2022-02-12 16:19:27	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.031161 | val_loss: 0.03117 | Time: 1682.23 ms
[2022-02-12 16:19:39	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311625 | val_loss: 0.0311698 | Time: 11719.1 ms
[2022-02-12 16:19:40	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311584 | val_loss: 0.0311664 | Time: 1634.4 ms
[2022-02-12 16:19:42	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.031157 | val_loss: 0.0311656 | Time: 1609 ms
[2022-02-12 16:19:43	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311561 | val_loss: 0.0311661 | Time: 1643.62 ms
[2022-02-12 16:19:45	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311568 | val_loss: 0.0311655 | Time: 1635.52 ms
[2022-02-12 16:19:47	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311565 | val_loss: 0.0311684 | Time: 1609.83 ms
[2022-02-12 16:19:48	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311554 | val_loss: 0.0311655 | Time: 1683.71 ms
[2022-02-12 16:19:50	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311539 | val_loss: 0.0311654 | Time: 1612.37 ms
[2022-02-12 16:19:52	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311531 | val_loss: 0.0311737 | Time: 1591.34 ms
[2022-02-12 16:19:53	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311538 | val_loss: 0.0311656 | Time: 1654.86 ms
[2022-02-12 16:19:55	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311538 | val_loss: 0.0311777 | Time: 1550.02 ms
[2022-02-12 16:19:56	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311554 | val_loss: 0.0311675 | Time: 1503.33 ms
[2022-02-12 16:19:58	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311524 | val_loss: 0.0311643 | Time: 1499.97 ms
[2022-02-12 16:19:59	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311521 | val_loss: 0.0311654 | Time: 1520.02 ms
[2022-02-12 16:20:01	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311528 | val_loss: 0.0311669 | Time: 1589.57 ms
[2022-02-12 16:20:03	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311516 | val_loss: 0.0311664 | Time: 1619.77 ms
[2022-02-12 16:20:04	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031152 | val_loss: 0.0311665 | Time: 1613.27 ms
[2022-02-12 16:20:06	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311526 | val_loss: 0.031168 | Time: 1502.23 ms
[2022-02-12 16:20:07	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311546 | val_loss: 0.0311651 | Time: 1565.33 ms
[2022-02-12 16:20:09	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311539 | val_loss: 0.0311665 | Time: 1574.57 ms
[2022-02-12 16:20:10	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311531 | val_loss: 0.0311635 | Time: 1478.09 ms
[2022-02-12 16:20:12	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311527 | val_loss: 0.0311656 | Time: 1485.03 ms
[2022-02-12 16:20:14	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.031153 | val_loss: 0.0311656 | Time: 1543.36 ms
[2022-02-12 16:20:15	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311531 | val_loss: 0.0311663 | Time: 1499.54 ms
[2022-02-12 16:20:17	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311532 | val_loss: 0.0311646 | Time: 1520.66 ms
[2022-02-12 16:20:18	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311513 | val_loss: 0.0311673 | Time: 1558.5 ms
[2022-02-12 16:20:20	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311524 | val_loss: 0.0311658 | Time: 1548.73 ms
[2022-02-12 16:20:21	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311529 | val_loss: 0.0311719 | Time: 1485.2 ms
[2022-02-12 16:20:23	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311523 | val_loss: 0.0311704 | Time: 1528.41 ms
[2022-02-12 16:20:24	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311528 | val_loss: 0.0311649 | Time: 1528.96 ms
[2022-02-12 16:20:26	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311531 | val_loss: 0.0311652 | Time: 1520.85 ms
[2022-02-12 16:20:27	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311532 | val_loss: 0.0311733 | Time: 1549.2 ms
[2022-02-12 16:20:29	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031154 | val_loss: 0.0311666 | Time: 1561.38 ms
[2022-02-12 16:20:30	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.031153 | val_loss: 0.0311658 | Time: 1502.36 ms
[2022-02-12 16:20:32	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311526 | val_loss: 0.0311638 | Time: 1497.4 ms
[2022-02-12 16:20:33	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311522 | val_loss: 0.0311668 | Time: 1472.84 ms
[2022-02-12 16:20:35	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311519 | val_loss: 0.0311633 | Time: 1513.24 ms
[2022-02-12 16:20:36	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311511 | val_loss: 0.0311661 | Time: 1517.99 ms
[2022-02-12 16:20:38	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311507 | val_loss: 0.0311687 | Time: 1479.06 ms
[2022-02-12 16:20:40	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311501 | val_loss: 0.0311667 | Time: 1561.41 ms
[2022-02-12 16:20:41	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311499 | val_loss: 0.0311653 | Time: 1566.1 ms
[2022-02-12 16:20:43	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031151 | val_loss: 0.0311721 | Time: 1542.9 ms
[2022-02-12 16:20:44	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311522 | val_loss: 0.0311644 | Time: 1523.54 ms
[2022-02-12 16:20:46	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311507 | val_loss: 0.0311694 | Time: 1526.25 ms
[2022-02-12 16:20:47	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311492 | val_loss: 0.031166 | Time: 1507.31 ms
[2022-02-12 16:20:49	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311521 | val_loss: 0.0311687 | Time: 1514.47 ms
[2022-02-12 16:20:50	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311518 | val_loss: 0.0311674 | Time: 1531.27 ms
[2022-02-12 16:20:52	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311535 | val_loss: 0.0311732 | Time: 1511.14 ms
[2022-02-12 16:20:53	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311538 | val_loss: 0.0311669 | Time: 1552.85 ms
[2022-02-12 16:20:55	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311517 | val_loss: 0.0311687 | Time: 1535.54 ms
[2022-02-12 16:20:56	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311505 | val_loss: 0.0311672 | Time: 1530.72 ms
[2022-02-12 16:20:58	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311486 | val_loss: 0.0311674 | Time: 1549.61 ms
[2022-02-12 16:21:00	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311488 | val_loss: 0.0311667 | Time: 1506.85 ms
[2022-02-12 16:21:01	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311488 | val_loss: 0.0311665 | Time: 1499.11 ms
[2022-02-12 16:21:03	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031149 | val_loss: 0.0311672 | Time: 1566.18 ms
[2022-02-12 16:21:04	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311488 | val_loss: 0.0311693 | Time: 1561.87 ms
[2022-02-12 16:21:06	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031149 | val_loss: 0.0311658 | Time: 1513.46 ms
[2022-02-12 16:21:07	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311494 | val_loss: 0.0311661 | Time: 1520.44 ms
[2022-02-12 16:21:09	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311483 | val_loss: 0.0311707 | Time: 1459.41 ms
[2022-02-12 16:21:10	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311515 | val_loss: 0.0311658 | Time: 1511.45 ms
[2022-02-12 16:21:12	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311509 | val_loss: 0.0311645 | Time: 1492.82 ms
[2022-02-12 16:21:13	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311493 | val_loss: 0.0311671 | Time: 1557.31 ms
[2022-02-12 16:21:15	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311493 | val_loss: 0.0311655 | Time: 1586.21 ms
[2022-02-12 16:21:16	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311496 | val_loss: 0.0311658 | Time: 1518.18 ms
[2022-02-12 16:21:18	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311499 | val_loss: 0.031168 | Time: 1493.84 ms
[2022-02-12 16:21:20	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311528 | val_loss: 0.0311662 | Time: 1499.96 ms
[2022-02-12 16:21:21	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.031155 | val_loss: 0.0311708 | Time: 1454.75 ms
[2022-02-12 16:21:23	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311535 | val_loss: 0.0311746 | Time: 1527.73 ms
[2022-02-12 16:21:24	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311512 | val_loss: 0.031168 | Time: 1524.89 ms
[2022-02-12 16:21:26	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311479 | val_loss: 0.0311679 | Time: 1509.03 ms
[2022-02-12 16:21:27	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311494 | val_loss: 0.0311659 | Time: 1497.86 ms
[2022-02-12 16:21:29	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311475 | val_loss: 0.0311688 | Time: 1542.82 ms
[2022-02-12 16:21:30	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311514 | val_loss: 0.031167 | Time: 1485.75 ms
[2022-02-12 16:21:32	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311551 | val_loss: 0.0311669 | Time: 1540.24 ms
[2022-02-12 16:21:33	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031153 | val_loss: 0.0311651 | Time: 1469.94 ms
[2022-02-12 16:21:35	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311511 | val_loss: 0.0311687 | Time: 1523.17 ms
[2022-02-12 16:21:36	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311538 | val_loss: 0.0311664 | Time: 1489.55 ms
[2022-02-12 16:21:38	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311631 | val_loss: 0.0311661 | Time: 1526.15 ms
[2022-02-12 16:21:39	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311603 | val_loss: 0.0311644 | Time: 1485.83 ms
[2022-02-12 16:21:41	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311565 | val_loss: 0.0311636 | Time: 1559.46 ms
[2022-02-12 16:21:42	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311543 | val_loss: 0.031165 | Time: 1484.48 ms
[2022-02-12 16:21:44	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311532 | val_loss: 0.0311656 | Time: 1536.78 ms
[2022-02-12 16:21:45	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311539 | val_loss: 0.0311656 | Time: 1501.92 ms
[2022-02-12 16:21:47	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311535 | val_loss: 0.0311682 | Time: 1497.56 ms
[2022-02-12 16:21:48	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311523 | val_loss: 0.0311659 | Time: 1493.46 ms
[2022-02-12 16:21:50	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311523 | val_loss: 0.0311679 | Time: 1537.31 ms
[2022-02-12 16:21:51	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031154 | val_loss: 0.0311633 | Time: 1537.21 ms
[2022-02-12 16:21:53	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311516 | val_loss: 0.0311663 | Time: 1519.36 ms
[2022-02-12 16:21:54	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311532 | val_loss: 0.0311666 | Time: 1502.6 ms
[2022-02-12 16:21:56	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311535 | val_loss: 0.0311677 | Time: 1513.92 ms
[2022-02-12 16:21:58	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311508 | val_loss: 0.031164 | Time: 1514.74 ms
[2022-02-12 16:21:59	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.03115 | val_loss: 0.0311656 | Time: 1530.98 ms
[2022-02-12 16:22:01	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311501 | val_loss: 0.0311654 | Time: 1543.1 ms
[2022-02-12 16:22:02	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311498 | val_loss: 0.0311656 | Time: 1488.4 ms
[2022-02-12 16:22:04	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311566 | val_loss: 0.031165 | Time: 1478.92 ms
[2022-02-12 16:22:05	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311558 | val_loss: 0.0311613 | Time: 1571.42 ms
[2022-02-12 16:22:07	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311539 | val_loss: 0.0311662 | Time: 1507.7 ms
[2022-02-12 16:22:18	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311568 | val_loss: 0.0311678 | Time: 11523.1 ms
[2022-02-12 16:22:20	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031153 | val_loss: 0.0311668 | Time: 1531.66 ms
[2022-02-12 16:22:21	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311523 | val_loss: 0.0311656 | Time: 1543.15 ms
[2022-02-12 16:22:23	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311529 | val_loss: 0.031167 | Time: 1543.36 ms
[2022-02-12 16:22:24	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311598 | val_loss: 0.0311747 | Time: 1488.94 ms
[2022-02-12 16:22:26	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311575 | val_loss: 0.0311667 | Time: 1544.79 ms
[2022-02-12 16:22:28	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311521 | val_loss: 0.0311654 | Time: 1483.16 ms
[2022-02-12 16:22:29	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311509 | val_loss: 0.0311667 | Time: 1574.3 ms
[2022-02-12 16:22:31	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311555 | val_loss: 0.0311699 | Time: 1484.05 ms
[2022-02-12 16:22:32	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311604 | val_loss: 0.031171 | Time: 1518.21 ms
[2022-02-12 16:22:34	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311602 | val_loss: 0.0311711 | Time: 1569.89 ms
[2022-02-12 16:22:35	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311606 | val_loss: 0.03117 | Time: 1541.49 ms
[2022-02-12 16:22:37	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311608 | val_loss: 0.0311697 | Time: 1500.97 ms
[2022-02-12 16:22:38	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311596 | val_loss: 0.0311707 | Time: 1551.06 ms
[2022-02-12 16:22:40	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311598 | val_loss: 0.0311726 | Time: 1479.43 ms
[2022-02-12 16:22:41	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311584 | val_loss: 0.0311749 | Time: 1561.2 ms
[2022-02-12 16:22:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311587 | val_loss: 0.0311715 | Time: 1470.06 ms
[2022-02-12 16:22:44	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311573 | val_loss: 0.0311741 | Time: 1516.2 ms
[2022-02-12 16:22:46	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311575 | val_loss: 0.0311722 | Time: 1520.72 ms
[2022-02-12 16:22:47	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311562 | val_loss: 0.0311717 | Time: 1502.33 ms
[2022-02-12 16:22:49	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311553 | val_loss: 0.0311718 | Time: 1492.17 ms
[2022-02-12 16:22:50	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311549 | val_loss: 0.0311705 | Time: 1528.25 ms
[2022-02-12 16:22:52	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311558 | val_loss: 0.03117 | Time: 1468.06 ms
[2022-02-12 16:22:53	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031155 | val_loss: 0.0311687 | Time: 1460.6 ms
[2022-02-12 16:22:55	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311568 | val_loss: 0.031177 | Time: 1476.36 ms
[2022-02-12 16:22:56	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311604 | val_loss: 0.0311785 | Time: 1483.17 ms
[2022-02-12 16:22:58	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.03116 | val_loss: 0.0311701 | Time: 1520.71 ms
[2022-02-12 16:22:59	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311575 | val_loss: 0.0311738 | Time: 1560.86 ms
[2022-02-12 16:23:01	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311593 | val_loss: 0.0311702 | Time: 1533.2 ms
[2022-02-12 16:23:03	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311589 | val_loss: 0.0311771 | Time: 1487.09 ms
[2022-02-12 16:23:04	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311574 | val_loss: 0.0311694 | Time: 1514.55 ms
[2022-02-12 16:23:04	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311694
[2022-02-12 16:23:04	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-12 16:23:04	                main:608]	:	INFO	:	Success, exiting..
16:23:04 (13016): 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)