Task 14550124

Name ParityModified-1647047918-16241-3-0_0
Workunit 11575477
Created 8 Apr 2022, 12:35:15 UTC
Sent 10 Apr 2022, 19:41:45 UTC
Report deadline 18 Apr 2022, 19:41:45 UTC
Received 13 Apr 2022, 14:29:38 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 18617
Run time 5 hours 20 min 15 sec
CPU time 3 hours 30 min 10 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,307.63 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.62 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
022-04-13 07:09:01	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-13 07:09:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-13 07:09:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-13 07:09:02	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-13 07:09:02	                main:494]	:	INFO	:	Creating Model
[2022-04-13 07:09:02	                main:507]	:	INFO	:	Preparing config file
[2022-04-13 07:09:02	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-13 07:09:02	                main:512]	:	INFO	:	Loading config
[2022-04-13 07:09:02	                main:514]	:	INFO	:	Loading state
[2022-04-13 07:09:03	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-13 07:09:03	                main:562]	:	INFO	:	Starting Training
[2022-04-13 07:09:12	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0315971 | val_loss: 0.0312988 | Time: 9476.36 ms
[2022-04-13 07:09:22	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0312789 | val_loss: 0.0312672 | Time: 9337.8 ms
[2022-04-13 07:09:31	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0312574 | val_loss: 0.0312522 | Time: 9525.02 ms
[2022-04-13 07:09:40	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0312511 | val_loss: 0.03125 | Time: 8914.03 ms
[2022-04-13 07:09:49	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0312488 | val_loss: 0.0312479 | Time: 8969.56 ms
[2022-04-13 07:09:58	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0312482 | val_loss: 0.0312432 | Time: 9162.18 ms
[2022-04-13 07:10:07	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0312404 | val_loss: 0.0312302 | Time: 9066.19 ms
[2022-04-13 07:10:16	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0312255 | val_loss: 0.0312144 | Time: 8705.16 ms
[2022-04-13 07:10:25	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0312094 | val_loss: 0.031185 | Time: 8666.57 ms
[2022-04-13 07:10:34	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311736 | val_loss: 0.0311678 | Time: 9054.97 ms
[2022-04-13 07:10:43	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311627 | val_loss: 0.0311668 | Time: 9354.04 ms
[2022-04-13 07:10:53	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311606 | val_loss: 0.031164 | Time: 9817.4 ms
[2022-04-13 07:11:03	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311576 | val_loss: 0.0311635 | Time: 10323.2 ms
[2022-04-13 07:11:12	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311545 | val_loss: 0.0311621 | Time: 8519.36 ms
[2022-04-13 07:11:20	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311558 | val_loss: 0.0311637 | Time: 8305.88 ms
[2022-04-13 07:11:27	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311554 | val_loss: 0.0311635 | Time: 7265.04 ms
[2022-04-13 07:11:35	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031154 | val_loss: 0.0311612 | Time: 7125.14 ms
[2022-04-13 07:11:42	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311521 | val_loss: 0.0311632 | Time: 7299.31 ms
[2022-04-13 07:11:49	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311528 | val_loss: 0.0311625 | Time: 7167.26 ms
[2022-04-13 07:11:56	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311511 | val_loss: 0.0311598 | Time: 7173.04 ms
[2022-04-13 07:12:03	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311518 | val_loss: 0.0311639 | Time: 7122.5 ms
[2022-04-13 07:12:11	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.03115 | val_loss: 0.0311609 | Time: 7396.58 ms
[2022-04-13 07:12:18	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311484 | val_loss: 0.0311602 | Time: 7651.24 ms
[2022-04-13 07:12:26	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311497 | val_loss: 0.0311681 | Time: 7291.34 ms
[2022-04-13 07:12:34	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311491 | val_loss: 0.0311613 | Time: 8041.03 ms
[2022-04-13 07:12:43	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.031147 | val_loss: 0.0311607 | Time: 9046.52 ms
[2022-04-13 07:12:51	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311488 | val_loss: 0.0311607 | Time: 8714.74 ms
[2022-04-13 07:13:00	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311493 | val_loss: 0.0311638 | Time: 8861.38 ms
[2022-04-13 07:13:09	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311468 | val_loss: 0.0311613 | Time: 8995.9 ms
[2022-04-13 07:13:18	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311457 | val_loss: 0.0311598 | Time: 8931.17 ms
[2022-04-13 07:13:27	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311459 | val_loss: 0.031161 | Time: 8670.5 ms
[2022-04-13 07:13:36	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311447 | val_loss: 0.0311638 | Time: 8993.67 ms
[2022-04-13 07:13:44	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311447 | val_loss: 0.0311621 | Time: 8328.93 ms
[2022-04-13 07:13:53	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311449 | val_loss: 0.031161 | Time: 8397.44 ms
[2022-04-13 07:14:01	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311458 | val_loss: 0.0311623 | Time: 8758.68 ms
[2022-04-13 07:14:10	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311469 | val_loss: 0.0311603 | Time: 8561.96 ms
[2022-04-13 07:14:19	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311452 | val_loss: 0.0311647 | Time: 8495.44 ms
[2022-04-13 07:14:27	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031146 | val_loss: 0.0311596 | Time: 8598.88 ms
[2022-04-13 07:14:36	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.031145 | val_loss: 0.0311623 | Time: 8468.21 ms
[2022-04-13 07:14:44	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311437 | val_loss: 0.0311609 | Time: 8535.45 ms
[2022-04-13 07:14:53	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311428 | val_loss: 0.0311585 | Time: 8404.76 ms
[2022-04-13 07:15:01	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311438 | val_loss: 0.0311608 | Time: 8346.54 ms
[2022-04-13 07:15:10	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311454 | val_loss: 0.0311603 | Time: 8628.04 ms
[2022-04-13 07:15:19	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311438 | val_loss: 0.0311612 | Time: 9162.75 ms
[2022-04-13 07:15:27	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311443 | val_loss: 0.031159 | Time: 8716.81 ms
[2022-04-13 07:15:36	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.031147 | val_loss: 0.0311626 | Time: 8971.82 ms
[2022-04-13 07:15:45	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311519 | val_loss: 0.0311651 | Time: 8525.9 ms
[2022-04-13 07:15:54	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311523 | val_loss: 0.031165 | Time: 8711.75 ms
[2022-04-13 07:16:02	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311518 | val_loss: 0.0311637 | Time: 8617.2 ms
[2022-04-13 07:16:11	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311515 | val_loss: 0.0311588 | Time: 8697.69 ms
[2022-04-13 07:16:20	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311493 | val_loss: 0.0311679 | Time: 9087.06 ms
[2022-04-13 07:16:29	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311462 | val_loss: 0.0311624 | Time: 8671.8 ms
[2022-04-13 07:16:37	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311463 | val_loss: 0.0311644 | Time: 8192.68 ms
[2022-04-13 07:16:46	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311444 | val_loss: 0.0311661 | Time: 8595.76 ms
[2022-04-13 07:16:54	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311443 | val_loss: 0.0311631 | Time: 8863.07 ms
[2022-04-13 07:17:03	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311436 | val_loss: 0.0311643 | Time: 8607.87 ms
[2022-04-13 07:17:11	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311426 | val_loss: 0.0311637 | Time: 8379.29 ms
[2022-04-13 07:17:20	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031142 | val_loss: 0.0311613 | Time: 8847.07 ms
[2022-04-13 07:17:29	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311424 | val_loss: 0.0311634 | Time: 8532.1 ms
[2022-04-13 07:17:38	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311419 | val_loss: 0.0311656 | Time: 8894.96 ms
[2022-04-13 07:17:46	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311425 | val_loss: 0.0311687 | Time: 8269.32 ms
[2022-04-13 07:17:55	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311421 | val_loss: 0.0311635 | Time: 8705.46 ms
[2022-04-13 07:18:05	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031142 | val_loss: 0.0311635 | Time: 9844.95 ms
[2022-04-13 07:18:13	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311407 | val_loss: 0.0311639 | Time: 8592.08 ms
[2022-04-13 07:18:22	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311402 | val_loss: 0.031164 | Time: 8844.12 ms
[2022-04-13 07:18:31	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.03114 | val_loss: 0.0311652 | Time: 9243.47 ms
[2022-04-13 07:18:40	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.031141 | val_loss: 0.0311625 | Time: 9041.07 ms
[2022-04-13 07:18:49	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311406 | val_loss: 0.0311695 | Time: 8740.6 ms
[2022-04-13 07:18:58	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311404 | val_loss: 0.0311665 | Time: 8539.93 ms
[2022-04-13 07:19:07	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311421 | val_loss: 0.0311655 | Time: 9538.6 ms
[2022-04-13 07:19:16	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311432 | val_loss: 0.0311699 | Time: 8783.54 ms
[2022-04-13 07:19:25	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311458 | val_loss: 0.0311685 | Time: 9175.71 ms
[2022-04-13 07:19:34	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311447 | val_loss: 0.0311662 | Time: 8393.47 ms
[2022-04-13 07:19:42	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311417 | val_loss: 0.0311678 | Time: 8557.54 ms
[2022-04-13 07:19:51	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.031141 | val_loss: 0.0311634 | Time: 9125.46 ms
[2022-04-13 07:20:01	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311411 | val_loss: 0.031165 | Time: 9490.25 ms
[2022-04-13 07:20:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311421 | val_loss: 0.031168 | Time: 8841.98 ms
[2022-04-13 07:20:18	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311436 | val_loss: 0.03116 | Time: 8653.82 ms
[2022-04-13 07:20:27	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311434 | val_loss: 0.0311662 | Time: 8937.07 ms
[2022-04-13 07:20:36	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311445 | val_loss: 0.0311698 | Time: 8988.88 ms
[2022-04-13 07:20:45	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311435 | val_loss: 0.0311672 | Time: 8774.53 ms
[2022-04-13 07:20:58	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311431 | val_loss: 0.0311605 | Time: 12431.4 ms
[2022-04-13 07:21:08	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311472 | val_loss: 0.0311663 | Time: 10086.1 ms
[2022-04-13 07:21:17	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311434 | val_loss: 0.0311639 | Time: 9453.65 ms
[2022-04-13 07:21:26	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311467 | val_loss: 0.0311652 | Time: 8906.87 ms
[2022-04-13 07:21:35	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311476 | val_loss: 0.0311644 | Time: 9244.54 ms
[2022-04-13 07:21:44	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311445 | val_loss: 0.0311649 | Time: 9121.33 ms
[2022-04-13 07:21:53	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311442 | val_loss: 0.0311658 | Time: 8995.33 ms
[2022-04-13 07:22:02	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311467 | val_loss: 0.031162 | Time: 8668.64 ms
[2022-04-13 07:22:11	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311504 | val_loss: 0.0311686 | Time: 8629.53 ms
[2022-04-13 07:22:20	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311474 | val_loss: 0.0311586 | Time: 9257.53 ms
[2022-04-13 07:22:29	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311445 | val_loss: 0.031164 | Time: 9155.6 ms
[2022-04-13 07:22:38	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311436 | val_loss: 0.031164 | Time: 8798.23 ms
[2022-04-13 07:22:48	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311437 | val_loss: 0.0311663 | Time: 9879.26 ms
[2022-04-13 07:22:57	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311426 | val_loss: 0.0311641 | Time: 9477.98 ms
[2022-04-13 07:23:06	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311402 | val_loss: 0.0311634 | Time: 8894.92 ms
[2022-04-13 07:23:15	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311403 | val_loss: 0.0311661 | Time: 8492.84 ms
[2022-04-13 07:23:24	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311414 | val_loss: 0.0311722 | Time: 8994.44 ms
[2022-04-13 07:23:32	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311449 | val_loss: 0.031163 | Time: 8433.72 ms
[2022-04-13 07:23:41	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031142 | val_loss: 0.0311636 | Time: 8968.67 ms
[2022-04-13 07:23:50	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311392 | val_loss: 0.0311666 | Time: 8485.79 ms
[2022-04-13 07:23:58	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031139 | val_loss: 0.0311663 | Time: 8450.18 ms
[2022-04-13 07:24:07	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311402 | val_loss: 0.0311665 | Time: 8594.32 ms
[2022-04-13 07:24:15	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311425 | val_loss: 0.0311656 | Time: 8818.37 ms
[2022-04-13 07:24:24	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311405 | val_loss: 0.0311646 | Time: 8702.15 ms
[2022-04-13 07:24:33	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311418 | val_loss: 0.0311644 | Time: 9091.64 ms
[2022-04-13 07:24:42	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311456 | val_loss: 0.0311638 | Time: 8678.02 ms
[2022-04-13 07:24:51	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311426 | val_loss: 0.0311636 | Time: 8589.57 ms
[2022-04-13 07:24:59	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311403 | val_loss: 0.031164 | Time: 8338.25 ms
[2022-04-13 07:25:08	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.031141 | val_loss: 0.03116 | Time: 8864.13 ms
[2022-04-13 07:25:17	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311397 | val_loss: 0.0311634 | Time: 8734.18 ms
[2022-04-13 07:25:25	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311383 | val_loss: 0.0311613 | Time: 8884.26 ms
[2022-04-13 07:25:34	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311384 | val_loss: 0.0311614 | Time: 8686.72 ms
[2022-04-13 07:25:43	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311375 | val_loss: 0.0311612 | Time: 8478.85 ms
[2022-04-13 07:25:51	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311379 | val_loss: 0.0311653 | Time: 8501.78 ms
[2022-04-13 07:26:00	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311363 | val_loss: 0.0311674 | Time: 8688.88 ms
[2022-04-13 07:26:08	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311365 | val_loss: 0.0311668 | Time: 8552.86 ms
[2022-04-13 07:26:17	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311371 | val_loss: 0.0311678 | Time: 8534.32 ms
[2022-04-13 07:26:26	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311364 | val_loss: 0.031171 | Time: 8845 ms
[2022-04-13 07:26:34	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311385 | val_loss: 0.0311653 | Time: 8465.25 ms
[2022-04-13 07:26:43	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311381 | val_loss: 0.0311675 | Time: 8648.2 ms
[2022-04-13 07:26:51	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311359 | val_loss: 0.0311698 | Time: 8245.98 ms
[2022-04-13 07:26:59	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311356 | val_loss: 0.031167 | Time: 8352.78 ms
[2022-04-13 07:27:09	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311399 | val_loss: 0.0311676 | Time: 9618.05 ms
[2022-04-13 07:27:18	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311467 | val_loss: 0.0311691 | Time: 8847.26 ms
[2022-04-13 07:27:27	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311462 | val_loss: 0.0311641 | Time: 8794.82 ms
[2022-04-13 07:27:36	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311434 | val_loss: 0.0311647 | Time: 9087.45 ms
[2022-04-13 07:27:45	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311405 | val_loss: 0.0311645 | Time: 9090.78 ms
[2022-04-13 07:27:53	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311386 | val_loss: 0.0311662 | Time: 8544.81 ms
[2022-04-13 07:28:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031138 | val_loss: 0.0311694 | Time: 8565.63 ms
[2022-04-13 07:28:11	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311385 | val_loss: 0.0311642 | Time: 8868.81 ms
[2022-04-13 07:28:20	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311416 | val_loss: 0.0311688 | Time: 8783.33 ms
[2022-04-13 07:28:28	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311424 | val_loss: 0.0311626 | Time: 8730.39 ms
[2022-04-13 07:28:37	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311383 | val_loss: 0.031163 | Time: 9003.03 ms
[2022-04-13 07:28:46	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311376 | val_loss: 0.0311656 | Time: 8541.34 ms
[2022-04-13 07:28:55	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311375 | val_loss: 0.0311668 | Time: 8890.09 ms
[2022-04-13 07:29:03	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311374 | val_loss: 0.0311747 | Time: 8400.22 ms
[2022-04-13 07:29:12	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0312447 | val_loss: 0.0312216 | Time: 8421.29 ms
[2022-04-13 07:29:20	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312158 | val_loss: 0.0311909 | Time: 8204.07 ms
[2022-04-13 07:29:29	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311952 | val_loss: 0.031185 | Time: 8984.44 ms
[2022-04-13 07:29:38	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031182 | val_loss: 0.0311817 | Time: 8727.05 ms
[2022-04-13 07:29:47	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311798 | val_loss: 0.0311807 | Time: 9186.57 ms
[2022-04-13 07:29:56	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311782 | val_loss: 0.0311764 | Time: 8717.74 ms
[2022-04-13 07:30:04	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311744 | val_loss: 0.0311753 | Time: 8347.84 ms
[2022-04-13 07:30:12	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311729 | val_loss: 0.0311735 | Time: 8389.66 ms
[2022-04-13 07:30:21	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311715 | val_loss: 0.0311779 | Time: 9074.59 ms
[2022-04-13 07:30:30	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311766 | val_loss: 0.0311794 | Time: 8752.44 ms
[2022-04-13 07:30:39	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311778 | val_loss: 0.0311745 | Time: 8955.94 ms
[2022-04-13 07:30:48	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311769 | val_loss: 0.0311764 | Time: 8848.6 ms
[2022-04-13 07:30:56	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311763 | val_loss: 0.0311714 | Time: 8349.62 ms
[2022-04-13 07:31:05	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031177 | val_loss: 0.0311699 | Time: 8803.28 ms
[2022-04-13 07:31:14	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311747 | val_loss: 0.0311704 | Time: 8559.65 ms
[2022-04-13 07:31:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031175 | val_loss: 0.0311765 | Time: 8616.05 ms
[2022-04-13 07:31:31	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311746 | val_loss: 0.0311718 | Time: 8753.93 ms
[2022-04-13 07:31:40	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311739 | val_loss: 0.0311688 | Time: 8502.19 ms
[2022-04-13 07:31:48	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311716 | val_loss: 0.0311684 | Time: 8381.9 ms
[2022-04-13 07:31:56	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311717 | val_loss: 0.0311668 | Time: 8372.36 ms
[2022-04-13 07:32:05	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311716 | val_loss: 0.0311679 | Time: 8607.94 ms
[2022-04-13 07:32:14	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311745 | val_loss: 0.0311695 | Time: 8699.89 ms
[2022-04-13 07:32:22	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311745 | val_loss: 0.0311706 | Time: 8746.03 ms
[2022-04-13 07:32:31	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311749 | val_loss: 0.0311692 | Time: 8933.66 ms
[2022-04-13 07:32:40	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311741 | val_loss: 0.0311669 | Time: 8821.2 ms
[2022-04-13 07:32:49	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311752 | val_loss: 0.0311687 | Time: 8334.67 ms
[2022-04-13 07:32:57	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311736 | val_loss: 0.0311712 | Time: 8644.27 ms
[2022-04-13 07:33:06	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311759 | val_loss: 0.0311733 | Time: 8752.77 ms
[2022-04-13 07:33:15	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311792 | val_loss: 0.0311796 | Time: 9048.35 ms
[2022-04-13 07:33:24	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311866 | val_loss: 0.0311849 | Time: 9200.78 ms
[2022-04-13 07:33:33	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311861 | val_loss: 0.0311842 | Time: 8853.2 ms
[2022-04-13 07:33:42	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311866 | val_loss: 0.0311855 | Time: 9004.56 ms
[2022-04-13 07:33:51	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311892 | val_loss: 0.0311953 | Time: 8892.24 ms
[2022-04-13 07:34:00	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311935 | val_loss: 0.0311892 | Time: 8861.46 ms
[2022-04-13 07:34:09	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311926 | val_loss: 0.0311942 | Time: 8705.82 ms
[2022-04-13 07:34:17	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.031192 | val_loss: 0.0311878 | Time: 8384.76 ms
[2022-04-13 07:34:25	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311887 | val_loss: 0.0311878 | Time: 8307.27 ms
[2022-04-13 07:34:34	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311903 | val_loss: 0.0311869 | Time: 8822.96 ms
[2022-04-13 07:34:43	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.03119 | val_loss: 0.0311835 | Time: 8832.73 ms
[2022-04-13 07:34:52	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311884 | val_loss: 0.0311845 | Time: 9167.66 ms
[2022-04-13 07:35:01	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311879 | val_loss: 0.0311845 | Time: 8700.89 ms
[2022-04-13 07:35:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.03119 | val_loss: 0.0311862 | Time: 8410.26 ms
[2022-04-13 07:35:18	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311896 | val_loss: 0.031185 | Time: 8919.17 ms
[2022-04-13 07:35:28	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311903 | val_loss: 0.0311889 | Time: 9381.69 ms
[2022-04-13 07:35:36	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311915 | val_loss: 0.0311852 | Time: 8894.86 ms
[2022-04-13 07:35:45	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311943 | val_loss: 0.0311883 | Time: 8421.45 ms
[2022-04-13 07:35:53	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311939 | val_loss: 0.0311879 | Time: 8551.06 ms
[2022-04-13 07:36:02	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311923 | val_loss: 0.0311881 | Time: 8432.6 ms
[2022-04-13 07:36:10	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311938 | val_loss: 0.0311925 | Time: 8464.03 ms
[2022-04-13 07:36:19	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311942 | val_loss: 0.0311951 | Time: 9039.82 ms
[2022-04-13 07:36:28	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312003 | val_loss: 0.0311991 | Time: 8869.71 ms
[2022-04-13 07:36:37	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312047 | val_loss: 0.0312012 | Time: 8764.33 ms
[2022-04-13 07:36:46	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312019 | val_loss: 0.0312028 | Time: 9306.47 ms
[2022-04-13 07:36:55	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312015 | val_loss: 0.0312012 | Time: 9017.72 ms
[2022-04-13 07:37:04	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312004 | val_loss: 0.0312018 | Time: 8979.31 ms
[2022-04-13 07:37:18	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312005 | val_loss: 0.0312011 | Time: 14144.8 ms
[2022-04-13 07:37:28	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312004 | val_loss: 0.0312011 | Time: 9296.64 ms
[2022-04-13 07:37:37	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312001 | val_loss: 0.0311998 | Time: 9069.09 ms
[2022-04-13 07:37:45	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311994 | val_loss: 0.0312001 | Time: 8482.13 ms
[2022-04-13 07:37:54	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311993 | val_loss: 0.0312012 | Time: 8160.67 ms
[2022-04-13 07:38:02	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311997 | val_loss: 0.0312008 | Time: 8723.12 ms
[2022-04-13 07:38:11	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311989 | val_loss: 0.0312005 | Time: 8541.01 ms
[2022-04-13 07:38:19	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311985 | val_loss: 0.0312017 | Time: 8449.8 ms
[2022-04-13 07:38:28	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311986 | val_loss: 0.0312009 | Time: 8470.9 ms
[2022-04-13 07:38:35	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311984 | val_loss: 0.0312007 | Time: 7150.37 ms
[2022-04-13 07:38:42	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031198 | val_loss: 0.0312008 | Time: 7179.36 ms
[2022-04-13 07:38:49	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311993 | val_loss: 0.0312004 | Time: 7101.28 ms
[2022-04-13 07:38:56	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311979 | val_loss: 0.0311994 | Time: 7179.46 ms
[2022-04-13 07:39:04	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031199 | val_loss: 0.0312006 | Time: 7273.2 ms
[2022-04-13 07:39:11	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311995 | val_loss: 0.0311996 | Time: 7155.95 ms
[2022-04-13 07:39:18	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311983 | val_loss: 0.0311988 | Time: 7286.92 ms
[2022-04-13 07:39:26	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311975 | val_loss: 0.0312014 | Time: 7534.84 ms
[2022-04-13 07:39:33	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311982 | val_loss: 0.0312001 | Time: 7523.26 ms
[2022-04-13 07:39:41	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311977 | val_loss: 0.0312006 | Time: 8056.53 ms
[2022-04-13 07:39:50	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311975 | val_loss: 0.0312004 | Time: 8397.16 ms
[2022-04-13 07:39:58	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311978 | val_loss: 0.0312007 | Time: 8592.53 ms
[2022-04-13 07:40:07	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311974 | val_loss: 0.0312004 | Time: 8877.28 ms
[2022-04-13 07:40:16	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311978 | val_loss: 0.0312011 | Time: 8581.91 ms
[2022-04-13 07:40:25	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031197 | val_loss: 0.0312005 | Time: 8782.87 ms
[2022-04-13 07:40:33	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311972 | val_loss: 0.0312 | Time: 8349.85 ms
[2022-04-13 07:40:42	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311973 | val_loss: 0.0312014 | Time: 8653.2 ms
[2022-04-13 07:40:50	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311979 | val_loss: 0.0312043 | Time: 8681.47 ms
[2022-04-13 07:40:59	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311987 | val_loss: 0.0312061 | Time: 8897.71 ms
[2022-04-13 07:41:08	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312025 | val_loss: 0.0312075 | Time: 8708.49 ms
[2022-04-13 07:41:17	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312026 | val_loss: 0.0312083 | Time: 8813.14 ms
[2022-04-13 07:41:25	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312011 | val_loss: 0.0312057 | Time: 8776.94 ms
[2022-04-13 07:41:34	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0312006 | val_loss: 0.0312064 | Time: 8497.81 ms
[2022-04-13 07:41:43	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312008 | val_loss: 0.0312046 | Time: 8601.81 ms
[2022-04-13 07:41:51	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311998 | val_loss: 0.031204 | Time: 8661.03 ms
[2022-04-13 07:42:00	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311996 | val_loss: 0.0312045 | Time: 8839.7 ms
[2022-04-13 07:42:09	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311988 | val_loss: 0.031204 | Time: 8478.88 ms
[2022-04-13 07:42:18	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311984 | val_loss: 0.0312044 | Time: 9299.75 ms
[2022-04-13 07:42:26	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311986 | val_loss: 0.0312043 | Time: 8456.81 ms
[2022-04-13 07:42:35	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311997 | val_loss: 0.0312065 | Time: 8721.25 ms
[2022-04-13 07:42:44	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311986 | val_loss: 0.0312042 | Time: 9205.65 ms
[2022-04-13 07:42:53	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311982 | val_loss: 0.0312039 | Time: 8950.21 ms
[2022-04-13 07:43:02	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311976 | val_loss: 0.0312047 | Time: 8692.3 ms
[2022-04-13 07:43:10	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311975 | val_loss: 0.0312035 | Time: 8451.16 ms
[2022-04-13 07:43:19	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031197 | val_loss: 0.031203 | Time: 8304.9 ms
[2022-04-13 07:43:27	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311963 | val_loss: 0.0312042 | Time: 8492.59 ms
[2022-04-13 07:43:36	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311975 | val_loss: 0.0312069 | Time: 8593.81 ms
[2022-04-13 07:43:45	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311969 | val_loss: 0.0312038 | Time: 9115.51 ms
[2022-04-13 07:43:54	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311981 | val_loss: 0.0312031 | Time: 8879.88 ms
[2022-04-13 07:44:02	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311958 | val_loss: 0.031204 | Time: 8663.44 ms
[2022-04-13 07:44:11	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311959 | val_loss: 0.0312032 | Time: 8567.99 ms
[2022-04-13 07:44:19	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311962 | val_loss: 0.0312033 | Time: 8428.37 ms
[2022-04-13 07:44:28	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311958 | val_loss: 0.0312032 | Time: 8536.94 ms
[2022-04-13 07:44:37	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311963 | val_loss: 0.0312044 | Time: 8832.68 ms
[2022-04-13 07:44:45	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311975 | val_loss: 0.0312049 | Time: 8590.89 ms
[2022-04-13 07:44:54	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311998 | val_loss: 0.0312048 | Time: 8876.12 ms
[2022-04-13 07:45:03	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311988 | val_loss: 0.0312043 | Time: 8516.25 ms
[2022-04-13 07:45:11	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311982 | val_loss: 0.031204 | Time: 8439.42 ms
[2022-04-13 07:45:20	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311985 | val_loss: 0.0312039 | Time: 8291 ms
[2022-04-13 07:45:28	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311977 | val_loss: 0.0312029 | Time: 8822.95 ms
[2022-04-13 07:45:37	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311973 | val_loss: 0.0312027 | Time: 9038.39 ms
[2022-04-13 07:45:46	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311973 | val_loss: 0.0312026 | Time: 8680.9 ms
[2022-04-13 07:45:55	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311966 | val_loss: 0.0312031 | Time: 8620.35 ms
[2022-04-13 07:46:03	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311972 | val_loss: 0.031204 | Time: 8376.44 ms
[2022-04-13 07:46:11	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311959 | val_loss: 0.0312042 | Time: 8191.94 ms
[2022-04-13 07:46:20	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311948 | val_loss: 0.0312044 | Time: 8485.6 ms
[2022-04-13 07:46:29	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311977 | val_loss: 0.0312019 | Time: 8979.87 ms
[2022-04-13 07:46:38	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311969 | val_loss: 0.0312075 | Time: 8843.11 ms
[2022-04-13 07:46:46	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311953 | val_loss: 0.0312034 | Time: 8649.73 ms
[2022-04-13 07:46:55	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311938 | val_loss: 0.031203 | Time: 8588.44 ms
[2022-04-13 07:47:03	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311941 | val_loss: 0.0312032 | Time: 8476.84 ms
[2022-04-13 07:47:12	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311928 | val_loss: 0.0312038 | Time: 8484.64 ms
[2022-04-13 07:47:20	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311926 | val_loss: 0.031203 | Time: 8562.57 ms
[2022-04-13 07:47:29	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311944 | val_loss: 0.0312026 | Time: 8619.59 ms
[2022-04-13 07:47:38	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031194 | val_loss: 0.0312014 | Time: 9176.15 ms
[2022-04-13 07:47:47	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311923 | val_loss: 0.0312014 | Time: 8947.66 ms
[2022-04-13 07:47:56	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311924 | val_loss: 0.0312032 | Time: 8540.17 ms
[2022-04-13 07:48:05	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311922 | val_loss: 0.031204 | Time: 8924.03 ms
[2022-04-13 07:48:13	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311919 | val_loss: 0.0312033 | Time: 8706.09 ms
[2022-04-13 07:48:23	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311916 | val_loss: 0.0312019 | Time: 9117.1 ms
[2022-04-13 07:48:32	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311924 | val_loss: 0.0312016 | Time: 9078.13 ms
[2022-04-13 07:48:40	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031191 | val_loss: 0.0312014 | Time: 8548.73 ms
[2022-04-13 07:48:49	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311928 | val_loss: 0.0312033 | Time: 9005.45 ms
[2022-04-13 07:48:58	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.031192 | val_loss: 0.0312029 | Time: 8822.18 ms
[2022-04-13 07:49:07	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311915 | val_loss: 0.0312003 | Time: 8668.97 ms
[2022-04-13 07:49:15	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311918 | val_loss: 0.0311992 | Time: 8740.75 ms
[2022-04-13 07:49:24	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311917 | val_loss: 0.0312014 | Time: 8504.32 ms
[2022-04-13 07:49:32	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311948 | val_loss: 0.0312031 | Time: 8380.86 ms
[2022-04-13 07:49:41	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311939 | val_loss: 0.0312041 | Time: 8214.4 ms
[2022-04-13 07:49:49	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311964 | val_loss: 0.0311996 | Time: 8327.19 ms
[2022-04-13 07:49:57	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311951 | val_loss: 0.0312022 | Time: 8464.39 ms
[2022-04-13 07:50:07	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311941 | val_loss: 0.0312008 | Time: 10037 ms
[2022-04-13 07:50:19	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311936 | val_loss: 0.0312006 | Time: 11876.1 ms
[2022-04-13 07:50:28	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311923 | val_loss: 0.0312012 | Time: 8794.12 ms
[2022-04-13 07:50:37	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311914 | val_loss: 0.0311985 | Time: 8484.54 ms
[2022-04-13 07:50:45	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311903 | val_loss: 0.0311959 | Time: 8575.45 ms
[2022-04-13 07:50:54	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311902 | val_loss: 0.0312053 | Time: 8797.51 ms
[2022-04-13 07:51:03	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311916 | val_loss: 0.0311989 | Time: 8764.43 ms
[2022-04-13 07:51:12	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311888 | val_loss: 0.0311956 | Time: 8861.73 ms
[2022-04-13 07:51:20	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311879 | val_loss: 0.0311946 | Time: 8754.65 ms
[2022-04-13 07:51:29	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311873 | val_loss: 0.0311939 | Time: 8470.99 ms
[2022-04-13 07:51:38	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311876 | val_loss: 0.0311915 | Time: 8966.18 ms
[2022-04-13 07:51:46	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311864 | val_loss: 0.0311953 | Time: 8562.24 ms
[2022-04-13 07:51:55	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311862 | val_loss: 0.031193 | Time: 8713.81 ms
[2022-04-13 07:52:04	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311852 | val_loss: 0.0311927 | Time: 8950.25 ms
[2022-04-13 07:52:13	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311855 | val_loss: 0.031194 | Time: 8563.46 ms
[2022-04-13 07:52:21	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311854 | val_loss: 0.0311926 | Time: 8319.84 ms
[2022-04-13 07:52:30	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311852 | val_loss: 0.0311946 | Time: 8626.03 ms
[2022-04-13 07:52:38	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031188 | val_loss: 0.0311938 | Time: 8884.73 ms
[2022-04-13 07:52:47	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311856 | val_loss: 0.0311948 | Time: 8983.15 ms
[2022-04-13 07:52:56	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311852 | val_loss: 0.0311956 | Time: 8768.01 ms
[2022-04-13 07:53:05	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311852 | val_loss: 0.0311952 | Time: 8659.77 ms
[2022-04-13 07:53:13	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311857 | val_loss: 0.0311938 | Time: 8544.97 ms
[2022-04-13 07:53:22	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311842 | val_loss: 0.0311927 | Time: 8950.54 ms
[2022-04-13 07:53:31	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311857 | val_loss: 0.0311982 | Time: 8737.7 ms
[2022-04-13 07:53:40	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311879 | val_loss: 0.0311945 | Time: 9089.96 ms
[2022-04-13 07:53:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311876 | val_loss: 0.0311987 | Time: 8549.95 ms
[2022-04-13 07:53:57	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311861 | val_loss: 0.031195 | Time: 8583.43 ms
[2022-04-13 07:54:06	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311847 | val_loss: 0.0311928 | Time: 8944.03 ms
[2022-04-13 07:54:15	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311848 | val_loss: 0.031194 | Time: 8556.02 ms
[2022-04-13 07:54:24	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311856 | val_loss: 0.0311937 | Time: 8958.89 ms
[2022-04-13 07:54:33	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311848 | val_loss: 0.0311968 | Time: 8904.99 ms
[2022-04-13 07:54:41	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311848 | val_loss: 0.0311949 | Time: 8608.11 ms
[2022-04-13 07:54:50	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311851 | val_loss: 0.0311946 | Time: 8326.98 ms
[2022-04-13 07:54:59	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311865 | val_loss: 0.0311979 | Time: 8865.78 ms
[2022-04-13 07:55:07	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311863 | val_loss: 0.0311953 | Time: 8787.73 ms
[2022-04-13 07:55:16	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311884 | val_loss: 0.0311988 | Time: 8953.28 ms
[2022-04-13 07:55:25	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311879 | val_loss: 0.0311952 | Time: 8675.36 ms
[2022-04-13 07:55:34	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311867 | val_loss: 0.0311947 | Time: 8597.42 ms
[2022-04-13 07:55:43	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311875 | val_loss: 0.0311951 | Time: 8849.94 ms
[2022-04-13 07:55:52	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311877 | val_loss: 0.0311942 | Time: 9123.18 ms
[2022-04-13 07:56:01	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311872 | val_loss: 0.0311938 | Time: 9375.89 ms
[2022-04-13 07:56:10	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311858 | val_loss: 0.031196 | Time: 8638.52 ms
[2022-04-13 07:56:18	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311854 | val_loss: 0.0311953 | Time: 8613.29 ms
[2022-04-13 07:56:27	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.031186 | val_loss: 0.0311947 | Time: 8733.77 ms
[2022-04-13 07:56:36	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311856 | val_loss: 0.0311941 | Time: 8937.61 ms
[2022-04-13 07:56:45	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311845 | val_loss: 0.0311933 | Time: 8590.82 ms
[2022-04-13 07:56:53	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311841 | val_loss: 0.0311972 | Time: 8543.24 ms
[2022-04-13 07:57:02	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031185 | val_loss: 0.0311913 | Time: 8557.52 ms
[2022-04-13 07:57:11	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311845 | val_loss: 0.0311932 | Time: 9490.43 ms
[2022-04-13 07:57:21	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311866 | val_loss: 0.031191 | Time: 9540.4 ms
[2022-04-13 07:57:29	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311845 | val_loss: 0.0311924 | Time: 8697.85 ms
[2022-04-13 07:57:39	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311848 | val_loss: 0.0311937 | Time: 9976.51 ms
[2022-04-13 07:57:48	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311852 | val_loss: 0.0311949 | Time: 8642.32 ms
[2022-04-13 07:57:57	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.031184 | val_loss: 0.0311948 | Time: 8836.86 ms
[2022-04-13 07:58:06	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311844 | val_loss: 0.031196 | Time: 8783.61 ms
[2022-04-13 07:58:14	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311844 | val_loss: 0.0311958 | Time: 8316.59 ms
[2022-04-13 07:58:22	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311839 | val_loss: 0.0311981 | Time: 8415.45 ms
[2022-04-13 07:58:31	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031184 | val_loss: 0.0311941 | Time: 8582.91 ms
[2022-04-13 07:58:40	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311833 | val_loss: 0.0311962 | Time: 8789.85 ms
[2022-04-13 07:58:48	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031183 | val_loss: 0.0311949 | Time: 8531.27 ms
[2022-04-13 07:58:57	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311876 | val_loss: 0.0312052 | Time: 8622.56 ms
[2022-04-13 07:59:05	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311912 | val_loss: 0.0312048 | Time: 8378.85 ms
[2022-04-13 07:59:14	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311887 | val_loss: 0.0311987 | Time: 8422.62 ms
[2022-04-13 07:59:22	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311846 | val_loss: 0.0311953 | Time: 8586.81 ms
[2022-04-13 07:59:31	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311827 | val_loss: 0.0311922 | Time: 8797.21 ms
[2022-04-13 07:59:40	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.031182 | val_loss: 0.0311936 | Time: 8480.29 ms
[2022-04-13 07:59:48	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311818 | val_loss: 0.0311944 | Time: 8411.91 ms
[2022-04-13 07:59:57	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311816 | val_loss: 0.0311933 | Time: 8730.8 ms
[2022-04-13 08:00:06	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311825 | val_loss: 0.0311937 | Time: 9110.12 ms
[2022-04-13 08:00:15	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311827 | val_loss: 0.0311926 | Time: 8680.52 ms
[2022-04-13 08:00:24	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031182 | val_loss: 0.0311916 | Time: 8842.24 ms
[2022-04-13 08:00:32	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311821 | val_loss: 0.031193 | Time: 8967.81 ms
[2022-04-13 08:00:41	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311841 | val_loss: 0.031194 | Time: 8702.87 ms
[2022-04-13 08:00:50	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311849 | val_loss: 0.0311931 | Time: 8791.76 ms
[2022-04-13 08:00:58	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311829 | val_loss: 0.0311942 | Time: 8485.49 ms
[2022-04-13 08:01:07	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311821 | val_loss: 0.0311928 | Time: 8547.93 ms
[2022-04-13 08:01:16	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311823 | val_loss: 0.0311938 | Time: 9287.26 ms
[2022-04-13 08:01:25	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311822 | val_loss: 0.031193 | Time: 9053.1 ms
[2022-04-13 08:01:34	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311818 | val_loss: 0.0311938 | Time: 8960.43 ms
[2022-04-13 08:01:43	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311816 | val_loss: 0.0311934 | Time: 8550.41 ms
[2022-04-13 08:01:51	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311828 | val_loss: 0.0311926 | Time: 8274.86 ms
[2022-04-13 08:02:00	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311828 | val_loss: 0.0311915 | Time: 8617.89 ms
[2022-04-13 08:02:09	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311829 | val_loss: 0.0311896 | Time: 9167.03 ms
[2022-04-13 08:02:18	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311834 | val_loss: 0.0311906 | Time: 8669.97 ms
[2022-04-13 08:02:26	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311848 | val_loss: 0.0311935 | Time: 8574.13 ms
[2022-04-13 08:02:35	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311824 | val_loss: 0.03119 | Time: 8489.97 ms
[2022-04-13 08:02:43	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.031183 | val_loss: 0.0311909 | Time: 8507.1 ms
[2022-04-13 08:02:52	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311829 | val_loss: 0.0311946 | Time: 8884.04 ms
[2022-04-13 08:03:01	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311841 | val_loss: 0.0311906 | Time: 8964.59 ms
[2022-04-13 08:03:10	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311832 | val_loss: 0.0311913 | Time: 8740.4 ms
[2022-04-13 08:03:19	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311836 | val_loss: 0.0311899 | Time: 8960.03 ms
[2022-04-13 08:03:28	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311841 | val_loss: 0.0311877 | Time: 8849.47 ms
[2022-04-13 08:03:37	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311851 | val_loss: 0.0311899 | Time: 9062.77 ms
[2022-04-13 08:03:45	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031185 | val_loss: 0.0311869 | Time: 8691.82 ms
[2022-04-13 08:03:54	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311827 | val_loss: 0.0311865 | Time: 8847.49 ms
[2022-04-13 08:04:03	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311826 | val_loss: 0.0311866 | Time: 8471.04 ms
[2022-04-13 08:04:11	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311821 | val_loss: 0.0311858 | Time: 8288.05 ms
[2022-04-13 08:04:19	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311813 | val_loss: 0.0311866 | Time: 8350.2 ms
[2022-04-13 08:04:28	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031182 | val_loss: 0.0311871 | Time: 8476.13 ms
[2022-04-13 08:04:37	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311833 | val_loss: 0.0311857 | Time: 8650.41 ms
[2022-04-13 08:04:45	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311858 | val_loss: 0.0311887 | Time: 8885.48 ms
[2022-04-13 08:04:55	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.03119 | val_loss: 0.0311891 | Time: 9075.56 ms
[2022-04-13 08:05:03	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311871 | val_loss: 0.0311893 | Time: 8674.43 ms
[2022-04-13 08:05:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311831 | val_loss: 0.031185 | Time: 8530.55 ms
[2022-04-13 08:05:20	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311822 | val_loss: 0.0311854 | Time: 8593.28 ms
[2022-04-13 08:05:29	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311821 | val_loss: 0.0311855 | Time: 8973.43 ms
[2022-04-13 08:05:38	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311833 | val_loss: 0.0311883 | Time: 8498.12 ms
[2022-04-13 08:05:47	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311836 | val_loss: 0.0311863 | Time: 8922.68 ms
[2022-04-13 08:05:55	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311812 | val_loss: 0.0311865 | Time: 8600.51 ms
[2022-04-13 08:06:04	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311811 | val_loss: 0.0311872 | Time: 8497.74 ms
[2022-04-13 08:06:12	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311823 | val_loss: 0.0311874 | Time: 8556.16 ms
[2022-04-13 08:06:21	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311812 | val_loss: 0.0311868 | Time: 8831.07 ms
[2022-04-13 08:06:30	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311818 | val_loss: 0.0311922 | Time: 9106.48 ms
[2022-04-13 08:06:39	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.031191 | val_loss: 0.0312029 | Time: 8939.4 ms
[2022-04-13 08:06:48	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311891 | val_loss: 0.0311913 | Time: 8284.51 ms
[2022-04-13 08:06:56	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311862 | val_loss: 0.0311913 | Time: 8512.5 ms
[2022-04-13 08:07:05	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311849 | val_loss: 0.0311911 | Time: 8780.38 ms
[2022-04-13 08:07:14	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311839 | val_loss: 0.0311897 | Time: 8562.29 ms
[2022-04-13 08:07:22	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311823 | val_loss: 0.0311889 | Time: 8721.76 ms
[2022-04-13 08:07:31	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311835 | val_loss: 0.0311895 | Time: 8902.96 ms
[2022-04-13 08:07:40	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311821 | val_loss: 0.0311874 | Time: 8573.39 ms
[2022-04-13 08:07:48	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311817 | val_loss: 0.0311873 | Time: 8345.66 ms
[2022-04-13 08:07:57	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311895 | val_loss: 0.0311914 | Time: 8730.04 ms
[2022-04-13 08:08:06	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311927 | val_loss: 0.0311903 | Time: 8871.18 ms
[2022-04-13 08:08:14	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311914 | val_loss: 0.0311892 | Time: 8677.08 ms
[2022-04-13 08:08:22	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311901 | val_loss: 0.0311883 | Time: 7256.24 ms
[2022-04-13 08:08:29	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311895 | val_loss: 0.031186 | Time: 7422.52 ms
[2022-04-13 08:08:36	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311881 | val_loss: 0.0311873 | Time: 7137.48 ms
[2022-04-13 08:08:44	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311898 | val_loss: 0.0311884 | Time: 7221.56 ms
[2022-04-13 08:08:51	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311907 | val_loss: 0.031186 | Time: 7644.79 ms
[2022-04-13 08:08:58	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311895 | val_loss: 0.0311847 | Time: 7277.78 ms
[2022-04-13 08:09:06	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311876 | val_loss: 0.0311845 | Time: 7116.85 ms
[2022-04-13 08:09:13	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311859 | val_loss: 0.0311847 | Time: 7343.51 ms
[2022-04-13 08:09:20	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311863 | val_loss: 0.0311825 | Time: 7295.23 ms
[2022-04-13 08:09:28	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311846 | val_loss: 0.031184 | Time: 7683.94 ms
[2022-04-13 08:09:37	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031185 | val_loss: 0.0311844 | Time: 8864.54 ms
[2022-04-13 08:09:46	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311859 | val_loss: 0.0311835 | Time: 9151.41 ms
[2022-04-13 08:09:55	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311867 | val_loss: 0.0311846 | Time: 8991.12 ms
[2022-04-13 08:10:03	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311848 | val_loss: 0.0311834 | Time: 8352.83 ms
[2022-04-13 08:10:12	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.031185 | val_loss: 0.0311826 | Time: 8676.58 ms
[2022-04-13 08:10:20	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311838 | val_loss: 0.0311854 | Time: 8459.82 ms
[2022-04-13 08:10:29	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311844 | val_loss: 0.031182 | Time: 8465.43 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P4000)
[2022-04-13 10:21:31	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-13 10:21:31	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-13 10:21:31	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-13 10:21:31	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-13 10:21:31	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-13 10:21:31	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-13 10:21:31	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-13 10:21:31	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-13 10:21:31	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-13 10:21:31	                main:474]	:	INFO	:	Configuration: 
[2022-04-13 10:21:31	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-13 10:21:31	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-13 10:21:31	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-13 10:21:31	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-13 10:21:31	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-13 10:21:31	                main:480]	:	INFO	:	    Patience: 10
[2022-04-13 10:21:31	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-13 10:21:31	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-13 10:21:31	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-13 10:21:31	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-13 10:21:31	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-13 10:21:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-13 10:21:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-13 10:21:33	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-13 10:21:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-13 10:21:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-13 10:21:34	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-13 10:21:34	                main:494]	:	INFO	:	Creating Model
[2022-04-13 10:21:34	                main:507]	:	INFO	:	Preparing config file
[2022-04-13 10:21:34	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-13 10:21:34	                main:512]	:	INFO	:	Loading config
[2022-04-13 10:21:34	                main:514]	:	INFO	:	Loading state
[2022-04-13 10:21:35	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-13 10:21:35	                main:562]	:	INFO	:	Starting Training
[2022-04-13 10:21:44	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0312063 | val_loss: 0.0311848 | Time: 9401.08 ms
[2022-04-13 10:21:53	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311826 | val_loss: 0.0311804 | Time: 9090.72 ms
[2022-04-13 10:22:03	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311823 | val_loss: 0.0311786 | Time: 10088.7 ms
[2022-04-13 10:22:12	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311798 | val_loss: 0.0311792 | Time: 9028.38 ms
[2022-04-13 10:22:22	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311775 | val_loss: 0.0311764 | Time: 9345.6 ms
[2022-04-13 10:22:32	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311778 | val_loss: 0.0311764 | Time: 9939.79 ms
[2022-04-13 10:22:41	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.031178 | val_loss: 0.031175 | Time: 8945.59 ms
[2022-04-13 10:22:50	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311769 | val_loss: 0.0311758 | Time: 9157.89 ms
[2022-04-13 10:23:00	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031176 | val_loss: 0.0311761 | Time: 9681.69 ms
[2022-04-13 10:23:09	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311747 | val_loss: 0.0311757 | Time: 9287.85 ms
[2022-04-13 10:23:18	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311754 | val_loss: 0.0311747 | Time: 9366.53 ms
[2022-04-13 10:23:28	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311765 | val_loss: 0.0311798 | Time: 9581.14 ms
[2022-04-13 10:23:37	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311738 | val_loss: 0.0311759 | Time: 9108.79 ms
[2022-04-13 10:23:46	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031173 | val_loss: 0.0311749 | Time: 9287.44 ms
[2022-04-13 10:23:56	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311725 | val_loss: 0.0311755 | Time: 9510 ms
[2022-04-13 10:24:05	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311731 | val_loss: 0.0311738 | Time: 9365.28 ms
[2022-04-13 10:24:15	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311747 | val_loss: 0.0311732 | Time: 9888.05 ms
[2022-04-13 10:24:24	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311736 | val_loss: 0.0311731 | Time: 9494.76 ms
[2022-04-13 10:24:34	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311717 | val_loss: 0.0311747 | Time: 9082.3 ms
[2022-04-13 10:24:43	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311718 | val_loss: 0.0311734 | Time: 9798.66 ms
[2022-04-13 10:24:53	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311715 | val_loss: 0.0311728 | Time: 9625.82 ms
[2022-04-13 10:25:02	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311712 | val_loss: 0.0311724 | Time: 9164.38 ms
[2022-04-13 10:25:12	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311702 | val_loss: 0.0311715 | Time: 9697.92 ms
[2022-04-13 10:25:21	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311698 | val_loss: 0.0311747 | Time: 9203.47 ms
[2022-04-13 10:25:30	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031172 | val_loss: 0.0311742 | Time: 9243.25 ms
[2022-04-13 10:25:40	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311708 | val_loss: 0.0311739 | Time: 9590.59 ms
[2022-04-13 10:25:49	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311694 | val_loss: 0.0311744 | Time: 9141.14 ms
[2022-04-13 10:25:58	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031171 | val_loss: 0.0311706 | Time: 8640.7 ms
[2022-04-13 10:26:07	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311694 | val_loss: 0.0311702 | Time: 9646.52 ms
[2022-04-13 10:26:17	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031169 | val_loss: 0.0311755 | Time: 9391.96 ms
[2022-04-13 10:26:26	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311686 | val_loss: 0.0311726 | Time: 8792.46 ms
[2022-04-13 10:26:35	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311674 | val_loss: 0.0311702 | Time: 9225.81 ms
[2022-04-13 10:26:44	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311668 | val_loss: 0.0311702 | Time: 9539.56 ms
[2022-04-13 10:26:53	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311672 | val_loss: 0.0311712 | Time: 9000.63 ms
[2022-04-13 10:27:03	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311671 | val_loss: 0.0311716 | Time: 9645.91 ms
[2022-04-13 10:27:13	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311681 | val_loss: 0.0311727 | Time: 10172.7 ms
[2022-04-13 10:27:24	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311679 | val_loss: 0.0311722 | Time: 10651.3 ms
[2022-04-13 10:27:34	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311684 | val_loss: 0.0311713 | Time: 9673.73 ms
[2022-04-13 10:27:44	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311676 | val_loss: 0.0311709 | Time: 9991.58 ms
[2022-04-13 10:27:53	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311676 | val_loss: 0.0311709 | Time: 9229.71 ms
[2022-04-13 10:28:02	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311675 | val_loss: 0.0311718 | Time: 9531.39 ms
[2022-04-13 10:28:12	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031167 | val_loss: 0.0311731 | Time: 10021.9 ms
[2022-04-13 10:28:22	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311682 | val_loss: 0.0311708 | Time: 9453.16 ms
[2022-04-13 10:28:31	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311659 | val_loss: 0.0311719 | Time: 9307.99 ms
[2022-04-13 10:28:41	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311668 | val_loss: 0.0311716 | Time: 9565.68 ms
[2022-04-13 10:28:50	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311672 | val_loss: 0.0311713 | Time: 9396.77 ms
[2022-04-13 10:29:00	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311677 | val_loss: 0.0311753 | Time: 9584.08 ms
[2022-04-13 10:29:09	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311668 | val_loss: 0.0311724 | Time: 9316.14 ms
[2022-04-13 10:29:18	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311674 | val_loss: 0.0311706 | Time: 9153.04 ms
[2022-04-13 10:29:28	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311653 | val_loss: 0.0311712 | Time: 9605.29 ms
[2022-04-13 10:29:28	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311712
[2022-04-13 10:29:28	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-13 10:29:28	                main:608]	:	INFO	:	Success, exiting..
10:29:28 (14816): called boinc_finish(0)

</stderr_txt>
]]>


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