Task 11013407

Name ParityModified-1639965360-500-2-0_0
Workunit 8300432
Created 25 Jan 2022, 4:54:20 UTC
Sent 9 Feb 2022, 16:45:20 UTC
Report deadline 17 Feb 2022, 16:45:20 UTC
Received 9 Feb 2022, 20:22:10 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16459
Run time 2 hours 24 min 45 sec
CPU time 1 hours 56 min 31 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,491.77 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.55 GB
Peak swap size 3.46 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
:42:45	                main:574]	:	INFO	:	Epoch 1542 | loss: 0.0311471 | val_loss: 0.0311666 | Time: 3999.84 ms
[2022-02-09 19:42:49	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0311452 | val_loss: 0.0311631 | Time: 3972.91 ms
[2022-02-09 19:42:53	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.031144 | val_loss: 0.0311612 | Time: 3817.89 ms
[2022-02-09 19:42:57	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0311427 | val_loss: 0.0311627 | Time: 3850.43 ms
[2022-02-09 19:43:00	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0311416 | val_loss: 0.0311608 | Time: 3769.17 ms
[2022-02-09 19:43:04	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0311474 | val_loss: 0.0311642 | Time: 3858.74 ms
[2022-02-09 19:43:08	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0311507 | val_loss: 0.0311628 | Time: 3776.32 ms
[2022-02-09 19:43:12	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0311536 | val_loss: 0.031159 | Time: 3889.63 ms
[2022-02-09 19:43:37	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0311487 | val_loss: 0.0311603 | Time: 24592 ms
[2022-02-09 19:43:49	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0311501 | val_loss: 0.03116 | Time: 10837.2 ms
[2022-02-09 19:43:56	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0311484 | val_loss: 0.0311601 | Time: 6410.23 ms
[2022-02-09 19:44:07	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.031148 | val_loss: 0.0311608 | Time: 10360.4 ms
[2022-02-09 19:44:18	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0311493 | val_loss: 0.0311731 | Time: 10339.6 ms
[2022-02-09 19:44:32	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311544 | val_loss: 0.0311661 | Time: 13824.1 ms
[2022-02-09 19:44:43	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0311522 | val_loss: 0.0311662 | Time: 9495.66 ms
[2022-02-09 19:44:54	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311512 | val_loss: 0.0311638 | Time: 10985.6 ms
[2022-02-09 19:45:00	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311511 | val_loss: 0.0311636 | Time: 5650.16 ms
[2022-02-09 19:45:14	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311493 | val_loss: 0.0311627 | Time: 8922.87 ms
[2022-02-09 19:45:23	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0311464 | val_loss: 0.0311624 | Time: 8437.2 ms
[2022-02-09 19:45:43	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311442 | val_loss: 0.0311611 | Time: 19597 ms
[2022-02-09 19:45:56	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.031144 | val_loss: 0.0311648 | Time: 11075.8 ms
[2022-02-09 19:46:05	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0311443 | val_loss: 0.0311619 | Time: 8886.16 ms
[2022-02-09 19:46:19	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311465 | val_loss: 0.0311637 | Time: 12234 ms
[2022-02-09 19:46:26	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311452 | val_loss: 0.0311643 | Time: 6159.38 ms
[2022-02-09 19:46:31	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.031144 | val_loss: 0.031164 | Time: 4838.81 ms
[2022-02-09 19:46:36	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311531 | val_loss: 0.0311694 | Time: 4853.32 ms
[2022-02-09 19:46:41	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311565 | val_loss: 0.0311696 | Time: 4722.63 ms
[2022-02-09 19:46:46	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311545 | val_loss: 0.0311669 | Time: 4813.98 ms
[2022-02-09 19:46:51	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311525 | val_loss: 0.0311638 | Time: 4726.36 ms
[2022-02-09 19:46:56	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311506 | val_loss: 0.0311705 | Time: 4735.61 ms
[2022-02-09 19:47:01	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311468 | val_loss: 0.0311642 | Time: 4774.93 ms
[2022-02-09 19:47:06	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311456 | val_loss: 0.0311629 | Time: 4754.56 ms
[2022-02-09 19:47:11	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311466 | val_loss: 0.0311652 | Time: 4684.49 ms
[2022-02-09 19:47:16	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311451 | val_loss: 0.0311629 | Time: 4701.54 ms
[2022-02-09 19:47:22	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311452 | val_loss: 0.0311628 | Time: 4897.4 ms
[2022-02-09 19:47:26	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311465 | val_loss: 0.031169 | Time: 4630.05 ms
[2022-02-09 19:47:32	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311483 | val_loss: 0.031168 | Time: 4785.52 ms
[2022-02-09 19:47:37	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311441 | val_loss: 0.0311638 | Time: 4668.02 ms
[2022-02-09 19:47:42	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311427 | val_loss: 0.0311638 | Time: 4714.49 ms
[2022-02-09 19:47:46	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311426 | val_loss: 0.031167 | Time: 4732.79 ms
[2022-02-09 19:47:52	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311417 | val_loss: 0.031163 | Time: 4838.04 ms
[2022-02-09 19:47:57	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311405 | val_loss: 0.0311651 | Time: 4640.28 ms
[2022-02-09 19:48:02	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.03114 | val_loss: 0.0311684 | Time: 4681.06 ms
[2022-02-09 19:48:06	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311409 | val_loss: 0.0311681 | Time: 4526.96 ms
[2022-02-09 19:48:11	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311389 | val_loss: 0.0311628 | Time: 4695.14 ms
[2022-02-09 19:48:17	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311397 | val_loss: 0.0311719 | Time: 4825.28 ms
[2022-02-09 19:48:22	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311399 | val_loss: 0.0311626 | Time: 4921.26 ms
[2022-02-09 19:48:27	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.031144 | val_loss: 0.0311639 | Time: 4647.34 ms
[2022-02-09 19:48:32	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311588 | val_loss: 0.0311843 | Time: 4716.48 ms
[2022-02-09 19:48:37	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311744 | val_loss: 0.0311746 | Time: 4809.22 ms
[2022-02-09 19:48:42	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311677 | val_loss: 0.0311706 | Time: 4806.66 ms
[2022-02-09 19:48:47	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311644 | val_loss: 0.0311723 | Time: 4750.35 ms
[2022-02-09 19:48:51	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.031163 | val_loss: 0.0311721 | Time: 4610.27 ms
[2022-02-09 19:48:56	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311595 | val_loss: 0.0311668 | Time: 4588.44 ms
[2022-02-09 19:49:01	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311578 | val_loss: 0.0311642 | Time: 4741.75 ms
[2022-02-09 19:49:06	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311544 | val_loss: 0.0311647 | Time: 4689.49 ms
[2022-02-09 19:49:11	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311561 | val_loss: 0.0311701 | Time: 4714.24 ms
[2022-02-09 19:49:16	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311569 | val_loss: 0.031166 | Time: 4903.86 ms
[2022-02-09 19:49:21	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311498 | val_loss: 0.0311643 | Time: 4804.86 ms
[2022-02-09 19:49:26	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311491 | val_loss: 0.0311629 | Time: 4905.4 ms
[2022-02-09 19:49:31	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311472 | val_loss: 0.0311647 | Time: 4674.25 ms
[2022-02-09 19:49:37	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311495 | val_loss: 0.0311639 | Time: 4820.18 ms
[2022-02-09 19:49:42	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311463 | val_loss: 0.0311681 | Time: 4933.77 ms
[2022-02-09 19:49:47	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311475 | val_loss: 0.0311616 | Time: 5014.87 ms
[2022-02-09 19:49:53	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311452 | val_loss: 0.0311609 | Time: 5026.83 ms
[2022-02-09 19:49:58	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311454 | val_loss: 0.0311627 | Time: 4806.44 ms
[2022-02-09 19:50:03	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311476 | val_loss: 0.0311658 | Time: 4568.98 ms
[2022-02-09 19:50:08	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311444 | val_loss: 0.0311593 | Time: 4563.27 ms
[2022-02-09 19:50:12	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311459 | val_loss: 0.0311584 | Time: 4591.96 ms
[2022-02-09 19:50:22	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311454 | val_loss: 0.0311592 | Time: 9123.07 ms
[2022-02-09 19:50:27	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311432 | val_loss: 0.0311609 | Time: 4798.7 ms
[2022-02-09 19:50:32	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311429 | val_loss: 0.0311603 | Time: 4832.01 ms
[2022-02-09 19:50:37	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311423 | val_loss: 0.0311596 | Time: 4740.71 ms
[2022-02-09 19:50:42	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311414 | val_loss: 0.031158 | Time: 4806.39 ms
[2022-02-09 19:50:47	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311419 | val_loss: 0.0311568 | Time: 4497.4 ms
[2022-02-09 19:50:52	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311395 | val_loss: 0.0311579 | Time: 4765.73 ms
[2022-02-09 19:50:57	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311388 | val_loss: 0.0311576 | Time: 4620.34 ms
[2022-02-09 19:51:02	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311382 | val_loss: 0.0311605 | Time: 4614.41 ms
[2022-02-09 19:51:06	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311396 | val_loss: 0.0311689 | Time: 4739.48 ms
[2022-02-09 19:51:11	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311441 | val_loss: 0.0311589 | Time: 4484.26 ms
[2022-02-09 19:51:16	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311432 | val_loss: 0.0311714 | Time: 4669.96 ms
[2022-02-09 19:51:21	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311422 | val_loss: 0.0311596 | Time: 4644.5 ms
[2022-02-09 19:51:26	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311396 | val_loss: 0.0311593 | Time: 4663.93 ms
[2022-02-09 19:51:31	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311423 | val_loss: 0.0311635 | Time: 4728.59 ms
[2022-02-09 19:51:37	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.031142 | val_loss: 0.0311588 | Time: 6190.02 ms
[2022-02-09 19:51:43	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311415 | val_loss: 0.0311636 | Time: 5429.76 ms
[2022-02-09 19:51:48	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311449 | val_loss: 0.0311581 | Time: 4547.57 ms
[2022-02-09 19:51:53	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311433 | val_loss: 0.0311594 | Time: 4742.03 ms
[2022-02-09 19:51:58	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311413 | val_loss: 0.0311604 | Time: 5122.34 ms
[2022-02-09 19:52:05	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311419 | val_loss: 0.0311584 | Time: 6108.81 ms
[2022-02-09 19:52:10	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311408 | val_loss: 0.0311615 | Time: 5439.24 ms
[2022-02-09 19:52:18	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311401 | val_loss: 0.0311605 | Time: 7883.69 ms
[2022-02-09 19:52:26	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311398 | val_loss: 0.0311673 | Time: 6499.72 ms
[2022-02-09 19:52:31	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311412 | val_loss: 0.0311641 | Time: 4671.62 ms
[2022-02-09 19:52:36	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311412 | val_loss: 0.0311696 | Time: 4763.76 ms
[2022-02-09 19:52:41	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311467 | val_loss: 0.0311706 | Time: 4831.84 ms
[2022-02-09 19:52:46	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031143 | val_loss: 0.0311632 | Time: 4632.95 ms
[2022-02-09 19:52:51	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311457 | val_loss: 0.0311643 | Time: 4689.21 ms
[2022-02-09 19:52:56	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311436 | val_loss: 0.031174 | Time: 4747.22 ms
[2022-02-09 19:53:01	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311399 | val_loss: 0.0311656 | Time: 4980.62 ms
[2022-02-09 19:53:06	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311377 | val_loss: 0.0311607 | Time: 4670.83 ms
[2022-02-09 19:53:11	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311366 | val_loss: 0.0311591 | Time: 4476.18 ms
[2022-02-09 19:53:16	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311369 | val_loss: 0.0311618 | Time: 4657.45 ms
[2022-02-09 19:53:20	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311384 | val_loss: 0.0311675 | Time: 4555.11 ms
[2022-02-09 19:53:26	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311369 | val_loss: 0.0311588 | Time: 4782.97 ms
[2022-02-09 19:53:36	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.031135 | val_loss: 0.0311613 | Time: 10105.4 ms
[2022-02-09 19:53:41	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311347 | val_loss: 0.0311606 | Time: 4606.27 ms
[2022-02-09 19:53:46	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311359 | val_loss: 0.0311628 | Time: 4585.34 ms
[2022-02-09 19:53:51	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311386 | val_loss: 0.0311614 | Time: 4852.49 ms
[2022-02-09 19:53:56	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311433 | val_loss: 0.0311666 | Time: 4741.89 ms
[2022-02-09 19:54:01	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311435 | val_loss: 0.0311629 | Time: 4675.8 ms
[2022-02-09 19:54:05	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311436 | val_loss: 0.0311595 | Time: 4607.21 ms
[2022-02-09 19:54:10	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031144 | val_loss: 0.0311618 | Time: 4711.4 ms
[2022-02-09 19:54:15	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311443 | val_loss: 0.0311648 | Time: 4671.47 ms
[2022-02-09 19:54:21	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311416 | val_loss: 0.0311588 | Time: 4902.45 ms
[2022-02-09 19:54:25	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311377 | val_loss: 0.0311624 | Time: 4644.1 ms
[2022-02-09 19:54:30	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311373 | val_loss: 0.0311628 | Time: 4685.1 ms
[2022-02-09 19:54:35	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311361 | val_loss: 0.0311644 | Time: 4728.09 ms
[2022-02-09 19:54:40	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311421 | val_loss: 0.0311598 | Time: 4643.89 ms
[2022-02-09 19:54:45	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311436 | val_loss: 0.0311557 | Time: 4822.23 ms
[2022-02-09 19:54:50	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311403 | val_loss: 0.0311576 | Time: 4688.43 ms
[2022-02-09 19:54:55	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.03114 | val_loss: 0.031163 | Time: 4572.31 ms
[2022-02-09 19:55:00	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311422 | val_loss: 0.0311553 | Time: 4648.45 ms
[2022-02-09 19:55:05	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311389 | val_loss: 0.0311584 | Time: 4544.62 ms
[2022-02-09 19:55:10	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311381 | val_loss: 0.0311587 | Time: 4811.11 ms
[2022-02-09 19:55:15	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311385 | val_loss: 0.0311575 | Time: 4502.29 ms
[2022-02-09 19:55:20	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311351 | val_loss: 0.031159 | Time: 4836.85 ms
[2022-02-09 19:55:25	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311379 | val_loss: 0.0311595 | Time: 4536.6 ms
[2022-02-09 19:55:30	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311373 | val_loss: 0.0311574 | Time: 4619.83 ms
[2022-02-09 19:55:35	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031136 | val_loss: 0.0311668 | Time: 4769.11 ms
[2022-02-09 19:55:40	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311383 | val_loss: 0.031167 | Time: 4611.86 ms
[2022-02-09 19:55:49	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031137 | val_loss: 0.0311598 | Time: 9173.65 ms
[2022-02-09 19:55:54	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311352 | val_loss: 0.0311593 | Time: 4628.42 ms
[2022-02-09 19:55:59	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311348 | val_loss: 0.0311617 | Time: 4919.92 ms
[2022-02-09 19:56:04	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311346 | val_loss: 0.0311592 | Time: 4738.92 ms
[2022-02-09 19:56:08	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031137 | val_loss: 0.03116 | Time: 4290.18 ms
[2022-02-09 19:56:12	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311357 | val_loss: 0.0311609 | Time: 4032.59 ms
[2022-02-09 19:56:17	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311359 | val_loss: 0.0311602 | Time: 3951.45 ms
[2022-02-09 19:56:21	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311348 | val_loss: 0.0311609 | Time: 3928.05 ms
[2022-02-09 19:56:25	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311341 | val_loss: 0.0311617 | Time: 3999.75 ms
[2022-02-09 19:56:29	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311355 | val_loss: 0.031158 | Time: 4104.69 ms
[2022-02-09 19:56:34	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311324 | val_loss: 0.0311614 | Time: 3963.9 ms
[2022-02-09 19:56:38	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.031133 | val_loss: 0.031165 | Time: 4005.93 ms
[2022-02-09 19:56:42	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031135 | val_loss: 0.0311684 | Time: 3940.56 ms
[2022-02-09 19:56:46	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311354 | val_loss: 0.0311643 | Time: 3976.53 ms
[2022-02-09 19:56:50	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311373 | val_loss: 0.0311578 | Time: 3918.75 ms
[2022-02-09 19:56:55	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311317 | val_loss: 0.0311593 | Time: 4289.77 ms
[2022-02-09 19:56:59	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.03113 | val_loss: 0.0311596 | Time: 4143.97 ms
[2022-02-09 19:57:03	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311311 | val_loss: 0.0311623 | Time: 4015.87 ms
[2022-02-09 19:57:07	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311305 | val_loss: 0.0311567 | Time: 4198.88 ms
[2022-02-09 19:57:12	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311344 | val_loss: 0.0311623 | Time: 3988.73 ms
[2022-02-09 19:57:16	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311371 | val_loss: 0.0311637 | Time: 4316.72 ms
[2022-02-09 19:57:21	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311363 | val_loss: 0.0311649 | Time: 4062.6 ms
[2022-02-09 19:57:25	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311382 | val_loss: 0.0311644 | Time: 4093.68 ms
[2022-02-09 19:57:29	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311568 | val_loss: 0.0311745 | Time: 4035 ms
[2022-02-09 19:57:34	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311621 | val_loss: 0.0311668 | Time: 4187.91 ms
[2022-02-09 19:57:38	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311557 | val_loss: 0.0311677 | Time: 4152.35 ms
[2022-02-09 19:57:42	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311541 | val_loss: 0.0311678 | Time: 4231.13 ms
[2022-02-09 19:57:47	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311516 | val_loss: 0.0311683 | Time: 4211.45 ms
[2022-02-09 19:57:51	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311485 | val_loss: 0.0311649 | Time: 4232.51 ms
[2022-02-09 19:57:56	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311476 | val_loss: 0.0311644 | Time: 4447.63 ms
[2022-02-09 19:58:00	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311483 | val_loss: 0.0311646 | Time: 4188.29 ms
[2022-02-09 19:58:04	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031145 | val_loss: 0.0311629 | Time: 4340.46 ms
[2022-02-09 19:58:09	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311476 | val_loss: 0.031175 | Time: 4184.12 ms
[2022-02-09 19:58:13	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311473 | val_loss: 0.0311624 | Time: 4170.29 ms
[2022-02-09 19:58:18	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311444 | val_loss: 0.0311631 | Time: 4305.19 ms
[2022-02-09 19:58:22	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031142 | val_loss: 0.0311637 | Time: 4191.15 ms
[2022-02-09 19:58:26	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311466 | val_loss: 0.0311619 | Time: 4326.15 ms
[2022-02-09 19:58:31	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311445 | val_loss: 0.0311592 | Time: 4551.16 ms
[2022-02-09 19:58:35	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311397 | val_loss: 0.0311622 | Time: 4173.12 ms
[2022-02-09 19:58:40	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311404 | val_loss: 0.0311592 | Time: 4208.77 ms
[2022-02-09 19:58:44	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031141 | val_loss: 0.0311589 | Time: 4237.2 ms
[2022-02-09 19:58:48	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311427 | val_loss: 0.0311611 | Time: 4224.94 ms
[2022-02-09 19:58:53	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311454 | val_loss: 0.0311646 | Time: 4318.57 ms
[2022-02-09 19:58:57	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311475 | val_loss: 0.0311589 | Time: 4114.69 ms
[2022-02-09 19:59:01	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311454 | val_loss: 0.0311626 | Time: 3951.84 ms
[2022-02-09 19:59:06	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311419 | val_loss: 0.0311599 | Time: 3886.96 ms
[2022-02-09 19:59:10	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311392 | val_loss: 0.0311619 | Time: 3849.59 ms
[2022-02-09 19:59:14	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311427 | val_loss: 0.0311653 | Time: 3905.64 ms
[2022-02-09 19:59:18	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031142 | val_loss: 0.0311639 | Time: 3839.53 ms
[2022-02-09 19:59:22	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311373 | val_loss: 0.0311637 | Time: 3893.96 ms
[2022-02-09 19:59:27	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311402 | val_loss: 0.0311734 | Time: 3866.74 ms
[2022-02-09 19:59:31	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311413 | val_loss: 0.0311588 | Time: 3906.28 ms
[2022-02-09 19:59:35	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311376 | val_loss: 0.0311628 | Time: 3879.01 ms
[2022-02-09 19:59:39	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311379 | val_loss: 0.0311583 | Time: 4053.55 ms
[2022-02-09 19:59:43	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311374 | val_loss: 0.0311648 | Time: 3892.47 ms
[2022-02-09 19:59:48	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311379 | val_loss: 0.0311605 | Time: 3933.33 ms
[2022-02-09 19:59:52	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311345 | val_loss: 0.0311624 | Time: 3875.91 ms
[2022-02-09 19:59:56	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311347 | val_loss: 0.0311623 | Time: 3899.74 ms
[2022-02-09 20:00:00	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311414 | val_loss: 0.0311606 | Time: 4046.26 ms
[2022-02-09 20:00:05	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311382 | val_loss: 0.0311614 | Time: 4211 ms
[2022-02-09 20:00:09	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311394 | val_loss: 0.0311578 | Time: 3996.35 ms
[2022-02-09 20:00:13	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311371 | val_loss: 0.0311578 | Time: 4048.65 ms
[2022-02-09 20:00:18	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311394 | val_loss: 0.0311693 | Time: 4015.37 ms
[2022-02-09 20:00:22	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.031145 | val_loss: 0.0311647 | Time: 4264.44 ms
[2022-02-09 20:00:27	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311399 | val_loss: 0.0311633 | Time: 4138.07 ms
[2022-02-09 20:00:31	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031138 | val_loss: 0.0311641 | Time: 3982.93 ms
[2022-02-09 20:00:35	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311368 | val_loss: 0.0311645 | Time: 3893.71 ms
[2022-02-09 20:00:40	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311377 | val_loss: 0.0311598 | Time: 4007.68 ms
[2022-02-09 20:00:44	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311345 | val_loss: 0.0311621 | Time: 3889 ms
[2022-02-09 20:00:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311355 | val_loss: 0.0311635 | Time: 3955.22 ms
[2022-02-09 20:00:54	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311365 | val_loss: 0.031169 | Time: 3844.23 ms
[2022-02-09 20:00:58	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311347 | val_loss: 0.031165 | Time: 4001.9 ms
[2022-02-09 20:01:02	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311343 | val_loss: 0.0311602 | Time: 3938.67 ms
[2022-02-09 20:01:06	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031132 | val_loss: 0.0311577 | Time: 3850.52 ms
[2022-02-09 20:01:10	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311327 | val_loss: 0.031161 | Time: 3976.18 ms
[2022-02-09 20:01:15	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311309 | val_loss: 0.0311588 | Time: 3922.21 ms
[2022-02-09 20:01:19	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311291 | val_loss: 0.0311625 | Time: 4042.94 ms
[2022-02-09 20:01:23	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031129 | val_loss: 0.0311553 | Time: 3917.79 ms
[2022-02-09 20:01:27	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311284 | val_loss: 0.0311713 | Time: 3984.71 ms
[2022-02-09 20:01:32	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311286 | val_loss: 0.03116 | Time: 4095.16 ms
[2022-02-09 20:01:36	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311293 | val_loss: 0.0311666 | Time: 3886.19 ms
[2022-02-09 20:01:40	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311348 | val_loss: 0.031159 | Time: 4050.47 ms
[2022-02-09 20:01:45	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311361 | val_loss: 0.031162 | Time: 4059.41 ms
[2022-02-09 20:01:49	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.031134 | val_loss: 0.0311609 | Time: 3958.05 ms
[2022-02-09 20:01:53	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311322 | val_loss: 0.0311617 | Time: 4033.57 ms
[2022-02-09 20:01:58	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311309 | val_loss: 0.0311618 | Time: 4123.72 ms
[2022-02-09 20:02:02	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311302 | val_loss: 0.0311629 | Time: 3905.08 ms
[2022-02-09 20:02:07	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311316 | val_loss: 0.031164 | Time: 3806.08 ms
[2022-02-09 20:02:11	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311295 | val_loss: 0.0311572 | Time: 3970.08 ms
[2022-02-09 20:02:16	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311289 | val_loss: 0.0311621 | Time: 4263.32 ms
[2022-02-09 20:02:20	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311289 | val_loss: 0.0311556 | Time: 3978.06 ms
[2022-02-09 20:02:24	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311289 | val_loss: 0.0311612 | Time: 3873.39 ms
[2022-02-09 20:02:29	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311274 | val_loss: 0.0311589 | Time: 4002.08 ms
[2022-02-09 20:02:33	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311284 | val_loss: 0.0311619 | Time: 3904.93 ms
[2022-02-09 20:02:37	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311299 | val_loss: 0.0311596 | Time: 3973.9 ms
[2022-02-09 20:02:41	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311318 | val_loss: 0.0311596 | Time: 4054.09 ms
[2022-02-09 20:02:46	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311315 | val_loss: 0.0311571 | Time: 3949.3 ms
[2022-02-09 20:02:50	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311297 | val_loss: 0.031161 | Time: 3997.93 ms
[2022-02-09 20:02:54	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311308 | val_loss: 0.0311657 | Time: 4055.92 ms
[2022-02-09 20:02:59	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311379 | val_loss: 0.0311585 | Time: 3967.05 ms
[2022-02-09 20:03:03	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311341 | val_loss: 0.031163 | Time: 3964.05 ms
[2022-02-09 20:03:07	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311337 | val_loss: 0.0311705 | Time: 4024.18 ms
[2022-02-09 20:03:11	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311365 | val_loss: 0.0311671 | Time: 4031.53 ms
[2022-02-09 20:03:16	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311339 | val_loss: 0.03116 | Time: 4012.98 ms
[2022-02-09 20:03:20	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311311 | val_loss: 0.0311572 | Time: 3862.2 ms
[2022-02-09 20:03:24	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311287 | val_loss: 0.0311561 | Time: 4037.78 ms
[2022-02-09 20:03:28	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311292 | val_loss: 0.0311569 | Time: 4075.71 ms
[2022-02-09 20:03:32	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311318 | val_loss: 0.0311572 | Time: 3989.47 ms
[2022-02-09 20:03:37	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311318 | val_loss: 0.0311603 | Time: 3936.7 ms
[2022-02-09 20:03:41	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311305 | val_loss: 0.0311578 | Time: 4007.96 ms
[2022-02-09 20:03:46	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311325 | val_loss: 0.0311565 | Time: 4043.04 ms
[2022-02-09 20:03:50	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311334 | val_loss: 0.0311587 | Time: 4077.74 ms
[2022-02-09 20:03:54	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311305 | val_loss: 0.0311571 | Time: 3976.9 ms
[2022-02-09 20:03:59	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311339 | val_loss: 0.0311607 | Time: 4090.8 ms
[2022-02-09 20:04:03	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311322 | val_loss: 0.0311589 | Time: 4019.7 ms
[2022-02-09 20:04:07	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311303 | val_loss: 0.0311552 | Time: 4157.2 ms
[2022-02-09 20:04:11	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311374 | val_loss: 0.0311617 | Time: 4063.11 ms
[2022-02-09 20:04:16	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311348 | val_loss: 0.0311613 | Time: 4003.63 ms
[2022-02-09 20:04:20	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311385 | val_loss: 0.0311628 | Time: 3981.91 ms
[2022-02-09 20:04:24	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311365 | val_loss: 0.0311568 | Time: 4004.78 ms
[2022-02-09 20:04:28	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311326 | val_loss: 0.0311629 | Time: 4030.44 ms
[2022-02-09 20:04:32	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311344 | val_loss: 0.0311596 | Time: 4136.43 ms
[2022-02-09 20:04:37	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311354 | val_loss: 0.0311603 | Time: 4024.05 ms
[2022-02-09 20:04:41	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311425 | val_loss: 0.0311591 | Time: 4060.29 ms
[2022-02-09 20:04:45	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311396 | val_loss: 0.0311597 | Time: 4060.32 ms
[2022-02-09 20:04:50	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311375 | val_loss: 0.0311572 | Time: 3944.05 ms
[2022-02-09 20:04:54	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311336 | val_loss: 0.0311583 | Time: 4114.41 ms
[2022-02-09 20:04:58	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311351 | val_loss: 0.0311564 | Time: 3918.99 ms
[2022-02-09 20:05:03	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311364 | val_loss: 0.0311661 | Time: 3995.2 ms
[2022-02-09 20:05:07	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.031142 | val_loss: 0.0311625 | Time: 3867.77 ms
[2022-02-09 20:05:11	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311416 | val_loss: 0.0311616 | Time: 3950.51 ms
[2022-02-09 20:05:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311374 | val_loss: 0.0311614 | Time: 3846.39 ms
[2022-02-09 20:05:20	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311386 | val_loss: 0.0311582 | Time: 3849.28 ms
[2022-02-09 20:05:24	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311354 | val_loss: 0.0311582 | Time: 3832.1 ms
[2022-02-09 20:05:28	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311358 | val_loss: 0.0311565 | Time: 3854.93 ms
[2022-02-09 20:05:32	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.031136 | val_loss: 0.0311649 | Time: 3745.06 ms
[2022-02-09 20:05:36	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311398 | val_loss: 0.0311568 | Time: 3977.35 ms
[2022-02-09 20:05:40	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311342 | val_loss: 0.0311688 | Time: 3743.48 ms
[2022-02-09 20:05:45	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311386 | val_loss: 0.0311601 | Time: 4131.93 ms
[2022-02-09 20:05:49	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311424 | val_loss: 0.031158 | Time: 4114.39 ms
[2022-02-09 20:05:54	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.03114 | val_loss: 0.031158 | Time: 4269.12 ms
[2022-02-09 20:05:58	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311374 | val_loss: 0.0311597 | Time: 4205.05 ms
[2022-02-09 20:06:03	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311355 | val_loss: 0.0311578 | Time: 4106.72 ms
[2022-02-09 20:06:07	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311337 | val_loss: 0.0311574 | Time: 4134.26 ms
[2022-02-09 20:06:11	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311326 | val_loss: 0.0311589 | Time: 4019.49 ms
[2022-02-09 20:06:16	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311358 | val_loss: 0.0311579 | Time: 4238.92 ms
[2022-02-09 20:06:20	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311362 | val_loss: 0.0311576 | Time: 4291.28 ms
[2022-02-09 20:06:25	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311318 | val_loss: 0.0311553 | Time: 4318.99 ms
[2022-02-09 20:06:29	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311322 | val_loss: 0.0311552 | Time: 4004.35 ms
[2022-02-09 20:06:33	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311304 | val_loss: 0.0311589 | Time: 4206.87 ms
[2022-02-09 20:06:38	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311304 | val_loss: 0.0311566 | Time: 4075.07 ms
[2022-02-09 20:06:42	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.031129 | val_loss: 0.0311541 | Time: 4379.64 ms
[2022-02-09 20:06:47	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311275 | val_loss: 0.03116 | Time: 4178.58 ms
[2022-02-09 20:06:51	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311281 | val_loss: 0.0311552 | Time: 4144.07 ms
[2022-02-09 20:06:55	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311342 | val_loss: 0.0311528 | Time: 4084.93 ms
[2022-02-09 20:06:59	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311346 | val_loss: 0.0311542 | Time: 4035.33 ms
[2022-02-09 20:07:04	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031131 | val_loss: 0.0311524 | Time: 4149.14 ms
[2022-02-09 20:07:09	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311303 | val_loss: 0.0311524 | Time: 4023.54 ms
[2022-02-09 20:07:13	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.031132 | val_loss: 0.0311614 | Time: 3913.28 ms
[2022-02-09 20:07:17	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311383 | val_loss: 0.0311633 | Time: 4065.66 ms
[2022-02-09 20:07:21	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311434 | val_loss: 0.031161 | Time: 4000.27 ms
[2022-02-09 20:07:26	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311438 | val_loss: 0.0311587 | Time: 4095.54 ms
[2022-02-09 20:07:32	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311432 | val_loss: 0.0311594 | Time: 4260.8 ms
[2022-02-09 20:07:39	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311404 | val_loss: 0.03116 | Time: 4086.53 ms
[2022-02-09 20:07:43	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311423 | val_loss: 0.0311615 | Time: 4150.27 ms
[2022-02-09 20:07:47	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311405 | val_loss: 0.0311565 | Time: 4056.29 ms
[2022-02-09 20:07:52	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311368 | val_loss: 0.0311607 | Time: 4142.01 ms
[2022-02-09 20:07:56	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311362 | val_loss: 0.0311646 | Time: 3952.94 ms
[2022-02-09 20:08:00	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311408 | val_loss: 0.0311634 | Time: 3832.78 ms
[2022-02-09 20:08:04	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311368 | val_loss: 0.0311602 | Time: 4020.87 ms
[2022-02-09 20:08:08	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311354 | val_loss: 0.0311547 | Time: 4002.33 ms
[2022-02-09 20:08:12	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311362 | val_loss: 0.0311585 | Time: 3902.4 ms
[2022-02-09 20:08:16	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311343 | val_loss: 0.0311577 | Time: 3871.56 ms
[2022-02-09 20:08:20	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311334 | val_loss: 0.0311572 | Time: 3823.82 ms
[2022-02-09 20:08:24	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031133 | val_loss: 0.0311559 | Time: 3836.33 ms
[2022-02-09 20:08:28	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031136 | val_loss: 0.0311585 | Time: 4088.09 ms
[2022-02-09 20:08:32	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311375 | val_loss: 0.0311619 | Time: 3885.08 ms
[2022-02-09 20:08:36	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311354 | val_loss: 0.0311655 | Time: 3960.72 ms
[2022-02-09 20:08:41	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311584 | val_loss: 0.0311698 | Time: 3983.8 ms
[2022-02-09 20:08:45	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311582 | val_loss: 0.0311693 | Time: 4082.23 ms
[2022-02-09 20:08:49	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311559 | val_loss: 0.0311662 | Time: 3899.51 ms
[2022-02-09 20:08:53	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311526 | val_loss: 0.0311621 | Time: 4024.5 ms
[2022-02-09 20:08:57	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311519 | val_loss: 0.0311707 | Time: 4079.16 ms
[2022-02-09 20:09:01	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311507 | val_loss: 0.0311683 | Time: 3937.94 ms
[2022-02-09 20:09:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311502 | val_loss: 0.0311668 | Time: 4060.96 ms
[2022-02-09 20:09:10	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311476 | val_loss: 0.0311652 | Time: 3874.8 ms
[2022-02-09 20:09:14	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311471 | val_loss: 0.0311608 | Time: 3976.96 ms
[2022-02-09 20:09:18	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311465 | val_loss: 0.0311597 | Time: 3918.86 ms
[2022-02-09 20:09:22	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311441 | val_loss: 0.0311573 | Time: 3901.05 ms
[2022-02-09 20:09:26	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311451 | val_loss: 0.0311622 | Time: 3809.79 ms
[2022-02-09 20:09:30	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311459 | val_loss: 0.0311594 | Time: 3691.46 ms
[2022-02-09 20:09:34	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311422 | val_loss: 0.0311589 | Time: 3805.87 ms
[2022-02-09 20:09:38	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311405 | val_loss: 0.0311597 | Time: 3910.14 ms
[2022-02-09 20:09:42	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.031138 | val_loss: 0.031161 | Time: 3723.72 ms
[2022-02-09 20:09:46	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031141 | val_loss: 0.0311624 | Time: 3920.26 ms
[2022-02-09 20:09:51	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.031139 | val_loss: 0.0311599 | Time: 3803.03 ms
[2022-02-09 20:09:55	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.031139 | val_loss: 0.03116 | Time: 3827.03 ms
[2022-02-09 20:09:59	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311401 | val_loss: 0.0311625 | Time: 3926.85 ms
[2022-02-09 20:10:03	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311407 | val_loss: 0.031157 | Time: 3979.53 ms
[2022-02-09 20:10:09	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311402 | val_loss: 0.0311558 | Time: 4041.02 ms
[2022-02-09 20:10:13	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.031136 | val_loss: 0.0311586 | Time: 3808 ms
[2022-02-09 20:10:17	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311374 | val_loss: 0.0311559 | Time: 4025.9 ms
[2022-02-09 20:10:22	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311373 | val_loss: 0.0311584 | Time: 4326.69 ms
[2022-02-09 20:10:26	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311351 | val_loss: 0.0311574 | Time: 3950.44 ms
[2022-02-09 20:10:30	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311348 | val_loss: 0.0311595 | Time: 3937.34 ms
[2022-02-09 20:10:34	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031138 | val_loss: 0.0311733 | Time: 3828.87 ms
[2022-02-09 20:10:38	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311386 | val_loss: 0.0311602 | Time: 4051.23 ms
[2022-02-09 20:10:42	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311375 | val_loss: 0.0311585 | Time: 4036.16 ms
[2022-02-09 20:10:47	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311389 | val_loss: 0.0311639 | Time: 4020.59 ms
[2022-02-09 20:10:51	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311383 | val_loss: 0.031157 | Time: 3969.5 ms
[2022-02-09 20:10:55	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311367 | val_loss: 0.0311554 | Time: 4071.03 ms
[2022-02-09 20:10:59	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.031133 | val_loss: 0.0311555 | Time: 4020.02 ms
[2022-02-09 20:11:03	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311338 | val_loss: 0.0311583 | Time: 3894.87 ms
[2022-02-09 20:11:07	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.031133 | val_loss: 0.03116 | Time: 3731.17 ms
[2022-02-09 20:11:11	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031133 | val_loss: 0.0311603 | Time: 4026.97 ms
[2022-02-09 20:11:15	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311331 | val_loss: 0.031159 | Time: 3947.73 ms
[2022-02-09 20:11:20	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311312 | val_loss: 0.0311548 | Time: 4130.72 ms
[2022-02-09 20:11:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311306 | val_loss: 0.0311601 | Time: 4059.89 ms
[2022-02-09 20:11:29	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.03113 | val_loss: 0.0311575 | Time: 4244.38 ms
[2022-02-09 20:11:33	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311302 | val_loss: 0.0311604 | Time: 4052.16 ms
[2022-02-09 20:11:37	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311297 | val_loss: 0.0311599 | Time: 3935.71 ms
[2022-02-09 20:11:42	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311306 | val_loss: 0.0311569 | Time: 4010.16 ms
[2022-02-09 20:11:46	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.031134 | val_loss: 0.0311562 | Time: 4100.13 ms
[2022-02-09 20:11:50	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311334 | val_loss: 0.0311587 | Time: 4045.17 ms
[2022-02-09 20:11:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311324 | val_loss: 0.0311601 | Time: 4040.78 ms
[2022-02-09 20:11:58	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031132 | val_loss: 0.0311588 | Time: 3942.34 ms
[2022-02-09 20:12:02	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031131 | val_loss: 0.0311577 | Time: 4114.66 ms
[2022-02-09 20:12:07	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311308 | val_loss: 0.0311614 | Time: 4134.65 ms
[2022-02-09 20:12:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311324 | val_loss: 0.0311575 | Time: 4044.69 ms
[2022-02-09 20:12:15	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311325 | val_loss: 0.0311614 | Time: 4067.67 ms
[2022-02-09 20:12:19	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031131 | val_loss: 0.0311578 | Time: 4117.15 ms
[2022-02-09 20:12:23	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311292 | val_loss: 0.0311572 | Time: 4013.53 ms
[2022-02-09 20:12:28	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311293 | val_loss: 0.0311556 | Time: 4143.09 ms
[2022-02-09 20:12:32	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311284 | val_loss: 0.031154 | Time: 4145.53 ms
[2022-02-09 20:12:36	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311269 | val_loss: 0.031156 | Time: 4033.26 ms
[2022-02-09 20:12:40	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311265 | val_loss: 0.0311553 | Time: 4013.02 ms
[2022-02-09 20:12:45	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311274 | val_loss: 0.0311563 | Time: 4236.84 ms
[2022-02-09 20:12:49	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311275 | val_loss: 0.0311564 | Time: 4723.19 ms
[2022-02-09 20:12:54	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311331 | val_loss: 0.0311584 | Time: 4434.61 ms
[2022-02-09 20:12:58	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311287 | val_loss: 0.0311589 | Time: 4576.02 ms
[2022-02-09 20:13:03	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311299 | val_loss: 0.0311575 | Time: 3967.15 ms
[2022-02-09 20:13:07	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311379 | val_loss: 0.0311589 | Time: 4098.45 ms
[2022-02-09 20:13:11	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311339 | val_loss: 0.0311592 | Time: 3953.92 ms
[2022-02-09 20:13:15	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311323 | val_loss: 0.0311587 | Time: 4009.73 ms
[2022-02-09 20:13:19	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311316 | val_loss: 0.0311627 | Time: 4028.06 ms
[2022-02-09 20:13:23	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311323 | val_loss: 0.0311679 | Time: 3778.21 ms
[2022-02-09 20:13:27	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311321 | val_loss: 0.0311587 | Time: 4059.89 ms
[2022-02-09 20:13:31	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311282 | val_loss: 0.0311599 | Time: 3977.42 ms
[2022-02-09 20:13:35	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311272 | val_loss: 0.0311598 | Time: 3892.87 ms
[2022-02-09 20:13:39	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311291 | val_loss: 0.0311588 | Time: 3859.09 ms
[2022-02-09 20:13:43	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311331 | val_loss: 0.0311626 | Time: 3913.91 ms
[2022-02-09 20:13:47	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311304 | val_loss: 0.0311598 | Time: 3946.19 ms
[2022-02-09 20:13:51	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311338 | val_loss: 0.0311569 | Time: 4112.38 ms
[2022-02-09 20:13:55	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311313 | val_loss: 0.0311615 | Time: 3985.58 ms
[2022-02-09 20:13:59	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311291 | val_loss: 0.0311545 | Time: 3916.42 ms
[2022-02-09 20:14:03	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311296 | val_loss: 0.0311581 | Time: 4061.03 ms
[2022-02-09 20:14:07	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311331 | val_loss: 0.031164 | Time: 4210.69 ms
[2022-02-09 20:14:12	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311292 | val_loss: 0.0311559 | Time: 4406.33 ms
[2022-02-09 20:14:16	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311288 | val_loss: 0.0311547 | Time: 3892.32 ms
[2022-02-09 20:14:20	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311294 | val_loss: 0.0311623 | Time: 3949.38 ms
[2022-02-09 20:14:24	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311348 | val_loss: 0.031155 | Time: 4062.13 ms
[2022-02-09 20:14:28	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311331 | val_loss: 0.0311595 | Time: 4178.99 ms
[2022-02-09 20:14:32	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311321 | val_loss: 0.0311564 | Time: 3991.52 ms
[2022-02-09 20:14:36	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311297 | val_loss: 0.0311569 | Time: 3848.72 ms
[2022-02-09 20:14:40	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311333 | val_loss: 0.0311619 | Time: 3841.71 ms
[2022-02-09 20:14:44	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311287 | val_loss: 0.0311586 | Time: 3836 ms
[2022-02-09 20:14:48	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311288 | val_loss: 0.0311673 | Time: 3962.1 ms
[2022-02-09 20:14:52	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311284 | val_loss: 0.031158 | Time: 3996.27 ms
[2022-02-09 20:14:56	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311293 | val_loss: 0.031166 | Time: 3898.21 ms
[2022-02-09 20:15:00	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311301 | val_loss: 0.0311532 | Time: 3899.74 ms
[2022-02-09 20:15:04	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311289 | val_loss: 0.0311602 | Time: 3887.16 ms
[2022-02-09 20:15:08	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311287 | val_loss: 0.0311525 | Time: 3922.21 ms
[2022-02-09 20:15:12	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311265 | val_loss: 0.0311551 | Time: 3941.21 ms
[2022-02-09 20:15:16	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311275 | val_loss: 0.0311536 | Time: 4065.28 ms
[2022-02-09 20:15:20	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311332 | val_loss: 0.0311618 | Time: 3983.39 ms
[2022-02-09 20:15:24	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311389 | val_loss: 0.0311639 | Time: 3936.21 ms
[2022-02-09 20:15:28	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311395 | val_loss: 0.0311555 | Time: 3857.31 ms
[2022-02-09 20:15:32	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311401 | val_loss: 0.031155 | Time: 3936.46 ms
[2022-02-09 20:15:35	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311359 | val_loss: 0.0311516 | Time: 3785.72 ms
[2022-02-09 20:15:39	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031134 | val_loss: 0.0311519 | Time: 3925.96 ms
[2022-02-09 20:15:43	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311354 | val_loss: 0.0311577 | Time: 3939.82 ms
[2022-02-09 20:15:47	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311364 | val_loss: 0.031157 | Time: 3735.53 ms
[2022-02-09 20:15:51	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031133 | val_loss: 0.0311551 | Time: 3933.88 ms
[2022-02-09 20:15:55	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311322 | val_loss: 0.0311536 | Time: 3983.73 ms
[2022-02-09 20:15:59	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311311 | val_loss: 0.0311531 | Time: 4018.3 ms
[2022-02-09 20:16:03	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311297 | val_loss: 0.0311544 | Time: 3913.09 ms
[2022-02-09 20:16:07	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311285 | val_loss: 0.031151 | Time: 4074.09 ms
[2022-02-09 20:16:11	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311292 | val_loss: 0.0311612 | Time: 3941.6 ms
[2022-02-09 20:16:15	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311314 | val_loss: 0.0311497 | Time: 3898.18 ms
[2022-02-09 20:16:19	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311287 | val_loss: 0.0311527 | Time: 3916.57 ms
[2022-02-09 20:16:23	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031125 | val_loss: 0.0311541 | Time: 3940.8 ms
[2022-02-09 20:16:27	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311289 | val_loss: 0.0311576 | Time: 4081.33 ms
[2022-02-09 20:16:31	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311249 | val_loss: 0.0311565 | Time: 3901.05 ms
[2022-02-09 20:16:35	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311253 | val_loss: 0.0311523 | Time: 3905.79 ms
[2022-02-09 20:16:39	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311261 | val_loss: 0.0311564 | Time: 3872.94 ms
[2022-02-09 20:16:43	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311274 | val_loss: 0.0311561 | Time: 3851.5 ms
[2022-02-09 20:16:47	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311291 | val_loss: 0.0311548 | Time: 3969.72 ms
[2022-02-09 20:16:51	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311293 | val_loss: 0.0311573 | Time: 3888.26 ms
[2022-02-09 20:16:55	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311279 | val_loss: 0.0311546 | Time: 3850.7 ms
[2022-02-09 20:16:59	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031125 | val_loss: 0.0311524 | Time: 3961.99 ms
[2022-02-09 20:17:03	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311305 | val_loss: 0.0311556 | Time: 4007.91 ms
[2022-02-09 20:17:07	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311342 | val_loss: 0.0311528 | Time: 3823.72 ms
[2022-02-09 20:17:11	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311312 | val_loss: 0.0311514 | Time: 3960.25 ms
[2022-02-09 20:17:15	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311292 | val_loss: 0.0311544 | Time: 4052.82 ms
[2022-02-09 20:17:19	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311331 | val_loss: 0.0311505 | Time: 3874.44 ms
[2022-02-09 20:17:23	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311298 | val_loss: 0.0311517 | Time: 3889.13 ms
[2022-02-09 20:17:27	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311279 | val_loss: 0.0311578 | Time: 4069.72 ms
[2022-02-09 20:17:31	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311275 | val_loss: 0.0311507 | Time: 3938.46 ms
[2022-02-09 20:17:35	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311269 | val_loss: 0.0311533 | Time: 4032.08 ms
[2022-02-09 20:17:39	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311264 | val_loss: 0.0311511 | Time: 4047.58 ms
[2022-02-09 20:17:43	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311257 | val_loss: 0.0311517 | Time: 3957.02 ms
[2022-02-09 20:17:47	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031127 | val_loss: 0.0311524 | Time: 3932.76 ms
[2022-02-09 20:17:51	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311227 | val_loss: 0.0311507 | Time: 3937.13 ms
[2022-02-09 20:17:55	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311228 | val_loss: 0.0311529 | Time: 3912.41 ms
[2022-02-09 20:17:59	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311271 | val_loss: 0.0311473 | Time: 3962.78 ms
[2022-02-09 20:18:03	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311284 | val_loss: 0.0311529 | Time: 3811.31 ms
[2022-02-09 20:18:07	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311305 | val_loss: 0.0311533 | Time: 3855.27 ms
[2022-02-09 20:18:11	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311283 | val_loss: 0.0311674 | Time: 3933.65 ms
[2022-02-09 20:18:15	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311387 | val_loss: 0.0311588 | Time: 3951.91 ms
[2022-02-09 20:18:19	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311294 | val_loss: 0.0311542 | Time: 3990.37 ms
[2022-02-09 20:18:23	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311267 | val_loss: 0.031153 | Time: 4007.82 ms
[2022-02-09 20:18:27	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311237 | val_loss: 0.0311556 | Time: 3940.76 ms
[2022-02-09 20:18:31	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311255 | val_loss: 0.0311506 | Time: 4007.32 ms
[2022-02-09 20:18:35	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311309 | val_loss: 0.0311563 | Time: 4018.28 ms
[2022-02-09 20:18:39	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311461 | val_loss: 0.0311625 | Time: 4021.33 ms
[2022-02-09 20:18:43	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311382 | val_loss: 0.0311647 | Time: 4056.29 ms
[2022-02-09 20:18:47	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311297 | val_loss: 0.0311544 | Time: 3943.83 ms
[2022-02-09 20:18:51	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311274 | val_loss: 0.0311583 | Time: 3998.32 ms
[2022-02-09 20:18:55	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311282 | val_loss: 0.0311562 | Time: 3843.78 ms
[2022-02-09 20:18:59	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031162 | val_loss: 0.0312015 | Time: 3766.52 ms
[2022-02-09 20:19:03	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311876 | val_loss: 0.0311724 | Time: 3980.97 ms
[2022-02-09 20:19:07	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311566 | val_loss: 0.0311657 | Time: 3990.94 ms
[2022-02-09 20:19:11	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311489 | val_loss: 0.0311622 | Time: 3984.21 ms
[2022-02-09 20:19:15	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311465 | val_loss: 0.0311623 | Time: 3900.43 ms
[2022-02-09 20:19:19	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311415 | val_loss: 0.0311597 | Time: 4000.78 ms
[2022-02-09 20:19:23	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311423 | val_loss: 0.0311631 | Time: 4060.61 ms
[2022-02-09 20:19:27	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311399 | val_loss: 0.0311655 | Time: 4030.1 ms
[2022-02-09 20:19:31	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311382 | val_loss: 0.0311595 | Time: 3702.03 ms
[2022-02-09 20:19:35	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311356 | val_loss: 0.0311598 | Time: 4024.19 ms
[2022-02-09 20:19:39	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311348 | val_loss: 0.0311631 | Time: 3937.6 ms
[2022-02-09 20:19:43	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311336 | val_loss: 0.0311605 | Time: 4010.61 ms
[2022-02-09 20:19:47	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311331 | val_loss: 0.0311619 | Time: 3934.3 ms
[2022-02-09 20:19:51	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311328 | val_loss: 0.0311587 | Time: 3922.68 ms
[2022-02-09 20:19:55	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311321 | val_loss: 0.031161 | Time: 3962.56 ms
[2022-02-09 20:19:59	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311331 | val_loss: 0.0311551 | Time: 3926 ms
[2022-02-09 20:20:03	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311322 | val_loss: 0.0311573 | Time: 3860.35 ms
[2022-02-09 20:20:07	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311323 | val_loss: 0.0311581 | Time: 4252.25 ms
[2022-02-09 20:20:11	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311338 | val_loss: 0.0311523 | Time: 3952.35 ms
[2022-02-09 20:20:15	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311303 | val_loss: 0.0311596 | Time: 3904.19 ms
[2022-02-09 20:20:19	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311308 | val_loss: 0.0311537 | Time: 3960.62 ms
[2022-02-09 20:20:23	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311307 | val_loss: 0.0311612 | Time: 4133.08 ms
[2022-02-09 20:20:28	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311292 | val_loss: 0.0311577 | Time: 4015.94 ms
[2022-02-09 20:20:32	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311284 | val_loss: 0.0311621 | Time: 4022.92 ms
[2022-02-09 20:20:36	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311285 | val_loss: 0.0311579 | Time: 4050.8 ms
[2022-02-09 20:20:40	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311295 | val_loss: 0.0311601 | Time: 3970.23 ms
[2022-02-09 20:20:44	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031129 | val_loss: 0.0311688 | Time: 3995.55 ms
[2022-02-09 20:20:48	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311316 | val_loss: 0.0311579 | Time: 3561.59 ms
[2022-02-09 20:20:52	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311311 | val_loss: 0.0311559 | Time: 3494.17 ms
[2022-02-09 20:20:55	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311306 | val_loss: 0.0311585 | Time: 3781.42 ms
[2022-02-09 20:20:59	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311409 | val_loss: 0.0311589 | Time: 3785.39 ms
[2022-02-09 20:21:03	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311419 | val_loss: 0.0311538 | Time: 3541.57 ms
[2022-02-09 20:21:06	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311403 | val_loss: 0.0311536 | Time: 3473.13 ms
[2022-02-09 20:21:10	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311369 | val_loss: 0.0311606 | Time: 3544.7 ms
[2022-02-09 20:21:13	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311341 | val_loss: 0.0311624 | Time: 3487.43 ms
[2022-02-09 20:21:17	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311342 | val_loss: 0.0311591 | Time: 3414.37 ms
[2022-02-09 20:21:20	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311322 | val_loss: 0.0311558 | Time: 3543.09 ms
[2022-02-09 20:21:24	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311348 | val_loss: 0.0311558 | Time: 3443.14 ms
[2022-02-09 20:21:28	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311301 | val_loss: 0.0311553 | Time: 3581.78 ms
[2022-02-09 20:21:31	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311293 | val_loss: 0.0311563 | Time: 3519.59 ms
[2022-02-09 20:21:35	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311261 | val_loss: 0.0311528 | Time: 3471.74 ms
[2022-02-09 20:21:38	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.03113 | val_loss: 0.0311593 | Time: 3349.77 ms
[2022-02-09 20:21:42	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311352 | val_loss: 0.0311565 | Time: 3591.51 ms
[2022-02-09 20:21:45	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311348 | val_loss: 0.0311583 | Time: 3637.18 ms
[2022-02-09 20:21:49	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311319 | val_loss: 0.0311628 | Time: 3545.69 ms
[2022-02-09 20:21:53	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311355 | val_loss: 0.0311549 | Time: 3527.09 ms
[2022-02-09 20:21:56	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311375 | val_loss: 0.0311604 | Time: 3639.22 ms
[2022-02-09 20:21:56	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311604
[2022-02-09 20:21:56	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-09 20:21:56	                main:608]	:	INFO	:	Success, exiting..
20:21:56 (772): 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)