Task 14623718

Name ParityModified-1647048839-2697-2-0_2
Workunit 11157914
Created 18 Apr 2022, 5:02:33 UTC
Sent 18 Apr 2022, 5:02:51 UTC
Report deadline 26 Apr 2022, 5:02:51 UTC
Received 18 Apr 2022, 13:06:24 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 2381
Run time 2 hours 0 min 40 sec
CPU time 1 hours 57 min 25 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 11,156.59 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.37 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
           main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311556 | val_loss: 0.0311583 | Time: 4681.74 ms
[2022-04-18 08:32:57	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311539 | val_loss: 0.0311589 | Time: 3357.9 ms
[2022-04-18 08:33:01	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311535 | val_loss: 0.0311587 | Time: 4091.8 ms
[2022-04-18 08:33:06	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311531 | val_loss: 0.0311566 | Time: 4352.37 ms
[2022-04-18 08:33:09	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311507 | val_loss: 0.0311574 | Time: 3347.85 ms
[2022-04-18 08:33:12	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311507 | val_loss: 0.0311568 | Time: 3301.68 ms
[2022-04-18 08:33:16	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311503 | val_loss: 0.0311569 | Time: 3369.05 ms
[2022-04-18 08:33:20	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.031151 | val_loss: 0.0311594 | Time: 4756.63 ms
[2022-04-18 08:33:24	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311498 | val_loss: 0.0311571 | Time: 3398.84 ms
[2022-04-18 08:33:27	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311502 | val_loss: 0.0311585 | Time: 3470.32 ms
[2022-04-18 08:33:32	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311502 | val_loss: 0.0311604 | Time: 4656.04 ms
[2022-04-18 08:33:35	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.031151 | val_loss: 0.0311607 | Time: 3357.68 ms
[2022-04-18 08:33:39	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311489 | val_loss: 0.0311598 | Time: 3839.42 ms
[2022-04-18 08:33:43	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311479 | val_loss: 0.0311571 | Time: 4393.33 ms
[2022-04-18 08:33:47	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311473 | val_loss: 0.0311578 | Time: 3434.61 ms
[2022-04-18 08:33:51	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311477 | val_loss: 0.0311585 | Time: 4176.65 ms
[2022-04-18 08:33:55	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311463 | val_loss: 0.0311579 | Time: 4015.3 ms
[2022-04-18 08:33:59	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.031157 | val_loss: 0.0311618 | Time: 3421.32 ms
[2022-04-18 08:34:03	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311589 | val_loss: 0.0311634 | Time: 4587.04 ms
[2022-04-18 08:34:07	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311574 | val_loss: 0.0311636 | Time: 3717.97 ms
[2022-04-18 08:34:10	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311541 | val_loss: 0.0311593 | Time: 3449.5 ms
[2022-04-18 08:34:15	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311525 | val_loss: 0.0311557 | Time: 4723.64 ms
[2022-04-18 08:34:18	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311518 | val_loss: 0.0311554 | Time: 3398.23 ms
[2022-04-18 08:34:22	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311498 | val_loss: 0.0311589 | Time: 3468.91 ms
[2022-04-18 08:34:27	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.031151 | val_loss: 0.0311572 | Time: 4768.08 ms
[2022-04-18 08:34:30	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311511 | val_loss: 0.0311571 | Time: 3385.96 ms
[2022-04-18 08:34:33	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311493 | val_loss: 0.0311591 | Time: 3327.53 ms
[2022-04-18 08:34:37	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311502 | val_loss: 0.0311623 | Time: 3440.72 ms
[2022-04-18 08:34:42	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311506 | val_loss: 0.031156 | Time: 4814.25 ms
[2022-04-18 08:34:45	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311551 | val_loss: 0.0311556 | Time: 3401.97 ms
[2022-04-18 08:34:49	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311543 | val_loss: 0.0311583 | Time: 3954.75 ms
[2022-04-18 08:34:53	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311599 | val_loss: 0.0311602 | Time: 4338.9 ms
[2022-04-18 08:34:57	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311608 | val_loss: 0.0311618 | Time: 3382.3 ms
[2022-04-18 08:35:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311573 | val_loss: 0.0311601 | Time: 4138.16 ms
[2022-04-18 08:35:05	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311566 | val_loss: 0.0311596 | Time: 4335.67 ms
[2022-04-18 08:35:09	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311557 | val_loss: 0.0311579 | Time: 3476.85 ms
[2022-04-18 08:35:13	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311583 | val_loss: 0.0311597 | Time: 4236.49 ms
[2022-04-18 08:35:17	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311572 | val_loss: 0.0311578 | Time: 3871.9 ms
[2022-04-18 08:35:20	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311549 | val_loss: 0.0311581 | Time: 3424.83 ms
[2022-04-18 08:35:25	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311531 | val_loss: 0.031157 | Time: 4941.96 ms
[2022-04-18 08:35:29	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311524 | val_loss: 0.031161 | Time: 3386.52 ms
[2022-04-18 08:35:32	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311519 | val_loss: 0.0311638 | Time: 3480.19 ms
[2022-04-18 08:35:37	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311513 | val_loss: 0.0311605 | Time: 4711.41 ms
[2022-04-18 08:35:40	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311508 | val_loss: 0.0311589 | Time: 3513.72 ms
[2022-04-18 08:35:44	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311518 | val_loss: 0.03116 | Time: 3592.42 ms
[2022-04-18 08:35:49	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311493 | val_loss: 0.0311611 | Time: 5029.71 ms
[2022-04-18 08:35:52	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311496 | val_loss: 0.0311631 | Time: 3452.48 ms
[2022-04-18 08:35:56	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311509 | val_loss: 0.0311595 | Time: 3473.77 ms
[2022-04-18 08:36:00	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311506 | val_loss: 0.03116 | Time: 3608.52 ms
[2022-04-18 08:36:04	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.031148 | val_loss: 0.031159 | Time: 4956.46 ms
[2022-04-18 08:36:08	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311474 | val_loss: 0.0311578 | Time: 3398.55 ms
[2022-04-18 08:36:12	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311471 | val_loss: 0.0311584 | Time: 4157.34 ms
[2022-04-18 08:36:16	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311484 | val_loss: 0.0311602 | Time: 4087.13 ms
[2022-04-18 08:36:20	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311484 | val_loss: 0.0311625 | Time: 3428.13 ms
[2022-04-18 08:36:24	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311471 | val_loss: 0.0311576 | Time: 4704.17 ms
[2022-04-18 08:36:28	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031146 | val_loss: 0.0311575 | Time: 3816.51 ms
[2022-04-18 08:36:32	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311452 | val_loss: 0.031158 | Time: 3483.32 ms
[2022-04-18 08:36:36	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311446 | val_loss: 0.0311617 | Time: 4764.67 ms
[2022-04-18 08:36:40	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311451 | val_loss: 0.0311579 | Time: 3717.61 ms
[2022-04-18 08:36:44	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311464 | val_loss: 0.0311617 | Time: 3612.4 ms
[2022-04-18 08:36:49	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311448 | val_loss: 0.031159 | Time: 5121.87 ms
[2022-04-18 08:36:52	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311451 | val_loss: 0.0311585 | Time: 3435.9 ms
[2022-04-18 08:36:56	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311466 | val_loss: 0.0311577 | Time: 3310.56 ms
[2022-04-18 08:36:59	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.031146 | val_loss: 0.0311588 | Time: 3559.89 ms
[2022-04-18 08:37:04	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.031146 | val_loss: 0.0311612 | Time: 4476.71 ms
[2022-04-18 08:37:07	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311456 | val_loss: 0.0311588 | Time: 3578.68 ms
[2022-04-18 08:37:11	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311435 | val_loss: 0.0311564 | Time: 3387.05 ms
[2022-04-18 08:37:15	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031143 | val_loss: 0.0311575 | Time: 4665.17 ms
[2022-04-18 08:37:19	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311422 | val_loss: 0.0311566 | Time: 3404.58 ms
[2022-04-18 08:37:22	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311415 | val_loss: 0.0311576 | Time: 3391.73 ms
[2022-04-18 08:37:27	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311407 | val_loss: 0.0311581 | Time: 4973.48 ms
[2022-04-18 08:37:31	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311408 | val_loss: 0.0311609 | Time: 3534.94 ms
[2022-04-18 08:37:34	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311444 | val_loss: 0.0311593 | Time: 3651.29 ms
[2022-04-18 08:37:39	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311419 | val_loss: 0.0311603 | Time: 4467.25 ms
[2022-04-18 08:37:42	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311434 | val_loss: 0.0311602 | Time: 3333.93 ms
[2022-04-18 08:37:46	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311428 | val_loss: 0.0311592 | Time: 3725.55 ms
[2022-04-18 08:37:50	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311406 | val_loss: 0.0311591 | Time: 4298.01 ms
[2022-04-18 08:37:53	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.031142 | val_loss: 0.0311578 | Time: 3245.91 ms
[2022-04-18 08:37:57	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311405 | val_loss: 0.0311594 | Time: 3289.23 ms
[2022-04-18 08:38:00	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311408 | val_loss: 0.0311601 | Time: 3536.81 ms
[2022-04-18 08:38:05	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311408 | val_loss: 0.0311598 | Time: 4427.12 ms
[2022-04-18 08:38:08	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.03114 | val_loss: 0.0311606 | Time: 3378.19 ms
[2022-04-18 08:38:11	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311389 | val_loss: 0.0311599 | Time: 3334.4 ms
[2022-04-18 08:38:16	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311394 | val_loss: 0.0311602 | Time: 4422.24 ms
[2022-04-18 08:38:19	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311373 | val_loss: 0.031159 | Time: 3273.34 ms
[2022-04-18 08:38:22	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311377 | val_loss: 0.0311571 | Time: 3225.41 ms
[2022-04-18 08:38:27	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311368 | val_loss: 0.0311588 | Time: 4416.17 ms
[2022-04-18 08:38:30	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311386 | val_loss: 0.0311555 | Time: 3249.93 ms
[2022-04-18 08:38:33	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311389 | val_loss: 0.0311561 | Time: 3592.11 ms
[2022-04-18 08:38:38	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311378 | val_loss: 0.0311564 | Time: 4246.24 ms
[2022-04-18 08:38:41	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031139 | val_loss: 0.0311565 | Time: 3095.77 ms
[2022-04-18 08:38:44	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311409 | val_loss: 0.0311555 | Time: 3217.04 ms
[2022-04-18 08:38:48	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311417 | val_loss: 0.0311587 | Time: 3952.63 ms
[2022-04-18 08:38:51	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311401 | val_loss: 0.0311597 | Time: 3186.07 ms
[2022-04-18 08:38:55	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311375 | val_loss: 0.0311588 | Time: 3434.07 ms
[2022-04-18 08:38:59	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031137 | val_loss: 0.0311575 | Time: 4162.04 ms
[2022-04-18 08:39:02	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311369 | val_loss: 0.0311568 | Time: 3276.25 ms
[2022-04-18 08:39:06	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311362 | val_loss: 0.0311596 | Time: 3543.52 ms
[2022-04-18 08:39:10	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311365 | val_loss: 0.0311646 | Time: 4059.72 ms
[2022-04-18 08:39:13	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311373 | val_loss: 0.0311627 | Time: 3075.7 ms
[2022-04-18 08:39:16	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311366 | val_loss: 0.0311575 | Time: 3099.94 ms
[2022-04-18 08:39:19	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031137 | val_loss: 0.0311601 | Time: 3228.52 ms
[2022-04-18 08:39:23	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031136 | val_loss: 0.0311605 | Time: 4299.76 ms
[2022-04-18 08:39:27	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031136 | val_loss: 0.0311606 | Time: 3183.62 ms
[2022-04-18 08:39:30	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311368 | val_loss: 0.0311601 | Time: 3468.87 ms
[2022-04-18 08:39:34	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311374 | val_loss: 0.0311598 | Time: 4038.05 ms
[2022-04-18 08:39:37	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311385 | val_loss: 0.0311606 | Time: 3208.41 ms
[2022-04-18 08:39:41	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311372 | val_loss: 0.0311669 | Time: 3406.01 ms
[2022-04-18 08:39:45	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311425 | val_loss: 0.0311557 | Time: 3902.35 ms
[2022-04-18 08:39:48	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.031144 | val_loss: 0.0311567 | Time: 3180.58 ms
[2022-04-18 08:39:51	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031142 | val_loss: 0.031158 | Time: 3665.16 ms
[2022-04-18 08:39:55	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311413 | val_loss: 0.0311593 | Time: 3830.13 ms
[2022-04-18 08:39:59	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311407 | val_loss: 0.0311603 | Time: 3195.7 ms
[2022-04-18 08:40:02	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311386 | val_loss: 0.0311584 | Time: 3943.04 ms
[2022-04-18 08:40:06	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311383 | val_loss: 0.0311587 | Time: 3762.83 ms
[2022-04-18 08:40:09	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311391 | val_loss: 0.0311571 | Time: 3174.19 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2080 SUPER)
[2022-04-18 08:43:12	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-18 08:43:12	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-18 08:43:12	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-18 08:43:12	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-18 08:43:12	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-18 08:43:12	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-18 08:43:12	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-18 08:43:12	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-18 08:43:12	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-18 08:43:12	                main:474]	:	INFO	:	Configuration: 
[2022-04-18 08:43:12	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-18 08:43:12	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-18 08:43:12	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-18 08:43:12	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-18 08:43:12	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-18 08:43:12	                main:480]	:	INFO	:	    Patience: 10
[2022-04-18 08:43:12	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-18 08:43:12	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-18 08:43:12	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-18 08:43:12	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-18 08:43:12	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-18 08:43:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-18 08:43:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-18 08:43:13	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-18 08:43:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-18 08:43:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-18 08:43:13	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-18 08:43:13	                main:494]	:	INFO	:	Creating Model
[2022-04-18 08:43:13	                main:507]	:	INFO	:	Preparing config file
[2022-04-18 08:43:13	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-18 08:43:13	                main:512]	:	INFO	:	Loading config
[2022-04-18 08:43:13	                main:514]	:	INFO	:	Loading state
[2022-04-18 08:43:14	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-18 08:43:14	                main:562]	:	INFO	:	Starting Training
[2022-04-18 08:43:18	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0312261 | val_loss: 0.0311636 | Time: 3808.62 ms
[2022-04-18 08:43:21	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311492 | val_loss: 0.0311619 | Time: 3369.93 ms
[2022-04-18 08:43:26	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031144 | val_loss: 0.0311583 | Time: 4616.48 ms
[2022-04-18 08:43:29	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031141 | val_loss: 0.0311575 | Time: 3355.88 ms
[2022-04-18 08:43:33	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031141 | val_loss: 0.0311608 | Time: 3275.15 ms
[2022-04-18 08:43:36	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311401 | val_loss: 0.0311596 | Time: 3313.87 ms
[2022-04-18 08:43:40	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311381 | val_loss: 0.0311579 | Time: 4311.48 ms
[2022-04-18 08:43:44	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311371 | val_loss: 0.0311552 | Time: 3435.11 ms
[2022-04-18 08:43:47	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311366 | val_loss: 0.0311558 | Time: 3373.81 ms
[2022-04-18 08:43:52	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311376 | val_loss: 0.0311594 | Time: 4417.91 ms
[2022-04-18 08:43:55	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311365 | val_loss: 0.0311575 | Time: 3291.86 ms
[2022-04-18 08:43:58	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311372 | val_loss: 0.0311601 | Time: 3371.18 ms
[2022-04-18 08:44:03	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031148 | val_loss: 0.0311571 | Time: 4593.06 ms
[2022-04-18 08:44:06	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311466 | val_loss: 0.0311591 | Time: 3364.4 ms
[2022-04-18 08:44:10	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311442 | val_loss: 0.0311564 | Time: 3366.93 ms
[2022-04-18 08:44:14	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311433 | val_loss: 0.031159 | Time: 4394.91 ms
[2022-04-18 08:44:17	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311419 | val_loss: 0.0311578 | Time: 3286.8 ms
[2022-04-18 08:44:21	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311396 | val_loss: 0.0311561 | Time: 3428.07 ms
[2022-04-18 08:44:25	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311393 | val_loss: 0.0311548 | Time: 4326.97 ms
[2022-04-18 08:44:28	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311427 | val_loss: 0.0311591 | Time: 3315.33 ms
[2022-04-18 08:44:32	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311424 | val_loss: 0.0311548 | Time: 3641.35 ms
[2022-04-18 08:44:36	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.03114 | val_loss: 0.0311527 | Time: 4072.44 ms
[2022-04-18 08:44:40	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311406 | val_loss: 0.0311687 | Time: 3514.13 ms
[2022-04-18 08:44:44	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311432 | val_loss: 0.0311605 | Time: 4155.71 ms
[2022-04-18 08:44:48	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311401 | val_loss: 0.0311604 | Time: 4342.2 ms
[2022-04-18 08:44:52	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311382 | val_loss: 0.0311584 | Time: 3363.4 ms
[2022-04-18 08:44:55	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311376 | val_loss: 0.0311581 | Time: 3449.27 ms
[2022-04-18 08:44:59	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311365 | val_loss: 0.031159 | Time: 4076.02 ms
[2022-04-18 08:45:03	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311354 | val_loss: 0.0311572 | Time: 4325.74 ms
[2022-04-18 08:45:07	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311355 | val_loss: 0.0311558 | Time: 3410.75 ms
[2022-04-18 08:45:11	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311356 | val_loss: 0.0311592 | Time: 3860.29 ms
[2022-04-18 08:45:15	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311375 | val_loss: 0.0311559 | Time: 4404.84 ms
[2022-04-18 08:45:18	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311378 | val_loss: 0.0311613 | Time: 3394.07 ms
[2022-04-18 08:45:22	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031138 | val_loss: 0.0311562 | Time: 3821.6 ms
[2022-04-18 08:45:27	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311364 | val_loss: 0.031158 | Time: 4311.27 ms
[2022-04-18 08:45:30	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311362 | val_loss: 0.0311618 | Time: 3423.56 ms
[2022-04-18 08:45:34	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311414 | val_loss: 0.0311573 | Time: 4163.33 ms
[2022-04-18 08:45:38	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311401 | val_loss: 0.0311537 | Time: 4106.49 ms
[2022-04-18 08:45:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311368 | val_loss: 0.0311576 | Time: 3447.72 ms
[2022-04-18 08:45:46	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311348 | val_loss: 0.0311551 | Time: 4024.63 ms
[2022-04-18 08:45:50	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311353 | val_loss: 0.0311553 | Time: 4214.71 ms
[2022-04-18 08:45:54	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311349 | val_loss: 0.0311556 | Time: 3579.06 ms
[2022-04-18 08:45:58	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311355 | val_loss: 0.0311526 | Time: 4010.38 ms
[2022-04-18 08:46:02	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311352 | val_loss: 0.0311542 | Time: 4347.16 ms
[2022-04-18 08:46:05	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031136 | val_loss: 0.0311567 | Time: 3459.31 ms
[2022-04-18 08:46:09	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311338 | val_loss: 0.0311573 | Time: 4083.29 ms
[2022-04-18 08:46:14	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311325 | val_loss: 0.0311566 | Time: 4264.95 ms
[2022-04-18 08:46:17	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311327 | val_loss: 0.0311544 | Time: 3385.86 ms
[2022-04-18 08:46:21	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311337 | val_loss: 0.0311556 | Time: 3399.7 ms
[2022-04-18 08:46:24	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311343 | val_loss: 0.0311548 | Time: 3481.5 ms
[2022-04-18 08:46:29	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311367 | val_loss: 0.0311536 | Time: 4697.76 ms
[2022-04-18 08:46:32	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311374 | val_loss: 0.0311559 | Time: 3428.12 ms
[2022-04-18 08:46:36	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311401 | val_loss: 0.0311589 | Time: 3478.76 ms
[2022-04-18 08:46:41	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311359 | val_loss: 0.0311573 | Time: 4989.88 ms
[2022-04-18 08:46:44	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311396 | val_loss: 0.0311603 | Time: 3428.95 ms
[2022-04-18 08:46:48	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311424 | val_loss: 0.0311545 | Time: 3785.59 ms
[2022-04-18 08:46:52	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311391 | val_loss: 0.0311572 | Time: 4402.99 ms
[2022-04-18 08:46:56	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.031138 | val_loss: 0.0311595 | Time: 3459.67 ms
[2022-04-18 08:47:00	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311388 | val_loss: 0.0311542 | Time: 3882.61 ms
[2022-04-18 08:47:04	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311363 | val_loss: 0.0311588 | Time: 4537.39 ms
[2022-04-18 08:47:08	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311353 | val_loss: 0.0311518 | Time: 3403.96 ms
[2022-04-18 08:47:11	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311347 | val_loss: 0.0311554 | Time: 3428.53 ms
[2022-04-18 08:47:16	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311339 | val_loss: 0.0311552 | Time: 4735 ms
[2022-04-18 08:47:19	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311347 | val_loss: 0.0311539 | Time: 3425.26 ms
[2022-04-18 08:47:23	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311343 | val_loss: 0.0311542 | Time: 3766.81 ms
[2022-04-18 08:47:28	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311375 | val_loss: 0.031151 | Time: 4556.59 ms
[2022-04-18 08:47:31	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311358 | val_loss: 0.0311522 | Time: 3472.63 ms
[2022-04-18 08:47:35	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311359 | val_loss: 0.0311528 | Time: 4019.51 ms
[2022-04-18 08:47:39	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311354 | val_loss: 0.0311528 | Time: 4295.31 ms
[2022-04-18 08:47:43	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311371 | val_loss: 0.0311568 | Time: 3477.85 ms
[2022-04-18 08:47:46	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311365 | val_loss: 0.0311571 | Time: 3478.67 ms
[2022-04-18 08:48:00	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031134 | val_loss: 0.0311554 | Time: 13689.5 ms
[2022-04-18 08:48:05	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311339 | val_loss: 0.0311526 | Time: 4671.41 ms
[2022-04-18 08:48:08	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311345 | val_loss: 0.0311575 | Time: 3606.93 ms
[2022-04-18 08:48:12	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311343 | val_loss: 0.0311571 | Time: 3458.72 ms
[2022-04-18 08:48:16	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311324 | val_loss: 0.0311551 | Time: 4758.25 ms
[2022-04-18 08:48:20	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311321 | val_loss: 0.031158 | Time: 3679.45 ms
[2022-04-18 08:48:24	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.031134 | val_loss: 0.0311528 | Time: 3438.99 ms
[2022-04-18 08:48:28	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311349 | val_loss: 0.031157 | Time: 4850.09 ms
[2022-04-18 08:48:32	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311365 | val_loss: 0.0311479 | Time: 3540.08 ms
[2022-04-18 08:48:35	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311345 | val_loss: 0.0311487 | Time: 3452.43 ms
[2022-04-18 08:48:40	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311342 | val_loss: 0.0311506 | Time: 4788.16 ms
[2022-04-18 08:48:44	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311316 | val_loss: 0.0311492 | Time: 3389.7 ms
[2022-04-18 08:48:47	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311332 | val_loss: 0.0311563 | Time: 3424.17 ms
[2022-04-18 08:48:52	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311359 | val_loss: 0.031155 | Time: 4696.22 ms
[2022-04-18 08:48:55	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311323 | val_loss: 0.0311545 | Time: 3521.15 ms
[2022-04-18 08:48:59	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311307 | val_loss: 0.0311516 | Time: 3445.71 ms
[2022-04-18 08:49:04	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311309 | val_loss: 0.0311525 | Time: 4975.34 ms
[2022-04-18 08:49:07	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311333 | val_loss: 0.0311515 | Time: 3392.46 ms
[2022-04-18 08:49:11	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311335 | val_loss: 0.0311516 | Time: 3396.24 ms
[2022-04-18 08:49:15	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311347 | val_loss: 0.0311609 | Time: 4772.54 ms
[2022-04-18 08:49:19	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311491 | val_loss: 0.0311568 | Time: 3385.7 ms
[2022-04-18 08:49:22	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311471 | val_loss: 0.0311603 | Time: 3291.83 ms
[2022-04-18 08:49:25	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311429 | val_loss: 0.0311563 | Time: 3461.5 ms
[2022-04-18 08:49:30	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311424 | val_loss: 0.0311584 | Time: 4767.2 ms
[2022-04-18 08:49:34	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311418 | val_loss: 0.0311533 | Time: 3463.91 ms
[2022-04-18 08:49:37	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031142 | val_loss: 0.0311561 | Time: 3438.56 ms
[2022-04-18 08:49:42	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311422 | val_loss: 0.0311536 | Time: 4729.64 ms
[2022-04-18 08:49:45	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311427 | val_loss: 0.031154 | Time: 3573.21 ms
[2022-04-18 08:49:49	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311411 | val_loss: 0.0311579 | Time: 3467.39 ms
[2022-04-18 08:49:54	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311412 | val_loss: 0.0311545 | Time: 4616.99 ms
[2022-04-18 08:49:57	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311398 | val_loss: 0.0311537 | Time: 3512.11 ms
[2022-04-18 08:50:01	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311428 | val_loss: 0.0311533 | Time: 3468.85 ms
[2022-04-18 08:50:05	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311415 | val_loss: 0.0311534 | Time: 4423.82 ms
[2022-04-18 08:50:09	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031139 | val_loss: 0.0311531 | Time: 3750.06 ms
[2022-04-18 08:50:12	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311387 | val_loss: 0.0311537 | Time: 3385.53 ms
[2022-04-18 08:50:17	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311408 | val_loss: 0.0311565 | Time: 4535.54 ms
[2022-04-18 08:50:20	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311382 | val_loss: 0.0311549 | Time: 3404.71 ms
[2022-04-18 08:50:23	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311383 | val_loss: 0.0311599 | Time: 3283.03 ms
[2022-04-18 08:50:28	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311359 | val_loss: 0.0311542 | Time: 4512.35 ms
[2022-04-18 08:50:31	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031135 | val_loss: 0.0311553 | Time: 3248.78 ms
[2022-04-18 08:50:34	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311349 | val_loss: 0.0311546 | Time: 3314.89 ms
[2022-04-18 08:50:39	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311341 | val_loss: 0.0311541 | Time: 4708.83 ms
[2022-04-18 08:50:42	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311345 | val_loss: 0.031159 | Time: 3254.7 ms
[2022-04-18 08:50:46	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031135 | val_loss: 0.0311556 | Time: 3235.8 ms
[2022-04-18 08:50:49	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311335 | val_loss: 0.0311597 | Time: 3358.79 ms
[2022-04-18 08:50:54	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311346 | val_loss: 0.0311529 | Time: 4691.62 ms
[2022-04-18 08:50:57	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311339 | val_loss: 0.0311623 | Time: 3365.95 ms
[2022-04-18 08:51:01	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031134 | val_loss: 0.0311561 | Time: 3468.7 ms
[2022-04-18 08:51:05	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311333 | val_loss: 0.0311548 | Time: 4420.54 ms
[2022-04-18 08:51:09	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.031133 | val_loss: 0.0311587 | Time: 3602.42 ms
[2022-04-18 08:51:12	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311351 | val_loss: 0.0311542 | Time: 3443.25 ms
[2022-04-18 08:51:16	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311329 | val_loss: 0.0311562 | Time: 4484.17 ms
[2022-04-18 08:51:20	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311376 | val_loss: 0.0311596 | Time: 3565.83 ms
[2022-04-18 08:51:23	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311381 | val_loss: 0.0311584 | Time: 3392.6 ms
[2022-04-18 08:51:28	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311344 | val_loss: 0.0311562 | Time: 4580.27 ms
[2022-04-18 08:51:31	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311316 | val_loss: 0.0311581 | Time: 3368.75 ms
[2022-04-18 08:51:35	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031131 | val_loss: 0.0311524 | Time: 3371.9 ms
[2022-04-18 08:51:39	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311302 | val_loss: 0.0311567 | Time: 4585.83 ms
[2022-04-18 08:51:43	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311316 | val_loss: 0.0311544 | Time: 3389.41 ms
[2022-04-18 08:51:46	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311321 | val_loss: 0.0311546 | Time: 3356.74 ms
[2022-04-18 08:51:51	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311296 | val_loss: 0.0311518 | Time: 4577.32 ms
[2022-04-18 08:51:54	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311287 | val_loss: 0.0311532 | Time: 3428.64 ms
[2022-04-18 08:51:57	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311306 | val_loss: 0.0311552 | Time: 3371.43 ms
[2022-04-18 08:52:02	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311331 | val_loss: 0.0311567 | Time: 4862.08 ms
[2022-04-18 08:52:06	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311314 | val_loss: 0.0311551 | Time: 3322.88 ms
[2022-04-18 08:52:09	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.03113 | val_loss: 0.0311562 | Time: 3298.97 ms
[2022-04-18 08:52:12	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311306 | val_loss: 0.0311566 | Time: 3475.56 ms
[2022-04-18 08:52:17	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311334 | val_loss: 0.0311562 | Time: 4565.77 ms
[2022-04-18 08:52:20	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311366 | val_loss: 0.0311544 | Time: 3415.44 ms
[2022-04-18 08:52:24	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311361 | val_loss: 0.0311534 | Time: 3404.12 ms
[2022-04-18 08:52:28	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311361 | val_loss: 0.0311523 | Time: 4620.29 ms
[2022-04-18 08:52:32	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031133 | val_loss: 0.0311536 | Time: 3339.65 ms
[2022-04-18 08:52:36	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311334 | val_loss: 0.0311506 | Time: 3719.33 ms
[2022-04-18 08:52:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311325 | val_loss: 0.0311546 | Time: 4388.58 ms
[2022-04-18 08:52:43	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311315 | val_loss: 0.0311527 | Time: 3357.95 ms
[2022-04-18 08:52:47	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311329 | val_loss: 0.031154 | Time: 4131.85 ms
[2022-04-18 08:52:51	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311319 | val_loss: 0.0311534 | Time: 3918.7 ms
[2022-04-18 08:52:55	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311318 | val_loss: 0.0311565 | Time: 3304.77 ms
[2022-04-18 08:52:59	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311303 | val_loss: 0.0311523 | Time: 4150.7 ms
[2022-04-18 08:53:03	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311285 | val_loss: 0.0311541 | Time: 4057.51 ms
[2022-04-18 08:53:06	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311303 | val_loss: 0.0311574 | Time: 3311.78 ms
[2022-04-18 08:53:10	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311337 | val_loss: 0.0311565 | Time: 4053.7 ms
[2022-04-18 08:53:14	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311337 | val_loss: 0.0311553 | Time: 3969.43 ms
[2022-04-18 08:53:18	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311373 | val_loss: 0.0311563 | Time: 3359.1 ms
[2022-04-18 08:53:22	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311355 | val_loss: 0.031153 | Time: 4014.67 ms
[2022-04-18 08:53:26	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311326 | val_loss: 0.0311522 | Time: 3946.03 ms
[2022-04-18 08:53:29	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311306 | val_loss: 0.0311559 | Time: 3223.46 ms
[2022-04-18 08:53:32	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311316 | val_loss: 0.0311512 | Time: 3602.69 ms
[2022-04-18 08:53:36	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311328 | val_loss: 0.031152 | Time: 4009.42 ms
[2022-04-18 08:53:40	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311321 | val_loss: 0.0311481 | Time: 3119.3 ms
[2022-04-18 08:53:43	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311303 | val_loss: 0.0311489 | Time: 3304.52 ms
[2022-04-18 08:53:46	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.031131 | val_loss: 0.0311486 | Time: 3332.59 ms
[2022-04-18 08:53:51	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311309 | val_loss: 0.0311583 | Time: 4414.62 ms
[2022-04-18 08:53:54	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311355 | val_loss: 0.0311547 | Time: 3381.25 ms
[2022-04-18 08:53:57	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311326 | val_loss: 0.0311542 | Time: 3362.3 ms
[2022-04-18 08:54:02	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311295 | val_loss: 0.0311514 | Time: 4586.12 ms
[2022-04-18 08:54:05	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311303 | val_loss: 0.0311521 | Time: 3527.23 ms
[2022-04-18 08:54:09	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311325 | val_loss: 0.0311514 | Time: 3347.54 ms
[2022-04-18 08:54:13	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311362 | val_loss: 0.0311546 | Time: 4501.61 ms
[2022-04-18 08:54:17	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311383 | val_loss: 0.0311521 | Time: 3601.06 ms
[2022-04-18 08:54:20	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311351 | val_loss: 0.0311576 | Time: 3320.56 ms
[2022-04-18 08:54:25	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311328 | val_loss: 0.0311543 | Time: 4420.39 ms
[2022-04-18 08:54:28	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311321 | val_loss: 0.0311514 | Time: 3569.79 ms
[2022-04-18 08:54:32	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311312 | val_loss: 0.0311541 | Time: 3312.37 ms
[2022-04-18 08:54:36	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311307 | val_loss: 0.0311531 | Time: 4410.02 ms
[2022-04-18 08:54:40	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311299 | val_loss: 0.0311503 | Time: 3613.08 ms
[2022-04-18 08:54:43	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311291 | val_loss: 0.0311502 | Time: 3332.77 ms
[2022-04-18 08:54:47	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311285 | val_loss: 0.0311489 | Time: 4520.45 ms
[2022-04-18 08:54:51	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311293 | val_loss: 0.0311502 | Time: 3441.13 ms
[2022-04-18 08:54:54	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311287 | val_loss: 0.0311491 | Time: 3346.73 ms
[2022-04-18 08:54:59	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031129 | val_loss: 0.031147 | Time: 4593.7 ms
[2022-04-18 08:55:02	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311327 | val_loss: 0.0311569 | Time: 3497.36 ms
[2022-04-18 08:55:06	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311339 | val_loss: 0.0311543 | Time: 3237.1 ms
[2022-04-18 08:55:09	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311329 | val_loss: 0.0311527 | Time: 3396.07 ms
[2022-04-18 08:55:13	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311325 | val_loss: 0.031156 | Time: 3935.14 ms
[2022-04-18 08:55:17	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311363 | val_loss: 0.0311517 | Time: 3943.92 ms
[2022-04-18 08:55:20	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311383 | val_loss: 0.0311558 | Time: 3358.54 ms
[2022-04-18 08:55:24	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311429 | val_loss: 0.031152 | Time: 3906.34 ms
[2022-04-18 08:55:28	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311459 | val_loss: 0.0311634 | Time: 4040.7 ms
[2022-04-18 08:55:31	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311619 | val_loss: 0.0311656 | Time: 3303.71 ms
[2022-04-18 08:55:35	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031167 | val_loss: 0.0311691 | Time: 3767.97 ms
[2022-04-18 08:55:40	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311724 | val_loss: 0.0311695 | Time: 4338.35 ms
[2022-04-18 08:55:43	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311709 | val_loss: 0.0311672 | Time: 3493.32 ms
[2022-04-18 08:55:48	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311688 | val_loss: 0.0311648 | Time: 4544.77 ms
[2022-04-18 08:55:52	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311676 | val_loss: 0.031166 | Time: 4220.88 ms
[2022-04-18 08:55:55	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311661 | val_loss: 0.0311628 | Time: 3468.8 ms
[2022-04-18 08:56:00	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311637 | val_loss: 0.0311617 | Time: 4355.75 ms
[2022-04-18 08:56:04	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311647 | val_loss: 0.0311662 | Time: 3841.57 ms
[2022-04-18 08:56:07	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311622 | val_loss: 0.0311635 | Time: 3315.93 ms
[2022-04-18 08:56:11	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311597 | val_loss: 0.0311684 | Time: 4385.76 ms
[2022-04-18 08:56:15	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311577 | val_loss: 0.0311646 | Time: 3462.85 ms
[2022-04-18 08:56:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311562 | val_loss: 0.0311634 | Time: 3327.76 ms
[2022-04-18 08:56:23	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311557 | val_loss: 0.031163 | Time: 4494.78 ms
[2022-04-18 08:56:26	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311549 | val_loss: 0.0311635 | Time: 3279.19 ms
[2022-04-18 08:56:29	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031155 | val_loss: 0.0311622 | Time: 3188.79 ms
[2022-04-18 08:56:32	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.031155 | val_loss: 0.0311627 | Time: 3222.9 ms
[2022-04-18 08:56:36	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311547 | val_loss: 0.0311611 | Time: 3842.71 ms
[2022-04-18 08:56:40	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311556 | val_loss: 0.0311644 | Time: 3782.72 ms
[2022-04-18 08:56:43	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311545 | val_loss: 0.0311603 | Time: 3236.78 ms
[2022-04-18 08:56:47	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031156 | val_loss: 0.0311601 | Time: 4006.8 ms
[2022-04-18 08:56:51	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311549 | val_loss: 0.0311628 | Time: 3532.31 ms
[2022-04-18 08:56:54	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311564 | val_loss: 0.0311684 | Time: 3200.17 ms
[2022-04-18 08:56:58	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311568 | val_loss: 0.0311639 | Time: 4013.59 ms
[2022-04-18 08:57:02	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311582 | val_loss: 0.0311664 | Time: 3611.28 ms
[2022-04-18 08:57:05	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311683 | val_loss: 0.0311694 | Time: 3182.93 ms
[2022-04-18 08:57:09	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311554 | val_loss: 0.0311596 | Time: 4194.75 ms
[2022-04-18 08:57:12	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311542 | val_loss: 0.031166 | Time: 3147.5 ms
[2022-04-18 08:57:15	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311518 | val_loss: 0.0311609 | Time: 3110.56 ms
[2022-04-18 08:57:19	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311509 | val_loss: 0.0311623 | Time: 4165.69 ms
[2022-04-18 08:57:23	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311512 | val_loss: 0.0311606 | Time: 3313.69 ms
[2022-04-18 08:57:26	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311543 | val_loss: 0.0311601 | Time: 3057.1 ms
[2022-04-18 08:57:30	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311539 | val_loss: 0.0311599 | Time: 4196.4 ms
[2022-04-18 08:57:33	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311519 | val_loss: 0.0311631 | Time: 3335.71 ms
[2022-04-18 08:57:36	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311529 | val_loss: 0.0311601 | Time: 3021.88 ms
[2022-04-18 08:57:40	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311522 | val_loss: 0.0311595 | Time: 3951.83 ms
[2022-04-18 08:57:43	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311515 | val_loss: 0.0311601 | Time: 3183.46 ms
[2022-04-18 08:57:46	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311511 | val_loss: 0.0311616 | Time: 2936.63 ms
[2022-04-18 08:57:49	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311511 | val_loss: 0.031163 | Time: 3049.28 ms
[2022-04-18 08:57:53	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311497 | val_loss: 0.0311619 | Time: 3545.33 ms
[2022-04-18 08:57:57	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311489 | val_loss: 0.0311635 | Time: 3663.73 ms
[2022-04-18 08:58:00	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311483 | val_loss: 0.0311602 | Time: 3130.68 ms
[2022-04-18 08:58:03	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311495 | val_loss: 0.0311596 | Time: 3644.21 ms
[2022-04-18 08:58:07	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311482 | val_loss: 0.0311597 | Time: 3927.08 ms
[2022-04-18 08:58:10	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311481 | val_loss: 0.0311583 | Time: 2996.41 ms
[2022-04-18 08:58:14	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311485 | val_loss: 0.0311604 | Time: 3391.73 ms
[2022-04-18 08:58:18	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311469 | val_loss: 0.0311593 | Time: 3767.84 ms
[2022-04-18 08:58:21	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311469 | val_loss: 0.0311607 | Time: 3067.49 ms
[2022-04-18 08:58:24	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311513 | val_loss: 0.031165 | Time: 3303.8 ms
[2022-04-18 08:58:28	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.03115 | val_loss: 0.0311634 | Time: 3915.98 ms
[2022-04-18 08:58:31	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311484 | val_loss: 0.03116 | Time: 3004.92 ms
[2022-04-18 08:58:34	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311501 | val_loss: 0.03116 | Time: 3206.53 ms
[2022-04-18 08:58:38	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311478 | val_loss: 0.0311642 | Time: 3922.33 ms
[2022-04-18 08:58:41	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311486 | val_loss: 0.0311608 | Time: 3165.89 ms
[2022-04-18 08:58:45	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311482 | val_loss: 0.0311602 | Time: 3457.24 ms
[2022-04-18 08:58:49	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.031148 | val_loss: 0.0311595 | Time: 4173.1 ms
[2022-04-18 08:58:52	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311463 | val_loss: 0.0311589 | Time: 3098.64 ms
[2022-04-18 08:58:55	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311463 | val_loss: 0.0311622 | Time: 3374.97 ms
[2022-04-18 08:58:59	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311463 | val_loss: 0.0311609 | Time: 3973.55 ms
[2022-04-18 08:59:02	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311483 | val_loss: 0.0311684 | Time: 3252.31 ms
[2022-04-18 08:59:06	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311503 | val_loss: 0.0311584 | Time: 3539.74 ms
[2022-04-18 08:59:10	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311576 | val_loss: 0.0311593 | Time: 4108.81 ms
[2022-04-18 08:59:13	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311593 | val_loss: 0.0311621 | Time: 3205.75 ms
[2022-04-18 08:59:17	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311575 | val_loss: 0.0311608 | Time: 3181.71 ms
[2022-04-18 08:59:20	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031152 | val_loss: 0.0311629 | Time: 3263.72 ms
[2022-04-18 08:59:24	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311518 | val_loss: 0.0311594 | Time: 4118.05 ms
[2022-04-18 08:59:27	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311497 | val_loss: 0.0311593 | Time: 3280.89 ms
[2022-04-18 08:59:30	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311487 | val_loss: 0.0311648 | Time: 3258.56 ms
[2022-04-18 08:59:35	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311525 | val_loss: 0.0311604 | Time: 4222.34 ms
[2022-04-18 08:59:38	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311505 | val_loss: 0.0311588 | Time: 3102.72 ms
[2022-04-18 08:59:41	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311524 | val_loss: 0.0311602 | Time: 3142.32 ms
[2022-04-18 08:59:45	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311566 | val_loss: 0.0311607 | Time: 4241.44 ms
[2022-04-18 08:59:48	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.031154 | val_loss: 0.0311607 | Time: 3286.4 ms
[2022-04-18 08:59:52	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311515 | val_loss: 0.0311585 | Time: 3282.9 ms
[2022-04-18 08:59:56	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.03115 | val_loss: 0.0311585 | Time: 4140.95 ms
[2022-04-18 08:59:59	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311505 | val_loss: 0.0311571 | Time: 3090.06 ms
[2022-04-18 09:00:02	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311509 | val_loss: 0.0311638 | Time: 3388.87 ms
[2022-04-18 09:00:07	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031154 | val_loss: 0.0311671 | Time: 4428.89 ms
[2022-04-18 09:00:10	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031159 | val_loss: 0.031168 | Time: 3407.7 ms
[2022-04-18 09:00:14	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311542 | val_loss: 0.0311655 | Time: 3325.89 ms
[2022-04-18 09:00:18	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311515 | val_loss: 0.0311619 | Time: 4569.74 ms
[2022-04-18 09:00:21	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311492 | val_loss: 0.0311623 | Time: 3250.21 ms
[2022-04-18 09:00:25	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311469 | val_loss: 0.0311633 | Time: 3261.46 ms
[2022-04-18 09:00:29	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311468 | val_loss: 0.0311613 | Time: 4295.7 ms
[2022-04-18 09:00:32	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311449 | val_loss: 0.0311642 | Time: 3268.25 ms
[2022-04-18 09:00:35	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311465 | val_loss: 0.0311622 | Time: 3165.04 ms
[2022-04-18 09:00:39	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311473 | val_loss: 0.0311596 | Time: 3276.21 ms
[2022-04-18 09:00:43	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311467 | val_loss: 0.0311567 | Time: 4292.96 ms
[2022-04-18 09:00:46	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311467 | val_loss: 0.0311568 | Time: 3330.36 ms
[2022-04-18 09:00:50	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311443 | val_loss: 0.0311579 | Time: 3525.3 ms
[2022-04-18 09:00:54	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311427 | val_loss: 0.0311646 | Time: 4484.79 ms
[2022-04-18 09:00:58	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311538 | val_loss: 0.0311601 | Time: 3269.92 ms
[2022-04-18 09:01:01	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311552 | val_loss: 0.031159 | Time: 3552.7 ms
[2022-04-18 09:01:06	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311522 | val_loss: 0.0311569 | Time: 4426.44 ms
[2022-04-18 09:01:09	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311533 | val_loss: 0.0311579 | Time: 3292.39 ms
[2022-04-18 09:01:13	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311521 | val_loss: 0.0311571 | Time: 3750.32 ms
[2022-04-18 09:01:17	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311509 | val_loss: 0.0311577 | Time: 4229.02 ms
[2022-04-18 09:01:20	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.03115 | val_loss: 0.0311587 | Time: 3187.97 ms
[2022-04-18 09:01:24	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311492 | val_loss: 0.0311588 | Time: 3721.35 ms
[2022-04-18 09:01:28	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031148 | val_loss: 0.0311571 | Time: 3970.22 ms
[2022-04-18 09:01:31	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311475 | val_loss: 0.0311594 | Time: 3306.12 ms
[2022-04-18 09:01:35	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311458 | val_loss: 0.0311587 | Time: 3828.18 ms
[2022-04-18 09:01:39	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311447 | val_loss: 0.0311575 | Time: 3793.77 ms
[2022-04-18 09:01:42	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311443 | val_loss: 0.0311614 | Time: 3252.01 ms
[2022-04-18 09:01:46	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311448 | val_loss: 0.0311595 | Time: 3752.84 ms
[2022-04-18 09:01:50	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311448 | val_loss: 0.031161 | Time: 3847.79 ms
[2022-04-18 09:01:53	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311435 | val_loss: 0.0311608 | Time: 3220.26 ms
[2022-04-18 09:01:57	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311439 | val_loss: 0.0311623 | Time: 3778.7 ms
[2022-04-18 09:02:01	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311449 | val_loss: 0.0311588 | Time: 4141.62 ms
[2022-04-18 09:02:04	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031146 | val_loss: 0.0311651 | Time: 3193.86 ms
[2022-04-18 09:02:07	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311434 | val_loss: 0.0311639 | Time: 3156.52 ms
[2022-04-18 09:02:11	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311419 | val_loss: 0.0311584 | Time: 3602.58 ms
[2022-04-18 09:02:15	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311424 | val_loss: 0.0311589 | Time: 3953.12 ms
[2022-04-18 09:02:18	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311409 | val_loss: 0.0311584 | Time: 3255.46 ms
[2022-04-18 09:02:22	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311405 | val_loss: 0.0311593 | Time: 3735.88 ms
[2022-04-18 09:02:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311403 | val_loss: 0.0311615 | Time: 3843.3 ms
[2022-04-18 09:02:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311396 | val_loss: 0.0311607 | Time: 3246.41 ms
[2022-04-18 09:02:33	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031139 | val_loss: 0.0311607 | Time: 3824.9 ms
[2022-04-18 09:02:36	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311391 | val_loss: 0.0311589 | Time: 3775.14 ms
[2022-04-18 09:02:40	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311422 | val_loss: 0.0311573 | Time: 3210.32 ms
[2022-04-18 09:02:43	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311417 | val_loss: 0.0311585 | Time: 3915.64 ms
[2022-04-18 09:02:47	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311397 | val_loss: 0.0311564 | Time: 3632.78 ms
[2022-04-18 09:02:50	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311399 | val_loss: 0.0311597 | Time: 3214.94 ms
[2022-04-18 09:02:54	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311414 | val_loss: 0.0311603 | Time: 3872.27 ms
[2022-04-18 09:02:58	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311371 | val_loss: 0.0311605 | Time: 3789.78 ms
[2022-04-18 09:03:11	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311393 | val_loss: 0.0311585 | Time: 13258.3 ms
[2022-04-18 09:03:15	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311378 | val_loss: 0.031158 | Time: 3676.93 ms
[2022-04-18 09:03:19	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311392 | val_loss: 0.0311637 | Time: 3988.68 ms
[2022-04-18 09:03:22	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311441 | val_loss: 0.0311642 | Time: 3202.88 ms
[2022-04-18 09:03:26	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031144 | val_loss: 0.0311589 | Time: 3752.79 ms
[2022-04-18 09:03:30	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311415 | val_loss: 0.0311583 | Time: 3900.57 ms
[2022-04-18 09:03:33	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031142 | val_loss: 0.0311548 | Time: 3151.36 ms
[2022-04-18 09:03:36	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311416 | val_loss: 0.0311567 | Time: 3178.83 ms
[2022-04-18 09:03:40	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311411 | val_loss: 0.0311543 | Time: 3508.51 ms
[2022-04-18 09:03:44	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311421 | val_loss: 0.0311554 | Time: 4151.09 ms
[2022-04-18 09:03:47	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311396 | val_loss: 0.0311532 | Time: 3251.31 ms
[2022-04-18 09:03:51	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311387 | val_loss: 0.0311561 | Time: 3604.05 ms
[2022-04-18 09:03:55	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311389 | val_loss: 0.03116 | Time: 3976.83 ms
[2022-04-18 09:03:58	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311396 | val_loss: 0.0311595 | Time: 3201.84 ms
[2022-04-18 09:04:02	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311398 | val_loss: 0.0311593 | Time: 3936.44 ms
[2022-04-18 09:04:06	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311383 | val_loss: 0.0311555 | Time: 3817.44 ms
[2022-04-18 09:04:09	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311366 | val_loss: 0.0311559 | Time: 3263.04 ms
[2022-04-18 09:04:13	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311369 | val_loss: 0.0311607 | Time: 3714.94 ms
[2022-04-18 09:04:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311345 | val_loss: 0.0311569 | Time: 4032.35 ms
[2022-04-18 09:04:20	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311351 | val_loss: 0.0311552 | Time: 3250.59 ms
[2022-04-18 09:04:24	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311341 | val_loss: 0.0311573 | Time: 3918.24 ms
[2022-04-18 09:04:28	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311357 | val_loss: 0.0311608 | Time: 3772.59 ms
[2022-04-18 09:04:31	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311367 | val_loss: 0.0311572 | Time: 3250.43 ms
[2022-04-18 09:04:35	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311367 | val_loss: 0.0311552 | Time: 3917.82 ms
[2022-04-18 09:04:38	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311354 | val_loss: 0.0311582 | Time: 3718.51 ms
[2022-04-18 09:04:42	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311344 | val_loss: 0.0311545 | Time: 3224.36 ms
[2022-04-18 09:04:46	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311334 | val_loss: 0.0311538 | Time: 3989.23 ms
[2022-04-18 09:04:49	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311328 | val_loss: 0.0311565 | Time: 3603.36 ms
[2022-04-18 09:04:53	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311325 | val_loss: 0.0311552 | Time: 3226.45 ms
[2022-04-18 09:04:57	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311314 | val_loss: 0.0311565 | Time: 4123.68 ms
[2022-04-18 09:05:00	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311318 | val_loss: 0.0311614 | Time: 3599.23 ms
[2022-04-18 09:05:03	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311337 | val_loss: 0.0311545 | Time: 3175.18 ms
[2022-04-18 09:05:07	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311349 | val_loss: 0.0311564 | Time: 3268.94 ms
[2022-04-18 09:05:11	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311349 | val_loss: 0.0311583 | Time: 3833.02 ms
[2022-04-18 09:05:14	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311332 | val_loss: 0.0311566 | Time: 3799.95 ms
[2022-04-18 09:05:18	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311323 | val_loss: 0.0311557 | Time: 3272.24 ms
[2022-04-18 09:05:22	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311328 | val_loss: 0.0311563 | Time: 3946.09 ms
[2022-04-18 09:05:25	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311325 | val_loss: 0.0311554 | Time: 3649.4 ms
[2022-04-18 09:05:29	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311321 | val_loss: 0.0311576 | Time: 3292.38 ms
[2022-04-18 09:05:33	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311342 | val_loss: 0.0311553 | Time: 4088.78 ms
[2022-04-18 09:05:36	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311368 | val_loss: 0.0311553 | Time: 3557.74 ms
[2022-04-18 09:05:39	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311359 | val_loss: 0.0311571 | Time: 3292.98 ms
[2022-04-18 09:05:44	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311361 | val_loss: 0.0311522 | Time: 4230.8 ms
[2022-04-18 09:05:47	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031134 | val_loss: 0.0311539 | Time: 3338.37 ms
[2022-04-18 09:05:50	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311407 | val_loss: 0.0311555 | Time: 3260.74 ms
[2022-04-18 09:05:55	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311478 | val_loss: 0.0311557 | Time: 4476.1 ms
[2022-04-18 09:05:58	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311454 | val_loss: 0.0311523 | Time: 3293.08 ms
[2022-04-18 09:06:01	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311426 | val_loss: 0.031154 | Time: 3309.38 ms
[2022-04-18 09:06:06	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311413 | val_loss: 0.0311544 | Time: 4332.59 ms
[2022-04-18 09:06:09	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311393 | val_loss: 0.0311576 | Time: 3299.46 ms
[2022-04-18 09:06:12	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311378 | val_loss: 0.0311556 | Time: 3285.19 ms
[2022-04-18 09:06:12	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311556
[2022-04-18 09:06:12	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-18 09:06:12	                main:608]	:	INFO	:	Success, exiting..
09:06:12 (6528): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)