Task 5238915

Name ParityMachine-1619233662-31795-3_0
Workunit 3153463
Created 26 May 2021, 14:31:01 UTC
Sent 1 Jun 2021, 15:59:29 UTC
Report deadline 8 Jun 2021, 15:59:29 UTC
Received 3 Jun 2021, 16:42:41 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1832
Run time 3 hours 21 min 31 sec
CPU time 2 hours 9 min 29 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 884.18 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.56 GB
Peak swap size 3.46 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
11427 | val_loss: 0.0311708 | Time: 5313.63 ms
[2021-06-02 14:43:47	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311422 | val_loss: 0.031172 | Time: 5365.1 ms
[2021-06-02 14:43:52	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311414 | val_loss: 0.0311732 | Time: 5298.02 ms
[2021-06-02 14:43:58	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311416 | val_loss: 0.0311785 | Time: 5413.85 ms
[2021-06-02 14:44:04	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311438 | val_loss: 0.0311765 | Time: 5312.87 ms
[2021-06-02 14:44:09	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311438 | val_loss: 0.0311728 | Time: 5270.61 ms
[2021-06-02 14:44:15	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311463 | val_loss: 0.0311762 | Time: 5334.32 ms
[2021-06-02 14:44:20	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311455 | val_loss: 0.0311754 | Time: 5294.08 ms
[2021-06-02 14:44:26	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311428 | val_loss: 0.0311745 | Time: 5285.85 ms
[2021-06-02 14:44:31	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311401 | val_loss: 0.0311743 | Time: 5328.13 ms
[2021-06-02 14:44:37	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311399 | val_loss: 0.0311727 | Time: 5289.82 ms
[2021-06-02 14:44:42	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311408 | val_loss: 0.031173 | Time: 5310.07 ms
[2021-06-02 14:44:48	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311405 | val_loss: 0.031171 | Time: 5286.83 ms
[2021-06-02 14:44:53	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311389 | val_loss: 0.0311701 | Time: 5309.28 ms
[2021-06-02 14:44:59	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311384 | val_loss: 0.031173 | Time: 5271.06 ms
[2021-06-02 14:45:04	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311387 | val_loss: 0.0311707 | Time: 5317.8 ms
[2021-06-02 14:45:11	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311399 | val_loss: 0.0311701 | Time: 6366.46 ms
[2021-06-02 14:45:17	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311398 | val_loss: 0.0311751 | Time: 5522.94 ms
[2021-06-02 14:45:22	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311438 | val_loss: 0.0311749 | Time: 5269.6 ms
[2021-06-02 14:45:27	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.031146 | val_loss: 0.0311697 | Time: 5266.72 ms
[2021-06-02 14:45:33	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311403 | val_loss: 0.0311723 | Time: 5271.15 ms
[2021-06-02 14:45:38	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311388 | val_loss: 0.0311756 | Time: 5265.78 ms
[2021-06-02 14:45:45	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311407 | val_loss: 0.0311734 | Time: 5321.65 ms
[2021-06-02 14:45:51	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311396 | val_loss: 0.0311713 | Time: 5306.8 ms
[2021-06-02 14:45:56	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311389 | val_loss: 0.0311736 | Time: 5291.32 ms
[2021-06-02 14:46:02	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311399 | val_loss: 0.0311731 | Time: 5338.77 ms
[2021-06-02 14:46:07	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311466 | val_loss: 0.0311714 | Time: 5256.26 ms
[2021-06-02 14:46:13	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.031144 | val_loss: 0.0311662 | Time: 5264.48 ms
[2021-06-02 14:46:18	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311448 | val_loss: 0.0311724 | Time: 5289.73 ms
[2021-06-02 14:46:24	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311446 | val_loss: 0.031175 | Time: 5500.22 ms
[2021-06-02 14:46:30	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311439 | val_loss: 0.0311747 | Time: 6565.56 ms
[2021-06-02 14:46:36	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311447 | val_loss: 0.0311756 | Time: 5537.08 ms
[2021-06-02 14:46:42	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311432 | val_loss: 0.0311713 | Time: 6125.8 ms
[2021-06-02 14:46:48	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311407 | val_loss: 0.0311726 | Time: 5354.24 ms
[2021-06-02 14:46:54	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311407 | val_loss: 0.0311773 | Time: 5452.81 ms
[2021-06-02 14:47:00	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311397 | val_loss: 0.0311739 | Time: 5319.21 ms
[2021-06-02 14:47:05	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311533 | val_loss: 0.0311706 | Time: 5267.09 ms
[2021-06-02 14:47:11	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311536 | val_loss: 0.0311686 | Time: 5306.08 ms
[2021-06-02 14:47:16	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311516 | val_loss: 0.0311674 | Time: 5246.17 ms
[2021-06-02 14:47:21	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311489 | val_loss: 0.0311705 | Time: 5272.51 ms
[2021-06-02 14:47:27	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311476 | val_loss: 0.0311713 | Time: 5543.21 ms
[2021-06-02 14:47:33	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311463 | val_loss: 0.0311703 | Time: 5282.79 ms
[2021-06-02 14:47:38	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311446 | val_loss: 0.0311724 | Time: 5299.39 ms
[2021-06-02 14:47:43	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311434 | val_loss: 0.0311696 | Time: 5314.82 ms
[2021-06-02 14:47:49	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311437 | val_loss: 0.0311765 | Time: 5358.9 ms
[2021-06-02 14:47:54	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311453 | val_loss: 0.0311762 | Time: 5298.26 ms
[2021-06-02 14:48:00	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311439 | val_loss: 0.0311701 | Time: 5248.28 ms
[2021-06-02 14:48:05	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311429 | val_loss: 0.0311806 | Time: 5281.3 ms
[2021-06-02 14:48:12	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311431 | val_loss: 0.0311734 | Time: 5302.23 ms
[2021-06-02 14:48:18	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311419 | val_loss: 0.0311758 | Time: 5297.66 ms
[2021-06-02 14:48:23	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311423 | val_loss: 0.0311718 | Time: 5272.46 ms
[2021-06-02 14:48:29	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311437 | val_loss: 0.0311717 | Time: 5296 ms
[2021-06-02 14:48:34	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311444 | val_loss: 0.0311737 | Time: 5237.91 ms
[2021-06-02 14:48:40	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311452 | val_loss: 0.0311765 | Time: 5227.69 ms
[2021-06-02 14:48:45	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311441 | val_loss: 0.0311759 | Time: 5313.98 ms
[2021-06-02 14:48:51	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.031146 | val_loss: 0.0311733 | Time: 5282.36 ms
[2021-06-02 14:48:56	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311459 | val_loss: 0.0311706 | Time: 5286.22 ms
[2021-06-02 14:49:02	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311452 | val_loss: 0.0311714 | Time: 5277.78 ms
[2021-06-02 14:49:07	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311448 | val_loss: 0.0311732 | Time: 5248.91 ms
[2021-06-02 14:49:12	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311451 | val_loss: 0.0311703 | Time: 5271.98 ms
[2021-06-02 14:49:18	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311446 | val_loss: 0.0311698 | Time: 5220.7 ms
[2021-06-02 14:49:23	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311443 | val_loss: 0.0311713 | Time: 5327.71 ms
[2021-06-02 14:49:29	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311439 | val_loss: 0.0311734 | Time: 5306.31 ms
[2021-06-02 14:49:34	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311427 | val_loss: 0.03117 | Time: 5357.82 ms
[2021-06-02 14:49:40	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311438 | val_loss: 0.0311731 | Time: 5233.07 ms
[2021-06-02 14:49:45	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311416 | val_loss: 0.0311694 | Time: 5276.89 ms
[2021-06-02 14:49:51	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311426 | val_loss: 0.0311704 | Time: 5234.32 ms
[2021-06-02 14:49:56	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311453 | val_loss: 0.0311787 | Time: 5271.65 ms
[2021-06-02 14:50:02	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311429 | val_loss: 0.031172 | Time: 5221.29 ms
[2021-06-02 14:50:07	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311415 | val_loss: 0.0311716 | Time: 5158.44 ms
[2021-06-02 14:50:12	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311414 | val_loss: 0.0311733 | Time: 5289.94 ms
[2021-06-02 14:50:18	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311403 | val_loss: 0.0311706 | Time: 5406.45 ms
[2021-06-02 14:50:23	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311397 | val_loss: 0.0311686 | Time: 5254.34 ms
[2021-06-02 14:50:29	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311402 | val_loss: 0.0311709 | Time: 5220.94 ms
[2021-06-02 14:50:35	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311424 | val_loss: 0.0311697 | Time: 5218.09 ms
[2021-06-02 14:50:40	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311468 | val_loss: 0.03117 | Time: 5222.89 ms
[2021-06-02 14:50:46	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311472 | val_loss: 0.0311695 | Time: 5184.18 ms
[2021-06-02 14:50:51	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311453 | val_loss: 0.0311712 | Time: 5228.77 ms
[2021-06-02 14:50:57	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311449 | val_loss: 0.0311701 | Time: 5228.6 ms
[2021-06-02 14:51:02	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311464 | val_loss: 0.0311658 | Time: 5323.12 ms
[2021-06-02 14:51:08	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311463 | val_loss: 0.0311699 | Time: 5354.2 ms
[2021-06-02 14:51:13	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311437 | val_loss: 0.0311707 | Time: 5294.23 ms
[2021-06-02 14:51:19	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311431 | val_loss: 0.0311755 | Time: 5269.08 ms
[2021-06-02 14:51:25	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311424 | val_loss: 0.0311731 | Time: 5480.26 ms
[2021-06-02 14:51:30	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311437 | val_loss: 0.0311754 | Time: 5278.4 ms
[2021-06-02 14:51:36	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311437 | val_loss: 0.0311696 | Time: 5348.56 ms
[2021-06-02 14:51:42	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311436 | val_loss: 0.0311728 | Time: 5284.28 ms
[2021-06-02 14:51:47	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.031142 | val_loss: 0.0311722 | Time: 5291.27 ms
[2021-06-02 14:51:53	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311416 | val_loss: 0.0311708 | Time: 5283.41 ms
[2021-06-02 14:51:58	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311421 | val_loss: 0.0311708 | Time: 5319.98 ms
[2021-06-02 14:52:04	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311424 | val_loss: 0.0311729 | Time: 5359.02 ms
[2021-06-02 14:52:10	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311426 | val_loss: 0.0311751 | Time: 5466.62 ms
[2021-06-02 14:52:15	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311426 | val_loss: 0.0311787 | Time: 5300.35 ms
[2021-06-02 14:52:22	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311439 | val_loss: 0.0311784 | Time: 5291.42 ms
[2021-06-02 14:52:27	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311432 | val_loss: 0.0311701 | Time: 5407.02 ms
[2021-06-02 14:52:33	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031144 | val_loss: 0.0311747 | Time: 5323.64 ms
[2021-06-02 14:52:39	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031144 | val_loss: 0.0311752 | Time: 5255.92 ms
[2021-06-02 14:52:45	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311427 | val_loss: 0.0311799 | Time: 5329.83 ms
[2021-06-02 14:52:51	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311443 | val_loss: 0.0311695 | Time: 5344.4 ms
[2021-06-02 14:52:56	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311496 | val_loss: 0.0311717 | Time: 5272.33 ms
[2021-06-02 14:53:02	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311479 | val_loss: 0.0311714 | Time: 5391.6 ms
[2021-06-02 14:53:08	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031148 | val_loss: 0.0311696 | Time: 5351.42 ms
[2021-06-02 14:53:13	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311504 | val_loss: 0.0311746 | Time: 5253.85 ms
[2021-06-02 14:53:18	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311482 | val_loss: 0.0311737 | Time: 5331.54 ms
[2021-06-02 14:53:24	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311459 | val_loss: 0.0311661 | Time: 5237.63 ms
[2021-06-02 14:53:29	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.031145 | val_loss: 0.0311701 | Time: 5245.14 ms
[2021-06-02 14:53:35	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311463 | val_loss: 0.0311698 | Time: 5407.49 ms
[2021-06-02 14:53:40	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311431 | val_loss: 0.0311704 | Time: 5318.47 ms
[2021-06-02 14:53:46	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311445 | val_loss: 0.0311718 | Time: 5292.49 ms
[2021-06-02 14:53:51	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311445 | val_loss: 0.0311714 | Time: 5239.49 ms
[2021-06-02 14:53:57	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311426 | val_loss: 0.0311739 | Time: 5347.3 ms
[2021-06-02 14:54:02	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311429 | val_loss: 0.03117 | Time: 5328.04 ms
[2021-06-02 14:54:08	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311415 | val_loss: 0.0311711 | Time: 5294.58 ms
[2021-06-02 14:54:14	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311397 | val_loss: 0.0311722 | Time: 5285.69 ms
[2021-06-02 14:54:19	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.03114 | val_loss: 0.0311735 | Time: 5260.96 ms
[2021-06-02 14:54:24	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311411 | val_loss: 0.0311739 | Time: 5312.84 ms
[2021-06-02 14:54:30	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031139 | val_loss: 0.0311728 | Time: 5327.02 ms
[2021-06-02 14:54:35	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311382 | val_loss: 0.0311743 | Time: 5316.38 ms
[2021-06-02 14:54:41	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311384 | val_loss: 0.0311729 | Time: 5306.24 ms
[2021-06-02 14:54:46	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311383 | val_loss: 0.0311726 | Time: 5333.07 ms
[2021-06-02 14:54:52	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311427 | val_loss: 0.0311769 | Time: 5392.1 ms
[2021-06-02 14:54:57	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311514 | val_loss: 0.031177 | Time: 5292.2 ms
[2021-06-02 14:55:03	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.03115 | val_loss: 0.0311715 | Time: 5316 ms
[2021-06-02 14:55:09	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311489 | val_loss: 0.0311782 | Time: 5229.76 ms
[2021-06-02 14:55:16	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311473 | val_loss: 0.0311768 | Time: 5308.27 ms
[2021-06-02 14:55:22	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311461 | val_loss: 0.0311749 | Time: 5307.66 ms
[2021-06-02 14:55:28	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311466 | val_loss: 0.0311718 | Time: 5263.02 ms
[2021-06-02 14:55:34	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311523 | val_loss: 0.0311832 | Time: 5292.88 ms
[2021-06-02 14:55:39	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311492 | val_loss: 0.0311757 | Time: 5276.63 ms
[2021-06-02 14:55:45	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311462 | val_loss: 0.0311727 | Time: 5258.84 ms
[2021-06-02 14:55:50	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311438 | val_loss: 0.0311718 | Time: 5342.81 ms
[2021-06-02 14:55:56	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311438 | val_loss: 0.0311751 | Time: 5266.64 ms
[2021-06-02 14:56:01	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311448 | val_loss: 0.0311781 | Time: 5288.25 ms
[2021-06-02 14:56:07	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311442 | val_loss: 0.0311777 | Time: 5306.24 ms
[2021-06-02 14:56:13	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311416 | val_loss: 0.0311737 | Time: 5229.47 ms
[2021-06-02 14:56:18	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311484 | val_loss: 0.0311757 | Time: 5286.41 ms
[2021-06-02 14:56:24	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311531 | val_loss: 0.0311701 | Time: 5287.99 ms
[2021-06-02 14:56:30	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311508 | val_loss: 0.0311713 | Time: 5259.01 ms
[2021-06-02 14:56:35	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311497 | val_loss: 0.0311746 | Time: 5239.01 ms
[2021-06-02 14:56:40	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311538 | val_loss: 0.0311757 | Time: 5274.56 ms
[2021-06-02 14:56:46	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311562 | val_loss: 0.0311766 | Time: 5319.39 ms
[2021-06-02 14:56:51	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311543 | val_loss: 0.0311688 | Time: 5259.26 ms
[2021-06-02 14:56:57	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311517 | val_loss: 0.0311694 | Time: 5247.6 ms
[2021-06-02 14:57:02	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311495 | val_loss: 0.0311698 | Time: 5299.62 ms
[2021-06-02 14:57:08	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311508 | val_loss: 0.0311758 | Time: 5258.77 ms
[2021-06-02 14:57:13	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311532 | val_loss: 0.0311788 | Time: 5332.36 ms
[2021-06-02 14:57:19	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311549 | val_loss: 0.0311741 | Time: 5247.55 ms
[2021-06-02 14:57:24	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031154 | val_loss: 0.0311711 | Time: 5387.53 ms
[2021-06-02 14:57:33	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311546 | val_loss: 0.0311727 | Time: 8764.92 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX)
[2021-06-02 16:36:29	                main:435]	:	INFO	:	Set logging level to 1
[2021-06-02 16:36:29	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-06-02 16:36:30	                main:444]	:	INFO	:	Resolving all filenames
[2021-06-02 16:36:30	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-06-02 16:36:31	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3_0_r1227685629_1 (exists = 1)
[2021-06-02 16:36:31	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3_0_r1227685629_0 (exists = 0)
[2021-06-02 16:36:31	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3 (exists = 1)
[2021-06-02 16:36:31	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-06-02 16:36:31	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-06-02 16:36:32	                main:474]	:	INFO	:	Configuration: 
[2021-06-02 16:36:32	                main:475]	:	INFO	:	    Model type: GRU
[2021-06-02 16:36:32	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-06-02 16:36:32	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-06-02 16:36:33	                main:478]	:	INFO	:	    Batch Size: 128
[2021-06-02 16:36:33	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-06-02 16:36:33	                main:480]	:	INFO	:	    Patience: 10
[2021-06-02 16:36:33	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-06-02 16:36:34	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-06-02 16:36:34	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-06-02 16:36:34	                main:484]	:	INFO	:	    # Threads: 1
[2021-06-02 16:36:34	                main:486]	:	INFO	:	Preparing Dataset
[2021-06-02 16:36:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-02 16:36:43	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-02 16:37:12	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-06-02 16:37:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-02 16:37:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-02 16:37:13	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-06-02 16:37:13	                main:494]	:	INFO	:	Creating Model
[2021-06-02 16:37:14	                main:507]	:	INFO	:	Preparing config file
[2021-06-02 16:37:14	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-06-02 16:37:14	                main:512]	:	INFO	:	Loading config
[2021-06-02 16:37:14	                main:514]	:	INFO	:	Loading state
[2021-06-02 16:37:30	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-06-02 16:37:31	                main:562]	:	INFO	:	Starting Training
[2021-06-02 16:37:42	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311789 | val_loss: 0.0311757 | Time: 11448.5 ms
[2021-06-02 16:37:50	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311514 | val_loss: 0.0311754 | Time: 6382.93 ms
[2021-06-02 16:37:56	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311484 | val_loss: 0.0311714 | Time: 6331.73 ms
[2021-06-02 16:38:02	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311484 | val_loss: 0.0311715 | Time: 5435.58 ms
[2021-06-02 16:38:08	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311488 | val_loss: 0.0311725 | Time: 5495.12 ms
[2021-06-02 16:38:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311485 | val_loss: 0.0311714 | Time: 5397.49 ms
[2021-06-02 16:38:20	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311481 | val_loss: 0.0311713 | Time: 5420.21 ms
[2021-06-02 16:38:27	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311484 | val_loss: 0.0311666 | Time: 5380.44 ms
[2021-06-02 16:38:34	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311484 | val_loss: 0.0311739 | Time: 5470.65 ms
[2021-06-02 16:38:42	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311469 | val_loss: 0.031168 | Time: 5641.62 ms
[2021-06-02 16:38:47	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311484 | val_loss: 0.0311718 | Time: 5340.82 ms
[2021-06-02 16:38:53	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311478 | val_loss: 0.0311686 | Time: 5314.38 ms
[2021-06-02 16:38:59	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311494 | val_loss: 0.0311687 | Time: 5758.63 ms
[2021-06-02 16:39:05	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311487 | val_loss: 0.031172 | Time: 5429.36 ms
[2021-06-02 16:39:11	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311473 | val_loss: 0.0311739 | Time: 5301.72 ms
[2021-06-02 16:39:16	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311478 | val_loss: 0.0311698 | Time: 5446.21 ms
[2021-06-02 16:39:22	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031148 | val_loss: 0.0311724 | Time: 5408.14 ms
[2021-06-02 16:39:28	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311509 | val_loss: 0.0311737 | Time: 6177.73 ms
[2021-06-02 16:39:34	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311514 | val_loss: 0.0311782 | Time: 5351.51 ms
[2021-06-02 16:39:40	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311543 | val_loss: 0.0311734 | Time: 5353.09 ms
[2021-06-02 16:39:45	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.031152 | val_loss: 0.0311707 | Time: 5344.64 ms
[2021-06-02 16:39:51	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311516 | val_loss: 0.0311691 | Time: 5288.14 ms
[2021-06-02 16:39:56	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311484 | val_loss: 0.0311722 | Time: 5263.96 ms
[2021-06-02 16:40:02	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311485 | val_loss: 0.0311693 | Time: 5307.99 ms
[2021-06-02 16:40:08	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311482 | val_loss: 0.0311705 | Time: 5277.5 ms
[2021-06-02 16:40:13	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311481 | val_loss: 0.0311723 | Time: 5277.61 ms
[2021-06-02 16:40:19	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311475 | val_loss: 0.0311694 | Time: 5224.02 ms
[2021-06-02 16:40:24	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311473 | val_loss: 0.0311795 | Time: 5259.83 ms
[2021-06-02 16:40:30	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.031151 | val_loss: 0.0311759 | Time: 5220.05 ms
[2021-06-02 16:40:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311517 | val_loss: 0.0311692 | Time: 5327.3 ms
[2021-06-02 16:40:41	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311517 | val_loss: 0.0311707 | Time: 5303.07 ms
[2021-06-02 16:40:47	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311499 | val_loss: 0.0311696 | Time: 5253.36 ms
[2021-06-02 16:40:53	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031148 | val_loss: 0.0311746 | Time: 5352.47 ms
[2021-06-02 16:40:58	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031147 | val_loss: 0.0311705 | Time: 5277.67 ms
[2021-06-02 16:41:04	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311455 | val_loss: 0.0311693 | Time: 5354.8 ms
[2021-06-02 16:41:09	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311444 | val_loss: 0.0311718 | Time: 5246.27 ms
[2021-06-02 16:41:15	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311446 | val_loss: 0.0311695 | Time: 5298.64 ms
[2021-06-02 16:41:20	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031147 | val_loss: 0.0311756 | Time: 5306.78 ms
[2021-06-02 16:41:26	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311477 | val_loss: 0.0311709 | Time: 5279.8 ms
[2021-06-02 16:41:32	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311452 | val_loss: 0.0311788 | Time: 5270.68 ms
[2021-06-02 16:41:37	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311478 | val_loss: 0.0311699 | Time: 5296.02 ms
[2021-06-02 16:41:44	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311469 | val_loss: 0.0311751 | Time: 5254.91 ms
[2021-06-02 16:41:49	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311468 | val_loss: 0.0311748 | Time: 5264.8 ms
[2021-06-02 16:41:55	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031148 | val_loss: 0.0311722 | Time: 5267.37 ms
[2021-06-02 16:42:01	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311464 | val_loss: 0.0311759 | Time: 5302.3 ms
[2021-06-02 16:42:06	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311452 | val_loss: 0.0311736 | Time: 5320.62 ms
[2021-06-02 16:42:12	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311454 | val_loss: 0.0311751 | Time: 5385.84 ms
[2021-06-02 16:42:18	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311448 | val_loss: 0.0311754 | Time: 5225.59 ms
[2021-06-02 16:42:23	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311469 | val_loss: 0.0311764 | Time: 5323.67 ms
[2021-06-02 16:42:29	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311462 | val_loss: 0.0311765 | Time: 5316.22 ms
[2021-06-02 16:42:35	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311441 | val_loss: 0.0311727 | Time: 5311.75 ms
[2021-06-02 16:42:40	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311443 | val_loss: 0.0311747 | Time: 5313.54 ms
[2021-06-02 16:42:46	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311445 | val_loss: 0.0311763 | Time: 5365.73 ms
[2021-06-02 16:42:51	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311492 | val_loss: 0.0311771 | Time: 5245.02 ms
[2021-06-02 16:42:57	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311506 | val_loss: 0.0311734 | Time: 5274.58 ms
[2021-06-02 16:43:02	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311498 | val_loss: 0.0311718 | Time: 5240.45 ms
[2021-06-02 16:43:08	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.031148 | val_loss: 0.0311709 | Time: 5249.96 ms
[2021-06-02 16:43:13	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311483 | val_loss: 0.031169 | Time: 5279.11 ms
[2021-06-02 16:43:19	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311455 | val_loss: 0.0311716 | Time: 5326.95 ms
[2021-06-02 16:43:25	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311441 | val_loss: 0.0311689 | Time: 5406.4 ms
[2021-06-02 16:43:30	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311437 | val_loss: 0.0311707 | Time: 5277.5 ms
[2021-06-02 16:43:36	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311447 | val_loss: 0.0311697 | Time: 5315.84 ms
[2021-06-02 16:43:41	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311426 | val_loss: 0.0311728 | Time: 5280.16 ms
[2021-06-02 16:43:47	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311434 | val_loss: 0.0311716 | Time: 5340.15 ms
[2021-06-02 16:43:53	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311428 | val_loss: 0.0311724 | Time: 5813.09 ms
[2021-06-02 16:43:59	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031142 | val_loss: 0.0311711 | Time: 5284.82 ms
[2021-06-02 16:44:04	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311408 | val_loss: 0.0311741 | Time: 5292.73 ms
[2021-06-02 16:44:10	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311411 | val_loss: 0.0311716 | Time: 5405.12 ms
[2021-06-02 16:44:16	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311418 | val_loss: 0.0311724 | Time: 5903.46 ms
[2021-06-02 16:44:22	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311417 | val_loss: 0.0311727 | Time: 5698.94 ms
[2021-06-02 16:44:28	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311407 | val_loss: 0.0311749 | Time: 5475.86 ms
[2021-06-02 16:44:34	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.03114 | val_loss: 0.0311687 | Time: 5394.01 ms
[2021-06-02 16:44:40	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311428 | val_loss: 0.0311743 | Time: 5343.35 ms
[2021-06-02 16:44:46	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311447 | val_loss: 0.031171 | Time: 5324.18 ms
[2021-06-02 16:44:52	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311437 | val_loss: 0.0311726 | Time: 5491.12 ms
[2021-06-02 16:44:57	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311446 | val_loss: 0.0311689 | Time: 5515.03 ms
[2021-06-02 16:45:03	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031145 | val_loss: 0.0311672 | Time: 5297.4 ms
[2021-06-02 16:45:10	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311452 | val_loss: 0.0311683 | Time: 6396.47 ms
[2021-06-02 16:45:16	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031147 | val_loss: 0.0311668 | Time: 5593.68 ms
[2021-06-02 16:45:22	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311464 | val_loss: 0.0311759 | Time: 5440.49 ms
[2021-06-02 16:45:28	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311452 | val_loss: 0.0311722 | Time: 5513.63 ms
[2021-06-02 16:45:34	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311436 | val_loss: 0.0311712 | Time: 5299.58 ms
[2021-06-02 16:45:39	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311442 | val_loss: 0.0311659 | Time: 5410.65 ms
[2021-06-02 16:45:45	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311447 | val_loss: 0.0311673 | Time: 5308.51 ms
[2021-06-02 16:45:51	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311446 | val_loss: 0.031168 | Time: 5543.11 ms
[2021-06-02 16:45:57	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311436 | val_loss: 0.0311723 | Time: 5497.99 ms
[2021-06-02 16:46:03	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311428 | val_loss: 0.0311713 | Time: 5292.2 ms
[2021-06-02 16:46:08	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311435 | val_loss: 0.0311664 | Time: 5289.73 ms
[2021-06-02 16:46:14	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311436 | val_loss: 0.0311681 | Time: 5330.55 ms
[2021-06-02 16:46:20	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311424 | val_loss: 0.0311717 | Time: 5375.31 ms
[2021-06-02 16:46:25	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311416 | val_loss: 0.0311704 | Time: 5225.83 ms
[2021-06-02 16:46:31	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311413 | val_loss: 0.0311695 | Time: 5307.15 ms
[2021-06-02 16:46:36	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311389 | val_loss: 0.0311702 | Time: 5277.98 ms
[2021-06-02 16:46:43	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031139 | val_loss: 0.0311722 | Time: 5257.84 ms
[2021-06-02 16:46:48	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311449 | val_loss: 0.0311659 | Time: 5321.67 ms
[2021-06-02 16:46:54	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311531 | val_loss: 0.0311657 | Time: 5457.91 ms
[2021-06-02 16:47:00	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031148 | val_loss: 0.0311683 | Time: 5254.69 ms
[2021-06-02 16:47:05	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311466 | val_loss: 0.0311684 | Time: 5311.95 ms
[2021-06-02 16:47:11	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311491 | val_loss: 0.0311705 | Time: 5325.01 ms
[2021-06-02 16:47:17	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311499 | val_loss: 0.0311755 | Time: 5317.76 ms
[2021-06-02 16:47:22	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.03115 | val_loss: 0.0311703 | Time: 5240.49 ms
[2021-06-02 16:47:28	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311477 | val_loss: 0.0311674 | Time: 5319.71 ms
[2021-06-02 16:47:33	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311443 | val_loss: 0.0311685 | Time: 5225.59 ms
[2021-06-02 16:47:39	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311419 | val_loss: 0.0311698 | Time: 5309.6 ms
[2021-06-02 16:47:44	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031142 | val_loss: 0.0311763 | Time: 5321.47 ms
[2021-06-02 16:47:50	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311443 | val_loss: 0.0311697 | Time: 5287.34 ms
[2021-06-02 16:47:55	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031144 | val_loss: 0.0311699 | Time: 5347.9 ms
[2021-06-02 16:48:01	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311416 | val_loss: 0.0311737 | Time: 5293.46 ms
[2021-06-02 16:48:07	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.03114 | val_loss: 0.0311698 | Time: 5308.21 ms
[2021-06-02 16:48:12	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311404 | val_loss: 0.0311762 | Time: 5318.03 ms
[2021-06-02 16:48:18	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311397 | val_loss: 0.0311685 | Time: 5339.72 ms
[2021-06-02 16:48:23	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311405 | val_loss: 0.031175 | Time: 5292.79 ms
[2021-06-02 16:48:29	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311387 | val_loss: 0.0311694 | Time: 5286.25 ms
[2021-06-02 16:48:35	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311432 | val_loss: 0.0311772 | Time: 5308.6 ms
[2021-06-02 16:48:41	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311408 | val_loss: 0.0311735 | Time: 5306.98 ms
[2021-06-02 16:48:46	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311415 | val_loss: 0.0311713 | Time: 5303.67 ms
[2021-06-02 16:48:54	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311411 | val_loss: 0.0311717 | Time: 5339.79 ms
[2021-06-02 16:48:59	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311416 | val_loss: 0.0311677 | Time: 5308.34 ms
[2021-06-02 16:49:05	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.031141 | val_loss: 0.0311704 | Time: 5289.36 ms
[2021-06-02 16:49:10	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311401 | val_loss: 0.0311818 | Time: 5283.07 ms
[2021-06-02 16:49:16	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311412 | val_loss: 0.0311723 | Time: 5545.31 ms
[2021-06-02 16:49:22	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311422 | val_loss: 0.0311716 | Time: 5341.13 ms
[2021-06-02 16:49:27	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311429 | val_loss: 0.031171 | Time: 5361.52 ms
[2021-06-02 16:49:33	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311427 | val_loss: 0.0311711 | Time: 5279.58 ms
[2021-06-02 16:49:40	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311425 | val_loss: 0.0311745 | Time: 5278.39 ms
[2021-06-02 16:49:45	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311538 | val_loss: 0.0311712 | Time: 5310.34 ms
[2021-06-02 16:49:51	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311543 | val_loss: 0.0311742 | Time: 5643.81 ms
[2021-06-02 16:49:57	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311531 | val_loss: 0.0311766 | Time: 5276.38 ms
[2021-06-02 16:50:02	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311535 | val_loss: 0.0311717 | Time: 5334.02 ms
[2021-06-02 16:50:08	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311517 | val_loss: 0.0311701 | Time: 5298.01 ms
[2021-06-02 16:50:13	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311508 | val_loss: 0.0311687 | Time: 5287.12 ms
[2021-06-02 16:50:19	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311487 | val_loss: 0.0311675 | Time: 5408.62 ms
[2021-06-02 16:50:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311485 | val_loss: 0.0311693 | Time: 5282.61 ms
[2021-06-02 16:50:30	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311503 | val_loss: 0.03117 | Time: 5320.8 ms
[2021-06-02 16:50:35	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311483 | val_loss: 0.0311716 | Time: 5300.25 ms
[2021-06-02 16:50:42	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311473 | val_loss: 0.0311695 | Time: 5351.61 ms
[2021-06-02 16:50:48	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311468 | val_loss: 0.0311741 | Time: 5241.68 ms
[2021-06-02 16:50:54	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311469 | val_loss: 0.0311752 | Time: 5303.73 ms
[2021-06-02 16:50:59	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311483 | val_loss: 0.0311745 | Time: 5290.6 ms
[2021-06-02 16:51:05	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031148 | val_loss: 0.0311738 | Time: 5372.84 ms
[2021-06-02 16:51:11	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311483 | val_loss: 0.031179 | Time: 5334.27 ms
[2021-06-02 16:51:17	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311514 | val_loss: 0.0311725 | Time: 5333.19 ms
[2021-06-02 16:51:22	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311485 | val_loss: 0.0311738 | Time: 5324.93 ms
[2021-06-02 16:51:28	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311506 | val_loss: 0.0311798 | Time: 5283.1 ms
[2021-06-02 16:51:33	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311525 | val_loss: 0.0311741 | Time: 5355.54 ms
[2021-06-02 16:51:39	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311502 | val_loss: 0.0311717 | Time: 5333.48 ms
[2021-06-02 16:51:45	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311501 | val_loss: 0.0311743 | Time: 5386.54 ms
[2021-06-02 16:51:50	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311494 | val_loss: 0.0311725 | Time: 5334.02 ms
[2021-06-02 16:51:57	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311559 | val_loss: 0.031174 | Time: 5363.99 ms
[2021-06-02 16:52:03	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311555 | val_loss: 0.0311761 | Time: 5370.57 ms
[2021-06-02 16:52:10	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311534 | val_loss: 0.0311771 | Time: 5408.16 ms
[2021-06-02 16:52:16	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311507 | val_loss: 0.0311738 | Time: 5350.38 ms
[2021-06-02 16:52:22	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311498 | val_loss: 0.0311759 | Time: 5393.82 ms
[2021-06-02 16:52:27	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311497 | val_loss: 0.0311723 | Time: 5318.94 ms
[2021-06-02 16:52:33	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311496 | val_loss: 0.0311698 | Time: 5389.73 ms
[2021-06-02 16:52:40	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311496 | val_loss: 0.0311721 | Time: 5382.21 ms
[2021-06-02 16:52:46	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311488 | val_loss: 0.0311785 | Time: 5316.85 ms
[2021-06-02 16:52:52	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311485 | val_loss: 0.0311712 | Time: 5357.48 ms
[2021-06-02 16:52:58	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311492 | val_loss: 0.031174 | Time: 5340.9 ms
[2021-06-02 16:53:03	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311488 | val_loss: 0.0311735 | Time: 5302.31 ms
[2021-06-02 16:53:09	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311517 | val_loss: 0.0311758 | Time: 5266.04 ms
[2021-06-02 16:53:15	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311568 | val_loss: 0.0311692 | Time: 5610.64 ms
[2021-06-02 16:53:21	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311548 | val_loss: 0.0311698 | Time: 5288.14 ms
[2021-06-02 16:53:27	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311533 | val_loss: 0.0311701 | Time: 5353.71 ms
[2021-06-02 16:53:32	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311515 | val_loss: 0.0311698 | Time: 5318.68 ms
[2021-06-02 16:53:38	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311506 | val_loss: 0.0311684 | Time: 5333.1 ms
[2021-06-02 16:53:43	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311494 | val_loss: 0.0311659 | Time: 5314.58 ms
[2021-06-02 16:53:49	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.03115 | val_loss: 0.0311667 | Time: 5250.73 ms
[2021-06-02 16:53:54	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311485 | val_loss: 0.031168 | Time: 5318.6 ms
[2021-06-02 16:54:00	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311512 | val_loss: 0.0311697 | Time: 5369.38 ms
[2021-06-02 16:54:05	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311502 | val_loss: 0.0311681 | Time: 5327.24 ms
[2021-06-02 16:54:11	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311473 | val_loss: 0.0311673 | Time: 5399.27 ms
[2021-06-02 16:54:17	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311468 | val_loss: 0.0311667 | Time: 5362.86 ms
[2021-06-02 16:54:23	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311486 | val_loss: 0.0311692 | Time: 5315.61 ms
[2021-06-02 16:54:29	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311476 | val_loss: 0.0311671 | Time: 5331.75 ms
[2021-06-02 16:54:34	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311488 | val_loss: 0.0311668 | Time: 5311.11 ms
[2021-06-02 16:54:40	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311516 | val_loss: 0.0311679 | Time: 5404.97 ms
[2021-06-02 16:54:46	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.03115 | val_loss: 0.0311714 | Time: 5318.46 ms
[2021-06-02 16:54:52	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311495 | val_loss: 0.0311702 | Time: 5818.28 ms
[2021-06-02 16:54:58	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311487 | val_loss: 0.0311697 | Time: 5886.78 ms
[2021-06-02 16:55:05	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311484 | val_loss: 0.0311672 | Time: 5314.19 ms
[2021-06-02 16:55:10	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031148 | val_loss: 0.031171 | Time: 5282.38 ms
[2021-06-02 16:55:16	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311493 | val_loss: 0.0311708 | Time: 5275.44 ms
[2021-06-02 16:55:22	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.03115 | val_loss: 0.0311686 | Time: 5368.88 ms
[2021-06-02 16:55:28	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.031149 | val_loss: 0.0311746 | Time: 5241.85 ms
[2021-06-02 16:55:33	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311481 | val_loss: 0.03117 | Time: 5281.93 ms
[2021-06-02 16:55:39	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311509 | val_loss: 0.0311763 | Time: 5371.98 ms
[2021-06-02 16:55:45	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311486 | val_loss: 0.0311727 | Time: 5371.3 ms
[2021-06-02 16:55:51	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311479 | val_loss: 0.0311682 | Time: 5509.09 ms
[2021-06-02 16:55:56	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311455 | val_loss: 0.0311707 | Time: 5388.5 ms
[2021-06-02 16:56:02	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311499 | val_loss: 0.0311746 | Time: 5291.19 ms
[2021-06-02 16:56:07	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.031148 | val_loss: 0.0311721 | Time: 5258.68 ms
[2021-06-02 16:56:13	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311463 | val_loss: 0.0311697 | Time: 5264.2 ms
[2021-06-02 16:56:19	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311451 | val_loss: 0.0311736 | Time: 5341.48 ms
[2021-06-02 16:56:25	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031146 | val_loss: 0.0311741 | Time: 5384 ms
[2021-06-02 16:56:30	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031145 | val_loss: 0.0311719 | Time: 5331.14 ms
[2021-06-02 16:56:36	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.031143 | val_loss: 0.0311732 | Time: 5389.49 ms
[2021-06-02 16:56:41	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311424 | val_loss: 0.0311729 | Time: 5358.61 ms
[2021-06-02 16:56:47	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311425 | val_loss: 0.0311706 | Time: 5357.53 ms
[2021-06-02 16:56:54	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311424 | val_loss: 0.0311701 | Time: 5401.99 ms
[2021-06-02 16:57:00	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311433 | val_loss: 0.031172 | Time: 5328.58 ms
[2021-06-02 16:57:06	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311458 | val_loss: 0.0311684 | Time: 5347.51 ms
[2021-06-02 16:57:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311501 | val_loss: 0.0311779 | Time: 5282.51 ms
[2021-06-02 16:57:18	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0318315 | val_loss: 0.0320311 | Time: 5354.16 ms
[2021-06-02 16:57:24	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0318544 | val_loss: 0.0314111 | Time: 5364.4 ms
[2021-06-02 16:57:29	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312395 | val_loss: 0.0312037 | Time: 5499 ms
[2021-06-02 16:57:35	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311773 | val_loss: 0.031187 | Time: 5333.82 ms
[2021-06-02 16:57:41	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311633 | val_loss: 0.031174 | Time: 5368.92 ms
[2021-06-02 16:57:47	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311523 | val_loss: 0.0311687 | Time: 5291.86 ms
[2021-06-02 16:57:52	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311492 | val_loss: 0.0311702 | Time: 5389.04 ms
[2021-06-02 16:57:58	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311466 | val_loss: 0.0311678 | Time: 5502.94 ms
[2021-06-02 16:58:04	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311475 | val_loss: 0.0311737 | Time: 5405.09 ms
[2021-06-02 16:58:10	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311485 | val_loss: 0.031171 | Time: 5314.74 ms
[2021-06-02 16:58:15	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311548 | val_loss: 0.0311665 | Time: 5274.67 ms
[2021-06-02 16:58:21	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311597 | val_loss: 0.031171 | Time: 5340.69 ms
[2021-06-02 16:58:26	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311573 | val_loss: 0.0311702 | Time: 5266.21 ms
[2021-06-02 16:58:32	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311533 | val_loss: 0.0311676 | Time: 5360.61 ms
[2021-06-02 16:58:38	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311525 | val_loss: 0.031168 | Time: 5269.19 ms
[2021-06-02 16:58:43	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311518 | val_loss: 0.0311675 | Time: 5262.89 ms
[2021-06-02 16:58:49	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311524 | val_loss: 0.0311688 | Time: 5374.82 ms
[2021-06-02 16:58:55	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311516 | val_loss: 0.0311698 | Time: 5452.94 ms
[2021-06-02 16:59:01	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311514 | val_loss: 0.0311682 | Time: 5268.62 ms
[2021-06-02 16:59:07	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.031151 | val_loss: 0.031166 | Time: 5427.21 ms
[2021-06-02 16:59:14	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311506 | val_loss: 0.0311656 | Time: 5392.47 ms
[2021-06-02 16:59:20	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311491 | val_loss: 0.0311656 | Time: 5375.66 ms
[2021-06-02 16:59:25	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311487 | val_loss: 0.0311665 | Time: 5247.03 ms
[2021-06-02 16:59:31	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311491 | val_loss: 0.0311684 | Time: 5322.98 ms
[2021-06-02 16:59:36	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311487 | val_loss: 0.0311694 | Time: 5330.77 ms
[2021-06-02 16:59:42	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311487 | val_loss: 0.0311693 | Time: 5361.65 ms
[2021-06-02 16:59:48	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311477 | val_loss: 0.0311705 | Time: 5267.14 ms
[2021-06-02 16:59:53	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311492 | val_loss: 0.0311737 | Time: 5316.08 ms
[2021-06-02 16:59:59	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311502 | val_loss: 0.0311779 | Time: 5292.36 ms
[2021-06-02 17:00:04	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311492 | val_loss: 0.0311729 | Time: 5308.29 ms
[2021-06-02 17:00:10	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311472 | val_loss: 0.0311722 | Time: 5292.31 ms
[2021-06-02 17:00:15	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311488 | val_loss: 0.0311733 | Time: 5291.5 ms
[2021-06-02 17:00:21	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311578 | val_loss: 0.0311744 | Time: 5308.9 ms
[2021-06-02 17:00:27	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311594 | val_loss: 0.0311733 | Time: 5344.9 ms
[2021-06-02 17:00:32	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311566 | val_loss: 0.031174 | Time: 5288.64 ms
[2021-06-02 17:00:38	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311552 | val_loss: 0.0311724 | Time: 5312.72 ms
[2021-06-02 17:00:44	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.031153 | val_loss: 0.0311709 | Time: 5329.71 ms
[2021-06-02 17:00:49	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031152 | val_loss: 0.0311747 | Time: 5315.5 ms
[2021-06-02 17:00:56	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311516 | val_loss: 0.0311785 | Time: 5284.35 ms
[2021-06-02 17:01:01	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311523 | val_loss: 0.0311739 | Time: 5217.98 ms
[2021-06-02 17:01:06	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311509 | val_loss: 0.031174 | Time: 5276.37 ms
[2021-06-02 17:01:12	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311501 | val_loss: 0.0311733 | Time: 5489.59 ms
[2021-06-02 17:01:18	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311491 | val_loss: 0.0311736 | Time: 5365.33 ms
[2021-06-02 17:01:24	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311481 | val_loss: 0.0311771 | Time: 5333.64 ms
[2021-06-02 17:01:29	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311479 | val_loss: 0.0311764 | Time: 5228.58 ms
[2021-06-02 17:01:35	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311487 | val_loss: 0.0311753 | Time: 5341.39 ms
[2021-06-02 17:01:41	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031148 | val_loss: 0.0311745 | Time: 5371.07 ms
[2021-06-02 17:01:48	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311464 | val_loss: 0.0311782 | Time: 5295.93 ms
[2021-06-02 17:01:53	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311474 | val_loss: 0.0311749 | Time: 5302.35 ms
[2021-06-02 17:01:59	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311467 | val_loss: 0.0311761 | Time: 5352.71 ms
[2021-06-02 17:02:04	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311462 | val_loss: 0.0311773 | Time: 5300.25 ms
[2021-06-02 17:02:11	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311468 | val_loss: 0.031173 | Time: 5298.02 ms
[2021-06-02 17:02:17	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311472 | val_loss: 0.0311736 | Time: 5253.59 ms
[2021-06-02 17:02:22	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311484 | val_loss: 0.0311725 | Time: 5353.21 ms
[2021-06-02 17:02:28	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311477 | val_loss: 0.0311692 | Time: 5412.14 ms
[2021-06-02 17:02:34	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311485 | val_loss: 0.0311721 | Time: 5356.22 ms
[2021-06-02 17:02:40	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311478 | val_loss: 0.0311707 | Time: 5398.49 ms
[2021-06-02 17:02:45	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311482 | val_loss: 0.0311751 | Time: 5292.56 ms
[2021-06-02 17:02:51	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311484 | val_loss: 0.0311737 | Time: 5395.3 ms
[2021-06-02 17:02:57	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311478 | val_loss: 0.0311713 | Time: 5387.02 ms
[2021-06-02 17:03:04	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311476 | val_loss: 0.0311712 | Time: 5311.57 ms
[2021-06-02 17:03:10	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311478 | val_loss: 0.0311705 | Time: 5470.76 ms
[2021-06-02 17:03:16	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311476 | val_loss: 0.0311702 | Time: 5604.78 ms
[2021-06-02 17:03:24	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311497 | val_loss: 0.0311734 | Time: 7588.28 ms
[2021-06-02 17:03:32	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311559 | val_loss: 0.031179 | Time: 6980.06 ms
[2021-06-02 17:03:38	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311668 | val_loss: 0.0311744 | Time: 5417.89 ms
[2021-06-02 17:03:44	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311618 | val_loss: 0.0311728 | Time: 5854.2 ms
[2021-06-02 17:03:51	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031162 | val_loss: 0.0311743 | Time: 6074.18 ms
[2021-06-02 17:03:57	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311627 | val_loss: 0.0311756 | Time: 5327.31 ms
[2021-06-02 17:04:03	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311604 | val_loss: 0.0311747 | Time: 5802.77 ms
[2021-06-02 17:04:12	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311608 | val_loss: 0.0311752 | Time: 7866.77 ms
[2021-06-02 17:04:18	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311599 | val_loss: 0.0311741 | Time: 5425.92 ms
[2021-06-02 17:04:25	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311578 | val_loss: 0.0311753 | Time: 6386.77 ms
[2021-06-02 17:04:31	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311581 | val_loss: 0.0311749 | Time: 5273.81 ms
[2021-06-02 17:04:37	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311566 | val_loss: 0.0311743 | Time: 5312.3 ms
[2021-06-02 17:04:42	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311563 | val_loss: 0.0311782 | Time: 5227.33 ms
[2021-06-02 17:04:51	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311574 | val_loss: 0.0311787 | Time: 8316.75 ms
[2021-06-02 17:04:59	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311576 | val_loss: 0.031178 | Time: 7096.14 ms
[2021-06-02 17:05:05	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311536 | val_loss: 0.0311701 | Time: 5381.03 ms
[2021-06-02 17:05:11	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311524 | val_loss: 0.0311697 | Time: 5343.52 ms
[2021-06-02 17:05:19	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311509 | val_loss: 0.0311693 | Time: 7826.18 ms
[2021-06-02 17:05:27	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311492 | val_loss: 0.0311728 | Time: 7623.19 ms
[2021-06-02 17:05:34	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311496 | val_loss: 0.0311718 | Time: 6649.85 ms
[2021-06-02 17:05:40	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311486 | val_loss: 0.0311696 | Time: 5269.73 ms
[2021-06-02 17:05:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031149 | val_loss: 0.0311724 | Time: 5611.65 ms
[2021-06-02 17:05:51	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311495 | val_loss: 0.0311715 | Time: 5267.91 ms
[2021-06-02 17:05:58	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311498 | val_loss: 0.0311714 | Time: 6648.17 ms
[2021-06-02 17:06:05	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311511 | val_loss: 0.0311705 | Time: 5652.36 ms
[2021-06-02 17:06:06	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311705Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX)
[2021-06-03 16:02:15	                main:435]	:	INFO	:	Set logging level to 1
[2021-06-03 16:02:17	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-06-03 16:02:19	                main:444]	:	INFO	:	Resolving all filenames
[2021-06-03 16:02:20	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-06-03 16:02:21	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3_0_r1227685629_1 (exists = 1)
[2021-06-03 16:02:23	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3_0_r1227685629_0 (exists = 0)
[2021-06-03 16:02:24	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619233662-31795-3 (exists = 1)
[2021-06-03 16:02:24	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-06-03 16:02:25	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-06-03 16:02:26	                main:474]	:	INFO	:	Configuration: 
[2021-06-03 16:02:28	                main:475]	:	INFO	:	    Model type: GRU
[2021-06-03 16:02:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-06-03 16:02:29	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-06-03 16:02:30	                main:478]	:	INFO	:	    Batch Size: 128
[2021-06-03 16:02:30	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-06-03 16:02:31	                main:480]	:	INFO	:	    Patience: 10
[2021-06-03 16:02:31	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-06-03 16:02:32	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-06-03 16:02:32	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-06-03 16:02:33	                main:484]	:	INFO	:	    # Threads: 1
[2021-06-03 16:02:33	                main:486]	:	INFO	:	Preparing Dataset
[2021-06-03 16:02:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-03 16:02:34	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-03 16:02:44	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-06-03 16:02:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-03 16:02:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-03 16:02:46	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-06-03 16:02:47	                main:494]	:	INFO	:	Creating Model
[2021-06-03 16:02:47	                main:507]	:	INFO	:	Preparing config file
[2021-06-03 16:02:48	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-06-03 16:02:49	                main:512]	:	INFO	:	Loading config
[2021-06-03 16:02:49	                main:514]	:	INFO	:	Loading state
[2021-06-03 16:02:53	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-06-03 16:02:54	                main:562]	:	INFO	:	Starting Training
[2021-06-03 16:03:01	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312524 | val_loss: 0.0312023 | Time: 6471.83 ms
[2021-06-03 16:03:08	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311668 | val_loss: 0.0311767 | Time: 6171.06 ms
[2021-06-03 16:03:15	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311547 | val_loss: 0.0311718 | Time: 5680.6 ms
[2021-06-03 16:03:21	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311543 | val_loss: 0.0311707 | Time: 5766.25 ms
[2021-06-03 16:03:26	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311544 | val_loss: 0.0311723 | Time: 5409.38 ms
[2021-06-03 16:03:32	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311529 | val_loss: 0.0311755 | Time: 5572.54 ms
[2021-06-03 16:03:38	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311512 | val_loss: 0.031173 | Time: 5375.5 ms
[2021-06-03 16:03:40	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.031173
[2021-06-03 16:03:41	                main:603]	:	INFO	:	Saving end state to config to file
[2021-06-03 16:03:41	                main:608]	:	INFO	:	Success, exiting..
16:03:41 (9244): 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)