Task 5247627

Name ParityModified-1619235658-19313-3_3
Workunit 3128295
Created 28 May 2021, 8:24:37 UTC
Sent 28 May 2021, 10:12:30 UTC
Report deadline 4 Jun 2021, 10:12:30 UTC
Received 30 May 2021, 15:39:34 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1832
Run time 3 hours 20 min 14 sec
CPU time 2 hours 2 min 9 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>
s
[2021-05-28 17:33:26	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311762 | val_loss: 0.0311833 | Time: 5346.01 ms
[2021-05-28 17:33:32	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311756 | val_loss: 0.0311835 | Time: 5257.23 ms
[2021-05-28 17:33:37	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311757 | val_loss: 0.0311829 | Time: 5324.81 ms
[2021-05-28 17:33:42	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311756 | val_loss: 0.0311852 | Time: 5283.68 ms
[2021-05-28 17:33:48	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311764 | val_loss: 0.0311829 | Time: 5509.87 ms
[2021-05-28 17:33:54	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311762 | val_loss: 0.0311868 | Time: 5347.04 ms
[2021-05-28 17:34:00	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311777 | val_loss: 0.0311843 | Time: 5285.54 ms
[2021-05-28 17:34:06	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311767 | val_loss: 0.0311855 | Time: 5226.59 ms
[2021-05-28 17:34:11	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311754 | val_loss: 0.0311838 | Time: 5384.54 ms
[2021-05-28 17:34:17	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311754 | val_loss: 0.0311845 | Time: 5241.95 ms
[2021-05-28 17:34:22	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311755 | val_loss: 0.0311853 | Time: 5451.72 ms
[2021-05-28 17:34:28	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311762 | val_loss: 0.0311864 | Time: 5278.04 ms
[2021-05-28 17:34:33	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311769 | val_loss: 0.0311835 | Time: 5411.46 ms
[2021-05-28 17:34:39	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311759 | val_loss: 0.0311904 | Time: 5265.78 ms
[2021-05-28 17:34:44	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311766 | val_loss: 0.0311848 | Time: 5271 ms
[2021-05-28 17:34:51	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311757 | val_loss: 0.031185 | Time: 5284.79 ms
[2021-05-28 17:34:56	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031176 | val_loss: 0.0311876 | Time: 5510.85 ms
[2021-05-28 17:35:02	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311766 | val_loss: 0.0311864 | Time: 5243.68 ms
[2021-05-28 17:35:07	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311781 | val_loss: 0.0311853 | Time: 5300.87 ms
[2021-05-28 17:35:13	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311776 | val_loss: 0.0311861 | Time: 5346.9 ms
[2021-05-28 17:35:18	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311787 | val_loss: 0.0311851 | Time: 5348 ms
[2021-05-28 17:35:24	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.031177 | val_loss: 0.0311842 | Time: 5283.54 ms
[2021-05-28 17:35:29	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311756 | val_loss: 0.0311849 | Time: 5337.95 ms
[2021-05-28 17:35:35	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311777 | val_loss: 0.0311878 | Time: 5344.62 ms
[2021-05-28 17:35:40	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311775 | val_loss: 0.0311857 | Time: 5300.45 ms
[2021-05-28 17:35:46	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311762 | val_loss: 0.0311832 | Time: 5235.66 ms
[2021-05-28 17:35:51	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311767 | val_loss: 0.0311837 | Time: 5304.56 ms
[2021-05-28 17:35:57	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311749 | val_loss: 0.0311837 | Time: 5363.37 ms
[2021-05-28 17:36:02	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311745 | val_loss: 0.0311841 | Time: 5259.36 ms
[2021-05-28 17:36:08	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311742 | val_loss: 0.0311841 | Time: 5291.22 ms
[2021-05-28 17:36:13	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311745 | val_loss: 0.0311835 | Time: 5233.4 ms
[2021-05-28 17:36:18	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311789 | val_loss: 0.0311836 | Time: 5293.61 ms
[2021-05-28 17:36:24	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311762 | val_loss: 0.031184 | Time: 5254.63 ms
[2021-05-28 17:36:29	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311761 | val_loss: 0.0311841 | Time: 5253.45 ms
[2021-05-28 17:36:35	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311765 | val_loss: 0.0311864 | Time: 5241.8 ms
[2021-05-28 17:36:40	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031176 | val_loss: 0.0311875 | Time: 5247.86 ms
[2021-05-28 17:36:45	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031177 | val_loss: 0.0311867 | Time: 5265.97 ms
[2021-05-28 17:36:51	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311765 | val_loss: 0.0311863 | Time: 5242.76 ms
[2021-05-28 17:36:57	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311753 | val_loss: 0.031183 | Time: 5544.12 ms
[2021-05-28 17:37:02	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031175 | val_loss: 0.0311828 | Time: 5278.12 ms
[2021-05-28 17:37:08	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311749 | val_loss: 0.031183 | Time: 5300.62 ms
[2021-05-28 17:37:13	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311744 | val_loss: 0.0311832 | Time: 5284.18 ms
[2021-05-28 17:37:19	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311742 | val_loss: 0.0311833 | Time: 5287.89 ms
[2021-05-28 17:37:24	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311754 | val_loss: 0.0311836 | Time: 5298.84 ms
[2021-05-28 17:37:30	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311744 | val_loss: 0.0311832 | Time: 5383.54 ms
[2021-05-28 17:37:35	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311742 | val_loss: 0.0311829 | Time: 5327.6 ms
[2021-05-28 17:37:41	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311749 | val_loss: 0.0311831 | Time: 5235.98 ms
[2021-05-28 17:37:46	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311742 | val_loss: 0.0311822 | Time: 5251.2 ms
[2021-05-28 17:37:51	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031174 | val_loss: 0.0311822 | Time: 5281.99 ms
[2021-05-28 17:37:57	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311751 | val_loss: 0.0311856 | Time: 5274.4 ms
[2021-05-28 17:38:02	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311857 | val_loss: 0.0312025 | Time: 5249.93 ms
[2021-05-28 17:38:08	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311917 | val_loss: 0.0311896 | Time: 5245.55 ms
[2021-05-28 17:38:13	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311855 | val_loss: 0.0311871 | Time: 5195.68 ms
[2021-05-28 17:38:18	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311844 | val_loss: 0.0311885 | Time: 5244.82 ms
[2021-05-28 17:38:24	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311845 | val_loss: 0.0311867 | Time: 5247.66 ms
[2021-05-28 17:38:29	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311839 | val_loss: 0.0311865 | Time: 5242.48 ms
[2021-05-28 17:38:35	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311851 | val_loss: 0.0311856 | Time: 5392.22 ms
[2021-05-28 17:38:41	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311851 | val_loss: 0.0311858 | Time: 5314.15 ms
[2021-05-28 17:38:46	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311829 | val_loss: 0.0311894 | Time: 5309.63 ms
[2021-05-28 17:38:51	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311826 | val_loss: 0.0311862 | Time: 5283.93 ms
[2021-05-28 17:38:57	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311821 | val_loss: 0.0311857 | Time: 5291.91 ms
[2021-05-28 17:39:02	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311828 | val_loss: 0.0311848 | Time: 5279.65 ms
[2021-05-28 17:39:08	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311809 | val_loss: 0.0311837 | Time: 5208.67 ms
[2021-05-28 17:39:13	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311801 | val_loss: 0.031184 | Time: 5333.74 ms
[2021-05-28 17:39:19	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311807 | val_loss: 0.0311845 | Time: 5277.5 ms
[2021-05-28 17:39:24	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311825 | val_loss: 0.0311846 | Time: 5388.54 ms
[2021-05-28 17:39:30	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311815 | val_loss: 0.0311834 | Time: 5298.74 ms
[2021-05-28 17:39:36	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311793 | val_loss: 0.031183 | Time: 5347.45 ms
[2021-05-28 17:39:41	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311797 | val_loss: 0.0311847 | Time: 5314.91 ms
[2021-05-28 17:39:47	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311793 | val_loss: 0.0311836 | Time: 5256.99 ms
[2021-05-28 17:39:52	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311795 | val_loss: 0.0311837 | Time: 5242.7 ms
[2021-05-28 17:39:57	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311799 | val_loss: 0.0311834 | Time: 5315.42 ms
[2021-05-28 17:40:03	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031179 | val_loss: 0.0311861 | Time: 5224.46 ms
[2021-05-28 17:40:08	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311804 | val_loss: 0.0311844 | Time: 5271.4 ms
[2021-05-28 17:40:14	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311781 | val_loss: 0.0311831 | Time: 5213.59 ms
[2021-05-28 17:40:19	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311779 | val_loss: 0.0311829 | Time: 5274.31 ms
[2021-05-28 17:40:25	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311797 | val_loss: 0.0311943 | Time: 5348.88 ms
[2021-05-28 17:40:30	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311809 | val_loss: 0.0311857 | Time: 5297.25 ms
[2021-05-28 17:40:36	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311787 | val_loss: 0.0311842 | Time: 5297.45 ms
[2021-05-28 17:40:41	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311807 | val_loss: 0.0311834 | Time: 5269.51 ms
[2021-05-28 17:40:47	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311793 | val_loss: 0.0311842 | Time: 5307.62 ms
[2021-05-28 17:40:52	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.031178 | val_loss: 0.0311848 | Time: 5266.54 ms
[2021-05-28 17:40:57	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311803 | val_loss: 0.0311833 | Time: 5303.75 ms
[2021-05-28 17:41:03	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311776 | val_loss: 0.0311838 | Time: 5221 ms
[2021-05-28 17:41:08	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311782 | val_loss: 0.0311838 | Time: 5302.22 ms
[2021-05-28 17:41:14	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311776 | val_loss: 0.0311834 | Time: 5296.87 ms
[2021-05-28 17:41:19	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311777 | val_loss: 0.0311855 | Time: 5263.2 ms
[2021-05-28 17:41:26	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311791 | val_loss: 0.0311846 | Time: 5221.05 ms
[2021-05-28 17:41:31	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311781 | val_loss: 0.0311834 | Time: 5311.31 ms
[2021-05-28 17:41:37	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311781 | val_loss: 0.0311828 | Time: 5279.45 ms
[2021-05-28 17:41:42	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311767 | val_loss: 0.0311836 | Time: 5278.14 ms
[2021-05-28 17:41:48	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311772 | val_loss: 0.0311826 | Time: 5308.49 ms
[2021-05-28 17:41:53	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311766 | val_loss: 0.0311848 | Time: 5247.24 ms
[2021-05-28 17:41:59	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311786 | val_loss: 0.0311845 | Time: 5263.81 ms
[2021-05-28 17:42:04	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311798 | val_loss: 0.0311851 | Time: 5260.13 ms
[2021-05-28 17:42:10	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311793 | val_loss: 0.0311888 | Time: 5235.39 ms
[2021-05-28 17:42:15	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311791 | val_loss: 0.0311843 | Time: 5207.72 ms
[2021-05-28 17:42:20	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311798 | val_loss: 0.0311847 | Time: 5224.58 ms
[2021-05-28 17:42:26	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311797 | val_loss: 0.0311837 | Time: 5219.82 ms
[2021-05-28 17:42:31	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311784 | val_loss: 0.0311911 | Time: 5351.77 ms
[2021-05-28 17:42:37	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311791 | val_loss: 0.0311833 | Time: 5522.71 ms
[2021-05-28 17:42:43	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311775 | val_loss: 0.0311833 | Time: 5305 ms
[2021-05-28 17:42:48	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311779 | val_loss: 0.0311837 | Time: 5337.4 ms
[2021-05-28 17:42:54	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311773 | val_loss: 0.0311825 | Time: 5289.4 ms
[2021-05-28 17:42:59	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031177 | val_loss: 0.0311859 | Time: 5257.51 ms
[2021-05-28 17:43:04	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311766 | val_loss: 0.0311841 | Time: 5296.6 ms
[2021-05-28 17:43:10	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311771 | val_loss: 0.0311843 | Time: 5232.71 ms
[2021-05-28 17:43:15	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311771 | val_loss: 0.0311836 | Time: 5216.49 ms
[2021-05-28 17:43:20	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311777 | val_loss: 0.0311842 | Time: 5217.35 ms
[2021-05-28 17:43:26	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311794 | val_loss: 0.0311838 | Time: 5256.62 ms
[2021-05-28 17:43:31	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311781 | val_loss: 0.0311858 | Time: 5297.79 ms
[2021-05-28 17:43:37	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.031178 | val_loss: 0.0311835 | Time: 5312.02 ms
[2021-05-28 17:43:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311771 | val_loss: 0.0311829 | Time: 5242.31 ms
[2021-05-28 17:43:48	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311774 | val_loss: 0.031183 | Time: 5283.44 ms
[2021-05-28 17:43:53	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.031179 | val_loss: 0.0311853 | Time: 5254.16 ms
[2021-05-28 17:43:59	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311799 | val_loss: 0.0311814 | Time: 5238.22 ms
[2021-05-28 17:44:04	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311782 | val_loss: 0.0311816 | Time: 5233.67 ms
[2021-05-28 17:44:10	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311775 | val_loss: 0.0311815 | Time: 5331.35 ms
[2021-05-28 17:44:15	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311806 | val_loss: 0.0311822 | Time: 5322.59 ms
[2021-05-28 17:44:21	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311806 | val_loss: 0.0311812 | Time: 5259.23 ms
[2021-05-28 17:44:26	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311796 | val_loss: 0.0311832 | Time: 5268.81 ms
[2021-05-28 17:44:31	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311811 | val_loss: 0.0311805 | Time: 5254.28 ms
[2021-05-28 17:44:37	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311872 | val_loss: 0.0311844 | Time: 5224.41 ms
[2021-05-28 17:44:42	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311815 | val_loss: 0.0311848 | Time: 5361.25 ms
[2021-05-28 17:44:48	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311803 | val_loss: 0.0311869 | Time: 5263.51 ms
[2021-05-28 17:44:53	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311805 | val_loss: 0.0311813 | Time: 5321.82 ms
[2021-05-28 17:44:59	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311771 | val_loss: 0.0311831 | Time: 5345.6 ms
[2021-05-28 17:45:04	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311776 | val_loss: 0.0311831 | Time: 5242.57 ms
[2021-05-28 17:45:10	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311795 | val_loss: 0.0311826 | Time: 5227.01 ms
[2021-05-28 17:45:15	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311759 | val_loss: 0.0311819 | Time: 5254.59 ms
[2021-05-28 17:45:20	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311765 | val_loss: 0.0311805 | Time: 5282.78 ms
[2021-05-28 17:45:26	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311761 | val_loss: 0.0311809 | Time: 5275.07 ms
[2021-05-28 17:45:31	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311758 | val_loss: 0.0311825 | Time: 5235.82 ms
[2021-05-28 17:45:37	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311755 | val_loss: 0.0311817 | Time: 5265.63 ms
[2021-05-28 17:45:42	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311753 | val_loss: 0.0311821 | Time: 5326.64 ms
[2021-05-28 17:45:48	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311753 | val_loss: 0.0311818 | Time: 5272.58 ms
[2021-05-28 17:45:53	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311755 | val_loss: 0.0311822 | Time: 5377.01 ms
[2021-05-28 17:45:59	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311754 | val_loss: 0.0311832 | Time: 5305.68 ms
[2021-05-28 17:46:04	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311747 | val_loss: 0.0311823 | Time: 5375.98 ms
[2021-05-28 17:46:10	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311755 | val_loss: 0.0311828 | Time: 5196.38 ms
[2021-05-28 17:46:15	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311756 | val_loss: 0.0311817 | Time: 5272.56 ms
[2021-05-28 17:46:21	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311787 | val_loss: 0.0311819 | Time: 5290.73 ms
[2021-05-28 17:46:26	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311764 | val_loss: 0.0311844 | Time: 5204.39 ms
[2021-05-28 17:46:31	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311765 | val_loss: 0.0311815 | Time: 5290.22 ms
[2021-05-28 17:46:37	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311765 | val_loss: 0.0311808 | Time: 5278.63 ms
[2021-05-28 17:46:42	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311764 | val_loss: 0.0311803 | Time: 5265.09 ms
[2021-05-28 17:46:48	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311756 | val_loss: 0.0311806 | Time: 5288.16 ms
[2021-05-28 17:46:53	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311766 | val_loss: 0.0311865 | Time: 5261.36 ms
[2021-05-28 17:46:59	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311755 | val_loss: 0.0311817 | Time: 5368.98 ms
[2021-05-28 17:47:04	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.031178 | val_loss: 0.0311872 | Time: 5353.9 ms
[2021-05-28 17:47:10	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311819 | val_loss: 0.0311827 | Time: 5312.64 ms
[2021-05-28 17:47:15	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311803 | val_loss: 0.0311831 | Time: 5266.81 ms
[2021-05-28 17:47:20	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311796 | val_loss: 0.0311844 | Time: 5216.13 ms
[2021-05-28 17:47:26	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311815 | val_loss: 0.0311861 | Time: 5231.04 ms
[2021-05-28 17:47:31	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311812 | val_loss: 0.0311841 | Time: 5453.81 ms
[2021-05-28 17:47:37	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311795 | val_loss: 0.0311865 | Time: 5396.29 ms
[2021-05-28 17:47:42	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311791 | val_loss: 0.0311839 | Time: 5361.63 ms
[2021-05-28 17:47:48	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311783 | val_loss: 0.0311824 | Time: 5238.91 ms
[2021-05-28 17:47:53	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311764 | val_loss: 0.0311816 | Time: 5253.26 ms
[2021-05-28 17:47:59	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311771 | val_loss: 0.0311833 | Time: 5292 ms
[2021-05-28 17:48:04	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311761 | val_loss: 0.0311834 | Time: 5282.44 ms
[2021-05-28 17:48:10	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311771 | val_loss: 0.031183 | Time: 5305.95 ms
[2021-05-28 17:48:15	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311778 | val_loss: 0.0311831 | Time: 5247.84 ms
[2021-05-28 17:48:20	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311809 | val_loss: 0.0311867 | Time: 5268.35 ms
[2021-05-28 17:48:26	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311809 | val_loss: 0.0311816 | Time: 5224.22 ms
[2021-05-28 17:48:31	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311791 | val_loss: 0.0311827 | Time: 5275.09 ms
[2021-05-28 17:48:37	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031178 | val_loss: 0.0311854 | Time: 5239.65 ms
[2021-05-28 17:48:42	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.031185 | val_loss: 0.0311861 | Time: 5289.22 ms
[2021-05-28 17:48:48	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311852 | val_loss: 0.0311851 | Time: 5272.16 ms
[2021-05-28 17:48:53	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311847 | val_loss: 0.0311825 | Time: 5277.14 ms
[2021-05-28 17:48:59	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311839 | val_loss: 0.0311833 | Time: 5219.97 ms
[2021-05-28 17:49:04	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031183 | val_loss: 0.0311824 | Time: 5333.51 ms
[2021-05-28 17:49:09	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311825 | val_loss: 0.0311834 | Time: 5258.22 ms
[2021-05-28 17:49:15	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311839 | val_loss: 0.0311835 | Time: 5240.86 ms
[2021-05-28 17:49:20	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311824 | val_loss: 0.0311854 | Time: 5216.54 ms
[2021-05-28 17:49:27	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311827 | val_loss: 0.031184 | Time: 5320.75 ms
[2021-05-28 17:49:33	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311823 | val_loss: 0.0311896 | Time: 5337.75 ms
[2021-05-28 17:49:38	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311837 | val_loss: 0.0311828 | Time: 5244.72 ms
[2021-05-28 17:49:44	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311844 | val_loss: 0.0311843 | Time: 5318.3 ms
[2021-05-28 17:49:49	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311827 | val_loss: 0.0311831 | Time: 5305.09 ms
[2021-05-28 17:49:54	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311803 | val_loss: 0.0311827 | Time: 5263.77 ms
[2021-05-28 17:50:00	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311795 | val_loss: 0.0311832 | Time: 5309.62 ms
[2021-05-28 17:50:05	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031179 | val_loss: 0.0311849 | Time: 5257.05 ms
[2021-05-28 17:50:11	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311808 | val_loss: 0.0311831 | Time: 5269.86 ms
[2021-05-28 17:50:16	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311807 | val_loss: 0.0311859 | Time: 5236.1 ms
[2021-05-28 17:50:22	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311808 | val_loss: 0.0311825 | Time: 5291.42 ms
[2021-05-28 17:50:27	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311874 | val_loss: 0.0312103 | Time: 5272.26 ms
[2021-05-28 17:50:33	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312011 | val_loss: 0.0312008 | Time: 5224.22 ms
[2021-05-28 17:50:38	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312148 | val_loss: 0.0312595 | Time: 5247.83 ms
[2021-05-28 17:50:44	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0316194 | val_loss: 0.0314865 | Time: 5331.65 ms
[2021-05-28 17:50:50	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.031892 | val_loss: 0.0316174 | Time: 5648.66 ms
[2021-05-28 17:50:55	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0315899 | val_loss: 0.0312978 | Time: 5250.57 ms
[2021-05-28 17:51:01	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312453 | val_loss: 0.0312193 | Time: 5249.13 ms
[2021-05-28 17:51:06	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312219 | val_loss: 0.0312118 | Time: 5196.52 ms
[2021-05-28 17:51:12	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312151 | val_loss: 0.0312112 | Time: 5198.91 ms
[2021-05-28 17:51:17	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312147 | val_loss: 0.0312069 | Time: 5311.81 ms
[2021-05-28 17:51:23	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312122 | val_loss: 0.0312079 | Time: 5380.81 ms
[2021-05-28 17:51:28	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312132 | val_loss: 0.0312059 | Time: 5271.59 ms
[2021-05-28 17:51:34	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031209 | val_loss: 0.0312038 | Time: 5265.16 ms
[2021-05-28 17:51:39	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312098 | val_loss: 0.0312041 | Time: 5285.52 ms
[2021-05-28 17:51:45	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0312085 | val_loss: 0.0312112 | Time: 5266.24 ms
[2021-05-28 17:51:50	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0312103 | val_loss: 0.031203 | Time: 5265.17 ms
[2021-05-28 17:51:56	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312062 | val_loss: 0.0312008 | Time: 5213.23 ms
[2021-05-28 17:52:01	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0312058 | val_loss: 0.0311988 | Time: 5363.83 ms
[2021-05-28 17:52:07	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0312043 | val_loss: 0.0312029 | Time: 5227.73 ms
[2021-05-28 17:52:12	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0312033 | val_loss: 0.0311972 | Time: 5270.64 ms
[2021-05-28 17:52:19	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0312029 | val_loss: 0.0311968 | Time: 5242.41 ms
[2021-05-28 17:52:24	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312016 | val_loss: 0.0311971 | Time: 5240.74 ms
[2021-05-28 17:52:30	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0312026 | val_loss: 0.0311993 | Time: 5288.03 ms
[2021-05-28 17:52:35	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312029 | val_loss: 0.0312015 | Time: 5299.28 ms
[2021-05-28 17:52:40	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312024 | val_loss: 0.0311965 | Time: 5265.21 ms
[2021-05-28 17:52:46	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0312014 | val_loss: 0.0311969 | Time: 5411.73 ms
[2021-05-28 17:52:51	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312012 | val_loss: 0.0311991 | Time: 5222.11 ms
[2021-05-28 17:52:58	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031201 | val_loss: 0.0311962 | Time: 5995.47 ms
[2021-05-28 17:53:04	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312013 | val_loss: 0.0311957 | Time: 6171.53 ms
[2021-05-28 17:53:10	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0312015 | val_loss: 0.0311947 | Time: 5402.08 ms
[2021-05-28 17:53:15	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031201 | val_loss: 0.0311938 | Time: 5406.88 ms
[2021-05-28 17:53:21	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311993 | val_loss: 0.031195 | Time: 5302.72 ms
[2021-05-28 17:53:26	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311994 | val_loss: 0.0311936 | Time: 5289.36 ms
[2021-05-28 17:53:32	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311999 | val_loss: 0.031195 | Time: 5293.53 ms
[2021-05-28 17:53:38	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311995 | val_loss: 0.0311961 | Time: 5923.69 ms
[2021-05-28 17:53:44	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311999 | val_loss: 0.0311953 | Time: 5280.61 ms
[2021-05-28 17:53:49	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0312035 | val_loss: 0.0311994 | Time: 5263.48 ms
[2021-05-28 17:53:55	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0312044 | val_loss: 0.0312032 | Time: 5327.75 ms
[2021-05-28 17:54:00	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0312006 | val_loss: 0.0311965 | Time: 5299 ms
[2021-05-28 17:54:06	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311984 | val_loss: 0.031197 | Time: 5420.41 ms
[2021-05-28 17:54:11	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031198 | val_loss: 0.0311953 | Time: 5297.03 ms
[2021-05-28 17:54:17	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031198 | val_loss: 0.031196 | Time: 5272.32 ms
[2021-05-28 17:54:22	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031198 | val_loss: 0.0311956 | Time: 5372.69 ms
[2021-05-28 17:54:28	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311981 | val_loss: 0.0311966 | Time: 5318.67 ms
[2021-05-28 17:54:33	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311999 | val_loss: 0.0311952 | Time: 5231.27 ms
[2021-05-28 17:54:38	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311983 | val_loss: 0.031195 | Time: 5369.07 ms
[2021-05-28 17:54:44	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031198 | val_loss: 0.0311936 | Time: 5262.79 ms
[2021-05-28 17:54:49	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311983 | val_loss: 0.0311946 | Time: 5294.46 ms
[2021-05-28 17:54:54	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0312009 | val_loss: 0.0311949 | Time: 5218.31 ms
[2021-05-28 17:55:00	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311994 | val_loss: 0.0311962 | Time: 5350.04 ms
[2021-05-28 17:55:06	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0312007 | val_loss: 0.0311931 | Time: 5415.23 ms
[2021-05-28 17:55:11	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311998 | val_loss: 0.0311974 | Time: 5321.09 ms
[2021-05-28 17:55:16	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311986 | val_loss: 0.0311932 | Time: 5266.22 ms
[2021-05-28 17:55:22	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311971 | val_loss: 0.0311933 | Time: 5322.16 ms
[2021-05-28 17:55:28	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311976 | val_loss: 0.0311932 | Time: 5313.84 ms
[2021-05-28 17:55:33	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.031197 | val_loss: 0.0311931 | Time: 5263.38 ms
[2021-05-28 17:55:38	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311971 | val_loss: 0.0311953 | Time: 5231.5 ms
[2021-05-28 17:55:44	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311996 | val_loss: 0.0311968 | Time: 5245 ms
[2021-05-28 17:55:49	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031199 | val_loss: 0.0311926 | Time: 5228.76 ms
[2021-05-28 17:55:55	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311971 | val_loss: 0.0311939 | Time: 5311.26 ms
[2021-05-28 17:56:00	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311972 | val_loss: 0.0311948 | Time: 5213.31 ms
[2021-05-28 17:56:05	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312028 | val_loss: 0.0311974 | Time: 5265.43 ms
[2021-05-28 17:56:11	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031206 | val_loss: 0.0312047 | Time: 5296.32 ms
[2021-05-28 17:56:16	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0312053 | val_loss: 0.0311978 | Time: 5295.39 ms
[2021-05-28 17:56:22	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0312051 | val_loss: 0.0312069 | Time: 5230.56 ms
[2021-05-28 17:56:27	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0312046 | val_loss: 0.0312006 | Time: 5228.88 ms
[2021-05-28 17:56:33	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0312037 | val_loss: 0.0312016 | Time: 5239.12 ms
[2021-05-28 17:56:39	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0312037 | val_loss: 0.0311989 | Time: 5279.7 ms
[2021-05-28 17:56:44	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312026 | val_loss: 0.0312025 | Time: 5212.97 ms
[2021-05-28 17:56:49	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312032 | val_loss: 0.0312017 | Time: 5353.59 ms
[2021-05-28 17:56:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312057 | val_loss: 0.0312004 | Time: 5310.53 ms
[2021-05-28 17:57:01	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312061 | val_loss: 0.0312072 | Time: 5680.46 ms
[2021-05-28 17:57:07	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031206 | val_loss: 0.0312005 | Time: 5817.62 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX)
[2021-05-30 10:55:48	                main:435]	:	INFO	:	Set logging level to 1
[2021-05-30 10:55:49	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-05-30 10:55:49	                main:444]	:	INFO	:	Resolving all filenames
[2021-05-30 10:55:49	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-05-30 10:55:49	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3_3_r204474368_1 (exists = 1)
[2021-05-30 10:55:49	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3_3_r204474368_0 (exists = 0)
[2021-05-30 10:55:49	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3 (exists = 1)
[2021-05-30 10:55:50	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-05-30 10:55:50	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-05-30 10:55:50	                main:474]	:	INFO	:	Configuration: 
[2021-05-30 10:55:50	                main:475]	:	INFO	:	    Model type: GRU
[2021-05-30 10:55:50	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-05-30 10:55:50	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-05-30 10:55:50	                main:478]	:	INFO	:	    Batch Size: 128
[2021-05-30 10:55:50	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-05-30 10:55:50	                main:480]	:	INFO	:	    Patience: 10
[2021-05-30 10:55:50	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-05-30 10:55:51	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-05-30 10:55:51	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-05-30 10:55:51	                main:484]	:	INFO	:	    # Threads: 1
[2021-05-30 10:55:51	                main:486]	:	INFO	:	Preparing Dataset
[2021-05-30 10:55:51	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 10:55:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 10:56:19	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-05-30 10:56:20	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 10:56:20	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 10:56:20	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-05-30 10:56:20	                main:494]	:	INFO	:	Creating Model
[2021-05-30 10:56:21	                main:507]	:	INFO	:	Preparing config file
[2021-05-30 10:56:21	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-05-30 10:56:21	                main:512]	:	INFO	:	Loading config
[2021-05-30 10:56:21	                main:514]	:	INFO	:	Loading state
[2021-05-30 10:56:43	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-05-30 10:56:43	                main:562]	:	INFO	:	Starting Training
[2021-05-30 10:57:01	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0313638 | val_loss: 0.0312531 | Time: 17132.1 ms
[2021-05-30 10:57:07	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312539 | val_loss: 0.0312436 | Time: 6254.47 ms
[2021-05-30 10:57:15	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312386 | val_loss: 0.0312247 | Time: 7494.97 ms
[2021-05-30 10:57:22	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312187 | val_loss: 0.03121 | Time: 6523.47 ms
[2021-05-30 10:57:29	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0312109 | val_loss: 0.0312048 | Time: 6122.87 ms
[2021-05-30 10:57:35	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312054 | val_loss: 0.031205 | Time: 5725.6 ms
[2021-05-30 10:57:41	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312034 | val_loss: 0.0311977 | Time: 6664.43 ms
[2021-05-30 10:57:48	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312026 | val_loss: 0.0311975 | Time: 5523.62 ms
[2021-05-30 10:57:54	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0312015 | val_loss: 0.0311953 | Time: 6302.86 ms
[2021-05-30 10:58:01	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311996 | val_loss: 0.0311956 | Time: 5999.57 ms
[2021-05-30 10:58:06	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311985 | val_loss: 0.0311944 | Time: 5473.66 ms
[2021-05-30 10:58:13	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311992 | val_loss: 0.0311943 | Time: 6405.72 ms
[2021-05-30 10:58:19	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311996 | val_loss: 0.0311958 | Time: 5449.66 ms
[2021-05-30 10:58:25	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311981 | val_loss: 0.0311943 | Time: 5857.79 ms
[2021-05-30 10:58:31	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311974 | val_loss: 0.0311935 | Time: 5665.49 ms
[2021-05-30 10:58:37	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311986 | val_loss: 0.0311935 | Time: 5562.35 ms
[2021-05-30 10:58:43	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0312002 | val_loss: 0.0311954 | Time: 5480.94 ms
[2021-05-30 10:58:50	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311974 | val_loss: 0.0311953 | Time: 6308.08 ms
[2021-05-30 10:58:55	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311976 | val_loss: 0.0311932 | Time: 5400.25 ms
[2021-05-30 10:59:01	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311969 | val_loss: 0.0311927 | Time: 5599.41 ms
[2021-05-30 10:59:08	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311985 | val_loss: 0.0311988 | Time: 6318.4 ms
[2021-05-30 10:59:13	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311986 | val_loss: 0.031193 | Time: 5315.89 ms
[2021-05-30 10:59:19	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311973 | val_loss: 0.0311932 | Time: 5325.72 ms
[2021-05-30 10:59:26	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311966 | val_loss: 0.0311922 | Time: 6178.37 ms
[2021-05-30 10:59:32	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311967 | val_loss: 0.0311926 | Time: 5499.22 ms
[2021-05-30 10:59:38	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311968 | val_loss: 0.031192 | Time: 5738.52 ms
[2021-05-30 10:59:44	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311962 | val_loss: 0.0311939 | Time: 5338.27 ms
[2021-05-30 10:59:51	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311982 | val_loss: 0.0311928 | Time: 5438.22 ms
[2021-05-30 10:59:58	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311978 | val_loss: 0.0311961 | Time: 5392.46 ms
[2021-05-30 11:00:04	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311967 | val_loss: 0.0311914 | Time: 5265.12 ms
[2021-05-30 11:00:10	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311961 | val_loss: 0.0311942 | Time: 5283.16 ms
[2021-05-30 11:00:16	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031196 | val_loss: 0.0311931 | Time: 5180.46 ms
[2021-05-30 11:00:24	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.031195 | val_loss: 0.0311931 | Time: 5263.68 ms
[2021-05-30 11:00:32	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311952 | val_loss: 0.0311948 | Time: 5288.36 ms
[2021-05-30 11:00:39	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311953 | val_loss: 0.0311952 | Time: 5355.03 ms
[2021-05-30 11:00:47	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311955 | val_loss: 0.0311933 | Time: 5244.05 ms
[2021-05-30 11:00:53	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031195 | val_loss: 0.0311938 | Time: 5379.73 ms
[2021-05-30 11:01:01	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311964 | val_loss: 0.0312001 | Time: 5785.58 ms
[2021-05-30 11:01:06	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311982 | val_loss: 0.031194 | Time: 5393.08 ms
[2021-05-30 11:01:12	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311952 | val_loss: 0.0311936 | Time: 5401.66 ms
[2021-05-30 11:01:18	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311941 | val_loss: 0.0311933 | Time: 5522.03 ms
[2021-05-30 11:01:24	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311942 | val_loss: 0.031193 | Time: 5295.14 ms
[2021-05-30 11:01:30	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311942 | val_loss: 0.0311925 | Time: 5775.32 ms
[2021-05-30 11:01:36	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311943 | val_loss: 0.0311936 | Time: 5636.78 ms
[2021-05-30 11:01:42	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311944 | val_loss: 0.0311922 | Time: 5256.16 ms
[2021-05-30 11:01:48	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031195 | val_loss: 0.0311937 | Time: 5381.73 ms
[2021-05-30 11:01:57	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311941 | val_loss: 0.0311921 | Time: 5517.84 ms
[2021-05-30 11:02:03	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311945 | val_loss: 0.0311926 | Time: 5473.49 ms
[2021-05-30 11:02:08	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311951 | val_loss: 0.0311922 | Time: 5335.4 ms
[2021-05-30 11:02:14	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311948 | val_loss: 0.0311922 | Time: 5376.91 ms
[2021-05-30 11:02:22	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311959 | val_loss: 0.0311924 | Time: 5671.73 ms
[2021-05-30 11:02:30	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311956 | val_loss: 0.0311984 | Time: 6989.74 ms
[2021-05-30 11:02:37	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311949 | val_loss: 0.0311953 | Time: 6660.47 ms
[2021-05-30 11:02:45	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311947 | val_loss: 0.0311949 | Time: 5328.86 ms
[2021-05-30 11:02:52	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311941 | val_loss: 0.0311917 | Time: 5295.46 ms
[2021-05-30 11:02:59	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031193 | val_loss: 0.0311935 | Time: 5519.07 ms
[2021-05-30 11:03:06	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311943 | val_loss: 0.0311914 | Time: 5526.65 ms
[2021-05-30 11:03:13	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311935 | val_loss: 0.0311943 | Time: 5442.92 ms
[2021-05-30 11:03:20	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311933 | val_loss: 0.0311914 | Time: 5575.68 ms
[2021-05-30 11:03:26	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311926 | val_loss: 0.0311935 | Time: 5246.81 ms
[2021-05-30 11:03:33	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311927 | val_loss: 0.0311917 | Time: 5475.69 ms
[2021-05-30 11:03:39	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311927 | val_loss: 0.0311914 | Time: 5312.45 ms
[2021-05-30 11:03:46	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311925 | val_loss: 0.0311914 | Time: 5402.52 ms
[2021-05-30 11:03:53	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031193 | val_loss: 0.0311921 | Time: 5469.26 ms
[2021-05-30 11:04:00	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311939 | val_loss: 0.0311916 | Time: 5400.73 ms
[2021-05-30 11:04:06	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311924 | val_loss: 0.0311915 | Time: 5280.97 ms
[2021-05-30 11:04:13	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031193 | val_loss: 0.0311934 | Time: 5339.44 ms
[2021-05-30 11:04:20	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311923 | val_loss: 0.0311925 | Time: 5269.05 ms
[2021-05-30 11:04:27	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311937 | val_loss: 0.0311953 | Time: 5299.84 ms
[2021-05-30 11:04:33	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311934 | val_loss: 0.0311918 | Time: 5295.78 ms
[2021-05-30 11:04:39	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311928 | val_loss: 0.0311918 | Time: 5341.07 ms
[2021-05-30 11:04:48	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311925 | val_loss: 0.0311954 | Time: 5682.88 ms
[2021-05-30 11:04:55	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311954 | val_loss: 0.0311951 | Time: 5561.56 ms
[2021-05-30 11:05:02	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031195 | val_loss: 0.0311923 | Time: 5287.96 ms
[2021-05-30 11:05:09	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311924 | val_loss: 0.0311919 | Time: 5534.38 ms
[2021-05-30 11:05:15	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311921 | val_loss: 0.0311936 | Time: 5247.02 ms
[2021-05-30 11:05:22	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031193 | val_loss: 0.031192 | Time: 5309.52 ms
[2021-05-30 11:05:30	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311921 | val_loss: 0.0311913 | Time: 5360.43 ms
[2021-05-30 11:05:36	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311919 | val_loss: 0.0311914 | Time: 5335.66 ms
[2021-05-30 11:05:43	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311919 | val_loss: 0.0311918 | Time: 5296.07 ms
[2021-05-30 11:05:50	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311936 | val_loss: 0.0311918 | Time: 5295.95 ms
[2021-05-30 11:05:56	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311948 | val_loss: 0.0311958 | Time: 5386.41 ms
[2021-05-30 11:06:02	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311938 | val_loss: 0.0311916 | Time: 5300.02 ms
[2021-05-30 11:06:08	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311929 | val_loss: 0.0311931 | Time: 5270.23 ms
[2021-05-30 11:06:15	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311923 | val_loss: 0.0311923 | Time: 5284.07 ms
[2021-05-30 11:06:22	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311927 | val_loss: 0.0311914 | Time: 5376.4 ms
[2021-05-30 11:06:28	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311916 | val_loss: 0.0311914 | Time: 5315.87 ms
[2021-05-30 11:06:35	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311921 | val_loss: 0.0311916 | Time: 5271.19 ms
[2021-05-30 11:06:41	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311947 | val_loss: 0.0312002 | Time: 5410.99 ms
[2021-05-30 11:06:47	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311936 | val_loss: 0.031192 | Time: 5405.48 ms
[2021-05-30 11:06:53	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311922 | val_loss: 0.0311932 | Time: 5320.88 ms
[2021-05-30 11:06:59	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311926 | val_loss: 0.0311913 | Time: 5391.87 ms
[2021-05-30 11:07:05	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031193 | val_loss: 0.0311916 | Time: 5305.36 ms
[2021-05-30 11:07:12	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311934 | val_loss: 0.0311908 | Time: 5390.26 ms
[2021-05-30 11:07:18	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.031192 | val_loss: 0.0311911 | Time: 5338.68 ms
[2021-05-30 11:07:24	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311919 | val_loss: 0.0311909 | Time: 5341.36 ms
[2021-05-30 11:07:29	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311917 | val_loss: 0.0311909 | Time: 5282.79 ms
[2021-05-30 11:07:36	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311913 | val_loss: 0.0311914 | Time: 5299.72 ms
[2021-05-30 11:07:43	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.031191 | val_loss: 0.0311915 | Time: 5267.95 ms
[2021-05-30 11:07:49	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311919 | val_loss: 0.0311929 | Time: 5308.32 ms
[2021-05-30 11:07:55	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311913 | val_loss: 0.0311926 | Time: 5211.78 ms
[2021-05-30 11:08:02	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311919 | val_loss: 0.0311925 | Time: 5355.15 ms
[2021-05-30 11:08:07	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031191 | val_loss: 0.0311918 | Time: 5345.95 ms
[2021-05-30 11:08:13	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311916 | val_loss: 0.0311917 | Time: 5249.5 ms
[2021-05-30 11:08:19	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311925 | val_loss: 0.0311917 | Time: 5231.91 ms
[2021-05-30 11:08:25	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311916 | val_loss: 0.0311928 | Time: 5388.86 ms
[2021-05-30 11:08:31	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311922 | val_loss: 0.0311916 | Time: 5314.79 ms
[2021-05-30 11:08:38	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.031194 | val_loss: 0.0311916 | Time: 5288.43 ms
[2021-05-30 11:08:43	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311926 | val_loss: 0.0311933 | Time: 5297.93 ms
[2021-05-30 11:08:49	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311913 | val_loss: 0.0311912 | Time: 5210.58 ms
[2021-05-30 11:08:54	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311909 | val_loss: 0.0311913 | Time: 5277.31 ms
[2021-05-30 11:09:01	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311911 | val_loss: 0.0311914 | Time: 5247.49 ms
[2021-05-30 11:09:08	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311913 | val_loss: 0.0311921 | Time: 5342 ms
[2021-05-30 11:09:17	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311919 | val_loss: 0.0311913 | Time: 5299.39 ms
[2021-05-30 11:09:23	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311936 | val_loss: 0.0311942 | Time: 5290.51 ms
[2021-05-30 11:09:28	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311927 | val_loss: 0.0311933 | Time: 5386.35 ms
[2021-05-30 11:09:34	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311938 | val_loss: 0.0311985 | Time: 5313.08 ms
[2021-05-30 11:09:40	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311953 | val_loss: 0.031192 | Time: 5273.21 ms
[2021-05-30 11:09:46	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311932 | val_loss: 0.0311947 | Time: 5337.41 ms
[2021-05-30 11:09:52	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311913 | val_loss: 0.0311917 | Time: 5243.05 ms
[2021-05-30 11:09:58	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311912 | val_loss: 0.0311955 | Time: 5362.52 ms
[2021-05-30 11:10:05	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311929 | val_loss: 0.0311924 | Time: 5325.65 ms
[2021-05-30 11:10:11	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031191 | val_loss: 0.0311931 | Time: 5328.02 ms
[2021-05-30 11:10:16	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311933 | val_loss: 0.0311929 | Time: 5289.4 ms
[2021-05-30 11:10:22	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311923 | val_loss: 0.0311915 | Time: 5308.77 ms
[2021-05-30 11:10:28	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311917 | val_loss: 0.0311914 | Time: 5227.07 ms
[2021-05-30 11:10:33	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311915 | val_loss: 0.031191 | Time: 5310.42 ms
[2021-05-30 11:10:39	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311911 | val_loss: 0.0311921 | Time: 5449.59 ms
[2021-05-30 11:10:45	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311911 | val_loss: 0.0311927 | Time: 5468.86 ms
[2021-05-30 11:10:51	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311915 | val_loss: 0.0311917 | Time: 5785.69 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX)
[2021-05-30 14:30:56	                main:435]	:	INFO	:	Set logging level to 1
[2021-05-30 14:30:58	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-05-30 14:31:00	                main:444]	:	INFO	:	Resolving all filenames
[2021-05-30 14:31:01	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-05-30 14:31:02	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3_3_r204474368_1 (exists = 1)
[2021-05-30 14:31:03	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3_3_r204474368_0 (exists = 0)
[2021-05-30 14:31:05	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235658-19313-3 (exists = 1)
[2021-05-30 14:31:06	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-05-30 14:31:07	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-05-30 14:31:08	                main:474]	:	INFO	:	Configuration: 
[2021-05-30 14:31:09	                main:475]	:	INFO	:	    Model type: GRU
[2021-05-30 14:31:09	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-05-30 14:31:10	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-05-30 14:31:11	                main:478]	:	INFO	:	    Batch Size: 128
[2021-05-30 14:31:12	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-05-30 14:31:12	                main:480]	:	INFO	:	    Patience: 10
[2021-05-30 14:31:13	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-05-30 14:31:14	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-05-30 14:31:16	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-05-30 14:31:17	                main:484]	:	INFO	:	    # Threads: 1
[2021-05-30 14:31:18	                main:486]	:	INFO	:	Preparing Dataset
[2021-05-30 14:31:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 14:31:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 14:31:29	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-05-30 14:31:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 14:31:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-05-30 14:31:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-05-30 14:31:31	                main:494]	:	INFO	:	Creating Model
[2021-05-30 14:31:31	                main:507]	:	INFO	:	Preparing config file
[2021-05-30 14:31:32	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-05-30 14:31:32	                main:512]	:	INFO	:	Loading config
[2021-05-30 14:31:32	                main:514]	:	INFO	:	Loading state
[2021-05-30 14:31:37	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-05-30 14:31:37	                main:562]	:	INFO	:	Starting Training
[2021-05-30 14:31:44	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0312335 | val_loss: 0.0311983 | Time: 6693.97 ms
[2021-05-30 14:31:51	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311993 | val_loss: 0.0311984 | Time: 5489.99 ms
[2021-05-30 14:31:57	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311976 | val_loss: 0.0311929 | Time: 5329.08 ms
[2021-05-30 14:32:03	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031196 | val_loss: 0.0311985 | Time: 5872.87 ms
[2021-05-30 14:32:09	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311947 | val_loss: 0.0311917 | Time: 5351.69 ms
[2021-05-30 14:32:15	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311926 | val_loss: 0.0311927 | Time: 5297.53 ms
[2021-05-30 14:32:20	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311917 | val_loss: 0.0311904 | Time: 5269.68 ms
[2021-05-30 14:32:26	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311921 | val_loss: 0.0311919 | Time: 5385.05 ms
[2021-05-30 14:32:32	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311932 | val_loss: 0.0311932 | Time: 5261.77 ms
[2021-05-30 14:32:38	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311924 | val_loss: 0.0311908 | Time: 5273.92 ms
[2021-05-30 14:32:44	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311939 | val_loss: 0.0311915 | Time: 5337.58 ms
[2021-05-30 14:32:50	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311922 | val_loss: 0.0311902 | Time: 5399.19 ms
[2021-05-30 14:32:56	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311935 | val_loss: 0.0311901 | Time: 5368.99 ms
[2021-05-30 14:33:02	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311936 | val_loss: 0.0311934 | Time: 5310.05 ms
[2021-05-30 14:33:08	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.031193 | val_loss: 0.0311912 | Time: 5317.86 ms
[2021-05-30 14:33:13	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311938 | val_loss: 0.0311893 | Time: 5267.63 ms
[2021-05-30 14:33:19	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311928 | val_loss: 0.0311897 | Time: 5310.13 ms
[2021-05-30 14:33:25	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311923 | val_loss: 0.0311909 | Time: 5376.99 ms
[2021-05-30 14:33:31	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311928 | val_loss: 0.0311896 | Time: 5321.67 ms
[2021-05-30 14:33:36	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311925 | val_loss: 0.0311894 | Time: 5343.84 ms
[2021-05-30 14:33:42	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311921 | val_loss: 0.031189 | Time: 5284.9 ms
[2021-05-30 14:33:48	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311914 | val_loss: 0.0311901 | Time: 5990.55 ms
[2021-05-30 14:33:56	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311911 | val_loss: 0.0311903 | Time: 5757.91 ms
[2021-05-30 14:34:02	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311909 | val_loss: 0.0311916 | Time: 5357.36 ms
[2021-05-30 14:34:08	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311945 | val_loss: 0.0311908 | Time: 5298.69 ms
[2021-05-30 14:34:13	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031191 | val_loss: 0.0311887 | Time: 5463.07 ms
[2021-05-30 14:34:19	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311905 | val_loss: 0.0311905 | Time: 5536.8 ms
[2021-05-30 14:34:26	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311917 | val_loss: 0.031189 | Time: 5560.17 ms
[2021-05-30 14:34:31	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311908 | val_loss: 0.0311891 | Time: 5484.2 ms
[2021-05-30 14:34:37	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311938 | val_loss: 0.0311994 | Time: 5323.3 ms
[2021-05-30 14:34:43	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0312 | val_loss: 0.0312014 | Time: 5341.63 ms
[2021-05-30 14:34:49	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312015 | val_loss: 0.0311996 | Time: 5335.78 ms
[2021-05-30 14:34:55	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.031204 | val_loss: 0.0312024 | Time: 5346.5 ms
[2021-05-30 14:35:00	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312084 | val_loss: 0.0312096 | Time: 5421.57 ms
[2021-05-30 14:35:07	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312081 | val_loss: 0.0311991 | Time: 5393.45 ms
[2021-05-30 14:35:13	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312055 | val_loss: 0.0311997 | Time: 5299.49 ms
[2021-05-30 14:35:18	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312051 | val_loss: 0.0311995 | Time: 5278.84 ms
[2021-05-30 14:35:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312038 | val_loss: 0.0312001 | Time: 5314.48 ms
[2021-05-30 14:35:30	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312033 | val_loss: 0.0311994 | Time: 5283.41 ms
[2021-05-30 14:35:36	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0312054 | val_loss: 0.0312017 | Time: 5320.87 ms
[2021-05-30 14:35:43	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0312063 | val_loss: 0.0312 | Time: 5276.57 ms
[2021-05-30 14:35:48	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031207 | val_loss: 0.0312013 | Time: 5399.35 ms
[2021-05-30 14:35:54	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312051 | val_loss: 0.0312017 | Time: 5292.8 ms
[2021-05-30 14:36:00	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0312056 | val_loss: 0.0312008 | Time: 5405.1 ms
[2021-05-30 14:36:06	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312047 | val_loss: 0.031202 | Time: 5424.91 ms
[2021-05-30 14:36:12	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312057 | val_loss: 0.0312165 | Time: 5256.02 ms
[2021-05-30 14:36:19	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312067 | val_loss: 0.0311999 | Time: 5276.53 ms
[2021-05-30 14:36:24	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312031 | val_loss: 0.0312001 | Time: 5276.74 ms
[2021-05-30 14:36:30	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0312027 | val_loss: 0.0311998 | Time: 5294.24 ms
[2021-05-30 14:36:36	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312033 | val_loss: 0.0312007 | Time: 5295.22 ms
[2021-05-30 14:36:42	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312023 | val_loss: 0.0312001 | Time: 5422.51 ms
[2021-05-30 14:36:48	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312011 | val_loss: 0.0311989 | Time: 5393.39 ms
[2021-05-30 14:36:55	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312026 | val_loss: 0.031209 | Time: 5295.11 ms
[2021-05-30 14:37:01	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312055 | val_loss: 0.0312014 | Time: 5355.96 ms
[2021-05-30 14:37:07	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312052 | val_loss: 0.0312066 | Time: 5310.57 ms
[2021-05-30 14:37:12	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312042 | val_loss: 0.0312021 | Time: 5301.17 ms
[2021-05-30 14:37:18	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312031 | val_loss: 0.0312022 | Time: 5252.4 ms
[2021-05-30 14:37:24	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312018 | val_loss: 0.0312001 | Time: 5323.31 ms
[2021-05-30 14:37:24	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312001
[2021-05-30 14:37:25	                main:603]	:	INFO	:	Saving end state to config to file
[2021-05-30 14:37:25	                main:608]	:	INFO	:	Success, exiting..
14:37:26 (9292): 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)