Task 7363279

Name ParityModified-1631727662-8438-0_0
Workunit 5039444
Created 15 Sep 2021, 17:41:04 UTC
Sent 16 Sep 2021, 21:07:38 UTC
Report deadline 24 Sep 2021, 21:07:38 UTC
Received 18 Sep 2021, 18:46:07 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6650
Run time 1 hours 5 min 2 sec
CPU time 51 min 59 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 6,456.68 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.35 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
93.36 ms
[2021-09-17 07:55:47	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310465 | val_loss: 0.031236 | Time: 1459.83 ms
[2021-09-17 07:55:49	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310515 | val_loss: 0.0312496 | Time: 1472.15 ms
[2021-09-17 07:55:50	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310375 | val_loss: 0.0312775 | Time: 1426.6 ms
[2021-09-17 07:55:52	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310354 | val_loss: 0.0312828 | Time: 1429.05 ms
[2021-09-17 07:55:53	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310341 | val_loss: 0.0312452 | Time: 1498.94 ms
[2021-09-17 07:55:55	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310455 | val_loss: 0.0312798 | Time: 1485.39 ms
[2021-09-17 07:55:56	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310416 | val_loss: 0.0312499 | Time: 1437.76 ms
[2021-09-17 07:55:58	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310392 | val_loss: 0.0312508 | Time: 1437.98 ms
[2021-09-17 07:55:59	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310293 | val_loss: 0.0312699 | Time: 1473.41 ms
[2021-09-17 07:56:01	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310331 | val_loss: 0.0312754 | Time: 1479.02 ms
[2021-09-17 07:56:03	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310277 | val_loss: 0.0313035 | Time: 1465.07 ms
[2021-09-17 07:56:04	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310267 | val_loss: 0.0312591 | Time: 1419.41 ms
[2021-09-17 07:56:05	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031033 | val_loss: 0.0312434 | Time: 1480.73 ms
[2021-09-17 07:56:07	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310384 | val_loss: 0.0312581 | Time: 1482.88 ms
[2021-09-17 07:56:09	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310468 | val_loss: 0.0312591 | Time: 1463.53 ms
[2021-09-17 07:56:10	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310386 | val_loss: 0.0312768 | Time: 1435.28 ms
[2021-09-17 07:56:12	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310376 | val_loss: 0.0312702 | Time: 1455.5 ms
[2021-09-17 07:56:13	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310405 | val_loss: 0.031244 | Time: 1490.29 ms
[2021-09-17 07:56:15	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310341 | val_loss: 0.031297 | Time: 1501.6 ms
[2021-09-17 07:56:16	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310322 | val_loss: 0.0313001 | Time: 1428.64 ms
[2021-09-17 07:56:18	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310423 | val_loss: 0.0312664 | Time: 1461.22 ms
[2021-09-17 07:56:19	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310527 | val_loss: 0.0312807 | Time: 1485.91 ms
[2021-09-17 07:56:21	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0317269 | val_loss: 0.0315649 | Time: 1492.31 ms
[2021-09-17 07:56:22	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.033271 | val_loss: 0.0316815 | Time: 1432.66 ms
[2021-09-17 07:56:24	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0314353 | val_loss: 0.0312618 | Time: 1441.36 ms
[2021-09-17 07:56:25	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312448 | val_loss: 0.0312198 | Time: 1478.27 ms
[2021-09-17 07:56:27	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312165 | val_loss: 0.0312114 | Time: 1494.98 ms
[2021-09-17 07:56:28	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312045 | val_loss: 0.0312004 | Time: 1450.53 ms
[2021-09-17 07:56:30	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312031 | val_loss: 0.0311972 | Time: 1475 ms
[2021-09-17 07:56:31	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312001 | val_loss: 0.0311943 | Time: 1462.73 ms
[2021-09-17 07:56:33	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311973 | val_loss: 0.0311958 | Time: 1485.79 ms
[2021-09-17 07:56:34	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311962 | val_loss: 0.0311992 | Time: 1398.29 ms
[2021-09-17 07:56:36	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311971 | val_loss: 0.0311921 | Time: 1452.85 ms
[2021-09-17 07:56:37	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311937 | val_loss: 0.0311885 | Time: 1490.21 ms
[2021-09-17 07:56:39	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311911 | val_loss: 0.0311871 | Time: 1500.25 ms
[2021-09-17 07:56:40	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311913 | val_loss: 0.0311856 | Time: 1435.91 ms
[2021-09-17 07:56:42	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.031188 | val_loss: 0.0311844 | Time: 1444.41 ms
[2021-09-17 07:56:43	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311865 | val_loss: 0.0311873 | Time: 1487.6 ms
[2021-09-17 07:56:45	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311872 | val_loss: 0.0311905 | Time: 1493 ms
[2021-09-17 07:56:46	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311891 | val_loss: 0.0311844 | Time: 1436.32 ms
[2021-09-17 07:56:48	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311852 | val_loss: 0.0311834 | Time: 1467.16 ms
[2021-09-17 07:56:49	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311838 | val_loss: 0.0311882 | Time: 1502.13 ms
[2021-09-17 07:56:51	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311843 | val_loss: 0.0311853 | Time: 1488.37 ms
[2021-09-17 07:56:52	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311846 | val_loss: 0.0311822 | Time: 1438.75 ms
[2021-09-17 07:56:54	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311836 | val_loss: 0.0311851 | Time: 1460.58 ms
[2021-09-17 07:56:55	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311857 | val_loss: 0.0311831 | Time: 1480.05 ms
[2021-09-17 07:56:57	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311839 | val_loss: 0.0311826 | Time: 1489.98 ms
[2021-09-17 07:56:59	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311839 | val_loss: 0.0311813 | Time: 1441.37 ms
[2021-09-17 07:57:00	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311826 | val_loss: 0.0311815 | Time: 1445.82 ms
[2021-09-17 07:57:02	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311807 | val_loss: 0.0311836 | Time: 1512.49 ms
[2021-09-17 07:57:03	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311807 | val_loss: 0.0311811 | Time: 1482.82 ms
[2021-09-17 07:57:05	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311797 | val_loss: 0.0311874 | Time: 1454.54 ms
[2021-09-17 07:57:06	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311833 | val_loss: 0.0311819 | Time: 1461.17 ms
[2021-09-17 07:57:08	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311799 | val_loss: 0.0311824 | Time: 1465.36 ms
[2021-09-17 07:57:09	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311807 | val_loss: 0.0311817 | Time: 1482.69 ms
[2021-09-17 07:57:11	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311837 | val_loss: 0.0311828 | Time: 1452.76 ms
[2021-09-17 07:57:12	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311895 | val_loss: 0.0311903 | Time: 1456.64 ms
[2021-09-17 07:57:14	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031186 | val_loss: 0.0311993 | Time: 1488.21 ms
[2021-09-17 07:57:15	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311846 | val_loss: 0.0311816 | Time: 1495.33 ms
[2021-09-17 07:57:17	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.031184 | val_loss: 0.0311814 | Time: 1445.85 ms
[2021-09-17 07:57:18	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311817 | val_loss: 0.0311837 | Time: 1429.58 ms
[2021-09-17 07:57:22	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311807 | val_loss: 0.0311885 | Time: 1420.38 ms
[2021-09-17 07:57:24	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031182 | val_loss: 0.0311836 | Time: 1475.09 ms
[2021-09-17 07:57:26	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311776 | val_loss: 0.0311813 | Time: 1485.52 ms
[2021-09-17 07:57:27	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311775 | val_loss: 0.031181 | Time: 1510.42 ms
[2021-09-17 07:57:29	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311793 | val_loss: 0.0311876 | Time: 1457.72 ms
[2021-09-17 07:57:30	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311807 | val_loss: 0.0311817 | Time: 1443.13 ms
[2021-09-17 07:57:35	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311791 | val_loss: 0.0311864 | Time: 1471.08 ms
[2021-09-17 07:57:37	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311795 | val_loss: 0.0311833 | Time: 1536.22 ms
[2021-09-17 07:57:39	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311808 | val_loss: 0.0311885 | Time: 1501.84 ms
[2021-09-17 07:57:40	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311786 | val_loss: 0.0311804 | Time: 1578.96 ms
[2021-09-17 07:57:42	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031176 | val_loss: 0.03118 | Time: 1591.65 ms
[2021-09-17 07:57:44	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311759 | val_loss: 0.0311824 | Time: 1525.17 ms
[2021-09-17 07:57:45	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311758 | val_loss: 0.0311814 | Time: 1486.69 ms
[2021-09-17 07:57:47	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031177 | val_loss: 0.0311836 | Time: 1450.56 ms
[2021-09-17 07:57:48	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311778 | val_loss: 0.0311891 | Time: 1438.81 ms
[2021-09-17 07:57:50	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311778 | val_loss: 0.0311796 | Time: 1512.29 ms
[2021-09-17 07:57:52	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311759 | val_loss: 0.0311817 | Time: 1500.77 ms
[2021-09-17 07:57:53	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311783 | val_loss: 0.0311824 | Time: 1490.14 ms
[2021-09-17 07:57:55	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311738 | val_loss: 0.0311811 | Time: 1426.03 ms
[2021-09-17 07:57:56	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311746 | val_loss: 0.0311809 | Time: 1474.24 ms
[2021-09-17 07:57:58	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311734 | val_loss: 0.0311785 | Time: 1470.61 ms
[2021-09-17 07:57:59	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311755 | val_loss: 0.0311797 | Time: 1466.24 ms
[2021-09-17 07:58:01	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031174 | val_loss: 0.0311805 | Time: 1404.31 ms
[2021-09-17 07:58:02	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311735 | val_loss: 0.0311799 | Time: 1479.51 ms
[2021-09-17 07:58:04	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311735 | val_loss: 0.0311809 | Time: 1491.4 ms
[2021-09-17 07:58:05	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311725 | val_loss: 0.0311786 | Time: 1458.4 ms
[2021-09-17 07:58:07	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311716 | val_loss: 0.0311782 | Time: 1430.48 ms
[2021-09-17 07:58:08	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311717 | val_loss: 0.0311805 | Time: 1487.15 ms
[2021-09-17 07:58:10	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311723 | val_loss: 0.0311819 | Time: 1489.89 ms
[2021-09-17 07:58:11	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311736 | val_loss: 0.0311807 | Time: 1459.13 ms
[2021-09-17 07:58:13	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311745 | val_loss: 0.0311857 | Time: 1408.26 ms
[2021-09-17 07:58:14	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311753 | val_loss: 0.0311821 | Time: 1454.95 ms
[2021-09-17 07:58:16	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311724 | val_loss: 0.0311818 | Time: 1500.8 ms
[2021-09-17 07:58:17	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311725 | val_loss: 0.0311799 | Time: 1475.43 ms
[2021-09-17 07:58:19	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311744 | val_loss: 0.03118 | Time: 1413.07 ms
[2021-09-17 07:58:20	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311715 | val_loss: 0.0311795 | Time: 1464.26 ms
[2021-09-17 07:58:22	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311711 | val_loss: 0.0311814 | Time: 1488.51 ms
[2021-09-17 07:58:23	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311711 | val_loss: 0.0311788 | Time: 1462.85 ms
[2021-09-17 07:58:25	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311766 | val_loss: 0.031188 | Time: 1452.85 ms
[2021-09-17 07:58:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311754 | val_loss: 0.0311859 | Time: 1476.62 ms
[2021-09-17 07:58:28	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311714 | val_loss: 0.031178 | Time: 1466.03 ms
[2021-09-17 07:58:29	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311689 | val_loss: 0.0311796 | Time: 1459.72 ms
[2021-09-17 07:58:31	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311689 | val_loss: 0.0311792 | Time: 1457.63 ms
[2021-09-17 07:58:32	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311684 | val_loss: 0.0311786 | Time: 1485.81 ms
[2021-09-17 07:58:34	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311687 | val_loss: 0.0311783 | Time: 1493.94 ms
[2021-09-17 07:58:35	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311701 | val_loss: 0.0311829 | Time: 1452.82 ms
[2021-09-17 07:58:37	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311705 | val_loss: 0.0311848 | Time: 1454.5 ms
[2021-09-17 07:58:38	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311736 | val_loss: 0.0311881 | Time: 1491.75 ms
[2021-09-17 07:58:40	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311713 | val_loss: 0.0311793 | Time: 1469.97 ms
[2021-09-17 07:58:41	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311686 | val_loss: 0.0311836 | Time: 1448.22 ms
[2021-09-17 07:58:43	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311712 | val_loss: 0.0311798 | Time: 1460.86 ms
[2021-09-17 07:58:44	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311688 | val_loss: 0.031189 | Time: 1486.13 ms
[2021-09-17 07:58:46	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311734 | val_loss: 0.0311865 | Time: 1500.06 ms
[2021-09-17 07:58:47	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311701 | val_loss: 0.0311801 | Time: 1453.22 ms
[2021-09-17 07:58:49	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.031171 | val_loss: 0.0311834 | Time: 1460.97 ms
[2021-09-17 07:58:50	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311676 | val_loss: 0.0311776 | Time: 1457.93 ms
[2021-09-17 07:58:52	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311712 | val_loss: 0.0311839 | Time: 1491.12 ms
[2021-09-17 07:58:53	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.031168 | val_loss: 0.0311776 | Time: 1465.25 ms
[2021-09-17 07:58:55	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311664 | val_loss: 0.031179 | Time: 1440.59 ms
[2021-09-17 07:58:56	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311684 | val_loss: 0.0311828 | Time: 1470.28 ms
[2021-09-17 07:58:58	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311677 | val_loss: 0.0311812 | Time: 1493.49 ms
[2021-09-17 07:59:00	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311678 | val_loss: 0.0311807 | Time: 1449.69 ms
[2021-09-17 07:59:01	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311654 | val_loss: 0.0311785 | Time: 1431.07 ms
[2021-09-17 07:59:03	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311662 | val_loss: 0.0311799 | Time: 1461.35 ms
[2021-09-17 07:59:04	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031169 | val_loss: 0.0311786 | Time: 1486.66 ms
[2021-09-17 07:59:06	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311671 | val_loss: 0.0311773 | Time: 1504.4 ms
[2021-09-17 07:59:07	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311642 | val_loss: 0.0311777 | Time: 1444.95 ms
[2021-09-17 07:59:10	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311642 | val_loss: 0.0311787 | Time: 1480.91 ms
[2021-09-17 07:59:12	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031166 | val_loss: 0.0311791 | Time: 1471.1 ms
[2021-09-17 07:59:13	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311652 | val_loss: 0.03118 | Time: 1438.55 ms
[2021-09-17 07:59:15	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.031163 | val_loss: 0.0311787 | Time: 1491.66 ms
[2021-09-17 07:59:17	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311633 | val_loss: 0.03118 | Time: 1556.76 ms
[2021-09-17 07:59:18	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311672 | val_loss: 0.0311837 | Time: 1494.38 ms
[2021-09-17 07:59:20	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.031167 | val_loss: 0.0311783 | Time: 1478.16 ms
[2021-09-17 07:59:21	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311659 | val_loss: 0.0311758 | Time: 1454.2 ms
[2021-09-17 07:59:23	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311647 | val_loss: 0.0311772 | Time: 1501.78 ms
[2021-09-17 07:59:24	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311632 | val_loss: 0.0311803 | Time: 1488.25 ms
[2021-09-17 07:59:26	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311639 | val_loss: 0.0311941 | Time: 1470.56 ms
[2021-09-17 07:59:27	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311685 | val_loss: 0.0311806 | Time: 1435.8 ms
[2021-09-17 07:59:29	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311649 | val_loss: 0.0311776 | Time: 1490.64 ms
[2021-09-17 07:59:30	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311632 | val_loss: 0.031178 | Time: 1492.23 ms
[2021-09-17 07:59:32	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311636 | val_loss: 0.0311802 | Time: 1488.86 ms
[2021-09-17 07:59:33	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311628 | val_loss: 0.0311775 | Time: 1429.41 ms
[2021-09-17 07:59:35	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311631 | val_loss: 0.0311788 | Time: 1470.28 ms
[2021-09-17 07:59:37	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.031164 | val_loss: 0.0311771 | Time: 1494.46 ms
[2021-09-17 07:59:38	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311634 | val_loss: 0.031177 | Time: 1485.22 ms
[2021-09-17 07:59:40	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311627 | val_loss: 0.0311774 | Time: 1424.27 ms
[2021-09-17 07:59:41	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311625 | val_loss: 0.0311795 | Time: 1466.71 ms
[2021-09-17 07:59:43	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311622 | val_loss: 0.031184 | Time: 1493.68 ms
[2021-09-17 07:59:44	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311633 | val_loss: 0.0311799 | Time: 1522.32 ms
[2021-09-17 07:59:46	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311608 | val_loss: 0.0311837 | Time: 1442.15 ms
[2021-09-17 07:59:47	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311646 | val_loss: 0.0311776 | Time: 1461.82 ms
[2021-09-17 07:59:49	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311651 | val_loss: 0.0311861 | Time: 1492.38 ms
[2021-09-17 07:59:50	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311633 | val_loss: 0.0311756 | Time: 1497.88 ms
[2021-09-17 07:59:52	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311616 | val_loss: 0.0311813 | Time: 1462.27 ms
[2021-09-17 07:59:53	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031162 | val_loss: 0.0311788 | Time: 1450.57 ms
[2021-09-17 07:59:55	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311606 | val_loss: 0.0311807 | Time: 1477.26 ms
[2021-09-17 07:59:56	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311638 | val_loss: 0.0311844 | Time: 1477.65 ms
[2021-09-17 07:59:58	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311615 | val_loss: 0.0311784 | Time: 1464.74 ms
[2021-09-17 07:59:59	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311599 | val_loss: 0.0311832 | Time: 1431.39 ms
[2021-09-17 08:00:01	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311622 | val_loss: 0.0311825 | Time: 1536.11 ms
[2021-09-17 08:00:03	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311642 | val_loss: 0.0311777 | Time: 1439.63 ms
[2021-09-17 08:00:05	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031163 | val_loss: 0.0311798 | Time: 1442.25 ms
[2021-09-17 08:00:07	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311618 | val_loss: 0.0311755 | Time: 1497.9 ms
[2021-09-17 08:00:08	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311639 | val_loss: 0.031174 | Time: 1490.63 ms
[2021-09-17 08:00:10	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311617 | val_loss: 0.031175 | Time: 1472.64 ms
[2021-09-17 08:00:12	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311605 | val_loss: 0.0311803 | Time: 1475.71 ms
[2021-09-17 08:00:14	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311598 | val_loss: 0.0311792 | Time: 1477.61 ms
[2021-09-17 08:00:17	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311609 | val_loss: 0.0311838 | Time: 1443.04 ms
[2021-09-17 08:00:20	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311618 | val_loss: 0.0311761 | Time: 1448.48 ms
[2021-09-17 08:00:22	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311587 | val_loss: 0.031175 | Time: 1433.9 ms
[2021-09-17 08:00:23	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311589 | val_loss: 0.0311758 | Time: 1438.3 ms
[2021-09-17 08:00:25	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311586 | val_loss: 0.0311762 | Time: 1513.2 ms
[2021-09-17 08:00:26	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031159 | val_loss: 0.0311754 | Time: 1498.59 ms
[2021-09-17 08:00:28	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311563 | val_loss: 0.0311787 | Time: 1475.52 ms
[2021-09-17 08:00:29	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.031162 | val_loss: 0.0311749 | Time: 1449.1 ms
[2021-09-17 08:00:31	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311596 | val_loss: 0.0311768 | Time: 1493.16 ms
[2021-09-17 08:00:33	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311565 | val_loss: 0.0311738 | Time: 1490.23 ms
[2021-09-17 08:00:34	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.03116 | val_loss: 0.0311753 | Time: 1445.32 ms
[2021-09-17 08:00:36	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031164 | val_loss: 0.0311765 | Time: 1441.1 ms
[2021-09-17 08:00:37	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311614 | val_loss: 0.0311723 | Time: 1482.22 ms
[2021-09-17 08:00:39	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311608 | val_loss: 0.0311737 | Time: 1495.9 ms
[2021-09-17 08:00:40	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311597 | val_loss: 0.0311783 | Time: 1463.92 ms
[2021-09-17 08:00:42	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311595 | val_loss: 0.0311766 | Time: 1436.68 ms
[2021-09-17 08:00:43	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311596 | val_loss: 0.0311749 | Time: 1500.53 ms
[2021-09-17 08:00:45	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311645 | val_loss: 0.0311793 | Time: 1489.79 ms
[2021-09-17 08:00:46	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311599 | val_loss: 0.0311777 | Time: 1466.98 ms
[2021-09-17 08:00:48	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311599 | val_loss: 0.0311743 | Time: 1419.91 ms
[2021-09-17 08:00:49	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311605 | val_loss: 0.0311801 | Time: 1477.14 ms
[2021-09-17 08:00:51	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311578 | val_loss: 0.0311756 | Time: 1478.18 ms
[2021-09-17 08:00:53	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.03116 | val_loss: 0.0311731 | Time: 1488.42 ms
[2021-09-17 08:00:54	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311585 | val_loss: 0.0311715 | Time: 1450.19 ms
[2021-09-17 08:00:56	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311571 | val_loss: 0.0311735 | Time: 1449.07 ms
[2021-09-17 08:00:57	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.031155 | val_loss: 0.0311738 | Time: 1480.59 ms
[2021-09-17 08:00:59	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031155 | val_loss: 0.0311735 | Time: 1499.39 ms
[2021-09-17 08:01:00	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311541 | val_loss: 0.0311785 | Time: 1473.86 ms
[2021-09-17 08:01:03	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311553 | val_loss: 0.0311751 | Time: 1469.25 ms
[2021-09-17 08:01:04	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311547 | val_loss: 0.0311772 | Time: 1454.7 ms
[2021-09-17 08:01:06	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311549 | val_loss: 0.0311749 | Time: 1412.38 ms
[2021-09-17 08:01:07	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311564 | val_loss: 0.0311761 | Time: 1480.94 ms
[2021-09-17 08:01:09	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311583 | val_loss: 0.031183 | Time: 1474.78 ms
[2021-09-17 08:01:10	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311566 | val_loss: 0.031173 | Time: 1442.16 ms
[2021-09-17 08:01:12	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311551 | val_loss: 0.0311776 | Time: 1437.87 ms
[2021-09-17 08:01:14	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311541 | val_loss: 0.0311759 | Time: 1475.08 ms
[2021-09-17 08:01:16	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311532 | val_loss: 0.0311779 | Time: 1436.01 ms
[2021-09-17 08:01:17	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311543 | val_loss: 0.0311748 | Time: 1459.16 ms
[2021-09-17 08:01:19	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311542 | val_loss: 0.0311752 | Time: 1464.45 ms
[2021-09-17 08:01:21	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311527 | val_loss: 0.0311746 | Time: 1462.53 ms
[2021-09-17 08:01:22	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311519 | val_loss: 0.0311776 | Time: 1415.07 ms
[2021-09-17 08:01:24	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311544 | val_loss: 0.0311853 | Time: 1489.6 ms
[2021-09-17 08:01:25	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311563 | val_loss: 0.031174 | Time: 1486.48 ms
[2021-09-17 08:01:27	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311515 | val_loss: 0.0311738 | Time: 1459.71 ms
[2021-09-17 08:01:28	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311515 | val_loss: 0.0311737 | Time: 1463.63 ms
[2021-09-17 08:01:30	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311536 | val_loss: 0.0311763 | Time: 1479.67 ms
[2021-09-17 08:01:32	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311506 | val_loss: 0.0311775 | Time: 1453.84 ms
[2021-09-17 08:01:33	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031151 | val_loss: 0.0311788 | Time: 1474.64 ms
[2021-09-17 08:01:35	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031152 | val_loss: 0.0311741 | Time: 1484.14 ms
[2021-09-17 08:01:36	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.031151 | val_loss: 0.0311796 | Time: 1422.44 ms
[2021-09-17 08:01:38	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311537 | val_loss: 0.0311798 | Time: 1457.78 ms
[2021-09-17 08:01:39	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311519 | val_loss: 0.031175 | Time: 1516.72 ms
[2021-09-17 08:01:41	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311506 | val_loss: 0.0311746 | Time: 1487.37 ms
[2021-09-17 08:01:42	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311517 | val_loss: 0.0311826 | Time: 1427.81 ms
[2021-09-17 08:01:44	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311539 | val_loss: 0.0311775 | Time: 1480.87 ms
[2021-09-17 08:01:45	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311529 | val_loss: 0.0311728 | Time: 1493.02 ms
[2021-09-17 08:01:48	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311488 | val_loss: 0.0311799 | Time: 1441.42 ms
[2021-09-17 08:01:50	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311484 | val_loss: 0.0311747 | Time: 1467.11 ms
[2021-09-17 08:01:51	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311518 | val_loss: 0.031179 | Time: 1498.78 ms
[2021-09-17 08:01:53	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311535 | val_loss: 0.0311797 | Time: 1471.18 ms
[2021-09-17 08:01:54	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311584 | val_loss: 0.0311724 | Time: 1432.67 ms
[2021-09-17 08:01:56	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311511 | val_loss: 0.0311764 | Time: 1455.24 ms
[2021-09-17 08:01:57	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311516 | val_loss: 0.0311769 | Time: 1490.56 ms
[2021-09-17 08:01:59	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311509 | val_loss: 0.031181 | Time: 1506.94 ms
[2021-09-17 08:02:01	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311544 | val_loss: 0.031176 | Time: 1459.36 ms
[2021-09-17 08:02:02	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311489 | val_loss: 0.0311795 | Time: 1455.5 ms
[2021-09-17 08:02:04	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311492 | val_loss: 0.0311755 | Time: 1472.45 ms
[2021-09-17 08:02:05	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311488 | val_loss: 0.0311822 | Time: 1469.59 ms
[2021-09-17 08:02:07	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311542 | val_loss: 0.0311729 | Time: 1482.35 ms
[2021-09-17 08:02:08	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311511 | val_loss: 0.0311803 | Time: 1418.46 ms
[2021-09-17 08:02:10	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311514 | val_loss: 0.0311761 | Time: 1450.03 ms
[2021-09-17 08:02:12	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031149 | val_loss: 0.0311734 | Time: 1421.31 ms
[2021-09-17 08:02:14	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311491 | val_loss: 0.031184 | Time: 1443.04 ms
[2021-09-17 08:02:16	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311489 | val_loss: 0.0311778 | Time: 1433.18 ms
[2021-09-17 08:02:18	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.03115 | val_loss: 0.0311755 | Time: 1459.3 ms
[2021-09-17 08:02:20	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311492 | val_loss: 0.0311762 | Time: 1422.69 ms
[2021-09-17 08:02:22	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311459 | val_loss: 0.0311743 | Time: 1482.66 ms
[2021-09-17 08:02:23	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311481 | val_loss: 0.0311753 | Time: 1500.46 ms
[2021-09-17 08:02:25	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311521 | val_loss: 0.0311773 | Time: 1474.64 ms
[2021-09-17 08:02:26	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311514 | val_loss: 0.0311712 | Time: 1412.57 ms
[2021-09-17 08:02:28	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311504 | val_loss: 0.0311846 | Time: 1453.65 ms
[2021-09-17 08:02:30	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311473 | val_loss: 0.0311755 | Time: 1498.82 ms
[2021-09-17 08:02:31	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311454 | val_loss: 0.031174 | Time: 1476.52 ms
[2021-09-17 08:02:33	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311469 | val_loss: 0.0311899 | Time: 1434.4 ms
[2021-09-17 08:02:34	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031149 | val_loss: 0.031173 | Time: 1462.29 ms
[2021-09-17 08:02:36	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031148 | val_loss: 0.0311714 | Time: 1484.78 ms
[2021-09-17 08:02:37	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031147 | val_loss: 0.0311737 | Time: 1497.88 ms
[2021-09-17 08:02:39	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311498 | val_loss: 0.0311769 | Time: 1427.42 ms
[2021-09-17 08:02:40	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311482 | val_loss: 0.0311737 | Time: 1453.85 ms
[2021-09-17 08:02:42	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311455 | val_loss: 0.0311749 | Time: 1495.66 ms
[2021-09-17 08:02:43	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311462 | val_loss: 0.0311746 | Time: 1496.81 ms
[2021-09-17 08:02:45	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311467 | val_loss: 0.0311752 | Time: 1452.32 ms
[2021-09-17 08:02:46	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311497 | val_loss: 0.0311753 | Time: 1454.43 ms
[2021-09-17 08:02:48	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311459 | val_loss: 0.0311716 | Time: 1487.73 ms
[2021-09-17 08:02:49	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311423 | val_loss: 0.0311749 | Time: 1485.2 ms
[2021-09-17 08:02:51	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311444 | val_loss: 0.0311789 | Time: 1449.9 ms
[2021-09-17 08:02:52	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311426 | val_loss: 0.0311737 | Time: 1454.87 ms
[2021-09-17 08:02:54	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311415 | val_loss: 0.0311785 | Time: 1472.46 ms
[2021-09-17 08:02:55	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311454 | val_loss: 0.0311713 | Time: 1497.05 ms
[2021-09-17 08:02:57	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311441 | val_loss: 0.0311719 | Time: 1479.94 ms
[2021-09-17 08:02:59	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031143 | val_loss: 0.0311719 | Time: 1434.65 ms
[2021-09-17 08:03:00	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031142 | val_loss: 0.0311728 | Time: 1486.79 ms
[2021-09-17 08:03:02	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311484 | val_loss: 0.0311728 | Time: 1496.78 ms
[2021-09-17 08:03:03	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311454 | val_loss: 0.0311796 | Time: 1454.24 ms
[2021-09-17 08:03:05	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311473 | val_loss: 0.0311708 | Time: 1434.97 ms
[2021-09-17 08:03:06	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311453 | val_loss: 0.0311731 | Time: 1476.97 ms
[2021-09-17 08:03:08	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311457 | val_loss: 0.0311741 | Time: 1503.04 ms
[2021-09-17 08:03:09	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311446 | val_loss: 0.0311725 | Time: 1483.77 ms
[2021-09-17 08:03:11	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311449 | val_loss: 0.0311749 | Time: 1416.93 ms
[2021-09-17 08:03:12	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311519 | val_loss: 0.0311716 | Time: 1467.86 ms
[2021-09-17 08:03:14	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311486 | val_loss: 0.0311749 | Time: 1515.75 ms
[2021-09-17 08:03:16	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311463 | val_loss: 0.0311767 | Time: 1481.61 ms
[2021-09-17 08:03:17	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311469 | val_loss: 0.0311737 | Time: 1470.03 ms
[2021-09-17 08:03:19	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311423 | val_loss: 0.0311792 | Time: 1446.03 ms
[2021-09-17 08:03:20	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311411 | val_loss: 0.0311736 | Time: 1472.66 ms
[2021-09-17 08:03:22	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311376 | val_loss: 0.0311715 | Time: 1488.92 ms
[2021-09-17 08:03:23	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311385 | val_loss: 0.0311708 | Time: 1494.65 ms
[2021-09-17 08:03:25	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311382 | val_loss: 0.0311716 | Time: 1440.5 ms
[2021-09-17 08:03:26	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311434 | val_loss: 0.0311691 | Time: 1450.2 ms
[2021-09-17 08:03:28	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311413 | val_loss: 0.0311762 | Time: 1499.53 ms
[2021-09-17 08:03:30	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311398 | val_loss: 0.0311686 | Time: 1507.51 ms
[2021-09-17 08:03:31	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311388 | val_loss: 0.0311757 | Time: 1441.26 ms
[2021-09-17 08:03:33	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311452 | val_loss: 0.0311792 | Time: 1458.74 ms
[2021-09-17 08:03:34	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311467 | val_loss: 0.031178 | Time: 1479.41 ms
[2021-09-17 08:03:36	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311432 | val_loss: 0.0311705 | Time: 1477.88 ms
[2021-09-17 08:03:37	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311435 | val_loss: 0.0311717 | Time: 1439.8 ms
[2021-09-17 08:03:39	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311404 | val_loss: 0.031174 | Time: 1445.33 ms
[2021-09-17 08:03:40	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311392 | val_loss: 0.0311738 | Time: 1473.83 ms
[2021-09-17 08:03:42	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311397 | val_loss: 0.0311745 | Time: 1481.09 ms
[2021-09-17 08:03:43	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311392 | val_loss: 0.0311723 | Time: 1490.73 ms
[2021-09-17 08:03:45	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311404 | val_loss: 0.031178 | Time: 1432.23 ms
[2021-09-17 08:03:46	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311394 | val_loss: 0.0311765 | Time: 1469.55 ms
[2021-09-17 08:03:48	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031139 | val_loss: 0.031177 | Time: 1493.56 ms
[2021-09-17 08:03:50	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311384 | val_loss: 0.0311772 | Time: 1506.89 ms
[2021-09-17 08:03:51	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311387 | val_loss: 0.0311802 | Time: 1453.11 ms
[2021-09-17 08:03:53	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311408 | val_loss: 0.0311714 | Time: 1440.06 ms
[2021-09-17 08:03:54	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311399 | val_loss: 0.0311757 | Time: 1516.77 ms
[2021-09-17 08:03:56	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311387 | val_loss: 0.0311739 | Time: 1506.17 ms
[2021-09-17 08:03:57	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311378 | val_loss: 0.0311754 | Time: 1455.81 ms
[2021-09-17 08:03:59	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311351 | val_loss: 0.0311734 | Time: 1439.14 ms
[2021-09-17 08:04:00	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311331 | val_loss: 0.0311713 | Time: 1491.14 ms
[2021-09-17 08:04:02	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311339 | val_loss: 0.0311848 | Time: 1509.7 ms
[2021-09-17 08:04:04	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311378 | val_loss: 0.0311792 | Time: 1486.51 ms
[2021-09-17 08:04:05	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311404 | val_loss: 0.031175 | Time: 1430.54 ms
[2021-09-17 08:04:07	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311372 | val_loss: 0.0311756 | Time: 1441.63 ms
[2021-09-17 08:04:08	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311337 | val_loss: 0.0311748 | Time: 1487.23 ms
[2021-09-17 08:04:10	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311346 | val_loss: 0.0311774 | Time: 1515.44 ms
[2021-09-17 08:04:11	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031135 | val_loss: 0.0311721 | Time: 1441.65 ms
[2021-09-17 08:04:13	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311341 | val_loss: 0.0311792 | Time: 1441.97 ms
[2021-09-17 08:04:14	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311336 | val_loss: 0.0311734 | Time: 1478.72 ms
[2021-09-17 08:04:16	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311307 | val_loss: 0.031181 | Time: 1468.37 ms
[2021-09-17 08:04:17	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.031131 | val_loss: 0.0311784 | Time: 1425.72 ms
[2021-09-17 08:04:19	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311374 | val_loss: 0.0311767 | Time: 1452.44 ms
[2021-09-17 08:04:20	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311402 | val_loss: 0.0311733 | Time: 1519.68 ms
[2021-09-17 08:04:22	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311352 | val_loss: 0.0311783 | Time: 1493.83 ms
[2021-09-17 08:04:23	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031135 | val_loss: 0.031175 | Time: 1433.11 ms
[2021-09-17 08:04:25	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311399 | val_loss: 0.0311756 | Time: 1443.88 ms
[2021-09-17 08:04:26	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311478 | val_loss: 0.0311706 | Time: 1479.56 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060)
[2021-09-17 08:34:07	                main:435]	:	INFO	:	Set logging level to 1
[2021-09-17 08:34:07	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-09-17 08:34:07	                main:444]	:	INFO	:	Resolving all filenames
[2021-09-17 08:34:07	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-09-17 08:34:07	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727662-8438-0_0_r1302323765_1 (exists = 1)
[2021-09-17 08:34:07	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727662-8438-0_0_r1302323765_0 (exists = 0)
[2021-09-17 08:34:07	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2021-09-17 08:34:07	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-09-17 08:34:07	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-09-17 08:34:07	                main:474]	:	INFO	:	Configuration: 
[2021-09-17 08:34:07	                main:475]	:	INFO	:	    Model type: GRU
[2021-09-17 08:34:08	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-09-17 08:34:08	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-09-17 08:34:08	                main:478]	:	INFO	:	    Batch Size: 128
[2021-09-17 08:34:08	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-09-17 08:34:08	                main:480]	:	INFO	:	    Patience: 10
[2021-09-17 08:34:08	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-09-17 08:34:08	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-09-17 08:34:08	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-09-17 08:34:08	                main:484]	:	INFO	:	    # Threads: 1
[2021-09-17 08:34:08	                main:486]	:	INFO	:	Preparing Dataset
[2021-09-17 08:34:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-17 08:34:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-17 08:34:10	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-09-17 08:34:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-17 08:34:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-17 08:34:11	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-09-17 08:34:11	                main:494]	:	INFO	:	Creating Model
[2021-09-17 08:34:11	                main:507]	:	INFO	:	Preparing config file
[2021-09-17 08:34:11	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-09-17 08:34:11	                main:512]	:	INFO	:	Loading config
[2021-09-17 08:34:11	                main:514]	:	INFO	:	Loading state
[2021-09-17 08:34:12	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-09-17 08:34:12	                main:562]	:	INFO	:	Starting Training
[2021-09-17 08:34:14	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0313571 | val_loss: 0.0312616 | Time: 1429.81 ms
[2021-09-17 08:34:15	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0312435 | val_loss: 0.031227 | Time: 1152.81 ms
[2021-09-17 08:34:17	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312135 | val_loss: 0.0311973 | Time: 1500.61 ms
[2021-09-17 08:34:18	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311776 | val_loss: 0.0311796 | Time: 1507.7 ms
[2021-09-17 08:34:20	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311664 | val_loss: 0.0311745 | Time: 1474.92 ms
[2021-09-17 08:34:22	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311613 | val_loss: 0.0311725 | Time: 1488.31 ms
[2021-09-17 08:34:23	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311557 | val_loss: 0.0311705 | Time: 1538.45 ms
[2021-09-17 08:34:25	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311581 | val_loss: 0.0311732 | Time: 1501.61 ms
[2021-09-17 08:34:27	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311535 | val_loss: 0.031171 | Time: 1487.6 ms
[2021-09-17 08:34:28	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311582 | val_loss: 0.0311739 | Time: 1531.85 ms
[2021-09-17 08:34:30	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311522 | val_loss: 0.0311702 | Time: 1524.58 ms
[2021-09-17 08:34:32	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311517 | val_loss: 0.031171 | Time: 1474.84 ms
[2021-09-17 08:34:33	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311525 | val_loss: 0.0311724 | Time: 1456.38 ms
[2021-09-17 08:34:35	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311504 | val_loss: 0.0311693 | Time: 1515.63 ms
[2021-09-17 08:34:37	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311519 | val_loss: 0.0311713 | Time: 1500 ms
[2021-09-17 08:34:39	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311504 | val_loss: 0.031168 | Time: 1442.87 ms
[2021-09-17 08:34:40	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311477 | val_loss: 0.0311687 | Time: 1452.56 ms
[2021-09-17 08:34:42	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311499 | val_loss: 0.0311737 | Time: 1444.94 ms
[2021-09-17 08:34:44	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311532 | val_loss: 0.0311683 | Time: 1519.81 ms
[2021-09-17 08:34:45	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311505 | val_loss: 0.0311707 | Time: 1516.02 ms
[2021-09-17 08:34:47	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311485 | val_loss: 0.031171 | Time: 1468.47 ms
[2021-09-17 08:34:48	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311455 | val_loss: 0.031166 | Time: 1439.54 ms
[2021-09-17 08:34:50	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311476 | val_loss: 0.0311667 | Time: 1465.36 ms
[2021-09-17 08:34:51	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311446 | val_loss: 0.0311669 | Time: 1538.8 ms
[2021-09-17 08:34:53	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311422 | val_loss: 0.0311672 | Time: 1525.05 ms
[2021-09-17 08:34:55	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311419 | val_loss: 0.0311693 | Time: 1480.72 ms
[2021-09-17 08:34:56	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311452 | val_loss: 0.0311701 | Time: 1527.49 ms
[2021-09-17 08:34:58	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311459 | val_loss: 0.0311681 | Time: 1479.75 ms
[2021-09-17 08:35:00	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311418 | val_loss: 0.0311701 | Time: 1595.01 ms
[2021-09-17 08:35:01	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311446 | val_loss: 0.0311714 | Time: 1526.41 ms
[2021-09-17 08:35:03	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311435 | val_loss: 0.0311684 | Time: 1557.83 ms
[2021-09-17 08:35:05	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311448 | val_loss: 0.0311771 | Time: 1524.06 ms
[2021-09-17 08:35:07	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031145 | val_loss: 0.0311716 | Time: 1638.94 ms
[2021-09-17 08:35:08	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311463 | val_loss: 0.0311757 | Time: 1640 ms
[2021-09-17 08:35:10	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311409 | val_loss: 0.0311668 | Time: 1587.31 ms
[2021-09-17 08:35:12	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311395 | val_loss: 0.0311666 | Time: 1542.6 ms
[2021-09-17 08:35:14	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311387 | val_loss: 0.0311682 | Time: 1512.89 ms
[2021-09-17 08:35:17	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311468 | val_loss: 0.0311738 | Time: 1515.36 ms
[2021-09-17 08:35:21	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031147 | val_loss: 0.0311684 | Time: 1538.11 ms
[2021-09-17 08:35:24	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311462 | val_loss: 0.0311816 | Time: 1578.71 ms
[2021-09-17 08:35:28	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311483 | val_loss: 0.0311661 | Time: 1586.87 ms
[2021-09-17 08:35:31	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311427 | val_loss: 0.0311646 | Time: 1758.31 ms
[2021-09-17 08:35:33	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311412 | val_loss: 0.0311629 | Time: 1954.74 ms
[2021-09-17 08:35:37	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311394 | val_loss: 0.031164 | Time: 1957.09 ms
[2021-09-17 08:35:39	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311391 | val_loss: 0.0311641 | Time: 2030.16 ms
[2021-09-17 08:35:42	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311364 | val_loss: 0.0311659 | Time: 2046.72 ms
[2021-09-17 08:35:44	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311396 | val_loss: 0.0311727 | Time: 2074.32 ms
[2021-09-17 08:35:47	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311432 | val_loss: 0.0311644 | Time: 2047.42 ms
[2021-09-17 08:35:49	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311423 | val_loss: 0.0311751 | Time: 2108.46 ms
[2021-09-17 08:35:52	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311479 | val_loss: 0.0311678 | Time: 2050.87 ms
[2021-09-17 08:35:54	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311438 | val_loss: 0.0311602 | Time: 2038.57 ms
[2021-09-17 08:35:56	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311412 | val_loss: 0.0311671 | Time: 2067.82 ms
[2021-09-17 08:35:58	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311417 | val_loss: 0.0311685 | Time: 2148.59 ms
[2021-09-17 08:36:01	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311401 | val_loss: 0.0311753 | Time: 2053.85 ms
[2021-09-17 08:36:03	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311418 | val_loss: 0.0311666 | Time: 2003.31 ms
[2021-09-17 08:36:05	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311418 | val_loss: 0.0311665 | Time: 2059.86 ms
[2021-09-17 08:36:07	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311401 | val_loss: 0.0311651 | Time: 2128.88 ms
[2021-09-17 08:36:09	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311363 | val_loss: 0.0311775 | Time: 2051.28 ms
[2021-09-17 08:36:12	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311382 | val_loss: 0.0311673 | Time: 2114.02 ms
[2021-09-17 08:36:14	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311379 | val_loss: 0.0311708 | Time: 2117.99 ms
[2021-09-17 08:36:17	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311364 | val_loss: 0.0311643 | Time: 2019.65 ms
[2021-09-17 08:36:20	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311334 | val_loss: 0.0311681 | Time: 1886.8 ms
[2021-09-17 08:36:23	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311328 | val_loss: 0.0311656 | Time: 1947.18 ms
[2021-09-17 08:36:26	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311329 | val_loss: 0.0311679 | Time: 1960.95 ms
[2021-09-17 08:36:28	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311338 | val_loss: 0.03117 | Time: 2013.95 ms
[2021-09-17 08:36:31	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311364 | val_loss: 0.0311683 | Time: 2224.01 ms
[2021-09-17 08:36:33	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311385 | val_loss: 0.0311653 | Time: 2129.13 ms
[2021-09-17 08:36:35	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.031136 | val_loss: 0.0311689 | Time: 2178.42 ms
[2021-09-17 08:36:37	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311339 | val_loss: 0.0311673 | Time: 2146.78 ms
[2021-09-17 08:36:40	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311347 | val_loss: 0.0311666 | Time: 2186.66 ms
[2021-09-17 08:36:42	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311335 | val_loss: 0.0311684 | Time: 2144.31 ms
[2021-09-17 08:36:45	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311315 | val_loss: 0.0311682 | Time: 2111.44 ms
[2021-09-17 08:36:47	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311306 | val_loss: 0.0311706 | Time: 2178.82 ms
[2021-09-17 08:36:49	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311349 | val_loss: 0.0311665 | Time: 2153.66 ms
[2021-09-17 08:36:52	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311393 | val_loss: 0.0311717 | Time: 2234.83 ms
[2021-09-17 08:36:54	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311374 | val_loss: 0.0311708 | Time: 2145.84 ms
[2021-09-17 08:36:56	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311331 | val_loss: 0.0311641 | Time: 2122.34 ms
[2021-09-17 08:36:58	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311331 | val_loss: 0.031166 | Time: 2164.11 ms
[2021-09-17 08:37:01	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.03113 | val_loss: 0.0311664 | Time: 2158.15 ms
[2021-09-17 08:37:03	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031131 | val_loss: 0.0311655 | Time: 2016.76 ms
[2021-09-17 08:37:05	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.03113 | val_loss: 0.0311684 | Time: 2031.3 ms
[2021-09-17 08:37:07	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311279 | val_loss: 0.0311646 | Time: 1872.66 ms
[2021-09-17 08:37:09	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031133 | val_loss: 0.0311698 | Time: 1852.09 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060)
[2021-09-18 14:44:44	                main:435]	:	INFO	:	Set logging level to 1
[2021-09-18 14:44:44	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-09-18 14:44:45	                main:444]	:	INFO	:	Resolving all filenames
[2021-09-18 14:44:45	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-09-18 14:44:45	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727662-8438-0_0_r1302323765_1 (exists = 1)
[2021-09-18 14:44:45	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727662-8438-0_0_r1302323765_0 (exists = 0)
[2021-09-18 14:44:45	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2021-09-18 14:44:45	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-09-18 14:44:45	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-09-18 14:44:45	                main:474]	:	INFO	:	Configuration: 
[2021-09-18 14:44:45	                main:475]	:	INFO	:	    Model type: GRU
[2021-09-18 14:44:45	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-09-18 14:44:45	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-09-18 14:44:45	                main:478]	:	INFO	:	    Batch Size: 128
[2021-09-18 14:44:45	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-09-18 14:44:46	                main:480]	:	INFO	:	    Patience: 10
[2021-09-18 14:44:46	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-09-18 14:44:46	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-09-18 14:44:46	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-09-18 14:44:46	                main:484]	:	INFO	:	    # Threads: 1
[2021-09-18 14:44:46	                main:486]	:	INFO	:	Preparing Dataset
[2021-09-18 14:44:46	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-18 14:44:47	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-18 14:44:53	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-09-18 14:44:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-18 14:44:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-18 14:44:54	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-09-18 14:44:54	                main:494]	:	INFO	:	Creating Model
[2021-09-18 14:44:54	                main:507]	:	INFO	:	Preparing config file
[2021-09-18 14:44:54	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-09-18 14:44:54	                main:512]	:	INFO	:	Loading config
[2021-09-18 14:44:54	                main:514]	:	INFO	:	Loading state
[2021-09-18 14:44:59	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-09-18 14:44:59	                main:562]	:	INFO	:	Starting Training
[2021-09-18 14:45:02	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312819 | val_loss: 0.031178 | Time: 3054.84 ms
[2021-09-18 14:45:04	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311592 | val_loss: 0.031172 | Time: 1174.75 ms
[2021-09-18 14:45:05	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311357 | val_loss: 0.0311668 | Time: 1204.31 ms
[2021-09-18 14:45:06	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311296 | val_loss: 0.0311677 | Time: 1212.47 ms
[2021-09-18 14:45:08	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311292 | val_loss: 0.0311762 | Time: 1179.4 ms
[2021-09-18 14:45:09	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311303 | val_loss: 0.0311632 | Time: 1196.42 ms
[2021-09-18 14:45:10	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311328 | val_loss: 0.0311708 | Time: 1168.89 ms
[2021-09-18 14:45:11	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311278 | val_loss: 0.0311738 | Time: 1193.67 ms
[2021-09-18 14:45:13	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311257 | val_loss: 0.0311702 | Time: 1190.43 ms
[2021-09-18 14:45:14	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311236 | val_loss: 0.0311688 | Time: 1161.33 ms
[2021-09-18 14:45:15	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311239 | val_loss: 0.0311715 | Time: 1220.45 ms
[2021-09-18 14:45:16	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311228 | val_loss: 0.0311669 | Time: 1173.29 ms
[2021-09-18 14:45:18	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311235 | val_loss: 0.0311692 | Time: 1178.48 ms
[2021-09-18 14:45:19	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311316 | val_loss: 0.0311661 | Time: 1199.63 ms
[2021-09-18 14:45:20	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311415 | val_loss: 0.0311738 | Time: 1159.43 ms
[2021-09-18 14:45:21	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311363 | val_loss: 0.0311642 | Time: 1183.3 ms
[2021-09-18 14:45:23	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311347 | val_loss: 0.0311643 | Time: 1197.97 ms
[2021-09-18 14:45:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311305 | val_loss: 0.0311658 | Time: 1165.72 ms
[2021-09-18 14:45:25	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311289 | val_loss: 0.0311708 | Time: 1200.17 ms
[2021-09-18 14:45:27	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311267 | val_loss: 0.031166 | Time: 1190.39 ms
[2021-09-18 14:45:28	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311245 | val_loss: 0.0311699 | Time: 1175.05 ms
[2021-09-18 14:45:29	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311236 | val_loss: 0.0311691 | Time: 1218.82 ms
[2021-09-18 14:45:30	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031124 | val_loss: 0.0311679 | Time: 1201.08 ms
[2021-09-18 14:45:32	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311252 | val_loss: 0.031176 | Time: 1175.69 ms
[2021-09-18 14:45:33	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311259 | val_loss: 0.0311726 | Time: 1187.56 ms
[2021-09-18 14:45:34	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311259 | val_loss: 0.0311683 | Time: 1167.54 ms
[2021-09-18 14:45:35	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031129 | val_loss: 0.031172 | Time: 1191.14 ms
[2021-09-18 14:45:37	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311242 | val_loss: 0.0311723 | Time: 1189.82 ms
[2021-09-18 14:45:38	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311236 | val_loss: 0.0311691 | Time: 1163.81 ms
[2021-09-18 14:45:39	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311224 | val_loss: 0.0311703 | Time: 1222.98 ms
[2021-09-18 14:45:41	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311259 | val_loss: 0.0311688 | Time: 1219.93 ms
[2021-09-18 14:45:42	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311301 | val_loss: 0.0311656 | Time: 1184.19 ms
[2021-09-18 14:45:43	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311252 | val_loss: 0.0311714 | Time: 1205.67 ms
[2021-09-18 14:45:44	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311212 | val_loss: 0.0311773 | Time: 1168.26 ms
[2021-09-18 14:45:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031123 | val_loss: 0.0311697 | Time: 1190.18 ms
[2021-09-18 14:45:47	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311208 | val_loss: 0.0311712 | Time: 1211.57 ms
[2021-09-18 14:45:48	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311236 | val_loss: 0.0311734 | Time: 1163.95 ms
[2021-09-18 14:45:50	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311284 | val_loss: 0.0311666 | Time: 1192.61 ms
[2021-09-18 14:45:50	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311666
[2021-09-18 14:45:50	                main:603]	:	INFO	:	Saving end state to config to file
[2021-09-18 14:45:50	                main:608]	:	INFO	:	Success, exiting..
14:45:50 (20848): 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)