Task 9737636

Name ParityModified-1636178629-21667-2-0_4
Workunit 6529771
Created 13 Dec 2021, 1:22:33 UTC
Sent 13 Dec 2021, 2:35:33 UTC
Report deadline 21 Dec 2021, 2:35:33 UTC
Received 13 Dec 2021, 19:58:34 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 9683
Run time 1 hours 2 min 4 sec
CPU time 1 hours 0 min 39 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 15,279.96 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
21-12-13 12:51:37	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310101 | val_loss: 0.0310949 | Time: 1730.05 ms
[2021-12-13 12:51:39	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310107 | val_loss: 0.0310912 | Time: 1897.53 ms
[2021-12-13 12:51:41	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310097 | val_loss: 0.0310882 | Time: 1895.22 ms
[2021-12-13 12:51:42	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310128 | val_loss: 0.0311004 | Time: 1832.02 ms
[2021-12-13 12:51:44	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310098 | val_loss: 0.031086 | Time: 1781.17 ms
[2021-12-13 12:51:46	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310248 | val_loss: 0.0310917 | Time: 1815.8 ms
[2021-12-13 12:51:48	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310289 | val_loss: 0.031085 | Time: 1721.98 ms
[2021-12-13 12:51:50	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310193 | val_loss: 0.0310823 | Time: 1780.06 ms
[2021-12-13 12:51:51	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310194 | val_loss: 0.0310803 | Time: 1794.08 ms
[2021-12-13 12:51:53	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310097 | val_loss: 0.0310932 | Time: 1892.92 ms
[2021-12-13 12:51:55	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310109 | val_loss: 0.031077 | Time: 1784.98 ms
[2021-12-13 12:51:57	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310098 | val_loss: 0.0310914 | Time: 1799.78 ms
[2021-12-13 12:51:59	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310096 | val_loss: 0.0310929 | Time: 1795.31 ms
[2021-12-13 12:52:01	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031008 | val_loss: 0.0310814 | Time: 1879.38 ms
[2021-12-13 12:52:02	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.03101 | val_loss: 0.0310994 | Time: 1883.66 ms
[2021-12-13 12:52:04	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310056 | val_loss: 0.0310883 | Time: 1860.88 ms
[2021-12-13 12:52:06	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310039 | val_loss: 0.0310884 | Time: 1737.43 ms
[2021-12-13 12:52:08	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310031 | val_loss: 0.0311029 | Time: 1701.04 ms
[2021-12-13 12:52:09	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310039 | val_loss: 0.0310871 | Time: 1729.55 ms
[2021-12-13 12:52:11	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310238 | val_loss: 0.0310873 | Time: 1799.61 ms
[2021-12-13 12:52:13	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310151 | val_loss: 0.0310908 | Time: 1777.61 ms
[2021-12-13 12:52:15	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310075 | val_loss: 0.0310864 | Time: 1820.74 ms
[2021-12-13 12:52:17	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031006 | val_loss: 0.031087 | Time: 1824.02 ms
[2021-12-13 12:52:19	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310041 | val_loss: 0.0310779 | Time: 1824.64 ms
[2021-12-13 12:52:20	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.031004 | val_loss: 0.0310927 | Time: 1757.94 ms
[2021-12-13 12:52:22	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310052 | val_loss: 0.0311032 | Time: 1719.18 ms
[2021-12-13 12:52:24	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310023 | val_loss: 0.0310877 | Time: 1741.3 ms
[2021-12-13 12:52:25	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310032 | val_loss: 0.031103 | Time: 1691.06 ms
[2021-12-13 12:52:27	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310021 | val_loss: 0.0310848 | Time: 1844.64 ms
[2021-12-13 12:52:29	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310046 | val_loss: 0.031106 | Time: 1806.19 ms
[2021-12-13 12:52:31	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310028 | val_loss: 0.0310829 | Time: 1807.19 ms
[2021-12-13 12:52:33	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310012 | val_loss: 0.0311017 | Time: 1810.77 ms
[2021-12-13 12:52:35	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310055 | val_loss: 0.0310864 | Time: 1856.27 ms
[2021-12-13 12:52:36	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310111 | val_loss: 0.0310817 | Time: 1736.11 ms
[2021-12-13 12:52:38	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.03101 | val_loss: 0.0310862 | Time: 1688.2 ms
[2021-12-13 12:52:40	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310039 | val_loss: 0.0310886 | Time: 1738.6 ms
[2021-12-13 12:52:42	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310097 | val_loss: 0.0310973 | Time: 1722.3 ms
[2021-12-13 12:52:43	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310077 | val_loss: 0.0311043 | Time: 1792.88 ms
[2021-12-13 12:52:45	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031007 | val_loss: 0.0310877 | Time: 1811.23 ms
[2021-12-13 12:52:47	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310007 | val_loss: 0.0310984 | Time: 1780.63 ms
[2021-12-13 12:52:49	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0309974 | val_loss: 0.0310812 | Time: 1852.75 ms
[2021-12-13 12:52:51	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.030994 | val_loss: 0.0310945 | Time: 1707.95 ms
[2021-12-13 12:52:52	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0309933 | val_loss: 0.0310867 | Time: 1702.64 ms
[2021-12-13 12:52:54	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0309948 | val_loss: 0.0310976 | Time: 1728.62 ms
[2021-12-13 12:52:56	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0309961 | val_loss: 0.0310869 | Time: 1828.32 ms
[2021-12-13 12:52:58	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0309981 | val_loss: 0.0310938 | Time: 1795.72 ms
[2021-12-13 12:52:59	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310032 | val_loss: 0.0310969 | Time: 1896.03 ms
[2021-12-13 12:53:01	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310092 | val_loss: 0.0310984 | Time: 1856.52 ms
[2021-12-13 12:53:03	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310102 | val_loss: 0.0311044 | Time: 1818.39 ms
[2021-12-13 12:53:05	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.031015 | val_loss: 0.0310973 | Time: 1871.51 ms
[2021-12-13 12:53:07	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310113 | val_loss: 0.0310862 | Time: 1885.58 ms
[2021-12-13 12:53:09	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310184 | val_loss: 0.0310935 | Time: 1856.7 ms
[2021-12-13 12:53:11	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310405 | val_loss: 0.0310962 | Time: 1751.56 ms
[2021-12-13 12:53:12	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310195 | val_loss: 0.0310903 | Time: 1760.7 ms
[2021-12-13 12:53:14	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031011 | val_loss: 0.0310911 | Time: 1672.91 ms
[2021-12-13 12:53:16	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310025 | val_loss: 0.0310891 | Time: 1775.89 ms
[2021-12-13 12:53:18	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310029 | val_loss: 0.0310973 | Time: 1839.92 ms
[2021-12-13 12:53:19	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0309994 | val_loss: 0.0310932 | Time: 1838.63 ms
[2021-12-13 12:53:21	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0309999 | val_loss: 0.0310923 | Time: 1856.73 ms
[2021-12-13 12:53:23	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0309991 | val_loss: 0.0310976 | Time: 1808.53 ms
[2021-12-13 12:53:25	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0309989 | val_loss: 0.0310932 | Time: 1867.86 ms
[2021-12-13 12:53:27	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310048 | val_loss: 0.0311013 | Time: 1773.28 ms
[2021-12-13 12:53:29	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310079 | val_loss: 0.0310876 | Time: 1694.24 ms
[2021-12-13 12:53:30	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310095 | val_loss: 0.0310807 | Time: 1752.65 ms
[2021-12-13 12:53:32	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310115 | val_loss: 0.0310871 | Time: 1800.24 ms
[2021-12-13 12:53:34	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310032 | val_loss: 0.0310985 | Time: 1819.51 ms
[2021-12-13 12:53:36	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310058 | val_loss: 0.0310865 | Time: 1839.34 ms
[2021-12-13 12:53:38	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310026 | val_loss: 0.0311006 | Time: 1952.01 ms
[2021-12-13 12:53:40	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310039 | val_loss: 0.0310908 | Time: 1818.49 ms
[2021-12-13 12:53:41	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031 | val_loss: 0.0311005 | Time: 1820.87 ms
[2021-12-13 12:53:43	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310155 | val_loss: 0.0310851 | Time: 1746.61 ms
[2021-12-13 12:53:45	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310256 | val_loss: 0.0310913 | Time: 1725.22 ms
[2021-12-13 12:53:47	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310191 | val_loss: 0.0310812 | Time: 1754.42 ms
[2021-12-13 12:53:48	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310171 | val_loss: 0.0310911 | Time: 1736.75 ms
[2021-12-13 12:53:50	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310178 | val_loss: 0.0310815 | Time: 1862.28 ms
[2021-12-13 12:53:52	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310064 | val_loss: 0.0311037 | Time: 1832.31 ms
[2021-12-13 12:53:54	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310058 | val_loss: 0.0310888 | Time: 1790.45 ms
[2021-12-13 12:53:56	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310067 | val_loss: 0.0311075 | Time: 1822.97 ms
[2021-12-13 12:53:58	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310084 | val_loss: 0.0310875 | Time: 1831.98 ms
[2021-12-13 12:53:59	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0309977 | val_loss: 0.0310876 | Time: 1832.05 ms
[2021-12-13 12:54:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310005 | val_loss: 0.0311079 | Time: 1833.8 ms
[2021-12-13 12:54:03	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310012 | val_loss: 0.0310891 | Time: 1700.6 ms
[2021-12-13 12:54:05	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310039 | val_loss: 0.0310921 | Time: 1838.31 ms
[2021-12-13 12:54:07	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0309991 | val_loss: 0.0310983 | Time: 1879.26 ms
[2021-12-13 12:54:08	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0309968 | val_loss: 0.031094 | Time: 1767.12 ms
[2021-12-13 12:54:10	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310003 | val_loss: 0.0310909 | Time: 1852.62 ms
[2021-12-13 12:54:12	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0309942 | val_loss: 0.0310865 | Time: 1835.16 ms
[2021-12-13 12:54:14	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0309992 | val_loss: 0.0310903 | Time: 1798.84 ms
[2021-12-13 12:54:16	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0309987 | val_loss: 0.0311019 | Time: 1878.35 ms
[2021-12-13 12:54:18	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0309926 | val_loss: 0.0310952 | Time: 1796.53 ms
[2021-12-13 12:54:19	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0309937 | val_loss: 0.0310906 | Time: 1680.08 ms
[2021-12-13 12:54:21	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0309946 | val_loss: 0.0310922 | Time: 1738.01 ms
[2021-12-13 12:54:23	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0309975 | val_loss: 0.0310892 | Time: 1724.67 ms
[2021-12-13 12:54:25	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0309942 | val_loss: 0.0311043 | Time: 1782.86 ms
[2021-12-13 12:54:26	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.030997 | val_loss: 0.0311128 | Time: 1798.03 ms
[2021-12-13 12:54:28	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0309995 | val_loss: 0.031083 | Time: 1964.26 ms
[2021-12-13 12:54:30	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031001 | val_loss: 0.0310998 | Time: 1803.03 ms
[2021-12-13 12:54:32	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310023 | val_loss: 0.0311046 | Time: 1789.47 ms
[2021-12-13 12:54:34	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0309976 | val_loss: 0.0310877 | Time: 1790.97 ms
[2021-12-13 12:54:35	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0309927 | val_loss: 0.0311025 | Time: 1710.1 ms
[2021-12-13 12:54:37	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0309916 | val_loss: 0.031087 | Time: 1772.78 ms
[2021-12-13 12:54:39	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0309919 | val_loss: 0.0311022 | Time: 1815.95 ms
[2021-12-13 12:54:41	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0309937 | val_loss: 0.0311015 | Time: 1732.92 ms
[2021-12-13 12:54:43	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0309923 | val_loss: 0.0310934 | Time: 1853.85 ms
[2021-12-13 12:54:45	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0309938 | val_loss: 0.0310929 | Time: 1836.14 ms
[2021-12-13 12:54:46	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0309925 | val_loss: 0.0311006 | Time: 1873.98 ms
[2021-12-13 12:54:48	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0309909 | val_loss: 0.0310923 | Time: 1843.18 ms
[2021-12-13 12:54:50	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309931 | val_loss: 0.0310887 | Time: 1871.2 ms
[2021-12-13 12:54:52	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0309925 | val_loss: 0.0310833 | Time: 1800.75 ms
[2021-12-13 12:54:54	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0309924 | val_loss: 0.0310944 | Time: 1706.01 ms
[2021-12-13 12:54:55	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0309952 | val_loss: 0.0310964 | Time: 1786.1 ms
[2021-12-13 12:54:57	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0309992 | val_loss: 0.0310992 | Time: 1669.74 ms
[2021-12-13 12:54:59	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0309925 | val_loss: 0.0310837 | Time: 1838.73 ms
[2021-12-13 12:55:01	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0309939 | val_loss: 0.031099 | Time: 1789.3 ms
[2021-12-13 12:55:03	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0309883 | val_loss: 0.0310891 | Time: 1801.28 ms
[2021-12-13 12:55:04	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0309859 | val_loss: 0.0310896 | Time: 1891.4 ms
[2021-12-13 12:55:06	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0309868 | val_loss: 0.0311135 | Time: 1834.18 ms
[2021-12-13 12:55:08	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0309891 | val_loss: 0.0311044 | Time: 1768.32 ms
[2021-12-13 12:55:10	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0309894 | val_loss: 0.0310903 | Time: 1715.5 ms
[2021-12-13 12:55:12	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0309903 | val_loss: 0.0310922 | Time: 1735.53 ms
[2021-12-13 12:55:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0309919 | val_loss: 0.0310835 | Time: 1753.23 ms
[2021-12-13 12:55:15	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0309986 | val_loss: 0.0310893 | Time: 1805.68 ms
[2021-12-13 12:55:17	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310173 | val_loss: 0.0310833 | Time: 1940.77 ms
[2021-12-13 12:55:19	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310127 | val_loss: 0.0310884 | Time: 1874.59 ms
[2021-12-13 12:55:21	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310074 | val_loss: 0.0310948 | Time: 1851.9 ms
[2021-12-13 12:55:23	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0309988 | val_loss: 0.0311065 | Time: 1844.73 ms
[2021-12-13 12:55:24	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0309974 | val_loss: 0.0310859 | Time: 1792.05 ms
[2021-12-13 12:55:26	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310093 | val_loss: 0.0310864 | Time: 1751.45 ms
[2021-12-13 12:55:28	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310099 | val_loss: 0.031081 | Time: 1718.91 ms
[2021-12-13 12:55:30	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310038 | val_loss: 0.0310825 | Time: 1672.63 ms
[2021-12-13 12:55:31	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310023 | val_loss: 0.0310952 | Time: 1834.44 ms
[2021-12-13 12:55:33	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310054 | val_loss: 0.031111 | Time: 1810.56 ms
[2021-12-13 12:55:35	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310159 | val_loss: 0.0311069 | Time: 1854.12 ms
[2021-12-13 12:55:37	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.031035 | val_loss: 0.031087 | Time: 1793.01 ms
[2021-12-13 12:55:39	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0310309 | val_loss: 0.0310815 | Time: 1860.36 ms
[2021-12-13 12:55:41	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310187 | val_loss: 0.0310959 | Time: 1779.04 ms
[2021-12-13 12:55:42	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310083 | val_loss: 0.0310973 | Time: 1735.35 ms
[2021-12-13 12:55:44	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310035 | val_loss: 0.0310867 | Time: 1740.87 ms
[2021-12-13 12:55:46	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0309999 | val_loss: 0.0310955 | Time: 1678.91 ms
[2021-12-13 12:55:48	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0309997 | val_loss: 0.031095 | Time: 1793.54 ms
[2021-12-13 12:55:50	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310004 | val_loss: 0.0310827 | Time: 1912.36 ms
[2021-12-13 12:55:51	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0309971 | val_loss: 0.0310952 | Time: 1815.81 ms
[2021-12-13 12:55:53	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0309982 | val_loss: 0.0310855 | Time: 1831.9 ms
[2021-12-13 12:55:55	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0309965 | val_loss: 0.0310854 | Time: 1795.3 ms
[2021-12-13 12:55:57	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0309948 | val_loss: 0.03109 | Time: 1805.42 ms
[2021-12-13 12:55:59	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0309921 | val_loss: 0.0310871 | Time: 1734.23 ms
[2021-12-13 12:56:00	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310023 | val_loss: 0.0310835 | Time: 1761.42 ms
[2021-12-13 12:56:02	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310071 | val_loss: 0.0310992 | Time: 1787.74 ms
[2021-12-13 12:56:04	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310002 | val_loss: 0.0310877 | Time: 1842.72 ms
[2021-12-13 12:56:06	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0309966 | val_loss: 0.0310881 | Time: 1790.46 ms
[2021-12-13 12:56:08	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0309916 | val_loss: 0.031095 | Time: 1833.27 ms
[2021-12-13 12:56:09	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0309935 | val_loss: 0.0310865 | Time: 1877.03 ms
[2021-12-13 12:56:11	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0309916 | val_loss: 0.0310901 | Time: 1906.13 ms
[2021-12-13 12:56:13	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0309914 | val_loss: 0.0310922 | Time: 1799.14 ms
[2021-12-13 12:56:15	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0309901 | val_loss: 0.0310959 | Time: 1882.07 ms
[2021-12-13 12:56:17	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0309931 | val_loss: 0.0310916 | Time: 1768.05 ms
[2021-12-13 12:56:19	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0309885 | val_loss: 0.0310778 | Time: 1835.78 ms
[2021-12-13 12:56:21	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0309877 | val_loss: 0.031099 | Time: 1860.55 ms
[2021-12-13 12:56:22	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0309904 | val_loss: 0.0311121 | Time: 1858.19 ms
[2021-12-13 12:56:24	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310007 | val_loss: 0.0310923 | Time: 1810.18 ms
[2021-12-13 12:56:26	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0309943 | val_loss: 0.0310975 | Time: 1783.22 ms
[2021-12-13 12:56:28	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0309918 | val_loss: 0.0310811 | Time: 1813.18 ms
[2021-12-13 12:56:30	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0309954 | val_loss: 0.031091 | Time: 1819.51 ms
[2021-12-13 12:56:32	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0309924 | val_loss: 0.0310881 | Time: 1900.24 ms
[2021-12-13 12:56:33	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.030986 | val_loss: 0.0310911 | Time: 1840.74 ms
[2021-12-13 12:56:35	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0309873 | val_loss: 0.0310932 | Time: 1824.95 ms
[2021-12-13 12:56:37	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0309839 | val_loss: 0.0310953 | Time: 1750.67 ms
[2021-12-13 12:56:39	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0309849 | val_loss: 0.0310859 | Time: 1850.37 ms
[2021-12-13 12:56:41	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0309856 | val_loss: 0.0310989 | Time: 1790 ms
[2021-12-13 12:56:42	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0309828 | val_loss: 0.0310973 | Time: 1771.13 ms
[2021-12-13 12:56:44	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0309818 | val_loss: 0.0310894 | Time: 1799.27 ms
[2021-12-13 12:56:46	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0309858 | val_loss: 0.0310822 | Time: 1857.77 ms
[2021-12-13 12:56:48	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0309901 | val_loss: 0.0310818 | Time: 1769.52 ms
[2021-12-13 12:56:50	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0309836 | val_loss: 0.0310884 | Time: 1896.24 ms
[2021-12-13 12:56:52	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0309822 | val_loss: 0.0310922 | Time: 1837.16 ms
[2021-12-13 12:56:54	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0309887 | val_loss: 0.0310971 | Time: 1873.52 ms
[2021-12-13 12:56:55	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0309934 | val_loss: 0.0310875 | Time: 1829.32 ms
[2021-12-13 12:56:57	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0309929 | val_loss: 0.0310987 | Time: 1766.37 ms
[2021-12-13 12:56:59	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0309876 | val_loss: 0.0310943 | Time: 1788.12 ms
[2021-12-13 12:57:01	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0309904 | val_loss: 0.031092 | Time: 1701.59 ms
[2021-12-13 12:57:03	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0309925 | val_loss: 0.0310864 | Time: 1875.2 ms
[2021-12-13 12:57:04	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.030988 | val_loss: 0.0310912 | Time: 1833.58 ms
[2021-12-13 12:57:06	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0309946 | val_loss: 0.0310831 | Time: 1793.93 ms
[2021-12-13 12:57:08	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310184 | val_loss: 0.031092 | Time: 1819.77 ms
[2021-12-13 12:57:10	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310134 | val_loss: 0.0310905 | Time: 1815.45 ms
[2021-12-13 12:57:12	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0309988 | val_loss: 0.0310954 | Time: 1856.89 ms
[2021-12-13 12:57:13	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309915 | val_loss: 0.0310799 | Time: 1750.08 ms
[2021-12-13 12:57:15	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0309838 | val_loss: 0.0310924 | Time: 1751.51 ms
[2021-12-13 12:57:17	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0309863 | val_loss: 0.0310756 | Time: 1714.11 ms
[2021-12-13 12:57:19	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0309912 | val_loss: 0.0310891 | Time: 1781.73 ms
[2021-12-13 12:57:21	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0309922 | val_loss: 0.0310818 | Time: 1814.54 ms
[2021-12-13 12:57:22	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.03099 | val_loss: 0.0310923 | Time: 1847.02 ms
[2021-12-13 12:57:24	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.030986 | val_loss: 0.0310981 | Time: 1803.85 ms
[2021-12-13 12:57:26	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0309831 | val_loss: 0.0310967 | Time: 1849.69 ms
[2021-12-13 12:57:28	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0309972 | val_loss: 0.0310877 | Time: 1824.46 ms
[2021-12-13 12:57:30	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0309984 | val_loss: 0.0310937 | Time: 1796.13 ms
[2021-12-13 12:57:32	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0309949 | val_loss: 0.0310909 | Time: 1808.58 ms
[2021-12-13 12:57:33	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0309898 | val_loss: 0.0310907 | Time: 1744.45 ms
[2021-12-13 12:57:35	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0309918 | val_loss: 0.0310854 | Time: 1711.52 ms
[2021-12-13 12:57:37	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0309919 | val_loss: 0.0310806 | Time: 1798.79 ms
[2021-12-13 12:57:39	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0309972 | val_loss: 0.0310938 | Time: 1827.99 ms
[2021-12-13 12:57:40	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0309901 | val_loss: 0.0310872 | Time: 1823.78 ms
[2021-12-13 12:57:42	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0309854 | val_loss: 0.0310793 | Time: 1829.43 ms
[2021-12-13 12:57:44	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0309898 | val_loss: 0.0310886 | Time: 1816.81 ms
[2021-12-13 12:57:46	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0309917 | val_loss: 0.0310885 | Time: 1791.88 ms
[2021-12-13 12:57:48	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0309891 | val_loss: 0.0310876 | Time: 1757.46 ms
[2021-12-13 12:57:49	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.030984 | val_loss: 0.0310852 | Time: 1765.73 ms
[2021-12-13 12:57:51	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.030995 | val_loss: 0.0310863 | Time: 1772.48 ms
[2021-12-13 12:57:53	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0309945 | val_loss: 0.0310851 | Time: 1778.66 ms
[2021-12-13 12:57:55	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.030996 | val_loss: 0.0310914 | Time: 1858.76 ms
[2021-12-13 12:57:57	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0309985 | val_loss: 0.0310941 | Time: 1821.11 ms
[2021-12-13 12:57:59	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0309996 | val_loss: 0.0310943 | Time: 1840.69 ms
[2021-12-13 12:58:00	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0309951 | val_loss: 0.0310924 | Time: 1847.86 ms
[2021-12-13 12:58:02	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0310014 | val_loss: 0.0310966 | Time: 1801.3 ms
[2021-12-13 12:58:04	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310056 | val_loss: 0.031093 | Time: 1805.04 ms
[2021-12-13 12:58:06	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0309966 | val_loss: 0.0310941 | Time: 1680.78 ms
[2021-12-13 12:58:07	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0310034 | val_loss: 0.0310949 | Time: 1680.32 ms
[2021-12-13 12:58:09	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0310044 | val_loss: 0.0310844 | Time: 1780.07 ms
[2021-12-13 12:58:11	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0309969 | val_loss: 0.0310833 | Time: 1855.75 ms
[2021-12-13 12:58:13	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0309912 | val_loss: 0.0310948 | Time: 1909.53 ms
[2021-12-13 12:58:15	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0309938 | val_loss: 0.031093 | Time: 1785.18 ms
[2021-12-13 12:58:17	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0309988 | val_loss: 0.0310883 | Time: 1861.91 ms
[2021-12-13 12:58:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0309927 | val_loss: 0.0311004 | Time: 1796.75 ms
[2021-12-13 12:58:20	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0309899 | val_loss: 0.0310877 | Time: 1661.84 ms
[2021-12-13 12:58:22	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0309921 | val_loss: 0.0310899 | Time: 1782.87 ms
[2021-12-13 12:58:24	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0309908 | val_loss: 0.0310934 | Time: 1660.33 ms
[2021-12-13 12:58:25	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0310097 | val_loss: 0.0311009 | Time: 1794.54 ms
[2021-12-13 12:58:27	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.030995 | val_loss: 0.0310927 | Time: 1822.72 ms
[2021-12-13 12:58:29	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0309999 | val_loss: 0.0310945 | Time: 1839.22 ms
[2021-12-13 12:58:31	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0309934 | val_loss: 0.0310876 | Time: 1790.26 ms
[2021-12-13 12:58:33	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0309861 | val_loss: 0.0310878 | Time: 1933.02 ms
[2021-12-13 12:58:35	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.030982 | val_loss: 0.0310945 | Time: 1845.32 ms
[2021-12-13 12:58:36	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0309837 | val_loss: 0.0310889 | Time: 1694.05 ms
[2021-12-13 12:58:38	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0309862 | val_loss: 0.0310863 | Time: 1769.29 ms
[2021-12-13 12:58:40	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0309888 | val_loss: 0.0310939 | Time: 1720.93 ms
[2021-12-13 12:58:42	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0309824 | val_loss: 0.0310878 | Time: 1771.83 ms
[2021-12-13 12:58:43	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.030979 | val_loss: 0.0310782 | Time: 1855.55 ms
[2021-12-13 12:58:45	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0309801 | val_loss: 0.0310917 | Time: 1805.83 ms
[2021-12-13 12:58:47	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0309775 | val_loss: 0.0310823 | Time: 1787.85 ms
[2021-12-13 12:58:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0309813 | val_loss: 0.031094 | Time: 1818.89 ms
[2021-12-13 12:58:51	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0309987 | val_loss: 0.0311024 | Time: 1801.84 ms
[2021-12-13 12:58:52	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0309979 | val_loss: 0.0310947 | Time: 1764.01 ms
[2021-12-13 12:58:54	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0309936 | val_loss: 0.031075 | Time: 1760.61 ms
[2021-12-13 12:58:56	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0309844 | val_loss: 0.0310792 | Time: 1795.19 ms
[2021-12-13 12:58:58	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0309824 | val_loss: 0.0310968 | Time: 1767.41 ms
[2021-12-13 12:59:00	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0309893 | val_loss: 0.0310738 | Time: 1842.58 ms
[2021-12-13 12:59:02	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0309885 | val_loss: 0.0310802 | Time: 1826.32 ms
[2021-12-13 12:59:03	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0309892 | val_loss: 0.0310746 | Time: 1840.59 ms
[2021-12-13 12:59:05	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0309848 | val_loss: 0.0310693 | Time: 1886.17 ms
[2021-12-13 12:59:07	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0309822 | val_loss: 0.0310802 | Time: 1867.94 ms
[2021-12-13 12:59:09	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0309786 | val_loss: 0.0310762 | Time: 1896.87 ms
[2021-12-13 12:59:11	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0309817 | val_loss: 0.031089 | Time: 1808.04 ms
[2021-12-13 12:59:13	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0309941 | val_loss: 0.0310996 | Time: 1799.13 ms
[2021-12-13 12:59:14	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0309841 | val_loss: 0.0310906 | Time: 1734.49 ms
[2021-12-13 12:59:16	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0309847 | val_loss: 0.031077 | Time: 1781.68 ms
[2021-12-13 12:59:18	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0309787 | val_loss: 0.031082 | Time: 1752.24 ms
[2021-12-13 12:59:20	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0309765 | val_loss: 0.0310818 | Time: 1903.37 ms
[2021-12-13 12:59:22	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0309905 | val_loss: 0.031079 | Time: 1800.09 ms
[2021-12-13 12:59:23	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.030998 | val_loss: 0.0310834 | Time: 1814.55 ms
[2021-12-13 12:59:25	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0309858 | val_loss: 0.0310911 | Time: 1855.31 ms
[2021-12-13 12:59:27	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0309826 | val_loss: 0.0310897 | Time: 1877.39 ms
[2021-12-13 12:59:29	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0309815 | val_loss: 0.0310993 | Time: 1760.97 ms
[2021-12-13 12:59:31	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0309879 | val_loss: 0.0310862 | Time: 1708.32 ms
[2021-12-13 12:59:33	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0309844 | val_loss: 0.0310838 | Time: 1883.93 ms
[2021-12-13 12:59:34	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0309814 | val_loss: 0.0310904 | Time: 1786.19 ms
[2021-12-13 12:59:36	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0309802 | val_loss: 0.0310866 | Time: 1735.93 ms
[2021-12-13 12:59:38	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0309724 | val_loss: 0.0310791 | Time: 1818.2 ms
[2021-12-13 12:59:40	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.030974 | val_loss: 0.0310951 | Time: 1834.15 ms
[2021-12-13 12:59:42	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0309815 | val_loss: 0.0310911 | Time: 1872.89 ms
[2021-12-13 12:59:43	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0309849 | val_loss: 0.0310872 | Time: 1807.62 ms
[2021-12-13 12:59:45	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0309771 | val_loss: 0.0310766 | Time: 1817.7 ms
[2021-12-13 12:59:47	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0309758 | val_loss: 0.031085 | Time: 1861.5 ms
[2021-12-13 12:59:49	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0309893 | val_loss: 0.0310888 | Time: 1869.16 ms
[2021-12-13 12:59:51	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310093 | val_loss: 0.0310829 | Time: 1782.06 ms
[2021-12-13 12:59:53	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0309909 | val_loss: 0.0310842 | Time: 1815.63 ms
[2021-12-13 12:59:54	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0309886 | val_loss: 0.0310832 | Time: 1746.3 ms
[2021-12-13 12:59:56	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0309829 | val_loss: 0.031082 | Time: 1836.53 ms
[2021-12-13 12:59:58	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0309842 | val_loss: 0.0310937 | Time: 1857.48 ms
[2021-12-13 13:00:00	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0309934 | val_loss: 0.0310831 | Time: 1802.45 ms
[2021-12-13 13:00:02	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0309884 | val_loss: 0.0310928 | Time: 1802.45 ms
[2021-12-13 13:00:04	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0309871 | val_loss: 0.031082 | Time: 1865.68 ms
[2021-12-13 13:00:05	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0309847 | val_loss: 0.0310862 | Time: 1764.01 ms
[2021-12-13 13:00:07	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0309871 | val_loss: 0.0310764 | Time: 1753.33 ms
[2021-12-13 13:00:09	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0309876 | val_loss: 0.0310702 | Time: 1857.6 ms
[2021-12-13 13:00:11	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0309796 | val_loss: 0.0310771 | Time: 1789.28 ms
[2021-12-13 13:00:13	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0309808 | val_loss: 0.0310732 | Time: 1736.63 ms
[2021-12-13 13:00:14	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0309756 | val_loss: 0.031084 | Time: 1851.12 ms
[2021-12-13 13:00:16	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0310069 | val_loss: 0.0311065 | Time: 1803.42 ms
[2021-12-13 13:00:18	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310272 | val_loss: 0.0310841 | Time: 1784.79 ms
[2021-12-13 13:00:20	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0310123 | val_loss: 0.0310793 | Time: 1850.72 ms
[2021-12-13 13:00:22	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310042 | val_loss: 0.0310756 | Time: 1762 ms
[2021-12-13 13:00:24	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310257 | val_loss: 0.0310877 | Time: 2192.39 ms
[2021-12-13 13:00:26	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310099 | val_loss: 0.0310777 | Time: 1781.37 ms
[2021-12-13 13:00:27	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0309964 | val_loss: 0.0310799 | Time: 1709.78 ms
[2021-12-13 13:00:29	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0309889 | val_loss: 0.03108 | Time: 1822.97 ms
[2021-12-13 13:00:31	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0309815 | val_loss: 0.0310935 | Time: 1727.23 ms
[2021-12-13 13:00:33	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.030998 | val_loss: 0.0310746 | Time: 1812.66 ms
[2021-12-13 13:00:35	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0309939 | val_loss: 0.0310784 | Time: 1893.28 ms
[2021-12-13 13:00:36	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0309934 | val_loss: 0.0310907 | Time: 1809.63 ms
[2021-12-13 13:00:38	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0309937 | val_loss: 0.0310794 | Time: 1847.54 ms
[2021-12-13 13:00:40	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0309816 | val_loss: 0.0310801 | Time: 1857.75 ms
[2021-12-13 13:00:42	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0309788 | val_loss: 0.0310927 | Time: 1918.18 ms
[2021-12-13 13:00:44	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0309772 | val_loss: 0.0310888 | Time: 1784.65 ms
[2021-12-13 13:00:46	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0309832 | val_loss: 0.0310876 | Time: 1717.67 ms
[2021-12-13 13:00:47	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0309938 | val_loss: 0.0310815 | Time: 1734.96 ms
[2021-12-13 13:00:49	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0309859 | val_loss: 0.0310956 | Time: 1761.91 ms
[2021-12-13 13:00:51	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0309799 | val_loss: 0.0310944 | Time: 1824.35 ms
[2021-12-13 13:00:53	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0309752 | val_loss: 0.0310868 | Time: 1825.66 ms
[2021-12-13 13:00:55	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0309789 | val_loss: 0.0310832 | Time: 1900.96 ms
[2021-12-13 13:00:57	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310258 | val_loss: 0.0310716 | Time: 1864.91 ms
[2021-12-13 13:00:58	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310286 | val_loss: 0.0310768 | Time: 1894.68 ms
[2021-12-13 13:01:00	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310068 | val_loss: 0.0310888 | Time: 1837.27 ms
[2021-12-13 13:01:02	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0309971 | val_loss: 0.0310875 | Time: 1888.9 ms
[2021-12-13 13:01:04	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0309915 | val_loss: 0.0310918 | Time: 1836.22 ms
[2021-12-13 13:01:06	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0309854 | val_loss: 0.0310989 | Time: 1845.69 ms
[2021-12-13 13:01:08	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0309839 | val_loss: 0.031109 | Time: 1772.3 ms
[2021-12-13 13:01:09	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0309882 | val_loss: 0.0311051 | Time: 1734.52 ms
[2021-12-13 13:01:11	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0309818 | val_loss: 0.0311042 | Time: 1737.92 ms
[2021-12-13 13:01:13	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0309818 | val_loss: 0.0310846 | Time: 1896.16 ms
[2021-12-13 13:01:15	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0309839 | val_loss: 0.0310865 | Time: 1810.89 ms
[2021-12-13 13:01:17	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0309841 | val_loss: 0.0310792 | Time: 1930.76 ms
[2021-12-13 13:01:19	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0309822 | val_loss: 0.0310912 | Time: 1814.13 ms
[2021-12-13 13:01:21	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0309786 | val_loss: 0.0311014 | Time: 1836.97 ms
[2021-12-13 13:01:22	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0309832 | val_loss: 0.0310883 | Time: 1938.56 ms
[2021-12-13 13:01:25	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0309822 | val_loss: 0.0310867 | Time: 2208.71 ms
[2021-12-13 13:01:27	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0309827 | val_loss: 0.0310816 | Time: 1865.29 ms
[2021-12-13 13:01:28	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0309773 | val_loss: 0.0310797 | Time: 1778.88 ms
[2021-12-13 13:01:30	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0309802 | val_loss: 0.0310855 | Time: 1859.96 ms
[2021-12-13 13:01:32	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0309909 | val_loss: 0.0310848 | Time: 1815.07 ms
[2021-12-13 13:01:34	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0310059 | val_loss: 0.0310821 | Time: 1952.53 ms
[2021-12-13 13:01:36	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0309951 | val_loss: 0.0310697 | Time: 1774.62 ms
[2021-12-13 13:01:38	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0309876 | val_loss: 0.0310766 | Time: 1755.94 ms
[2021-12-13 13:01:39	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0309823 | val_loss: 0.031076 | Time: 1865.1 ms
[2021-12-13 13:01:41	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0309834 | val_loss: 0.0310722 | Time: 1937.81 ms
[2021-12-13 13:01:43	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0309877 | val_loss: 0.0310738 | Time: 1879.22 ms
[2021-12-13 13:01:45	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0309788 | val_loss: 0.03109 | Time: 1854.77 ms
[2021-12-13 13:01:47	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.030984 | val_loss: 0.0310791 | Time: 1841.16 ms
[2021-12-13 13:01:49	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0309836 | val_loss: 0.0310716 | Time: 1900.26 ms
[2021-12-13 13:01:51	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.030975 | val_loss: 0.0310782 | Time: 1810.61 ms
[2021-12-13 13:01:52	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0309727 | val_loss: 0.0310803 | Time: 1769.04 ms
[2021-12-13 13:01:54	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0309726 | val_loss: 0.0310792 | Time: 1782.02 ms
[2021-12-13 13:01:56	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0309761 | val_loss: 0.0310933 | Time: 1699.65 ms
[2021-12-13 13:01:58	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0309774 | val_loss: 0.0311007 | Time: 1891.1 ms
[2021-12-13 13:02:00	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0309744 | val_loss: 0.0310854 | Time: 1833.67 ms
[2021-12-13 13:02:02	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0309734 | val_loss: 0.0310855 | Time: 1807.38 ms
[2021-12-13 13:02:03	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0309835 | val_loss: 0.0310892 | Time: 1859.87 ms
[2021-12-13 13:02:05	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0309828 | val_loss: 0.0310811 | Time: 1825.07 ms
[2021-12-13 13:02:07	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0309806 | val_loss: 0.0310884 | Time: 1895.98 ms
[2021-12-13 13:02:09	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.03098 | val_loss: 0.0310945 | Time: 1778.73 ms
[2021-12-13 13:02:11	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0309824 | val_loss: 0.0310792 | Time: 1713.12 ms
[2021-12-13 13:02:12	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0309738 | val_loss: 0.0310858 | Time: 1744.04 ms
[2021-12-13 13:02:14	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0309685 | val_loss: 0.0310944 | Time: 1785.86 ms
[2021-12-13 13:02:16	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0309715 | val_loss: 0.0310977 | Time: 1849.61 ms
[2021-12-13 13:02:18	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.030975 | val_loss: 0.0310836 | Time: 1882.85 ms
[2021-12-13 13:02:20	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0309724 | val_loss: 0.0310905 | Time: 1897.41 ms
[2021-12-13 13:02:22	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0309678 | val_loss: 0.0310897 | Time: 1863.33 ms
[2021-12-13 13:02:24	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0309689 | val_loss: 0.0310794 | Time: 1840.71 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080 Ti)
[2021-12-13 13:22:26	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-13 13:22:26	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-13 13:22:26	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-13 13:22:26	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-13 13:22:26	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-13 13:22:26	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-13 13:22:26	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-13 13:22:26	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-13 13:22:26	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-13 13:22:26	                main:474]	:	INFO	:	Configuration: 
[2021-12-13 13:22:26	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-13 13:22:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-13 13:22:26	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-13 13:22:26	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-13 13:22:26	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-13 13:22:26	                main:480]	:	INFO	:	    Patience: 10
[2021-12-13 13:22:26	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-13 13:22:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-13 13:22:26	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-13 13:22:26	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-13 13:22:26	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-13 13:22:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-13 13:22:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-13 13:22:29	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-13 13:22:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-13 13:22:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-13 13:22:30	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-13 13:22:30	                main:494]	:	INFO	:	Creating Model
[2021-12-13 13:22:30	                main:507]	:	INFO	:	Preparing config file
[2021-12-13 13:22:30	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-13 13:22:30	                main:512]	:	INFO	:	Loading config
[2021-12-13 13:22:30	                main:514]	:	INFO	:	Loading state
[2021-12-13 13:22:32	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-13 13:22:32	                main:562]	:	INFO	:	Starting Training
[2021-12-13 13:22:37	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.03105 | val_loss: 0.0310857 | Time: 4703.44 ms
[2021-12-13 13:22:41	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.030993 | val_loss: 0.0310872 | Time: 3854.77 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080 Ti)
[2021-12-13 18:05:59	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-13 18:05:59	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-13 18:05:59	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-13 18:05:59	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-13 18:05:59	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-13 18:05:59	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-13 18:05:59	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-13 18:05:59	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-13 18:05:59	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-13 18:05:59	                main:474]	:	INFO	:	Configuration: 
[2021-12-13 18:05:59	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-13 18:05:59	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-13 18:05:59	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-13 18:05:59	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-13 18:05:59	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-13 18:05:59	                main:480]	:	INFO	:	    Patience: 10
[2021-12-13 18:05:59	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-13 18:05:59	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-13 18:05:59	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-13 18:05:59	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-13 18:05:59	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-13 18:05:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-13 18:05:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-13 18:06:02	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-13 18:06:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-13 18:06:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-13 18:06:03	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-13 18:06:03	                main:494]	:	INFO	:	Creating Model
[2021-12-13 18:06:03	                main:507]	:	INFO	:	Preparing config file
[2021-12-13 18:06:03	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-13 18:06:03	                main:512]	:	INFO	:	Loading config
[2021-12-13 18:06:03	                main:514]	:	INFO	:	Loading state
[2021-12-13 18:06:04	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-13 18:06:04	                main:562]	:	INFO	:	Starting Training
[2021-12-13 18:06:08	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310522 | val_loss: 0.0310987 | Time: 3366.3 ms
[2021-12-13 18:06:10	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0309872 | val_loss: 0.0310923 | Time: 2585.18 ms
[2021-12-13 18:06:13	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0309829 | val_loss: 0.0310907 | Time: 2513.66 ms
[2021-12-13 18:06:15	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0309832 | val_loss: 0.0310847 | Time: 1829.7 ms
[2021-12-13 18:06:17	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0309802 | val_loss: 0.0310818 | Time: 1960.53 ms
[2021-12-13 18:06:19	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.030975 | val_loss: 0.0310848 | Time: 2032.55 ms
[2021-12-13 18:06:21	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0309777 | val_loss: 0.0310956 | Time: 2197.17 ms
[2021-12-13 18:06:33	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0309833 | val_loss: 0.0310887 | Time: 12112.9 ms
[2021-12-13 18:06:35	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0309835 | val_loss: 0.0310822 | Time: 1969.53 ms
[2021-12-13 18:06:37	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0309774 | val_loss: 0.0310911 | Time: 1807.42 ms
[2021-12-13 18:06:39	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0309751 | val_loss: 0.0310832 | Time: 1748.85 ms
[2021-12-13 18:06:41	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0309741 | val_loss: 0.0310877 | Time: 1754.04 ms
[2021-12-13 18:06:43	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.030975 | val_loss: 0.0310901 | Time: 1742.32 ms
[2021-12-13 18:06:44	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0309762 | val_loss: 0.0310898 | Time: 1752.72 ms
[2021-12-13 18:06:46	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0309763 | val_loss: 0.0310778 | Time: 1839.69 ms
[2021-12-13 18:06:48	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0309767 | val_loss: 0.0310919 | Time: 1843.61 ms
[2021-12-13 18:06:50	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0309913 | val_loss: 0.0310779 | Time: 1812.16 ms
[2021-12-13 18:06:52	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0309825 | val_loss: 0.0310787 | Time: 1852.98 ms
[2021-12-13 18:06:53	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0309788 | val_loss: 0.0310746 | Time: 1821.84 ms
[2021-12-13 18:06:55	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0310081 | val_loss: 0.0310826 | Time: 1750.26 ms
[2021-12-13 18:06:57	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0310234 | val_loss: 0.0310832 | Time: 1681.71 ms
[2021-12-13 18:06:59	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0310038 | val_loss: 0.0310839 | Time: 1769.5 ms
[2021-12-13 18:07:00	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0309927 | val_loss: 0.0310778 | Time: 1758.46 ms
[2021-12-13 18:07:02	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0309869 | val_loss: 0.0310859 | Time: 1827.93 ms
[2021-12-13 18:07:04	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0309797 | val_loss: 0.0310955 | Time: 1881.76 ms
[2021-12-13 18:07:06	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0309774 | val_loss: 0.0310826 | Time: 1831.52 ms
[2021-12-13 18:07:08	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.030972 | val_loss: 0.0310842 | Time: 1871.47 ms
[2021-12-13 18:07:10	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0309726 | val_loss: 0.0310891 | Time: 1857.86 ms
[2021-12-13 18:07:12	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0309806 | val_loss: 0.0310774 | Time: 1780.61 ms
[2021-12-13 18:07:13	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0309752 | val_loss: 0.0310961 | Time: 1730.91 ms
[2021-12-13 18:07:15	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309791 | val_loss: 0.0310871 | Time: 1748.41 ms
[2021-12-13 18:07:17	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309792 | val_loss: 0.0310918 | Time: 1743.14 ms
[2021-12-13 18:07:19	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.03098 | val_loss: 0.0310874 | Time: 1806.89 ms
[2021-12-13 18:07:20	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309843 | val_loss: 0.0310963 | Time: 1819.12 ms
[2021-12-13 18:07:22	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309802 | val_loss: 0.0310899 | Time: 1813.29 ms
[2021-12-13 18:07:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0309725 | val_loss: 0.0310861 | Time: 1770.32 ms
[2021-12-13 18:07:26	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0309737 | val_loss: 0.0310867 | Time: 1781.8 ms
[2021-12-13 18:07:27	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0309807 | val_loss: 0.0310825 | Time: 1683.39 ms
[2021-12-13 18:07:29	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.030982 | val_loss: 0.0310854 | Time: 1746.96 ms
[2021-12-13 18:07:31	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0309879 | val_loss: 0.0310849 | Time: 1730.27 ms
[2021-12-13 18:07:33	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309883 | val_loss: 0.031089 | Time: 1821.83 ms
[2021-12-13 18:07:35	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0309838 | val_loss: 0.0310873 | Time: 1857.14 ms
[2021-12-13 18:07:37	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.030984 | val_loss: 0.0310843 | Time: 1931.98 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080 Ti)
[2021-12-13 19:16:15	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-13 19:16:15	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-13 19:16:15	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-13 19:16:15	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-13 19:16:15	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-13 19:16:15	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-13 19:16:15	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-13 19:16:15	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-13 19:16:15	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-13 19:16:15	                main:474]	:	INFO	:	Configuration: 
[2021-12-13 19:16:15	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-13 19:16:15	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-13 19:16:15	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-13 19:16:15	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-13 19:16:15	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-13 19:16:15	                main:480]	:	INFO	:	    Patience: 10
[2021-12-13 19:16:15	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-13 19:16:15	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-13 19:16:15	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-13 19:16:15	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-13 19:16:15	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-13 19:16:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-13 19:16:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-13 19:16:18	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-13 19:16:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-13 19:16:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-13 19:16:18	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-13 19:16:18	                main:494]	:	INFO	:	Creating Model
[2021-12-13 19:16:18	                main:507]	:	INFO	:	Preparing config file
[2021-12-13 19:16:18	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-13 19:16:18	                main:512]	:	INFO	:	Loading config
[2021-12-13 19:16:18	                main:514]	:	INFO	:	Loading state
[2021-12-13 19:16:20	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-13 19:16:20	                main:562]	:	INFO	:	Starting Training
[2021-12-13 19:16:23	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310656 | val_loss: 0.0310839 | Time: 3028.71 ms
[2021-12-13 19:16:26	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0309861 | val_loss: 0.0310841 | Time: 3132 ms
[2021-12-13 19:16:28	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0309788 | val_loss: 0.0310889 | Time: 2151.34 ms
[2021-12-13 19:16:30	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0309821 | val_loss: 0.031094 | Time: 1834.48 ms
[2021-12-13 19:16:32	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309801 | val_loss: 0.0310955 | Time: 1841.72 ms
[2021-12-13 19:16:34	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309782 | val_loss: 0.0310815 | Time: 1922.86 ms
[2021-12-13 19:16:36	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0309755 | val_loss: 0.0310868 | Time: 1795.35 ms
[2021-12-13 19:16:38	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309767 | val_loss: 0.031093 | Time: 1819.37 ms
[2021-12-13 19:16:50	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309716 | val_loss: 0.0310877 | Time: 11989.7 ms
[2021-12-13 19:16:51	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0309795 | val_loss: 0.031088 | Time: 1706.8 ms
[2021-12-13 19:16:53	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.030976 | val_loss: 0.0310751 | Time: 1919.34 ms
[2021-12-13 19:16:55	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0309752 | val_loss: 0.0310886 | Time: 1802.84 ms
[2021-12-13 19:16:57	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0309847 | val_loss: 0.0310751 | Time: 1863.6 ms
[2021-12-13 19:16:59	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0309823 | val_loss: 0.031083 | Time: 1934.05 ms
[2021-12-13 19:17:01	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309786 | val_loss: 0.0310921 | Time: 1788.63 ms
[2021-12-13 19:17:02	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0309751 | val_loss: 0.0310958 | Time: 1823.89 ms
[2021-12-13 19:17:04	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0309724 | val_loss: 0.0310819 | Time: 1841.37 ms
[2021-12-13 19:17:06	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0309736 | val_loss: 0.031087 | Time: 1798.23 ms
[2021-12-13 19:17:08	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0309691 | val_loss: 0.0310915 | Time: 1664.7 ms
[2021-12-13 19:17:09	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0309698 | val_loss: 0.0310964 | Time: 1649.98 ms
[2021-12-13 19:17:11	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0309723 | val_loss: 0.0310819 | Time: 1722.03 ms
[2021-12-13 19:17:13	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0309715 | val_loss: 0.0310934 | Time: 1806.93 ms
[2021-12-13 19:17:15	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0309731 | val_loss: 0.031086 | Time: 1789.67 ms
[2021-12-13 19:17:17	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0309739 | val_loss: 0.0311012 | Time: 1780.58 ms
[2021-12-13 19:17:18	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0309727 | val_loss: 0.0310843 | Time: 1822.94 ms
[2021-12-13 19:17:20	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0309698 | val_loss: 0.0310951 | Time: 1830.02 ms
[2021-12-13 19:17:22	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0309795 | val_loss: 0.0310944 | Time: 1738.63 ms
[2021-12-13 19:17:24	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.030979 | val_loss: 0.0310947 | Time: 1669.46 ms
[2021-12-13 19:17:25	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0309778 | val_loss: 0.0310903 | Time: 1658.35 ms
[2021-12-13 19:17:27	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0309762 | val_loss: 0.0310818 | Time: 1767.21 ms
[2021-12-13 19:17:27	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0310818
[2021-12-13 19:17:27	                main:603]	:	INFO	:	Saving end state to config to file
[2021-12-13 19:17:27	                main:608]	:	INFO	:	Success, exiting..
19:17:27 (18660): 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)