Task 9153218

Name ParityModified-1636181792-19513-2-0_0
Workunit 6592450
Created 24 Nov 2021, 8:46:25 UTC
Sent 2 Dec 2021, 1:28:45 UTC
Report deadline 10 Dec 2021, 1:28:45 UTC
Received 11 Dec 2021, 7:24:24 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 15748
Run time 3 hours 9 min 19 sec
CPU time 3 hours 1 min 29 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 15,672.64 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.74 GB
Peak swap size 4.74 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
     main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311484 | val_loss: 0.0311768 | Time: 1913.37 ms
[2021-12-10 15:52:47	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311476 | val_loss: 0.0311789 | Time: 2082.32 ms
[2021-12-10 15:52:49	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311469 | val_loss: 0.031171 | Time: 1733.52 ms
[2021-12-10 15:52:50	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311475 | val_loss: 0.0311825 | Time: 1468.33 ms
[2021-12-10 15:52:52	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311462 | val_loss: 0.0311722 | Time: 1962.09 ms
[2021-12-10 15:52:54	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311441 | val_loss: 0.0311768 | Time: 1998.49 ms
[2021-12-10 15:52:56	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311449 | val_loss: 0.0311729 | Time: 1901.77 ms
[2021-12-10 15:52:58	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311431 | val_loss: 0.0311776 | Time: 1973.33 ms
[2021-12-10 15:52:59	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311443 | val_loss: 0.0311752 | Time: 1346.64 ms
[2021-12-10 15:53:01	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311445 | val_loss: 0.0311817 | Time: 1733.23 ms
[2021-12-10 15:53:03	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311451 | val_loss: 0.0311748 | Time: 1967.42 ms
[2021-12-10 15:53:05	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311453 | val_loss: 0.0311753 | Time: 1957.82 ms
[2021-12-10 15:53:07	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311742 | val_loss: 0.0311877 | Time: 2100.09 ms
[2021-12-10 15:53:09	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311868 | val_loss: 0.0311816 | Time: 1686.09 ms
[2021-12-10 15:53:10	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311784 | val_loss: 0.0311771 | Time: 1262.83 ms
[2021-12-10 15:53:12	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311751 | val_loss: 0.0311802 | Time: 2097.43 ms
[2021-12-10 15:53:14	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311723 | val_loss: 0.031177 | Time: 1949.22 ms
[2021-12-10 15:53:16	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311721 | val_loss: 0.0311791 | Time: 1884.69 ms
[2021-12-10 15:53:18	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311705 | val_loss: 0.0311732 | Time: 1938.78 ms
[2021-12-10 15:53:19	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311673 | val_loss: 0.0311716 | Time: 1409.34 ms
[2021-12-10 15:53:21	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311677 | val_loss: 0.0311862 | Time: 1663.41 ms
[2021-12-10 15:53:23	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311688 | val_loss: 0.0311785 | Time: 1948.25 ms
[2021-12-10 15:53:25	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311651 | val_loss: 0.0311711 | Time: 1959.51 ms
[2021-12-10 15:53:27	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311624 | val_loss: 0.0311742 | Time: 2032.16 ms
[2021-12-10 15:53:29	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311623 | val_loss: 0.0311776 | Time: 1793.46 ms
[2021-12-10 15:53:30	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311636 | val_loss: 0.0311734 | Time: 1259.47 ms
[2021-12-10 15:53:32	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311619 | val_loss: 0.0311727 | Time: 1928.39 ms
[2021-12-10 15:53:34	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311639 | val_loss: 0.0311759 | Time: 2020.4 ms
[2021-12-10 15:53:36	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311618 | val_loss: 0.0311713 | Time: 2026.29 ms
[2021-12-10 15:53:38	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.03116 | val_loss: 0.031172 | Time: 1979.48 ms
[2021-12-10 15:53:39	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311585 | val_loss: 0.0311712 | Time: 1387.95 ms
[2021-12-10 15:53:41	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311571 | val_loss: 0.0311737 | Time: 1764.8 ms
[2021-12-10 15:53:43	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311576 | val_loss: 0.031176 | Time: 2020.79 ms
[2021-12-10 15:53:45	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311563 | val_loss: 0.0311708 | Time: 1930.82 ms
[2021-12-10 15:53:47	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311541 | val_loss: 0.0311743 | Time: 2040.66 ms
[2021-12-10 15:53:49	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311559 | val_loss: 0.031175 | Time: 1722.29 ms
[2021-12-10 15:53:50	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311539 | val_loss: 0.0311734 | Time: 1488.85 ms
[2021-12-10 15:53:52	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311555 | val_loss: 0.0311754 | Time: 2078.92 ms
[2021-12-10 15:53:55	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311583 | val_loss: 0.0311776 | Time: 2143.25 ms
[2021-12-10 15:53:56	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311568 | val_loss: 0.0311739 | Time: 1921.86 ms
[2021-12-10 15:53:58	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311547 | val_loss: 0.0311783 | Time: 1931.18 ms
[2021-12-10 15:54:00	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311598 | val_loss: 0.031184 | Time: 1184.25 ms
[2021-12-10 15:54:02	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311596 | val_loss: 0.0311801 | Time: 1997.75 ms
[2021-12-10 15:54:04	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311544 | val_loss: 0.0311804 | Time: 2049.02 ms
[2021-12-10 15:54:06	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311546 | val_loss: 0.0311722 | Time: 1877.79 ms
[2021-12-10 15:54:08	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311558 | val_loss: 0.0311733 | Time: 1986.78 ms
[2021-12-10 15:54:09	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031155 | val_loss: 0.0311709 | Time: 1576.8 ms
[2021-12-10 15:54:11	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311547 | val_loss: 0.0311684 | Time: 1446.94 ms
[2021-12-10 15:54:13	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311585 | val_loss: 0.0311691 | Time: 1996.59 ms
[2021-12-10 15:54:15	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311562 | val_loss: 0.0311718 | Time: 1978.17 ms
[2021-12-10 15:54:17	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311591 | val_loss: 0.0311711 | Time: 2107.34 ms
[2021-12-10 15:54:19	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311576 | val_loss: 0.0311677 | Time: 1873.71 ms
[2021-12-10 15:54:20	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311539 | val_loss: 0.0311727 | Time: 1220.33 ms
[2021-12-10 15:54:22	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031152 | val_loss: 0.0311703 | Time: 1992.82 ms
[2021-12-10 15:54:24	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031151 | val_loss: 0.0311694 | Time: 1948.77 ms
[2021-12-10 15:54:26	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311535 | val_loss: 0.0311784 | Time: 1929.4 ms
[2021-12-10 15:54:28	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311629 | val_loss: 0.0311742 | Time: 2081.21 ms
[2021-12-10 15:54:29	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311589 | val_loss: 0.031174 | Time: 1576.96 ms
[2021-12-10 15:54:31	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031158 | val_loss: 0.0311711 | Time: 1584.93 ms
[2021-12-10 15:54:33	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311555 | val_loss: 0.0311698 | Time: 1899.15 ms
[2021-12-10 15:54:35	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311555 | val_loss: 0.0311712 | Time: 1805.68 ms
[2021-12-10 15:54:37	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311551 | val_loss: 0.0311696 | Time: 1962.92 ms
[2021-12-10 15:54:38	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311556 | val_loss: 0.0311734 | Time: 1900.76 ms
[2021-12-10 15:54:40	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311554 | val_loss: 0.0311679 | Time: 1305.53 ms
[2021-12-10 15:54:42	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311565 | val_loss: 0.031168 | Time: 1769.24 ms
[2021-12-10 15:54:43	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311551 | val_loss: 0.0311668 | Time: 1880.17 ms
[2021-12-10 15:54:45	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311553 | val_loss: 0.0311669 | Time: 1981.37 ms
[2021-12-10 15:54:47	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031153 | val_loss: 0.0311693 | Time: 1929.6 ms
[2021-12-10 15:54:49	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311524 | val_loss: 0.0311682 | Time: 1626.23 ms
[2021-12-10 15:54:50	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311514 | val_loss: 0.0311755 | Time: 1393.69 ms
[2021-12-10 15:54:52	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311551 | val_loss: 0.0311714 | Time: 1990.67 ms
[2021-12-10 15:54:54	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311535 | val_loss: 0.0311697 | Time: 1882.25 ms
[2021-12-10 15:54:56	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311527 | val_loss: 0.031167 | Time: 1975.24 ms
[2021-12-10 15:54:58	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311551 | val_loss: 0.0311673 | Time: 1930.77 ms
[2021-12-10 15:54:59	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311524 | val_loss: 0.0311751 | Time: 1309.49 ms
[2021-12-10 15:55:01	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311509 | val_loss: 0.0311712 | Time: 1685.58 ms
[2021-12-10 15:55:03	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311519 | val_loss: 0.0311732 | Time: 1891.52 ms
[2021-12-10 15:55:05	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311521 | val_loss: 0.0311692 | Time: 1982.18 ms
[2021-12-10 15:55:07	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311499 | val_loss: 0.0311697 | Time: 1942.04 ms
[2021-12-10 15:55:09	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311679 | val_loss: 0.0311821 | Time: 1790.36 ms
[2021-12-10 15:55:10	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311878 | val_loss: 0.0313543 | Time: 1274.61 ms
[2021-12-10 15:55:12	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.036228 | val_loss: 0.0362725 | Time: 1900.33 ms
[2021-12-10 15:55:14	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0336108 | val_loss: 0.031601 | Time: 1857.38 ms
[2021-12-10 15:55:16	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0314391 | val_loss: 0.0313041 | Time: 1907.07 ms
[2021-12-10 15:55:18	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0312583 | val_loss: 0.0312122 | Time: 2013.65 ms
[2021-12-10 15:55:19	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0312144 | val_loss: 0.0312056 | Time: 1521.78 ms
[2021-12-10 15:55:21	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0312085 | val_loss: 0.0311987 | Time: 1417.02 ms
[2021-12-10 15:55:23	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0312113 | val_loss: 0.0311998 | Time: 1899.65 ms
[2021-12-10 15:55:25	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312037 | val_loss: 0.0312053 | Time: 1913.92 ms
[2021-12-10 15:55:27	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0312178 | val_loss: 0.0312142 | Time: 2036.99 ms
[2021-12-10 15:55:28	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0312144 | val_loss: 0.0311952 | Time: 1860.12 ms
[2021-12-10 15:55:30	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0312066 | val_loss: 0.0311949 | Time: 1306.47 ms
[2021-12-10 15:55:32	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311997 | val_loss: 0.031191 | Time: 1799.81 ms
[2021-12-10 15:55:33	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311927 | val_loss: 0.031185 | Time: 1917.23 ms
[2021-12-10 15:55:35	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311931 | val_loss: 0.031182 | Time: 1880.99 ms
[2021-12-10 15:55:37	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311884 | val_loss: 0.031178 | Time: 2015.38 ms
[2021-12-10 15:55:39	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311815 | val_loss: 0.031178 | Time: 1835.53 ms
[2021-12-10 15:55:41	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031183 | val_loss: 0.0311892 | Time: 1501.19 ms
[2021-12-10 15:55:43	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311857 | val_loss: 0.0311744 | Time: 2027.48 ms
[2021-12-10 15:55:45	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311818 | val_loss: 0.0311732 | Time: 1915.16 ms
[2021-12-10 15:55:47	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311774 | val_loss: 0.0311736 | Time: 2006.72 ms
[2021-12-10 15:55:49	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311773 | val_loss: 0.0311773 | Time: 1840.26 ms
[2021-12-10 15:55:50	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311815 | val_loss: 0.0311757 | Time: 1271.82 ms
[2021-12-10 15:55:52	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311814 | val_loss: 0.0311782 | Time: 1899.09 ms
[2021-12-10 15:55:54	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311811 | val_loss: 0.0311763 | Time: 1910.85 ms
[2021-12-10 15:55:56	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311756 | val_loss: 0.0311764 | Time: 1890.11 ms
[2021-12-10 15:55:57	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311731 | val_loss: 0.0311745 | Time: 1967.03 ms
[2021-12-10 15:55:59	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311719 | val_loss: 0.0311709 | Time: 1623.35 ms
[2021-12-10 15:56:01	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311699 | val_loss: 0.0311741 | Time: 1384.86 ms
[2021-12-10 15:56:03	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031169 | val_loss: 0.0311698 | Time: 2021.48 ms
[2021-12-10 15:56:04	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311679 | val_loss: 0.03117 | Time: 1912.23 ms
[2021-12-10 15:56:06	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311675 | val_loss: 0.031168 | Time: 1892.27 ms
[2021-12-10 15:56:08	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311689 | val_loss: 0.0311798 | Time: 1893.51 ms
[2021-12-10 15:56:10	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311704 | val_loss: 0.0311719 | Time: 1375.38 ms
[2021-12-10 15:56:11	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031165 | val_loss: 0.0311692 | Time: 1663.91 ms
[2021-12-10 15:56:13	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311657 | val_loss: 0.0311719 | Time: 1912.82 ms
[2021-12-10 15:56:15	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311658 | val_loss: 0.0311674 | Time: 1871.15 ms
[2021-12-10 15:56:17	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311644 | val_loss: 0.0311676 | Time: 1914.05 ms
[2021-12-10 15:56:19	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311619 | val_loss: 0.0311691 | Time: 1856.61 ms
[2021-12-10 15:56:20	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311627 | val_loss: 0.0311665 | Time: 1210.91 ms
[2021-12-10 15:56:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311628 | val_loss: 0.0311709 | Time: 1886.85 ms
[2021-12-10 15:56:24	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311634 | val_loss: 0.0311687 | Time: 1830.79 ms
[2021-12-10 15:56:26	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311638 | val_loss: 0.0311686 | Time: 1951.43 ms
[2021-12-10 15:56:28	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311629 | val_loss: 0.031167 | Time: 2009.85 ms
[2021-12-10 15:56:29	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311602 | val_loss: 0.0311661 | Time: 1601.64 ms
[2021-12-10 15:56:31	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311616 | val_loss: 0.0311673 | Time: 1343.82 ms
[2021-12-10 15:56:33	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311639 | val_loss: 0.031165 | Time: 1927.61 ms
[2021-12-10 15:56:35	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311603 | val_loss: 0.0311735 | Time: 1972.06 ms
[2021-12-10 15:56:37	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311597 | val_loss: 0.0311683 | Time: 1921.56 ms
[2021-12-10 15:56:38	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311587 | val_loss: 0.0311655 | Time: 1832.99 ms
[2021-12-10 15:56:40	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311571 | val_loss: 0.031166 | Time: 1454.43 ms
[2021-12-10 15:56:41	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311583 | val_loss: 0.0311696 | Time: 1624.88 ms
[2021-12-10 15:56:43	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311593 | val_loss: 0.0311696 | Time: 1981.24 ms
[2021-12-10 15:56:45	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311584 | val_loss: 0.0311692 | Time: 1879.31 ms
[2021-12-10 15:56:47	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311594 | val_loss: 0.031176 | Time: 2009.66 ms
[2021-12-10 15:56:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311651 | val_loss: 0.0311693 | Time: 1787.32 ms
[2021-12-10 15:56:51	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311588 | val_loss: 0.0311709 | Time: 1384.56 ms
[2021-12-10 15:56:53	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311596 | val_loss: 0.031168 | Time: 1988.05 ms
[2021-12-10 15:56:55	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311612 | val_loss: 0.0311672 | Time: 2008.01 ms
[2021-12-10 15:56:56	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311564 | val_loss: 0.0311643 | Time: 1954.97 ms
[2021-12-10 15:56:58	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311559 | val_loss: 0.0311676 | Time: 1948.06 ms
[2021-12-10 15:57:00	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311573 | val_loss: 0.031172 | Time: 1328 ms
[2021-12-10 15:57:02	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311561 | val_loss: 0.03117 | Time: 1826.47 ms
[2021-12-10 15:57:04	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311554 | val_loss: 0.0311696 | Time: 1948.27 ms
[2021-12-10 15:57:05	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311557 | val_loss: 0.0311728 | Time: 1921.52 ms
[2021-12-10 15:57:07	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311563 | val_loss: 0.031172 | Time: 1937.57 ms
[2021-12-10 15:57:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311549 | val_loss: 0.0311677 | Time: 1755.86 ms
[2021-12-10 15:57:11	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311547 | val_loss: 0.0311724 | Time: 1355.67 ms
[2021-12-10 15:57:13	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311558 | val_loss: 0.0311693 | Time: 1984.78 ms
[2021-12-10 15:57:14	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311529 | val_loss: 0.0311681 | Time: 1948.24 ms
[2021-12-10 15:57:17	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311538 | val_loss: 0.0311732 | Time: 2044.84 ms
[2021-12-10 15:57:19	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311536 | val_loss: 0.0311679 | Time: 1992.53 ms
[2021-12-10 15:57:20	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311526 | val_loss: 0.0311693 | Time: 1365.61 ms
[2021-12-10 15:57:22	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311539 | val_loss: 0.0311773 | Time: 2061.67 ms
[2021-12-10 15:57:24	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311578 | val_loss: 0.0311653 | Time: 2045.07 ms
[2021-12-10 15:57:26	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311547 | val_loss: 0.0311693 | Time: 1849.52 ms
[2021-12-10 15:57:28	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311533 | val_loss: 0.0311645 | Time: 1980.39 ms
[2021-12-10 15:57:30	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311527 | val_loss: 0.0311645 | Time: 1660.25 ms
[2021-12-10 15:57:31	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311518 | val_loss: 0.0311684 | Time: 1338.12 ms
[2021-12-10 15:57:33	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311519 | val_loss: 0.0311685 | Time: 2014.34 ms
[2021-12-10 15:57:35	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311513 | val_loss: 0.0311671 | Time: 2048.03 ms
[2021-12-10 15:57:37	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311499 | val_loss: 0.03117 | Time: 1946.24 ms
[2021-12-10 15:57:39	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311523 | val_loss: 0.0311728 | Time: 2013.97 ms
[2021-12-10 15:57:41	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311537 | val_loss: 0.0311699 | Time: 1807.92 ms
[2021-12-10 15:57:43	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311538 | val_loss: 0.0311673 | Time: 1997.68 ms
[2021-12-10 15:57:45	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311541 | val_loss: 0.0311697 | Time: 2015.09 ms
[2021-12-10 15:57:47	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311531 | val_loss: 0.0311691 | Time: 1960.9 ms
[2021-12-10 15:57:49	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311538 | val_loss: 0.0311746 | Time: 1901.04 ms
[2021-12-10 15:57:50	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031152 | val_loss: 0.0311688 | Time: 1370.08 ms
[2021-12-10 15:57:52	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311514 | val_loss: 0.0311682 | Time: 1716.82 ms
[2021-12-10 15:57:54	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311491 | val_loss: 0.0311704 | Time: 1902.92 ms
[2021-12-10 15:57:56	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311509 | val_loss: 0.0311694 | Time: 1978.1 ms
[2021-12-10 15:57:58	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311515 | val_loss: 0.0311676 | Time: 2039.32 ms
[2021-12-10 15:57:59	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311497 | val_loss: 0.0311662 | Time: 1680.37 ms
[2021-12-10 15:58:01	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311499 | val_loss: 0.031175 | Time: 1418.9 ms
[2021-12-10 15:58:03	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311524 | val_loss: 0.0311688 | Time: 1998.86 ms
[2021-12-10 15:58:05	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311499 | val_loss: 0.0311696 | Time: 1916.33 ms
[2021-12-10 15:58:07	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311513 | val_loss: 0.0311659 | Time: 2070.14 ms
[2021-12-10 15:58:09	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311524 | val_loss: 0.0311622 | Time: 1915.25 ms
[2021-12-10 15:58:10	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311529 | val_loss: 0.0311663 | Time: 1294.04 ms
[2021-12-10 15:58:12	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311516 | val_loss: 0.0311745 | Time: 1858.78 ms
[2021-12-10 15:58:14	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311508 | val_loss: 0.0311679 | Time: 1932.19 ms
[2021-12-10 15:58:16	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311525 | val_loss: 0.0311721 | Time: 2030.81 ms
[2021-12-10 15:58:18	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311519 | val_loss: 0.0311657 | Time: 2023.66 ms
[2021-12-10 15:58:20	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311504 | val_loss: 0.0311682 | Time: 1702.99 ms
[2021-12-10 15:58:21	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311476 | val_loss: 0.0311671 | Time: 1365.64 ms
[2021-12-10 15:58:23	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311485 | val_loss: 0.0311795 | Time: 2070.92 ms
[2021-12-10 15:58:25	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311502 | val_loss: 0.0311684 | Time: 1879.92 ms
[2021-12-10 15:58:27	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311484 | val_loss: 0.0311694 | Time: 2018.74 ms
[2021-12-10 15:58:29	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311472 | val_loss: 0.0311696 | Time: 1946.61 ms
[2021-12-10 15:58:30	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311497 | val_loss: 0.0311671 | Time: 1363.94 ms
[2021-12-10 15:58:32	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.03115 | val_loss: 0.0311729 | Time: 1814.84 ms
[2021-12-10 15:58:34	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311466 | val_loss: 0.0311717 | Time: 1959.51 ms
[2021-12-10 15:58:36	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311477 | val_loss: 0.0311699 | Time: 1860.82 ms
[2021-12-10 15:58:38	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311483 | val_loss: 0.0311723 | Time: 1991.54 ms
[2021-12-10 15:58:40	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311468 | val_loss: 0.031166 | Time: 1791.12 ms
[2021-12-10 15:58:41	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311469 | val_loss: 0.0311695 | Time: 1431.86 ms
[2021-12-10 15:58:43	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311482 | val_loss: 0.0311722 | Time: 2019.72 ms
[2021-12-10 15:58:45	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311501 | val_loss: 0.0311694 | Time: 1972.02 ms
[2021-12-10 15:58:47	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311584 | val_loss: 0.0311687 | Time: 2118.59 ms
[2021-12-10 15:58:49	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311581 | val_loss: 0.0311687 | Time: 1918.68 ms
[2021-12-10 15:58:50	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.031155 | val_loss: 0.0311696 | Time: 1214.99 ms
[2021-12-10 15:58:52	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311491 | val_loss: 0.0311649 | Time: 1798.96 ms
[2021-12-10 15:58:54	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311504 | val_loss: 0.0311677 | Time: 1934.87 ms
[2021-12-10 15:58:56	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311546 | val_loss: 0.0311649 | Time: 1847.24 ms
[2021-12-10 15:58:58	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.031153 | val_loss: 0.0311638 | Time: 1953.56 ms
[2021-12-10 15:59:00	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.03115 | val_loss: 0.0311619 | Time: 1681.52 ms
[2021-12-10 15:59:01	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311495 | val_loss: 0.03116 | Time: 1399.01 ms
[2021-12-10 15:59:03	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.031151 | val_loss: 0.0311635 | Time: 2002.96 ms
[2021-12-10 15:59:05	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311497 | val_loss: 0.0311613 | Time: 1895.5 ms
[2021-12-10 15:59:07	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311495 | val_loss: 0.0311691 | Time: 2072.98 ms
[2021-12-10 15:59:09	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311519 | val_loss: 0.0311619 | Time: 1918.74 ms
[2021-12-10 15:59:10	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311471 | val_loss: 0.031163 | Time: 1244.2 ms
[2021-12-10 15:59:12	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311468 | val_loss: 0.0311636 | Time: 1947.06 ms
[2021-12-10 15:59:14	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311446 | val_loss: 0.0311646 | Time: 1830.4 ms
[2021-12-10 15:59:16	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311444 | val_loss: 0.031165 | Time: 2036.38 ms
[2021-12-10 15:59:18	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031146 | val_loss: 0.0311687 | Time: 1980.3 ms
[2021-12-10 15:59:20	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311468 | val_loss: 0.0311665 | Time: 1660.64 ms
[2021-12-10 15:59:21	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031145 | val_loss: 0.0311681 | Time: 1337.27 ms
[2021-12-10 15:59:23	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311494 | val_loss: 0.0311645 | Time: 1977.41 ms
[2021-12-10 15:59:25	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311507 | val_loss: 0.0311657 | Time: 1960.8 ms
[2021-12-10 15:59:27	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.031149 | val_loss: 0.0311688 | Time: 2056.76 ms
[2021-12-10 15:59:29	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311483 | val_loss: 0.0311687 | Time: 1909.56 ms
[2021-12-10 15:59:30	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311465 | val_loss: 0.0311638 | Time: 1379.46 ms
[2021-12-10 15:59:32	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311459 | val_loss: 0.0311609 | Time: 1822.53 ms
[2021-12-10 15:59:34	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311438 | val_loss: 0.0311637 | Time: 1895.6 ms
[2021-12-10 15:59:36	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311444 | val_loss: 0.0311704 | Time: 1882.8 ms
[2021-12-10 15:59:38	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311431 | val_loss: 0.0311671 | Time: 2068.41 ms
[2021-12-10 15:59:40	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311432 | val_loss: 0.0311624 | Time: 1827.38 ms
[2021-12-10 15:59:41	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031144 | val_loss: 0.0311652 | Time: 1352.66 ms
[2021-12-10 15:59:43	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311426 | val_loss: 0.0311652 | Time: 1984.97 ms
[2021-12-10 15:59:45	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311426 | val_loss: 0.0311628 | Time: 1926.76 ms
[2021-12-10 15:59:47	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311417 | val_loss: 0.0311637 | Time: 2032.48 ms
[2021-12-10 15:59:49	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311404 | val_loss: 0.0311628 | Time: 1777.01 ms
[2021-12-10 15:59:51	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311394 | val_loss: 0.0311637 | Time: 1803.07 ms
[2021-12-10 15:59:53	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311424 | val_loss: 0.0311655 | Time: 2542.15 ms
[2021-12-10 15:59:55	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311445 | val_loss: 0.0311611 | Time: 2203.18 ms
[2021-12-10 15:59:58	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031142 | val_loss: 0.0311632 | Time: 2133.89 ms
[2021-12-10 15:59:59	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311411 | val_loss: 0.0311659 | Time: 1881.72 ms
[2021-12-10 16:00:01	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311422 | val_loss: 0.0311627 | Time: 1342.79 ms
[2021-12-10 16:00:03	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031143 | val_loss: 0.0311655 | Time: 2225.85 ms
[2021-12-10 16:00:05	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311415 | val_loss: 0.0311652 | Time: 2408.04 ms
[2021-12-10 16:00:08	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311426 | val_loss: 0.0311688 | Time: 2575.74 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080)
[2021-12-11 06:10:14	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-11 06:10:14	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-11 06:10:14	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-11 06:10:14	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-11 06:10:14	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-11 06:10:14	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-11 06:10:14	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-11 06:10:14	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-11 06:10:14	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-11 06:10:14	                main:474]	:	INFO	:	Configuration: 
[2021-12-11 06:10:14	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-11 06:10:14	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-11 06:10:14	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-11 06:10:14	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-11 06:10:14	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-11 06:10:14	                main:480]	:	INFO	:	    Patience: 10
[2021-12-11 06:10:14	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-11 06:10:14	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-11 06:10:14	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-11 06:10:14	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-11 06:10:14	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-11 06:10:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-11 06:10:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-11 06:41:19	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-11 06:41:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-11 06:41:20	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-11 06:41:20	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-11 06:41:20	                main:494]	:	INFO	:	Creating Model
[2021-12-11 06:41:20	                main:507]	:	INFO	:	Preparing config file
[2021-12-11 06:41:20	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-11 06:41:20	                main:512]	:	INFO	:	Loading config
[2021-12-11 06:41:20	                main:514]	:	INFO	:	Loading state
[2021-12-11 07:13:58	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-11 07:14:01	                main:562]	:	INFO	:	Starting Training
[2021-12-11 07:16:23	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0315699 | val_loss: 0.0312663 | Time: 142058 ms
[2021-12-11 07:16:25	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312161 | val_loss: 0.031182 | Time: 1869.98 ms
[2021-12-11 07:16:27	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311632 | val_loss: 0.0311696 | Time: 2030.49 ms
[2021-12-11 07:16:29	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311533 | val_loss: 0.031168 | Time: 2206.05 ms
[2021-12-11 07:16:32	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311504 | val_loss: 0.0311704 | Time: 2074.12 ms
[2021-12-11 07:16:34	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311496 | val_loss: 0.0311661 | Time: 2117.95 ms
[2021-12-11 07:16:35	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311512 | val_loss: 0.0311686 | Time: 1245.59 ms
[2021-12-11 07:16:37	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311498 | val_loss: 0.0311702 | Time: 1989.18 ms
[2021-12-11 07:16:39	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311521 | val_loss: 0.0311652 | Time: 2177.53 ms
[2021-12-11 07:16:41	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311559 | val_loss: 0.0311674 | Time: 2012.52 ms
[2021-12-11 07:16:43	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311536 | val_loss: 0.0311716 | Time: 2035.92 ms
[2021-12-11 07:16:45	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311518 | val_loss: 0.0311784 | Time: 1509.06 ms
[2021-12-11 07:16:47	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031148 | val_loss: 0.0311668 | Time: 1856.8 ms
[2021-12-11 07:16:49	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311475 | val_loss: 0.0311657 | Time: 2178.94 ms
[2021-12-11 07:16:51	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311493 | val_loss: 0.031168 | Time: 2710.84 ms
[2021-12-11 07:16:54	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031148 | val_loss: 0.0311687 | Time: 2261.49 ms
[2021-12-11 07:16:55	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031147 | val_loss: 0.0311679 | Time: 1435.57 ms
[2021-12-11 07:16:57	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311483 | val_loss: 0.0311702 | Time: 1870.55 ms
[2021-12-11 07:16:59	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311497 | val_loss: 0.0311728 | Time: 2255.74 ms
[2021-12-11 07:17:01	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311467 | val_loss: 0.0311705 | Time: 2020.22 ms
[2021-12-11 07:17:03	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311449 | val_loss: 0.0311675 | Time: 2084.38 ms
[2021-12-11 07:17:05	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311446 | val_loss: 0.0311716 | Time: 1493.32 ms
[2021-12-11 07:17:07	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311448 | val_loss: 0.0311711 | Time: 1877.23 ms
[2021-12-11 07:17:09	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031145 | val_loss: 0.0311724 | Time: 2262.81 ms
[2021-12-11 07:17:11	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311451 | val_loss: 0.0311739 | Time: 1994.86 ms
[2021-12-11 07:17:13	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311418 | val_loss: 0.0311709 | Time: 1990.62 ms
[2021-12-11 07:17:15	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311423 | val_loss: 0.0311695 | Time: 1685.79 ms
[2021-12-11 07:17:16	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031143 | val_loss: 0.0311675 | Time: 1684.81 ms
[2021-12-11 07:17:18	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311413 | val_loss: 0.0311661 | Time: 2053.47 ms
[2021-12-11 07:17:21	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311498 | val_loss: 0.0311717 | Time: 2138.34 ms
[2021-12-11 07:17:23	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311503 | val_loss: 0.0311687 | Time: 2837.86 ms
[2021-12-11 07:17:25	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311444 | val_loss: 0.0311697 | Time: 1654.57 ms
[2021-12-11 07:17:27	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311496 | val_loss: 0.031169 | Time: 1943.84 ms
[2021-12-11 07:17:29	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311433 | val_loss: 0.0311752 | Time: 2328.52 ms
[2021-12-11 07:17:31	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311472 | val_loss: 0.0311742 | Time: 2006.83 ms
[2021-12-11 07:17:34	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311451 | val_loss: 0.0311697 | Time: 2134.19 ms
[2021-12-11 07:17:35	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311423 | val_loss: 0.03117 | Time: 1619.81 ms
[2021-12-11 07:17:37	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311414 | val_loss: 0.0311749 | Time: 1676.58 ms
[2021-12-11 07:17:39	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031143 | val_loss: 0.031172 | Time: 2199.67 ms
[2021-12-11 07:17:41	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311408 | val_loss: 0.0311659 | Time: 1992.72 ms
[2021-12-11 07:17:43	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311431 | val_loss: 0.0311741 | Time: 2026.38 ms
[2021-12-11 07:17:45	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311519 | val_loss: 0.031179 | Time: 1502.16 ms
[2021-12-11 07:17:46	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311535 | val_loss: 0.0311749 | Time: 1886.88 ms
[2021-12-11 07:17:48	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311463 | val_loss: 0.0311694 | Time: 1964.72 ms
[2021-12-11 07:17:51	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031144 | val_loss: 0.0311686 | Time: 2241.91 ms
[2021-12-11 07:17:53	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311433 | val_loss: 0.0311726 | Time: 2014.7 ms
[2021-12-11 07:17:55	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311455 | val_loss: 0.0311671 | Time: 2107.03 ms
[2021-12-11 07:17:56	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311475 | val_loss: 0.0311705 | Time: 1561.73 ms
[2021-12-11 07:17:58	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311447 | val_loss: 0.031172 | Time: 1990.11 ms
[2021-12-11 07:18:00	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311418 | val_loss: 0.0311679 | Time: 2083.81 ms
[2021-12-11 07:18:03	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311431 | val_loss: 0.0311781 | Time: 2087.24 ms
[2021-12-11 07:18:05	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311447 | val_loss: 0.0311766 | Time: 2151.51 ms
[2021-12-11 07:18:06	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311453 | val_loss: 0.0311717 | Time: 1422.16 ms
[2021-12-11 07:18:08	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311455 | val_loss: 0.0311698 | Time: 2018.67 ms
[2021-12-11 07:18:10	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031144 | val_loss: 0.0311714 | Time: 2091.25 ms
[2021-12-11 07:18:12	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311463 | val_loss: 0.0311737 | Time: 2115.44 ms
[2021-12-11 07:18:14	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311533 | val_loss: 0.0311641 | Time: 1859.3 ms
[2021-12-11 07:18:16	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311544 | val_loss: 0.0311733 | Time: 1411.22 ms
[2021-12-11 07:18:19	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311542 | val_loss: 0.0311684 | Time: 3096.31 ms
[2021-12-11 07:18:21	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311507 | val_loss: 0.0311716 | Time: 2114.97 ms
[2021-12-11 07:18:23	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311486 | val_loss: 0.0311737 | Time: 1991.44 ms
[2021-12-11 07:18:25	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311484 | val_loss: 0.0311739 | Time: 1683.27 ms
[2021-12-11 07:18:26	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311522 | val_loss: 0.0311699 | Time: 1700.71 ms
[2021-12-11 07:18:29	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311537 | val_loss: 0.0311695 | Time: 2132.79 ms
[2021-12-11 07:18:31	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311509 | val_loss: 0.0311695 | Time: 2122.94 ms
[2021-12-11 07:18:33	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311491 | val_loss: 0.0311717 | Time: 2049.13 ms
[2021-12-11 07:18:35	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311483 | val_loss: 0.0311737 | Time: 1925.81 ms
[2021-12-11 07:18:36	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311488 | val_loss: 0.0311694 | Time: 1613.03 ms
[2021-12-11 07:18:38	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311491 | val_loss: 0.0311779 | Time: 2078.73 ms
[2021-12-11 07:18:40	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311491 | val_loss: 0.0311747 | Time: 2015.07 ms
[2021-12-11 07:18:42	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311467 | val_loss: 0.0311708 | Time: 2085.65 ms
[2021-12-11 07:18:44	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031149 | val_loss: 0.0311754 | Time: 1981.6 ms
[2021-12-11 07:18:46	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311477 | val_loss: 0.0311706 | Time: 1511.45 ms
[2021-12-11 07:18:49	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311512 | val_loss: 0.0311706 | Time: 3102.36 ms
[2021-12-11 07:18:51	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311479 | val_loss: 0.0311743 | Time: 2093.73 ms
[2021-12-11 07:18:53	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311448 | val_loss: 0.0311709 | Time: 2041.1 ms
[2021-12-11 07:18:55	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311486 | val_loss: 0.0311769 | Time: 1677.16 ms
[2021-12-11 07:18:57	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311465 | val_loss: 0.0311797 | Time: 1749.5 ms
[2021-12-11 07:18:59	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311456 | val_loss: 0.0311747 | Time: 2166.68 ms
[2021-12-11 07:19:01	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.031143 | val_loss: 0.0311708 | Time: 2011.54 ms
[2021-12-11 07:19:03	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311434 | val_loss: 0.031172 | Time: 2035.72 ms
[2021-12-11 07:19:05	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311428 | val_loss: 0.0311733 | Time: 1781.88 ms
[2021-12-11 07:19:07	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031141 | val_loss: 0.0311773 | Time: 1782.62 ms
[2021-12-11 07:19:09	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311427 | val_loss: 0.0311751 | Time: 2133.05 ms
[2021-12-11 07:19:11	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311432 | val_loss: 0.0311754 | Time: 2054.1 ms
[2021-12-11 07:19:13	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311427 | val_loss: 0.0311765 | Time: 2064.58 ms
[2021-12-11 07:19:15	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311411 | val_loss: 0.031175 | Time: 1922.76 ms
[2021-12-11 07:19:16	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311402 | val_loss: 0.0311714 | Time: 1771.64 ms
[2021-12-11 07:19:20	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311445 | val_loss: 0.0311826 | Time: 3259.37 ms
[2021-12-11 07:19:22	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311417 | val_loss: 0.0311789 | Time: 2060.4 ms
[2021-12-11 07:19:24	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311431 | val_loss: 0.0311756 | Time: 2302.94 ms
[2021-12-11 07:19:25	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311399 | val_loss: 0.0311787 | Time: 1273.74 ms
[2021-12-11 07:19:27	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311398 | val_loss: 0.0311766 | Time: 2002.83 ms
[2021-12-11 07:19:30	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031141 | val_loss: 0.031176 | Time: 2306.43 ms
[2021-12-11 07:19:32	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311423 | val_loss: 0.0311765 | Time: 2025.71 ms
[2021-12-11 07:19:34	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311448 | val_loss: 0.0311737 | Time: 2379.04 ms
[2021-12-11 07:19:36	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311462 | val_loss: 0.0311791 | Time: 1376.98 ms
[2021-12-11 07:19:37	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311467 | val_loss: 0.0311749 | Time: 1807.62 ms
[2021-12-11 07:19:40	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311422 | val_loss: 0.031174 | Time: 2326.92 ms
[2021-12-11 07:19:42	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311403 | val_loss: 0.0311883 | Time: 2113.39 ms
[2021-12-11 07:19:45	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311428 | val_loss: 0.0311723 | Time: 2928.76 ms
[2021-12-11 07:19:46	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311402 | val_loss: 0.0311743 | Time: 1363.66 ms
[2021-12-11 07:19:48	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311411 | val_loss: 0.0311815 | Time: 2030.7 ms
[2021-12-11 07:19:50	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311396 | val_loss: 0.0311757 | Time: 2366.41 ms
[2021-12-11 07:19:53	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311404 | val_loss: 0.0311793 | Time: 2044.78 ms
[2021-12-11 07:19:55	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311509 | val_loss: 0.031174 | Time: 2230.06 ms
[2021-12-11 07:19:56	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031152 | val_loss: 0.031171 | Time: 1355.51 ms
[2021-12-11 07:19:58	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311463 | val_loss: 0.0311712 | Time: 2062.03 ms
[2021-12-11 07:20:00	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311498 | val_loss: 0.0311815 | Time: 2278.05 ms
[2021-12-11 07:20:02	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311479 | val_loss: 0.0311729 | Time: 1970.06 ms
[2021-12-11 07:20:05	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311442 | val_loss: 0.0311721 | Time: 2265.77 ms
[2021-12-11 07:20:06	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031143 | val_loss: 0.0311684 | Time: 1201.75 ms
[2021-12-11 07:20:08	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311452 | val_loss: 0.0311743 | Time: 2018.01 ms
[2021-12-11 07:20:10	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311439 | val_loss: 0.0311736 | Time: 2289.69 ms
[2021-12-11 07:20:12	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311419 | val_loss: 0.0311734 | Time: 1985.75 ms
[2021-12-11 07:20:14	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311413 | val_loss: 0.031175 | Time: 2129.02 ms
[2021-12-11 07:20:16	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031143 | val_loss: 0.0311763 | Time: 1352.08 ms
[2021-12-11 07:20:18	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311437 | val_loss: 0.0311802 | Time: 1992.83 ms
[2021-12-11 07:20:20	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311448 | val_loss: 0.0311678 | Time: 2334.05 ms
[2021-12-11 07:20:22	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031142 | val_loss: 0.0311775 | Time: 2019.61 ms
[2021-12-11 07:20:25	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311414 | val_loss: 0.0311793 | Time: 2769.29 ms
[2021-12-11 07:20:26	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.031142 | val_loss: 0.0311751 | Time: 1509.13 ms
[2021-12-11 07:20:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311429 | val_loss: 0.0311771 | Time: 2073.88 ms
[2021-12-11 07:20:31	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311491 | val_loss: 0.0311683 | Time: 2267.03 ms
[2021-12-11 07:20:33	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311576 | val_loss: 0.0311733 | Time: 2045.81 ms
[2021-12-11 07:20:35	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311527 | val_loss: 0.031169 | Time: 2140.49 ms
[2021-12-11 07:20:36	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311495 | val_loss: 0.0311719 | Time: 1516.79 ms
[2021-12-11 07:20:39	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311483 | val_loss: 0.0311716 | Time: 2417.86 ms
[2021-12-11 07:20:41	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311486 | val_loss: 0.0311722 | Time: 1998.57 ms
[2021-12-11 07:20:43	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311453 | val_loss: 0.0311734 | Time: 2151.03 ms
[2021-12-11 07:20:45	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311461 | val_loss: 0.0311765 | Time: 2084.77 ms
[2021-12-11 07:20:47	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311443 | val_loss: 0.0311705 | Time: 1539.06 ms
[2021-12-11 07:20:49	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311442 | val_loss: 0.0311691 | Time: 2390.31 ms
[2021-12-11 07:20:51	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311429 | val_loss: 0.0311728 | Time: 2003.55 ms
[2021-12-11 07:20:53	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311424 | val_loss: 0.0311653 | Time: 2071.62 ms
[2021-12-11 07:20:55	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311479 | val_loss: 0.0311783 | Time: 2304.84 ms
[2021-12-11 07:20:58	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311443 | val_loss: 0.0311741 | Time: 2043.53 ms
[2021-12-11 07:21:00	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311426 | val_loss: 0.0311749 | Time: 2506.3 ms
[2021-12-11 07:21:02	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311396 | val_loss: 0.0311714 | Time: 2052.71 ms
[2021-12-11 07:21:04	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311413 | val_loss: 0.0311773 | Time: 2263.45 ms
[2021-12-11 07:21:06	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311402 | val_loss: 0.0311789 | Time: 1420.17 ms
[2021-12-11 07:21:08	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311437 | val_loss: 0.0311763 | Time: 1936.18 ms
[2021-12-11 07:21:10	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311427 | val_loss: 0.0311789 | Time: 2310.89 ms
[2021-12-11 07:21:12	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311387 | val_loss: 0.0311739 | Time: 2001.22 ms
[2021-12-11 07:21:14	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311388 | val_loss: 0.0311783 | Time: 2355.83 ms
[2021-12-11 07:21:16	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311399 | val_loss: 0.0311811 | Time: 1359.75 ms
[2021-12-11 07:21:18	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.031138 | val_loss: 0.0311771 | Time: 1924.94 ms
[2021-12-11 07:21:20	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311423 | val_loss: 0.0311824 | Time: 2247.26 ms
[2021-12-11 07:21:22	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311387 | val_loss: 0.0311726 | Time: 2031.58 ms
[2021-12-11 07:21:25	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311379 | val_loss: 0.0311753 | Time: 2696.09 ms
[2021-12-11 07:21:26	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311391 | val_loss: 0.031173 | Time: 1366.57 ms
[2021-12-11 07:21:28	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311381 | val_loss: 0.0311772 | Time: 1989.91 ms
[2021-12-11 07:21:30	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311393 | val_loss: 0.0311751 | Time: 2326.81 ms
[2021-12-11 07:21:32	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311412 | val_loss: 0.0311749 | Time: 2022.9 ms
[2021-12-11 07:21:35	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311408 | val_loss: 0.0311722 | Time: 2427.03 ms
[2021-12-11 07:21:36	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311465 | val_loss: 0.0311834 | Time: 1241.35 ms
[2021-12-11 07:21:38	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311418 | val_loss: 0.0311839 | Time: 1999.66 ms
[2021-12-11 07:21:41	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311399 | val_loss: 0.0311762 | Time: 2408.75 ms
[2021-12-11 07:21:42	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311372 | val_loss: 0.031179 | Time: 1977.68 ms
[2021-12-11 07:21:45	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311393 | val_loss: 0.0311721 | Time: 2326.78 ms
[2021-12-11 07:21:46	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311427 | val_loss: 0.0311814 | Time: 1415.24 ms
[2021-12-11 07:21:48	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311437 | val_loss: 0.031172 | Time: 1979.73 ms
[2021-12-11 07:21:51	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311471 | val_loss: 0.0311765 | Time: 2329.85 ms
[2021-12-11 07:21:53	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311448 | val_loss: 0.0311818 | Time: 2032.37 ms
[2021-12-11 07:21:55	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311418 | val_loss: 0.0311748 | Time: 2775.46 ms
[2021-12-11 07:21:57	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311389 | val_loss: 0.031176 | Time: 1411.32 ms
[2021-12-11 07:21:59	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311385 | val_loss: 0.0311803 | Time: 2426.01 ms
[2021-12-11 07:22:01	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311381 | val_loss: 0.0311786 | Time: 2047.61 ms
[2021-12-11 07:22:03	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311371 | val_loss: 0.0311832 | Time: 2031.85 ms
[2021-12-11 07:22:05	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311361 | val_loss: 0.031175 | Time: 1747.31 ms
[2021-12-11 07:22:07	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311359 | val_loss: 0.0311783 | Time: 1568.08 ms
[2021-12-11 07:22:09	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311378 | val_loss: 0.0311768 | Time: 2172.75 ms
[2021-12-11 07:22:11	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311391 | val_loss: 0.0311793 | Time: 1944.82 ms
[2021-12-11 07:22:13	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311392 | val_loss: 0.031186 | Time: 1927.87 ms
[2021-12-11 07:22:15	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311391 | val_loss: 0.0311847 | Time: 1958.28 ms
[2021-12-11 07:22:16	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031137 | val_loss: 0.0311757 | Time: 1161.44 ms
[2021-12-11 07:22:18	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311388 | val_loss: 0.0311831 | Time: 1982.96 ms
[2021-12-11 07:22:21	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.031139 | val_loss: 0.0311803 | Time: 2800.22 ms
[2021-12-11 07:22:23	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311385 | val_loss: 0.0311751 | Time: 1904.92 ms
[2021-12-11 07:22:25	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311361 | val_loss: 0.0311754 | Time: 1980.92 ms
[2021-12-11 07:22:26	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311351 | val_loss: 0.0311773 | Time: 1301 ms
[2021-12-11 07:22:28	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311338 | val_loss: 0.0311757 | Time: 1791.95 ms
[2021-12-11 07:22:30	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031139 | val_loss: 0.0311777 | Time: 2031.11 ms
[2021-12-11 07:22:32	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311383 | val_loss: 0.0311789 | Time: 1918.99 ms
[2021-12-11 07:22:33	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311341 | val_loss: 0.0311818 | Time: 1868.75 ms
[2021-12-11 07:22:35	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311334 | val_loss: 0.0311799 | Time: 1859.89 ms
[2021-12-11 07:22:37	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311444 | val_loss: 0.0311728 | Time: 1309.6 ms
[2021-12-11 07:22:39	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311454 | val_loss: 0.0311686 | Time: 1941.92 ms
[2021-12-11 07:22:41	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311399 | val_loss: 0.031172 | Time: 2045.83 ms
[2021-12-11 07:22:43	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311388 | val_loss: 0.0311715 | Time: 1990.39 ms
[2021-12-11 07:22:45	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311395 | val_loss: 0.0311742 | Time: 1943.79 ms
[2021-12-11 07:22:46	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311415 | val_loss: 0.0311728 | Time: 1483.67 ms
[2021-12-11 07:22:48	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311406 | val_loss: 0.0311793 | Time: 1750.31 ms
[2021-12-11 07:22:50	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311388 | val_loss: 0.0311727 | Time: 1974.85 ms
[2021-12-11 07:22:52	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311404 | val_loss: 0.031169 | Time: 1890.03 ms
[2021-12-11 07:22:54	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.031143 | val_loss: 0.0311695 | Time: 2268.83 ms
[2021-12-11 07:22:55	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311388 | val_loss: 0.0311747 | Time: 1339.87 ms
[2021-12-11 07:22:57	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311394 | val_loss: 0.031171 | Time: 1691.03 ms
[2021-12-11 07:22:59	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311393 | val_loss: 0.0311764 | Time: 2053.71 ms
[2021-12-11 07:23:02	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311407 | val_loss: 0.0311733 | Time: 2480.62 ms
[2021-12-11 07:23:04	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311389 | val_loss: 0.0311765 | Time: 2069.49 ms
[2021-12-11 07:23:05	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.031138 | val_loss: 0.0311775 | Time: 1680.73 ms
[2021-12-11 07:23:07	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311392 | val_loss: 0.0311696 | Time: 1640.58 ms
[2021-12-11 07:23:09	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.03114 | val_loss: 0.0311842 | Time: 1977.21 ms
[2021-12-11 07:23:11	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311364 | val_loss: 0.0311766 | Time: 1867.44 ms
[2021-12-11 07:23:13	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311349 | val_loss: 0.0311747 | Time: 1926.53 ms
[2021-12-11 07:23:15	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311359 | val_loss: 0.0311739 | Time: 1922.61 ms
[2021-12-11 07:23:16	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311354 | val_loss: 0.0311765 | Time: 1227.93 ms
[2021-12-11 07:23:18	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311345 | val_loss: 0.0311776 | Time: 1811.11 ms
[2021-12-11 07:23:20	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311365 | val_loss: 0.0311745 | Time: 1910.69 ms
[2021-12-11 07:23:22	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311371 | val_loss: 0.0311765 | Time: 1951.59 ms
[2021-12-11 07:23:24	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311334 | val_loss: 0.0311771 | Time: 2097.79 ms
[2021-12-11 07:23:25	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311346 | val_loss: 0.0311773 | Time: 1794.09 ms
[2021-12-11 07:23:27	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311334 | val_loss: 0.0311772 | Time: 1424.24 ms
[2021-12-11 07:23:29	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311329 | val_loss: 0.0311747 | Time: 2077.64 ms
[2021-12-11 07:23:31	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311322 | val_loss: 0.0311844 | Time: 1870.26 ms
[2021-12-11 07:23:33	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311342 | val_loss: 0.0311722 | Time: 2573.96 ms
[2021-12-11 07:23:35	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311393 | val_loss: 0.0311769 | Time: 2005.97 ms
[2021-12-11 07:23:37	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311435 | val_loss: 0.0311709 | Time: 1242.2 ms
[2021-12-11 07:23:39	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311426 | val_loss: 0.031181 | Time: 1915.22 ms
[2021-12-11 07:23:41	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311378 | val_loss: 0.0311781 | Time: 1972.13 ms
[2021-12-11 07:23:42	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311355 | val_loss: 0.031177 | Time: 1877.94 ms
[2021-12-11 07:23:45	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311351 | val_loss: 0.0311759 | Time: 2008.11 ms
[2021-12-11 07:23:46	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311335 | val_loss: 0.0311822 | Time: 1276.39 ms
[2021-12-11 07:23:48	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311359 | val_loss: 0.0311761 | Time: 1979.21 ms
[2021-12-11 07:23:50	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031135 | val_loss: 0.0311872 | Time: 1951.96 ms
[2021-12-11 07:23:52	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311352 | val_loss: 0.0311752 | Time: 1913.92 ms
[2021-12-11 07:23:54	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311343 | val_loss: 0.0311772 | Time: 1905.86 ms
[2021-12-11 07:23:55	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311324 | val_loss: 0.0311838 | Time: 1678.13 ms
[2021-12-11 07:23:57	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311323 | val_loss: 0.0311739 | Time: 1476.35 ms
[2021-12-11 07:23:59	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031133 | val_loss: 0.0311746 | Time: 1904.26 ms
[2021-12-11 07:24:01	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311319 | val_loss: 0.0311765 | Time: 1910.55 ms
[2021-12-11 07:24:02	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311305 | val_loss: 0.0311733 | Time: 1912.6 ms
[2021-12-11 07:24:04	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311321 | val_loss: 0.0311849 | Time: 1936.03 ms
[2021-12-11 07:24:06	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031133 | val_loss: 0.0311769 | Time: 1339.7 ms
[2021-12-11 07:24:07	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311324 | val_loss: 0.0311797 | Time: 1722.67 ms
[2021-12-11 07:24:10	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311311 | val_loss: 0.0311806 | Time: 2591.25 ms
[2021-12-11 07:24:12	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311347 | val_loss: 0.0311716 | Time: 2114.04 ms
[2021-12-11 07:24:14	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311336 | val_loss: 0.0311831 | Time: 1979.7 ms
[2021-12-11 07:24:14	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311831
[2021-12-11 07:24:14	                main:603]	:	INFO	:	Saving end state to config to file
[2021-12-11 07:24:14	                main:608]	:	INFO	:	Success, exiting..
07:24:14 (1500): called boinc_finish(0)

</stderr_txt>
]]>


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