Task 12196672

Name ParityModified-1645994500-9133-0_0
Workunit 9377807
Created 27 Feb 2022, 20:41:43 UTC
Sent 28 Feb 2022, 13:37:15 UTC
Report deadline 8 Mar 2022, 13:37:15 UTC
Received 2 Mar 2022, 9:27:51 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17492
Run time 1 hours 19 min 15 sec
CPU time 1 hours 18 min 10 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,914.90 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
 ms
[2022-03-01 09:50:53	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.03116 | val_loss: 0.031176 | Time: 2448 ms
[2022-03-01 09:50:55	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311534 | val_loss: 0.0311751 | Time: 2070.45 ms
[2022-03-01 09:50:57	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.031149 | val_loss: 0.0311747 | Time: 2315.64 ms
[2022-03-01 09:50:59	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311487 | val_loss: 0.0311728 | Time: 2296.15 ms
[2022-03-01 09:51:02	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311475 | val_loss: 0.0311758 | Time: 2262.54 ms
[2022-03-01 09:51:04	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311466 | val_loss: 0.0311755 | Time: 2282.19 ms
[2022-03-01 09:51:06	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311495 | val_loss: 0.0311733 | Time: 1995.19 ms
[2022-03-01 09:51:08	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311462 | val_loss: 0.0311747 | Time: 2259.08 ms
[2022-03-01 09:51:10	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311453 | val_loss: 0.0311759 | Time: 2017.98 ms
[2022-03-01 09:51:12	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311455 | val_loss: 0.0311775 | Time: 2304.49 ms
[2022-03-01 09:51:15	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311463 | val_loss: 0.0311793 | Time: 2060.97 ms
[2022-03-01 09:51:17	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311446 | val_loss: 0.0311772 | Time: 2128.09 ms
[2022-03-01 09:51:19	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.031146 | val_loss: 0.0311748 | Time: 2305.87 ms
[2022-03-01 09:51:21	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311438 | val_loss: 0.0311741 | Time: 2039.11 ms
[2022-03-01 09:51:23	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.031142 | val_loss: 0.0311782 | Time: 2375.01 ms
[2022-03-01 09:51:25	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311428 | val_loss: 0.0311752 | Time: 2028.04 ms
[2022-03-01 09:51:28	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311436 | val_loss: 0.0311756 | Time: 2370.67 ms
[2022-03-01 09:51:30	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311425 | val_loss: 0.0311802 | Time: 2019.85 ms
[2022-03-01 09:51:32	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311452 | val_loss: 0.0311791 | Time: 2276.4 ms
[2022-03-01 09:51:34	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311411 | val_loss: 0.0311767 | Time: 2199.66 ms
[2022-03-01 09:51:37	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311411 | val_loss: 0.0311778 | Time: 2155.5 ms
[2022-03-01 09:51:39	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311429 | val_loss: 0.0311746 | Time: 2284.04 ms
[2022-03-01 09:51:41	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311439 | val_loss: 0.0311746 | Time: 2089.38 ms
[2022-03-01 09:51:43	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311429 | val_loss: 0.031174 | Time: 2488.53 ms
[2022-03-01 09:51:45	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311412 | val_loss: 0.0311761 | Time: 2088.63 ms
[2022-03-01 09:51:48	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311416 | val_loss: 0.0311779 | Time: 2447.87 ms
[2022-03-01 09:51:50	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311408 | val_loss: 0.0311779 | Time: 1995.18 ms
[2022-03-01 09:51:52	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311422 | val_loss: 0.0311782 | Time: 2356.65 ms
[2022-03-01 09:51:54	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311388 | val_loss: 0.0311776 | Time: 2191.52 ms
[2022-03-01 09:51:57	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311424 | val_loss: 0.0311841 | Time: 2253.43 ms
[2022-03-01 09:51:59	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311422 | val_loss: 0.0311746 | Time: 2312.21 ms
[2022-03-01 09:52:01	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311412 | val_loss: 0.0311757 | Time: 2024.53 ms
[2022-03-01 09:52:03	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311386 | val_loss: 0.0311786 | Time: 2391.01 ms
[2022-03-01 09:52:05	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311413 | val_loss: 0.0311753 | Time: 2008.96 ms
[2022-03-01 09:52:08	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311399 | val_loss: 0.031178 | Time: 2300.23 ms
[2022-03-01 09:52:10	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311429 | val_loss: 0.0311913 | Time: 2016.4 ms
[2022-03-01 09:52:12	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311453 | val_loss: 0.0311747 | Time: 2284.11 ms
[2022-03-01 09:52:14	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311426 | val_loss: 0.031177 | Time: 2262.92 ms
[2022-03-01 09:52:17	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.031142 | val_loss: 0.0311798 | Time: 2129.2 ms
[2022-03-01 09:52:19	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311493 | val_loss: 0.0311876 | Time: 2309.98 ms
[2022-03-01 09:52:21	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.031151 | val_loss: 0.0311835 | Time: 2086.79 ms
[2022-03-01 09:52:23	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031145 | val_loss: 0.0311816 | Time: 2271.24 ms
[2022-03-01 09:52:25	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311463 | val_loss: 0.0311759 | Time: 2015.78 ms
[2022-03-01 09:52:28	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311435 | val_loss: 0.0311871 | Time: 2324.71 ms
[2022-03-01 09:52:30	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311398 | val_loss: 0.0311765 | Time: 2085.31 ms
[2022-03-01 09:52:32	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311384 | val_loss: 0.0311748 | Time: 2146.77 ms
[2022-03-01 09:52:34	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311443 | val_loss: 0.0311772 | Time: 2322.87 ms
[2022-03-01 09:52:36	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311417 | val_loss: 0.0311844 | Time: 2071.33 ms
[2022-03-01 09:52:39	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.03114 | val_loss: 0.0311781 | Time: 2330.98 ms
[2022-03-01 09:52:41	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311388 | val_loss: 0.0311768 | Time: 2010.12 ms
[2022-03-01 09:52:43	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311385 | val_loss: 0.0311844 | Time: 2397.59 ms
[2022-03-01 09:52:45	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311422 | val_loss: 0.0311867 | Time: 2069.64 ms
[2022-03-01 09:52:47	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311513 | val_loss: 0.0311763 | Time: 2223.07 ms
[2022-03-01 09:52:49	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311441 | val_loss: 0.0311772 | Time: 2221.49 ms
[2022-03-01 09:52:52	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311384 | val_loss: 0.0311815 | Time: 2267.11 ms
[2022-03-01 09:52:54	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311382 | val_loss: 0.0311776 | Time: 2286.16 ms
[2022-03-01 09:52:56	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311394 | val_loss: 0.0311792 | Time: 2077.17 ms
[2022-03-01 09:52:59	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.031137 | val_loss: 0.03118 | Time: 2451.21 ms
[2022-03-01 09:53:01	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311365 | val_loss: 0.0311787 | Time: 2005.98 ms
[2022-03-01 09:53:03	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311429 | val_loss: 0.0311918 | Time: 2343.53 ms
[2022-03-01 09:53:05	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311402 | val_loss: 0.0311857 | Time: 2298.17 ms
[2022-03-01 09:53:08	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311425 | val_loss: 0.031181 | Time: 2307.67 ms
[2022-03-01 09:53:10	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311433 | val_loss: 0.0311799 | Time: 2167.22 ms
[2022-03-01 09:53:12	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311373 | val_loss: 0.0311836 | Time: 2171.29 ms
[2022-03-01 09:53:14	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311365 | val_loss: 0.0311813 | Time: 2373.98 ms
[2022-03-01 09:53:16	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311371 | val_loss: 0.0311784 | Time: 2087.02 ms
[2022-03-01 09:53:19	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311349 | val_loss: 0.0311799 | Time: 2288.24 ms
[2022-03-01 09:53:21	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311351 | val_loss: 0.0311782 | Time: 2012.5 ms
[2022-03-01 09:53:23	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311365 | val_loss: 0.0311841 | Time: 2321.09 ms
[2022-03-01 09:53:25	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311362 | val_loss: 0.0311825 | Time: 2022.04 ms
[2022-03-01 09:53:27	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311338 | val_loss: 0.0311839 | Time: 2227.01 ms
[2022-03-01 09:53:29	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311371 | val_loss: 0.031181 | Time: 2197.46 ms
[2022-03-01 09:53:32	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311367 | val_loss: 0.0311856 | Time: 2098.76 ms
[2022-03-01 09:53:34	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311354 | val_loss: 0.0311763 | Time: 2320.29 ms
[2022-03-01 09:53:36	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311328 | val_loss: 0.0311821 | Time: 2045.64 ms
[2022-03-01 09:53:38	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311389 | val_loss: 0.0311929 | Time: 2337.34 ms
[2022-03-01 09:53:40	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311358 | val_loss: 0.0311838 | Time: 2032.99 ms
[2022-03-01 09:53:43	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311329 | val_loss: 0.0311794 | Time: 2505.21 ms
[2022-03-01 09:53:45	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311338 | val_loss: 0.0311765 | Time: 2189.53 ms
[2022-03-01 09:53:47	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031139 | val_loss: 0.0311997 | Time: 2312.16 ms
[2022-03-01 09:53:50	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311423 | val_loss: 0.0311843 | Time: 2336.42 ms
[2022-03-01 09:53:52	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031141 | val_loss: 0.0311787 | Time: 2105.03 ms
[2022-03-01 09:53:54	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311479 | val_loss: 0.0311826 | Time: 2441.55 ms
[2022-03-01 09:53:56	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311464 | val_loss: 0.0311779 | Time: 2113.43 ms
[2022-03-01 09:53:59	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311387 | val_loss: 0.0311812 | Time: 2405.08 ms
[2022-03-01 09:54:01	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311329 | val_loss: 0.0311805 | Time: 1999.74 ms
[2022-03-01 09:54:03	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311343 | val_loss: 0.0311796 | Time: 2317.42 ms
[2022-03-01 09:54:05	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311347 | val_loss: 0.0311925 | Time: 2234.53 ms
[2022-03-01 09:54:08	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311349 | val_loss: 0.0311862 | Time: 2340.89 ms
[2022-03-01 09:54:10	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031134 | val_loss: 0.0311818 | Time: 2191.23 ms
[2022-03-01 09:54:12	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311333 | val_loss: 0.0311804 | Time: 2098.27 ms
[2022-03-01 09:54:14	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311367 | val_loss: 0.03118 | Time: 2347.77 ms
[2022-03-01 09:54:16	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311359 | val_loss: 0.0311787 | Time: 2029.41 ms
[2022-03-01 09:54:19	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031136 | val_loss: 0.0311797 | Time: 2349.11 ms
[2022-03-01 09:54:21	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311352 | val_loss: 0.0311866 | Time: 2126.57 ms
[2022-03-01 09:54:23	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311336 | val_loss: 0.0311861 | Time: 2437.85 ms
[2022-03-01 09:54:25	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311326 | val_loss: 0.0311851 | Time: 2217.3 ms
[2022-03-01 09:54:28	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311348 | val_loss: 0.0311818 | Time: 2533.37 ms
[2022-03-01 09:54:30	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311476 | val_loss: 0.03118 | Time: 2213.71 ms
[2022-03-01 09:54:33	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311477 | val_loss: 0.0311768 | Time: 2333.49 ms
[2022-03-01 09:54:35	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.031142 | val_loss: 0.0311824 | Time: 2306.93 ms
[2022-03-01 09:54:37	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311393 | val_loss: 0.031179 | Time: 2232.91 ms
[2022-03-01 09:54:39	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311365 | val_loss: 0.0311839 | Time: 2364.03 ms
[2022-03-01 09:54:42	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311359 | val_loss: 0.0311908 | Time: 2040.27 ms
[2022-03-01 09:54:44	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311437 | val_loss: 0.0311822 | Time: 2405.43 ms
[2022-03-01 09:54:46	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311383 | val_loss: 0.0311872 | Time: 2058.43 ms
[2022-03-01 09:54:48	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311343 | val_loss: 0.0311924 | Time: 2352.09 ms
[2022-03-01 09:54:51	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311328 | val_loss: 0.0311884 | Time: 2151.48 ms
[2022-03-01 09:54:53	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311312 | val_loss: 0.0311808 | Time: 2668.22 ms
[2022-03-01 09:54:55	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311291 | val_loss: 0.0311855 | Time: 2219.61 ms
[2022-03-01 09:55:08	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311339 | val_loss: 0.0311824 | Time: 12593.4 ms
[2022-03-01 09:55:11	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311351 | val_loss: 0.0311867 | Time: 2690.5 ms
[2022-03-01 09:55:13	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311328 | val_loss: 0.0311873 | Time: 2749.67 ms
[2022-03-01 09:55:16	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031131 | val_loss: 0.0311844 | Time: 2236.02 ms
[2022-03-01 09:55:19	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311292 | val_loss: 0.03119 | Time: 2951.53 ms
[2022-03-01 09:55:21	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311307 | val_loss: 0.0311823 | Time: 1996.14 ms
[2022-03-01 09:55:23	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311294 | val_loss: 0.0311838 | Time: 2540.69 ms
[2022-03-01 09:55:25	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311315 | val_loss: 0.0311844 | Time: 2112.59 ms
[2022-03-01 09:55:28	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.03113 | val_loss: 0.0311855 | Time: 2330.3 ms
[2022-03-01 09:55:30	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311317 | val_loss: 0.0311858 | Time: 2243.75 ms
[2022-03-01 09:55:32	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311349 | val_loss: 0.0311879 | Time: 2075.42 ms
[2022-03-01 09:55:34	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311385 | val_loss: 0.0311826 | Time: 2492.11 ms
[2022-03-01 09:55:37	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311377 | val_loss: 0.0311804 | Time: 2249.62 ms
[2022-03-01 09:55:39	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311787 | val_loss: 0.0311957 | Time: 2447.91 ms
[2022-03-01 09:55:41	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311936 | val_loss: 0.0311855 | Time: 2024.41 ms
[2022-03-01 09:55:44	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311846 | val_loss: 0.0311971 | Time: 2385.1 ms
[2022-03-01 09:55:46	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311821 | val_loss: 0.0311794 | Time: 2092.35 ms
[2022-03-01 09:55:48	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.031175 | val_loss: 0.0311759 | Time: 2489.34 ms
[2022-03-01 09:55:50	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311706 | val_loss: 0.031173 | Time: 2096.8 ms
[2022-03-01 09:55:53	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311691 | val_loss: 0.0311724 | Time: 2269.96 ms
[2022-03-01 09:55:55	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311673 | val_loss: 0.0311773 | Time: 2351.7 ms
[2022-03-01 09:55:57	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311685 | val_loss: 0.0311728 | Time: 2019.77 ms
[2022-03-01 09:55:59	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031166 | val_loss: 0.0311702 | Time: 2399.15 ms
[2022-03-01 09:56:01	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311638 | val_loss: 0.0311691 | Time: 1985.98 ms
[2022-03-01 09:56:04	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311635 | val_loss: 0.0311728 | Time: 2605.7 ms
[2022-03-01 09:56:06	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311635 | val_loss: 0.0311709 | Time: 2160.41 ms
[2022-03-01 09:56:08	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311649 | val_loss: 0.0311725 | Time: 2257.81 ms
[2022-03-01 09:56:10	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311637 | val_loss: 0.0311694 | Time: 2078.65 ms
[2022-03-01 09:56:13	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031159 | val_loss: 0.0311665 | Time: 2353.11 ms
[2022-03-01 09:56:15	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.031158 | val_loss: 0.0311687 | Time: 2187.78 ms
[2022-03-01 09:56:17	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311588 | val_loss: 0.0311712 | Time: 2111.6 ms
[2022-03-01 09:56:20	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311581 | val_loss: 0.0311773 | Time: 2373.09 ms
[2022-03-01 09:56:22	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311566 | val_loss: 0.0311726 | Time: 2283.81 ms
[2022-03-01 09:56:25	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311559 | val_loss: 0.0311669 | Time: 3383.35 ms
[2022-03-01 09:56:27	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311569 | val_loss: 0.0311712 | Time: 2189.31 ms
[2022-03-01 09:56:30	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311556 | val_loss: 0.031166 | Time: 2466.83 ms
[2022-03-01 09:56:32	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311536 | val_loss: 0.0311676 | Time: 2113.77 ms
[2022-03-01 09:56:35	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311547 | val_loss: 0.0311678 | Time: 3112.58 ms
[2022-03-01 09:56:37	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031152 | val_loss: 0.0311667 | Time: 2269.32 ms
[2022-03-01 09:56:40	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311536 | val_loss: 0.0311662 | Time: 2414.13 ms
[2022-03-01 09:56:42	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311524 | val_loss: 0.0311689 | Time: 2106.78 ms
[2022-03-01 09:56:44	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311541 | val_loss: 0.0311776 | Time: 2544.88 ms
[2022-03-01 09:56:47	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311521 | val_loss: 0.031167 | Time: 2238.34 ms
[2022-03-01 09:56:49	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311502 | val_loss: 0.0311683 | Time: 2617 ms
[2022-03-01 09:56:52	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311504 | val_loss: 0.0311676 | Time: 2222.84 ms
[2022-03-01 09:56:55	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311501 | val_loss: 0.0311677 | Time: 3227.35 ms
[2022-03-01 09:56:57	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311557 | val_loss: 0.0311741 | Time: 2511.09 ms
[2022-03-01 09:57:00	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311489 | val_loss: 0.0311679 | Time: 2501.84 ms
[2022-03-01 09:57:02	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311484 | val_loss: 0.0311697 | Time: 2001.55 ms
[2022-03-01 09:57:04	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311479 | val_loss: 0.0311688 | Time: 2360.77 ms
[2022-03-01 09:57:06	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031149 | val_loss: 0.0311707 | Time: 2064.83 ms
[2022-03-01 09:57:09	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311492 | val_loss: 0.0311693 | Time: 2311.69 ms
[2022-03-01 09:57:11	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311477 | val_loss: 0.0311711 | Time: 2096.68 ms
[2022-03-01 09:57:13	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311476 | val_loss: 0.0311667 | Time: 2241.49 ms
[2022-03-01 09:57:15	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.031148 | val_loss: 0.031173 | Time: 2267.32 ms
[2022-03-01 09:57:17	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311489 | val_loss: 0.031169 | Time: 2090.6 ms
[2022-03-01 09:57:20	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311474 | val_loss: 0.0311697 | Time: 2362.67 ms
[2022-03-01 09:57:22	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311479 | val_loss: 0.0311687 | Time: 1918.68 ms
[2022-03-01 09:57:24	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311465 | val_loss: 0.0311677 | Time: 2311.15 ms
[2022-03-01 09:57:26	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311452 | val_loss: 0.0311703 | Time: 2034.08 ms
[2022-03-01 09:57:28	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311502 | val_loss: 0.0311779 | Time: 2194.1 ms
[2022-03-01 09:57:30	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311594 | val_loss: 0.031169 | Time: 2168.01 ms
[2022-03-01 09:57:32	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311581 | val_loss: 0.0311649 | Time: 2121.23 ms
[2022-03-01 09:57:35	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311551 | val_loss: 0.0311652 | Time: 2391.29 ms
[2022-03-01 09:57:37	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311519 | val_loss: 0.0311658 | Time: 2114.04 ms
[2022-03-01 09:57:39	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311489 | val_loss: 0.0311628 | Time: 2342.66 ms
[2022-03-01 09:57:41	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311483 | val_loss: 0.0311626 | Time: 2144.28 ms
[2022-03-01 09:57:44	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311483 | val_loss: 0.0311686 | Time: 2713.69 ms
[2022-03-01 09:57:46	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311471 | val_loss: 0.0311719 | Time: 2127.22 ms
[2022-03-01 09:57:49	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311474 | val_loss: 0.0311631 | Time: 2574.49 ms
[2022-03-01 09:58:01	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311465 | val_loss: 0.0311765 | Time: 12265.3 ms
[2022-03-01 09:58:04	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311471 | val_loss: 0.031166 | Time: 2622.63 ms
[2022-03-01 09:58:06	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311443 | val_loss: 0.0311641 | Time: 2134.12 ms
[2022-03-01 09:58:08	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311451 | val_loss: 0.0311668 | Time: 2380.16 ms
[2022-03-01 09:58:10	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311456 | val_loss: 0.031173 | Time: 2201.74 ms
[2022-03-01 09:58:13	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.031147 | val_loss: 0.0311637 | Time: 2211.52 ms
[2022-03-01 09:58:15	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311443 | val_loss: 0.0311655 | Time: 2470.24 ms
[2022-03-01 09:58:17	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311421 | val_loss: 0.0311722 | Time: 2070.1 ms
[2022-03-01 09:58:20	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031146 | val_loss: 0.0311651 | Time: 2396.98 ms
[2022-03-01 09:58:22	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311428 | val_loss: 0.0311646 | Time: 1996.19 ms
[2022-03-01 09:58:24	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311408 | val_loss: 0.0311691 | Time: 2407.53 ms
[2022-03-01 09:58:26	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311428 | val_loss: 0.0311708 | Time: 2105.8 ms
[2022-03-01 09:58:29	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311449 | val_loss: 0.0311792 | Time: 2474.01 ms
[2022-03-01 09:58:31	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311422 | val_loss: 0.0311693 | Time: 2141.99 ms
[2022-03-01 09:58:33	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311414 | val_loss: 0.0311663 | Time: 2299.45 ms
[2022-03-01 09:58:35	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311399 | val_loss: 0.0311682 | Time: 2262.2 ms
[2022-03-01 09:58:37	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311392 | val_loss: 0.0311665 | Time: 2107.31 ms
[2022-03-01 09:58:40	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311389 | val_loss: 0.0311663 | Time: 2415.27 ms
[2022-03-01 09:58:42	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311392 | val_loss: 0.0311702 | Time: 2126.92 ms
[2022-03-01 09:58:44	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311408 | val_loss: 0.0311713 | Time: 2342.06 ms
[2022-03-01 09:58:46	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.03114 | val_loss: 0.0311709 | Time: 2095.65 ms
[2022-03-01 09:58:49	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311428 | val_loss: 0.0311704 | Time: 2441.88 ms
[2022-03-01 09:58:51	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311389 | val_loss: 0.0311693 | Time: 2055.71 ms
[2022-03-01 09:58:53	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311373 | val_loss: 0.0311682 | Time: 2376.54 ms
[2022-03-01 09:58:56	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311363 | val_loss: 0.0311706 | Time: 2314.71 ms
[2022-03-01 09:58:58	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311394 | val_loss: 0.0311665 | Time: 2408.53 ms
[2022-03-01 09:59:00	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311436 | val_loss: 0.0311723 | Time: 2395.74 ms
[2022-03-01 09:59:03	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311419 | val_loss: 0.0311684 | Time: 2067.14 ms
[2022-03-01 09:59:06	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311394 | val_loss: 0.0311687 | Time: 3038.78 ms
[2022-03-01 09:59:08	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311393 | val_loss: 0.0311687 | Time: 2693.01 ms
[2022-03-01 09:59:11	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311347 | val_loss: 0.031171 | Time: 2790.12 ms
[2022-03-01 09:59:13	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311342 | val_loss: 0.0311644 | Time: 2415.25 ms
[2022-03-01 09:59:16	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311344 | val_loss: 0.0311696 | Time: 2239.57 ms
[2022-03-01 09:59:18	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311365 | val_loss: 0.0311792 | Time: 2290.59 ms
[2022-03-01 09:59:31	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311378 | val_loss: 0.0311676 | Time: 12491 ms
[2022-03-01 09:59:33	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311369 | val_loss: 0.0311713 | Time: 2077.85 ms
[2022-03-01 09:59:35	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311399 | val_loss: 0.0311696 | Time: 2383.95 ms
[2022-03-01 09:59:37	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311373 | val_loss: 0.031165 | Time: 2181.14 ms
[2022-03-01 09:59:39	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311365 | val_loss: 0.0311709 | Time: 2293.19 ms
[2022-03-01 09:59:41	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311342 | val_loss: 0.0311687 | Time: 1907.89 ms
[2022-03-01 09:59:44	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311348 | val_loss: 0.0311714 | Time: 2294.3 ms
[2022-03-01 09:59:46	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311323 | val_loss: 0.0311762 | Time: 2122.89 ms
[2022-03-01 09:59:48	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311325 | val_loss: 0.0311671 | Time: 2158.79 ms
[2022-03-01 09:59:50	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031133 | val_loss: 0.0311713 | Time: 2364.62 ms
[2022-03-01 09:59:52	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311337 | val_loss: 0.0311664 | Time: 2051.56 ms
[2022-03-01 09:59:55	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311329 | val_loss: 0.0311692 | Time: 2671.68 ms
[2022-03-01 09:59:57	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311339 | val_loss: 0.0311699 | Time: 2307.33 ms
[2022-03-01 10:00:00	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311342 | val_loss: 0.0311699 | Time: 2245.64 ms
[2022-03-01 10:00:02	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031134 | val_loss: 0.0311682 | Time: 2053.58 ms
[2022-03-01 10:00:04	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311334 | val_loss: 0.0311657 | Time: 2302.53 ms
[2022-03-01 10:00:06	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311334 | val_loss: 0.0311683 | Time: 2111.49 ms
[2022-03-01 10:00:08	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311311 | val_loss: 0.0311729 | Time: 2257.53 ms
[2022-03-01 10:00:11	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311336 | val_loss: 0.0311732 | Time: 2188.51 ms
[2022-03-01 10:00:13	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311319 | val_loss: 0.0311713 | Time: 2137.48 ms
[2022-03-01 10:00:15	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.03113 | val_loss: 0.0311757 | Time: 2480.77 ms
[2022-03-01 10:00:17	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311299 | val_loss: 0.0311713 | Time: 1970.6 ms
[2022-03-01 10:00:19	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311325 | val_loss: 0.0311705 | Time: 2210.17 ms
[2022-03-01 10:00:21	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311301 | val_loss: 0.0311717 | Time: 1977.23 ms
[2022-03-01 10:00:24	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311331 | val_loss: 0.0311718 | Time: 2297.61 ms
[2022-03-01 10:00:26	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311322 | val_loss: 0.031166 | Time: 2239.85 ms
[2022-03-01 10:00:28	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031135 | val_loss: 0.0311697 | Time: 2080.65 ms
[2022-03-01 10:00:30	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311328 | val_loss: 0.0311716 | Time: 2420.94 ms
[2022-03-01 10:00:32	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311308 | val_loss: 0.0311684 | Time: 2038.69 ms
[2022-03-01 10:00:35	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311323 | val_loss: 0.0311746 | Time: 2308.18 ms
[2022-03-01 10:00:37	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311297 | val_loss: 0.0311689 | Time: 2484.34 ms
[2022-03-01 10:00:40	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311318 | val_loss: 0.031173 | Time: 2756 ms
[2022-03-01 10:00:42	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311366 | val_loss: 0.03117 | Time: 1998.6 ms
[2022-03-01 10:00:44	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311328 | val_loss: 0.0311673 | Time: 2466.47 ms
[2022-03-01 10:00:46	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311339 | val_loss: 0.0311699 | Time: 1921.41 ms
[2022-03-01 10:00:49	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311335 | val_loss: 0.0311697 | Time: 2284.26 ms
[2022-03-01 10:00:51	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311285 | val_loss: 0.0311681 | Time: 2212.95 ms
[2022-03-01 10:00:53	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311312 | val_loss: 0.0311721 | Time: 2046.3 ms
[2022-03-01 10:00:55	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311332 | val_loss: 0.0311717 | Time: 2276.25 ms
[2022-03-01 10:00:57	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.03113 | val_loss: 0.0311693 | Time: 2009.99 ms
[2022-03-01 10:01:00	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311328 | val_loss: 0.0311785 | Time: 2263.32 ms
[2022-03-01 10:01:02	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311305 | val_loss: 0.0311675 | Time: 2008.35 ms
[2022-03-01 10:01:04	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311287 | val_loss: 0.0311738 | Time: 2218.78 ms
[2022-03-01 10:01:06	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311321 | val_loss: 0.0311753 | Time: 2241.76 ms
[2022-03-01 10:01:08	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311328 | val_loss: 0.0311804 | Time: 2410.87 ms
[2022-03-01 10:01:11	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311382 | val_loss: 0.0311676 | Time: 2279.1 ms
[2022-03-01 10:01:13	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311316 | val_loss: 0.0311699 | Time: 1962.17 ms
[2022-03-01 10:01:15	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311263 | val_loss: 0.0311722 | Time: 2408.95 ms
[2022-03-01 10:01:17	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311262 | val_loss: 0.0311705 | Time: 1968.44 ms
[2022-03-01 10:01:20	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311373 | val_loss: 0.031171 | Time: 2790.46 ms
[2022-03-01 10:01:22	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311381 | val_loss: 0.0311718 | Time: 2102.92 ms
[2022-03-01 10:01:25	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311329 | val_loss: 0.0311732 | Time: 2553.86 ms
[2022-03-01 10:01:27	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311309 | val_loss: 0.0311688 | Time: 2140.58 ms
[2022-03-01 10:01:29	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311275 | val_loss: 0.0311689 | Time: 2549.91 ms
[2022-03-01 10:01:32	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311311 | val_loss: 0.0311693 | Time: 2665.31 ms
[2022-03-01 10:01:35	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031132 | val_loss: 0.0311652 | Time: 2637.93 ms
[2022-03-01 10:01:37	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311329 | val_loss: 0.031168 | Time: 2459.23 ms
[2022-03-01 10:01:40	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311302 | val_loss: 0.0311672 | Time: 2850.99 ms
[2022-03-01 10:01:42	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311287 | val_loss: 0.0311663 | Time: 2294.21 ms
[2022-03-01 10:01:45	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311269 | val_loss: 0.0311668 | Time: 2825.99 ms
[2022-03-01 10:01:48	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311257 | val_loss: 0.0311679 | Time: 2537.73 ms
[2022-03-01 10:01:50	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311248 | val_loss: 0.0311784 | Time: 2358.34 ms
[2022-03-01 10:01:52	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311275 | val_loss: 0.0311758 | Time: 2056.7 ms
[2022-03-01 10:01:55	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311285 | val_loss: 0.0311719 | Time: 2818.71 ms
[2022-03-01 10:01:57	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311467 | val_loss: 0.0311796 | Time: 2136 ms
[2022-03-01 10:01:59	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311291 | val_loss: 0.0311699 | Time: 2535.58 ms
[2022-03-01 10:02:02	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311244 | val_loss: 0.0311782 | Time: 2146.54 ms
[2022-03-01 10:02:04	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311242 | val_loss: 0.0311684 | Time: 2846.03 ms
[2022-03-01 10:02:07	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311238 | val_loss: 0.0311691 | Time: 2175.93 ms
[2022-03-01 10:02:09	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311226 | val_loss: 0.0311703 | Time: 2719.7 ms
[2022-03-01 10:02:12	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311232 | val_loss: 0.031172 | Time: 2315.94 ms
[2022-03-01 10:02:14	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311248 | val_loss: 0.0311728 | Time: 2527.52 ms
[2022-03-01 10:02:16	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311255 | val_loss: 0.0311673 | Time: 2260.19 ms
[2022-03-01 10:02:19	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311256 | val_loss: 0.0311719 | Time: 2705.87 ms
[2022-03-01 10:02:32	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311249 | val_loss: 0.0311746 | Time: 12535.1 ms
[2022-03-01 10:02:34	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311243 | val_loss: 0.0311707 | Time: 2520.79 ms
[2022-03-01 10:02:36	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311286 | val_loss: 0.0311726 | Time: 2208.53 ms
[2022-03-01 10:02:39	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311259 | val_loss: 0.0311698 | Time: 2697.01 ms
[2022-03-01 10:02:41	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311236 | val_loss: 0.0311731 | Time: 2273.83 ms
[2022-03-01 10:02:44	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311231 | val_loss: 0.031172 | Time: 2475.07 ms
[2022-03-01 10:02:46	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311229 | val_loss: 0.0311777 | Time: 2408.43 ms
[2022-03-01 10:02:49	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311205 | val_loss: 0.0311737 | Time: 2280.31 ms
[2022-03-01 10:02:51	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311222 | val_loss: 0.0311795 | Time: 2735.6 ms
[2022-03-01 10:02:54	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311213 | val_loss: 0.0311704 | Time: 2459.94 ms
[2022-03-01 10:02:56	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311238 | val_loss: 0.0311708 | Time: 2384.96 ms
[2022-03-01 10:02:58	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311265 | val_loss: 0.0311715 | Time: 2180.52 ms
[2022-03-01 10:03:01	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311259 | val_loss: 0.0311755 | Time: 2778.41 ms
[2022-03-01 10:03:03	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311248 | val_loss: 0.0311789 | Time: 2148.84 ms
[2022-03-01 10:03:06	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311245 | val_loss: 0.0311753 | Time: 2672.73 ms
[2022-03-01 10:03:08	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311239 | val_loss: 0.0311729 | Time: 2172.61 ms
[2022-03-01 10:03:11	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311221 | val_loss: 0.0311796 | Time: 2669.33 ms
[2022-03-01 10:03:13	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311213 | val_loss: 0.031179 | Time: 2223.18 ms
[2022-03-01 10:03:16	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311213 | val_loss: 0.0311774 | Time: 2477.03 ms
[2022-03-01 10:03:18	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311234 | val_loss: 0.0311714 | Time: 2039.89 ms
[2022-03-01 10:03:20	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311255 | val_loss: 0.0311758 | Time: 2463.5 ms
[2022-03-01 10:03:22	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311272 | val_loss: 0.0311731 | Time: 2074.02 ms
[2022-03-01 10:03:25	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031136 | val_loss: 0.031174 | Time: 2571.63 ms
[2022-03-01 10:03:27	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311323 | val_loss: 0.0311716 | Time: 2216.71 ms
[2022-03-01 10:03:30	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031126 | val_loss: 0.0311702 | Time: 2902.78 ms
[2022-03-01 10:03:32	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311254 | val_loss: 0.0311688 | Time: 2316.65 ms
[2022-03-01 10:03:35	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311243 | val_loss: 0.0311748 | Time: 2388.93 ms
[2022-03-01 10:03:37	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311254 | val_loss: 0.031183 | Time: 2159.27 ms
[2022-03-01 10:03:39	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311239 | val_loss: 0.0311772 | Time: 2361.56 ms
[2022-03-01 10:03:41	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311277 | val_loss: 0.0311781 | Time: 2288.12 ms
[2022-03-01 10:03:44	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311288 | val_loss: 0.03117 | Time: 2234.43 ms
[2022-03-01 10:03:46	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311241 | val_loss: 0.0311735 | Time: 2556.53 ms
[2022-03-01 10:03:48	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311238 | val_loss: 0.0311721 | Time: 2140.51 ms
[2022-03-01 10:03:51	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311193 | val_loss: 0.0311809 | Time: 2918.15 ms
[2022-03-01 10:04:04	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311203 | val_loss: 0.0311807 | Time: 12266.5 ms
[2022-03-01 10:04:06	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311181 | val_loss: 0.031181 | Time: 2668.63 ms
[2022-03-01 10:04:08	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.03112 | val_loss: 0.0311707 | Time: 2237.68 ms
[2022-03-01 10:04:11	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311189 | val_loss: 0.0311713 | Time: 2627.05 ms
[2022-03-01 10:04:13	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311217 | val_loss: 0.0311767 | Time: 2240.86 ms
[2022-03-01 10:04:16	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311191 | val_loss: 0.0311818 | Time: 2696.25 ms
[2022-03-01 10:04:18	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311213 | val_loss: 0.0311838 | Time: 2227.15 ms
[2022-03-01 10:04:21	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311208 | val_loss: 0.031175 | Time: 2525.82 ms
[2022-03-01 10:04:23	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311216 | val_loss: 0.0311728 | Time: 2253.28 ms
[2022-03-01 10:04:26	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311208 | val_loss: 0.0311783 | Time: 2556.14 ms
[2022-03-01 10:04:28	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031122 | val_loss: 0.031179 | Time: 2034.08 ms
[2022-03-01 10:04:30	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311241 | val_loss: 0.0311809 | Time: 2415.67 ms
[2022-03-01 10:04:32	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311177 | val_loss: 0.0311773 | Time: 2070.36 ms
[2022-03-01 10:04:35	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311175 | val_loss: 0.0311785 | Time: 2422.07 ms
[2022-03-01 10:04:37	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311147 | val_loss: 0.0311773 | Time: 2485.23 ms
[2022-03-01 10:04:39	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311155 | val_loss: 0.0311833 | Time: 2384.46 ms
[2022-03-01 10:04:42	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311181 | val_loss: 0.0311765 | Time: 2431.94 ms
[2022-03-01 10:04:44	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311189 | val_loss: 0.0311709 | Time: 2405.23 ms
[2022-03-01 10:04:47	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311182 | val_loss: 0.031177 | Time: 2353.48 ms
[2022-03-01 10:04:49	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.03112 | val_loss: 0.0311733 | Time: 2228.54 ms
[2022-03-01 10:04:51	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311195 | val_loss: 0.031176 | Time: 2382.93 ms
[2022-03-01 10:04:53	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311164 | val_loss: 0.0311813 | Time: 2133.02 ms
[2022-03-01 10:04:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311175 | val_loss: 0.0311883 | Time: 2832.8 ms
[2022-03-01 10:04:58	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311169 | val_loss: 0.0311774 | Time: 1968.13 ms
[2022-03-01 10:05:01	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311182 | val_loss: 0.0311855 | Time: 2522.47 ms
[2022-03-01 10:05:03	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311201 | val_loss: 0.0311938 | Time: 2179.68 ms
[2022-03-01 10:05:05	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311228 | val_loss: 0.0312015 | Time: 2481 ms
[2022-03-01 10:05:08	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031119 | val_loss: 0.0311758 | Time: 2233.45 ms
[2022-03-01 10:05:11	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311185 | val_loss: 0.0311743 | Time: 2893.42 ms
[2022-03-01 10:05:13	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311189 | val_loss: 0.0311732 | Time: 2336.05 ms
[2022-03-01 10:05:15	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311168 | val_loss: 0.0311772 | Time: 2567.29 ms
[2022-03-01 10:05:17	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311229 | val_loss: 0.0311776 | Time: 2037.18 ms
[2022-03-01 10:05:20	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311239 | val_loss: 0.0311754 | Time: 2774.04 ms
[2022-03-01 10:05:23	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311198 | val_loss: 0.0311748 | Time: 2392.67 ms
[2022-03-01 10:05:26	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311186 | val_loss: 0.0311744 | Time: 2901.48 ms
[2022-03-01 10:05:28	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311182 | val_loss: 0.0311779 | Time: 2397.81 ms
[2022-03-01 10:05:31	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311151 | val_loss: 0.0311774 | Time: 2856.02 ms
[2022-03-01 10:05:33	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311146 | val_loss: 0.031178 | Time: 2246.43 ms
[2022-03-01 10:05:36	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311161 | val_loss: 0.0311737 | Time: 2530.86 ms
[2022-03-01 10:05:38	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311145 | val_loss: 0.0311814 | Time: 2222.7 ms
[2022-03-01 10:05:40	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311141 | val_loss: 0.0311795 | Time: 2409.62 ms
[2022-03-01 10:05:43	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311144 | val_loss: 0.0311746 | Time: 2564.82 ms
[2022-03-01 10:05:46	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311149 | val_loss: 0.0311858 | Time: 3431.27 ms
[2022-03-01 10:05:48	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.031119 | val_loss: 0.031178 | Time: 2133.32 ms
[2022-03-01 10:05:51	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311266 | val_loss: 0.0311801 | Time: 2372.14 ms
[2022-03-01 10:05:53	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311216 | val_loss: 0.0311778 | Time: 1949.79 ms
[2022-03-01 10:05:55	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311199 | val_loss: 0.0311753 | Time: 2612.14 ms
[2022-03-01 10:05:57	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031118 | val_loss: 0.031182 | Time: 2083.81 ms
[2022-03-01 10:06:00	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311166 | val_loss: 0.0311854 | Time: 2684.22 ms
[2022-03-01 10:06:02	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311274 | val_loss: 0.03118 | Time: 2091.24 ms
[2022-03-01 10:06:04	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311206 | val_loss: 0.0311825 | Time: 2235.37 ms
[2022-03-01 10:06:07	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311352 | val_loss: 0.0311807 | Time: 2318.21 ms
[2022-03-01 10:06:09	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311469 | val_loss: 0.0311708 | Time: 2173.78 ms
[2022-03-01 10:06:11	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.03114 | val_loss: 0.031167 | Time: 2512.34 ms
[2022-03-01 10:06:14	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311345 | val_loss: 0.0311737 | Time: 2053.65 ms
[2022-03-01 10:06:16	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311346 | val_loss: 0.0311677 | Time: 2427.43 ms
[2022-03-01 10:06:18	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311316 | val_loss: 0.0311816 | Time: 2015.38 ms
[2022-03-01 10:06:20	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.03113 | val_loss: 0.0311727 | Time: 2435.87 ms
[2022-03-01 10:06:22	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.031132 | val_loss: 0.0311772 | Time: 2063.24 ms
[2022-03-01 10:06:25	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311253 | val_loss: 0.0311832 | Time: 2677.43 ms
[2022-03-01 10:06:27	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311235 | val_loss: 0.0311804 | Time: 2166.21 ms
[2022-03-01 10:06:30	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311228 | val_loss: 0.0311769 | Time: 2443.11 ms
[2022-03-01 10:06:32	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311239 | val_loss: 0.0311728 | Time: 2242.5 ms
[2022-03-01 10:06:34	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311234 | val_loss: 0.0311767 | Time: 2245.43 ms
[2022-03-01 10:06:37	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311203 | val_loss: 0.0311794 | Time: 2461.9 ms
[2022-03-01 10:06:39	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311211 | val_loss: 0.0311799 | Time: 2154.37 ms
[2022-03-01 10:06:41	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311201 | val_loss: 0.031193 | Time: 2439.63 ms
[2022-03-01 10:06:44	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.031119 | val_loss: 0.0311695 | Time: 2226.65 ms
[2022-03-01 10:06:46	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311213 | val_loss: 0.0311816 | Time: 2501.62 ms
[2022-03-01 10:06:48	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311247 | val_loss: 0.0311811 | Time: 2138.71 ms
[2022-03-01 10:06:51	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311182 | val_loss: 0.0311786 | Time: 2595.5 ms
[2022-03-01 10:06:53	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311176 | val_loss: 0.031179 | Time: 2296.9 ms
[2022-03-01 10:06:56	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311175 | val_loss: 0.0311806 | Time: 2564.2 ms
[2022-03-01 10:06:58	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311162 | val_loss: 0.0311734 | Time: 2149.27 ms
[2022-03-01 10:07:00	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311168 | val_loss: 0.0311906 | Time: 2649.91 ms
[2022-03-01 10:07:03	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311245 | val_loss: 0.0311837 | Time: 2095.73 ms
[2022-03-01 10:07:05	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311367 | val_loss: 0.0311713 | Time: 2430.5 ms
[2022-03-01 10:07:07	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311255 | val_loss: 0.031173 | Time: 2245.42 ms
[2022-03-01 10:07:09	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311175 | val_loss: 0.0311768 | Time: 2192.16 ms
[2022-03-01 10:07:12	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311175 | val_loss: 0.0311809 | Time: 2376.46 ms
[2022-03-01 10:07:14	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311163 | val_loss: 0.0311957 | Time: 2234.53 ms
[2022-03-01 10:07:17	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311156 | val_loss: 0.0311998 | Time: 2587.61 ms
[2022-03-01 10:07:19	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031115 | val_loss: 0.0311839 | Time: 2225.99 ms
[2022-03-01 10:07:21	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311138 | val_loss: 0.0311878 | Time: 2535.96 ms
[2022-03-01 10:07:24	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311129 | val_loss: 0.0311921 | Time: 2118.58 ms
[2022-03-01 10:07:26	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311183 | val_loss: 0.0311861 | Time: 2444.75 ms
[2022-03-01 10:07:28	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311137 | val_loss: 0.0312006 | Time: 2070.72 ms
[2022-03-01 10:07:30	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311111 | val_loss: 0.0311858 | Time: 2284.22 ms
[2022-03-01 10:07:33	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311111 | val_loss: 0.0311787 | Time: 2362.35 ms
[2022-03-01 10:07:35	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311231 | val_loss: 0.0311797 | Time: 2709.96 ms
[2022-03-01 10:07:38	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311341 | val_loss: 0.0311759 | Time: 2270.15 ms
[2022-03-01 10:07:41	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311291 | val_loss: 0.0311818 | Time: 3141.45 ms
[2022-03-01 10:07:43	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311264 | val_loss: 0.0311841 | Time: 2121.94 ms
[2022-03-01 10:07:46	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311227 | val_loss: 0.0311879 | Time: 2711.63 ms
[2022-03-01 10:07:48	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311179 | val_loss: 0.031179 | Time: 2171.17 ms
[2022-03-01 10:07:51	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311139 | val_loss: 0.0311836 | Time: 2715.34 ms
[2022-03-01 10:07:53	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311104 | val_loss: 0.0311909 | Time: 2159.31 ms
[2022-03-01 10:07:55	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311112 | val_loss: 0.0311934 | Time: 2615.64 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050)
[2022-03-02 10:25:05	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-02 10:25:05	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-02 10:25:05	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-02 10:25:05	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-02 10:25:05	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-02 10:25:05	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-02 10:25:05	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2022-03-02 10:25:05	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-02 10:25:05	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-02 10:25:05	                main:474]	:	INFO	:	Configuration: 
[2022-03-02 10:25:05	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-02 10:25:05	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-02 10:25:05	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-02 10:25:05	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-02 10:25:05	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-02 10:25:05	                main:480]	:	INFO	:	    Patience: 10
[2022-03-02 10:25:05	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-02 10:25:05	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-02 10:25:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-02 10:25:05	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-02 10:25:05	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-02 10:25:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-02 10:25:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-02 10:25:08	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-02 10:25:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-02 10:25:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-02 10:25:08	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-02 10:25:08	                main:494]	:	INFO	:	Creating Model
[2022-03-02 10:25:08	                main:507]	:	INFO	:	Preparing config file
[2022-03-02 10:25:08	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-02 10:25:08	                main:512]	:	INFO	:	Loading config
[2022-03-02 10:25:08	                main:514]	:	INFO	:	Loading state
[2022-03-02 10:25:10	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-02 10:25:10	                main:562]	:	INFO	:	Starting Training
[2022-03-02 10:25:13	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312264 | val_loss: 0.0312036 | Time: 3140.7 ms
[2022-03-02 10:25:15	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311278 | val_loss: 0.0311885 | Time: 2075.67 ms
[2022-03-02 10:25:18	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311183 | val_loss: 0.0311997 | Time: 2405.95 ms
[2022-03-02 10:25:20	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311142 | val_loss: 0.0311977 | Time: 2099.16 ms
[2022-03-02 10:25:32	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311104 | val_loss: 0.0311892 | Time: 12503.6 ms
[2022-03-02 10:25:34	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311096 | val_loss: 0.0312081 | Time: 2035.32 ms
[2022-03-02 10:25:37	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311104 | val_loss: 0.0311986 | Time: 2446.51 ms
[2022-03-02 10:25:39	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311099 | val_loss: 0.0312168 | Time: 2031 ms
[2022-03-02 10:25:41	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311131 | val_loss: 0.0311888 | Time: 2540.77 ms
[2022-03-02 10:25:43	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311179 | val_loss: 0.031193 | Time: 2088.74 ms
[2022-03-02 10:25:46	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311141 | val_loss: 0.0311876 | Time: 2205.53 ms
[2022-03-02 10:25:48	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311095 | val_loss: 0.0312035 | Time: 2294.78 ms
[2022-03-02 10:25:50	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311089 | val_loss: 0.0311873 | Time: 2149.05 ms
[2022-03-02 10:25:52	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.031108 | val_loss: 0.0311998 | Time: 2223.04 ms
[2022-03-02 10:25:54	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.031107 | val_loss: 0.0311958 | Time: 1960.32 ms
[2022-03-02 10:25:57	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311076 | val_loss: 0.0311911 | Time: 2433.38 ms
[2022-03-02 10:25:59	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311082 | val_loss: 0.0311888 | Time: 2054.74 ms
[2022-03-02 10:26:01	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311075 | val_loss: 0.0311965 | Time: 2451.25 ms
[2022-03-02 10:26:03	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311116 | val_loss: 0.0311837 | Time: 2206.77 ms
[2022-03-02 10:26:06	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.031111 | val_loss: 0.0311923 | Time: 2488.85 ms
[2022-03-02 10:26:08	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311112 | val_loss: 0.0311834 | Time: 2254 ms
[2022-03-02 10:26:10	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311145 | val_loss: 0.0311791 | Time: 2224.71 ms
[2022-03-02 10:26:13	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311129 | val_loss: 0.0311807 | Time: 2256.65 ms
[2022-03-02 10:26:15	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311162 | val_loss: 0.0311833 | Time: 2104.67 ms
[2022-03-02 10:26:17	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311154 | val_loss: 0.0311832 | Time: 2418.55 ms
[2022-03-02 10:26:19	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311113 | val_loss: 0.031184 | Time: 1962.66 ms
[2022-03-02 10:26:22	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031111 | val_loss: 0.0311922 | Time: 2462.54 ms
[2022-03-02 10:26:24	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311088 | val_loss: 0.031192 | Time: 2112.47 ms
[2022-03-02 10:26:26	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311063 | val_loss: 0.0311953 | Time: 2373.59 ms
[2022-03-02 10:26:28	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311067 | val_loss: 0.0311789 | Time: 2234.77 ms
[2022-03-02 10:26:31	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311086 | val_loss: 0.031202 | Time: 2352.47 ms
[2022-03-02 10:26:33	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311113 | val_loss: 0.0311843 | Time: 2501.27 ms
[2022-03-02 10:26:35	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311128 | val_loss: 0.0312008 | Time: 2034.71 ms
[2022-03-02 10:26:38	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031109 | val_loss: 0.0311931 | Time: 2340.01 ms
[2022-03-02 10:26:40	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311074 | val_loss: 0.0311899 | Time: 2272.67 ms
[2022-03-02 10:26:42	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311232 | val_loss: 0.031179 | Time: 2536.84 ms
[2022-03-02 10:26:44	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311346 | val_loss: 0.0311756 | Time: 2083.51 ms
[2022-03-02 10:26:47	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311292 | val_loss: 0.0311711 | Time: 2344.68 ms
[2022-03-02 10:26:49	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311236 | val_loss: 0.0311815 | Time: 2061.41 ms
[2022-03-02 10:26:51	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311208 | val_loss: 0.0311813 | Time: 2576.36 ms
[2022-03-02 10:26:54	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311163 | val_loss: 0.0311821 | Time: 2164.79 ms
[2022-03-02 10:26:56	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311139 | val_loss: 0.031177 | Time: 2274.1 ms
[2022-03-02 10:26:58	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311135 | val_loss: 0.0311918 | Time: 2446.56 ms
[2022-03-02 10:27:00	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311101 | val_loss: 0.0311949 | Time: 2111.99 ms
[2022-03-02 10:27:03	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311142 | val_loss: 0.0311855 | Time: 2212.23 ms
[2022-03-02 10:27:05	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311112 | val_loss: 0.0311944 | Time: 1960.35 ms
[2022-03-02 10:27:07	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311078 | val_loss: 0.0311881 | Time: 2730.88 ms
[2022-03-02 10:27:09	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031107 | val_loss: 0.0311866 | Time: 2004.99 ms
[2022-03-02 10:27:12	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311033 | val_loss: 0.0311884 | Time: 2487.95 ms
[2022-03-02 10:27:14	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311039 | val_loss: 0.0311971 | Time: 2123.7 ms
[2022-03-02 10:27:16	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311065 | val_loss: 0.0311894 | Time: 2430.92 ms
[2022-03-02 10:27:19	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311082 | val_loss: 0.0311999 | Time: 2235.44 ms
[2022-03-02 10:27:21	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311062 | val_loss: 0.0311977 | Time: 2226.81 ms
[2022-03-02 10:27:23	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311105 | val_loss: 0.0311911 | Time: 2321.11 ms
[2022-03-02 10:27:25	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031109 | val_loss: 0.0311959 | Time: 2160.41 ms
[2022-03-02 10:27:28	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311127 | val_loss: 0.0311915 | Time: 2369.87 ms
[2022-03-02 10:27:30	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311074 | val_loss: 0.031197 | Time: 2123.5 ms
[2022-03-02 10:27:32	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311085 | val_loss: 0.0311912 | Time: 2287.84 ms
[2022-03-02 10:27:34	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311081 | val_loss: 0.0311847 | Time: 2045.11 ms
[2022-03-02 10:27:37	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311216 | val_loss: 0.0311856 | Time: 2479.89 ms
[2022-03-02 10:27:39	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311239 | val_loss: 0.0311784 | Time: 2021.36 ms
[2022-03-02 10:27:41	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311136 | val_loss: 0.0311885 | Time: 2303.7 ms
[2022-03-02 10:27:41	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311885
[2022-03-02 10:27:41	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-02 10:27:41	                main:608]	:	INFO	:	Success, exiting..
10:27:41 (15252): 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)