Task 8445401

Name ParityModified-1634615534-12740-3_0
Workunit 5950192
Created 27 Oct 2021, 11:21:47 UTC
Sent 30 Oct 2021, 8:01:14 UTC
Report deadline 6 Nov 2021, 8:01:14 UTC
Received 6 Nov 2021, 3:11:47 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 157
Run time 11 hours 56 min 12 sec
CPU time 7 hours 5 min 42 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,473.99 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
11469 | Time: 17729.1 ms
[2021-11-05 19:49:15	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311278 | val_loss: 0.0311437 | Time: 17908.9 ms
[2021-11-05 19:49:33	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311276 | val_loss: 0.0311439 | Time: 18691.1 ms
[2021-11-05 19:49:50	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311283 | val_loss: 0.031145 | Time: 17017.1 ms
[2021-11-05 19:50:08	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311282 | val_loss: 0.0311461 | Time: 17977 ms
[2021-11-05 19:50:26	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311275 | val_loss: 0.0311435 | Time: 17004.5 ms
[2021-11-05 19:50:42	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031129 | val_loss: 0.0311454 | Time: 16674.8 ms
[2021-11-05 19:50:59	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.031129 | val_loss: 0.0311436 | Time: 16522.4 ms
[2021-11-05 19:51:17	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311287 | val_loss: 0.0311442 | Time: 17771.2 ms
[2021-11-05 19:51:33	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311289 | val_loss: 0.031142 | Time: 16713.2 ms
[2021-11-05 19:51:52	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311285 | val_loss: 0.0311437 | Time: 18127.7 ms
[2021-11-05 19:52:08	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.031127 | val_loss: 0.0311465 | Time: 15909.2 ms
[2021-11-05 19:52:24	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311282 | val_loss: 0.0311442 | Time: 16693.7 ms
[2021-11-05 19:52:42	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311283 | val_loss: 0.0311443 | Time: 17424.9 ms
[2021-11-05 19:52:58	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311284 | val_loss: 0.0311431 | Time: 16492.3 ms
[2021-11-05 19:53:16	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311308 | val_loss: 0.031142 | Time: 17498.8 ms
[2021-11-05 19:53:33	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311298 | val_loss: 0.0311429 | Time: 16666.4 ms
[2021-11-05 19:53:50	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311265 | val_loss: 0.0311449 | Time: 16854 ms
[2021-11-05 19:54:06	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311274 | val_loss: 0.0311444 | Time: 16507.7 ms
[2021-11-05 19:54:24	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.031127 | val_loss: 0.031147 | Time: 17407.7 ms
[2021-11-05 19:54:40	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311257 | val_loss: 0.0311444 | Time: 16209.1 ms
[2021-11-05 19:55:01	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311257 | val_loss: 0.0311441 | Time: 21595 ms
[2021-11-05 19:55:19	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311259 | val_loss: 0.0311444 | Time: 17461.7 ms
[2021-11-05 19:55:36	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311262 | val_loss: 0.0311447 | Time: 17363.6 ms
[2021-11-05 19:55:53	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311278 | val_loss: 0.0311457 | Time: 16530.6 ms
[2021-11-05 19:56:10	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311263 | val_loss: 0.0311445 | Time: 17377.4 ms
[2021-11-05 19:56:27	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311254 | val_loss: 0.0311478 | Time: 16883.3 ms
[2021-11-05 19:56:44	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311271 | val_loss: 0.0311447 | Time: 16627 ms
[2021-11-05 19:57:02	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311255 | val_loss: 0.0311463 | Time: 17480.1 ms
[2021-11-05 19:57:19	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311266 | val_loss: 0.0311431 | Time: 17171.9 ms
[2021-11-05 19:57:37	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311264 | val_loss: 0.0311465 | Time: 18604 ms
[2021-11-05 19:57:54	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311282 | val_loss: 0.0311464 | Time: 16331.6 ms
[2021-11-05 19:58:11	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311272 | val_loss: 0.0311465 | Time: 17281 ms
[2021-11-05 19:58:28	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.031128 | val_loss: 0.031146 | Time: 16921.8 ms
[2021-11-05 19:58:45	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311296 | val_loss: 0.031144 | Time: 16961.7 ms
[2021-11-05 19:59:01	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311308 | val_loss: 0.0311449 | Time: 16159.8 ms
[2021-11-05 19:59:19	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311312 | val_loss: 0.0311441 | Time: 17388.2 ms
[2021-11-05 19:59:35	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311286 | val_loss: 0.031146 | Time: 15968.6 ms
[2021-11-05 19:59:53	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311292 | val_loss: 0.0311445 | Time: 17776.7 ms
[2021-11-05 20:00:09	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311295 | val_loss: 0.0311461 | Time: 16343.6 ms
[2021-11-05 20:00:26	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311315 | val_loss: 0.0311463 | Time: 17151.2 ms
[2021-11-05 20:00:44	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311318 | val_loss: 0.0311456 | Time: 17612.7 ms
[2021-11-05 20:01:02	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311308 | val_loss: 0.0311503 | Time: 18016.5 ms
[2021-11-05 20:01:19	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311351 | val_loss: 0.0311475 | Time: 16904.3 ms
[2021-11-05 20:01:36	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311349 | val_loss: 0.0311476 | Time: 17283.7 ms
[2021-11-05 20:01:54	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311314 | val_loss: 0.0311453 | Time: 17988.6 ms
[2021-11-05 20:02:12	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311326 | val_loss: 0.0311455 | Time: 17360.5 ms
[2021-11-05 20:02:30	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311316 | val_loss: 0.0311493 | Time: 18001.4 ms
[2021-11-05 20:02:47	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311311 | val_loss: 0.0311487 | Time: 17026.3 ms
[2021-11-05 20:03:04	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311341 | val_loss: 0.0311497 | Time: 17165.2 ms
[2021-11-05 20:03:21	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311313 | val_loss: 0.0311491 | Time: 17047.9 ms
[2021-11-05 20:03:38	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311314 | val_loss: 0.0311469 | Time: 17121.8 ms
[2021-11-05 20:04:03	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311342 | val_loss: 0.031148 | Time: 24606.1 ms
[2021-11-05 20:04:22	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311358 | val_loss: 0.0311579 | Time: 18585.3 ms
[2021-11-05 20:04:39	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311373 | val_loss: 0.0311479 | Time: 17435 ms
[2021-11-05 20:04:56	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031138 | val_loss: 0.0311501 | Time: 17012.6 ms
[2021-11-05 20:05:13	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311341 | val_loss: 0.0311479 | Time: 16649.8 ms
[2021-11-05 20:05:30	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311307 | val_loss: 0.0311489 | Time: 17199 ms
[2021-11-05 20:05:47	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311306 | val_loss: 0.0311471 | Time: 16712.5 ms
[2021-11-05 20:06:04	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311304 | val_loss: 0.0311486 | Time: 17236.7 ms
[2021-11-05 20:06:20	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311293 | val_loss: 0.0311498 | Time: 16027.2 ms
[2021-11-05 20:06:37	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311292 | val_loss: 0.0311475 | Time: 16089.4 ms
[2021-11-05 20:06:54	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311307 | val_loss: 0.0311488 | Time: 17226.3 ms
[2021-11-05 20:07:11	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031134 | val_loss: 0.0311479 | Time: 17426.3 ms
[2021-11-05 20:07:27	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311324 | val_loss: 0.0311471 | Time: 15749.6 ms
[2021-11-05 20:07:44	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311322 | val_loss: 0.0311461 | Time: 16784.7 ms
[2021-11-05 20:08:01	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311332 | val_loss: 0.0311471 | Time: 17207 ms
[2021-11-05 20:08:18	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031134 | val_loss: 0.0311481 | Time: 16777.6 ms
[2021-11-05 20:08:35	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311341 | val_loss: 0.0311491 | Time: 16911.3 ms
[2021-11-05 20:08:52	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311379 | val_loss: 0.0311472 | Time: 16981.1 ms
[2021-11-05 20:09:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311395 | val_loss: 0.0311523 | Time: 17054.3 ms
[2021-11-05 20:09:25	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311375 | val_loss: 0.0311484 | Time: 15983.2 ms
[2021-11-05 20:09:43	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311346 | val_loss: 0.0311466 | Time: 17202 ms
[2021-11-05 20:10:00	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311356 | val_loss: 0.0311478 | Time: 17072.8 ms
[2021-11-05 20:10:16	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311348 | val_loss: 0.0311456 | Time: 16501.4 ms
[2021-11-05 20:10:33	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311355 | val_loss: 0.0311442 | Time: 16773.9 ms
[2021-11-05 20:10:50	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311359 | val_loss: 0.0311482 | Time: 16677.2 ms
[2021-11-05 20:11:06	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.031133 | val_loss: 0.0311438 | Time: 16590.4 ms
[2021-11-05 20:11:22	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311334 | val_loss: 0.0311456 | Time: 15030.8 ms
[2021-11-05 20:11:39	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031132 | val_loss: 0.0311438 | Time: 17038.2 ms
[2021-11-05 20:11:56	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.031134 | val_loss: 0.0311462 | Time: 16991.7 ms
[2021-11-05 20:12:13	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311321 | val_loss: 0.0311471 | Time: 16984.8 ms
[2021-11-05 20:12:29	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.031132 | val_loss: 0.0311494 | Time: 16625.8 ms
[2021-11-05 20:12:46	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311317 | val_loss: 0.0311461 | Time: 16890.8 ms
[2021-11-05 20:13:03	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311302 | val_loss: 0.0311452 | Time: 16266.3 ms
[2021-11-05 20:13:19	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311321 | val_loss: 0.0311485 | Time: 16364.6 ms
[2021-11-05 20:13:36	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311332 | val_loss: 0.0311462 | Time: 16731.4 ms
[2021-11-05 20:13:53	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311345 | val_loss: 0.0311526 | Time: 16909.7 ms
[2021-11-05 20:14:10	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311363 | val_loss: 0.0311509 | Time: 17441.2 ms
[2021-11-05 20:14:26	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311349 | val_loss: 0.0311471 | Time: 15481.7 ms
[2021-11-05 20:14:42	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311345 | val_loss: 0.0311501 | Time: 16336.9 ms
[2021-11-05 20:14:59	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311349 | val_loss: 0.0311498 | Time: 16225.9 ms
[2021-11-05 20:15:15	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031141 | val_loss: 0.0311521 | Time: 16366.2 ms
[2021-11-05 20:15:32	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311422 | val_loss: 0.0311525 | Time: 17090.4 ms
[2021-11-05 20:15:48	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311425 | val_loss: 0.03115 | Time: 15716.3 ms
[2021-11-05 20:16:05	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311401 | val_loss: 0.0311504 | Time: 17185.4 ms
[2021-11-05 20:16:21	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311389 | val_loss: 0.0311507 | Time: 16028.5 ms
[2021-11-05 20:16:37	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311421 | val_loss: 0.0311483 | Time: 15919.5 ms
[2021-11-05 20:16:54	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311431 | val_loss: 0.0311499 | Time: 17006.9 ms
[2021-11-05 20:17:11	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311399 | val_loss: 0.0311452 | Time: 16653 ms
[2021-11-05 20:17:28	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031144 | val_loss: 0.0311469 | Time: 16523.5 ms
[2021-11-05 20:17:44	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.031142 | val_loss: 0.0311447 | Time: 16408.1 ms
[2021-11-05 20:18:00	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311389 | val_loss: 0.0311457 | Time: 15565.8 ms
[2021-11-05 20:18:16	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311376 | val_loss: 0.0311484 | Time: 16493.8 ms
[2021-11-05 20:18:33	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311382 | val_loss: 0.0311468 | Time: 16586.1 ms
[2021-11-05 20:18:49	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311381 | val_loss: 0.0311477 | Time: 16505.7 ms
[2021-11-05 20:19:07	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311384 | val_loss: 0.0311453 | Time: 17003 ms
[2021-11-05 20:19:24	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311366 | val_loss: 0.0311473 | Time: 17215.9 ms
[2021-11-05 20:19:41	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311365 | val_loss: 0.0311479 | Time: 16749.7 ms
[2021-11-05 20:19:57	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311405 | val_loss: 0.031152 | Time: 16051.5 ms
[2021-11-05 20:20:13	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031137 | val_loss: 0.0311508 | Time: 16248.1 ms
[2021-11-05 20:20:30	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311408 | val_loss: 0.0311538 | Time: 16795 ms
[2021-11-05 20:20:46	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311392 | val_loss: 0.0311487 | Time: 16333.4 ms
[2021-11-05 20:21:04	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311383 | val_loss: 0.0311512 | Time: 17318.3 ms
[2021-11-05 20:21:19	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031138 | val_loss: 0.0311489 | Time: 15838.8 ms
[2021-11-05 20:21:36	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311353 | val_loss: 0.0311481 | Time: 16888.7 ms
[2021-11-05 20:21:53	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311378 | val_loss: 0.0311494 | Time: 16125.1 ms
[2021-11-05 20:22:09	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311398 | val_loss: 0.0311473 | Time: 16779.6 ms
[2021-11-05 20:22:26	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311401 | val_loss: 0.0311545 | Time: 16769.4 ms
[2021-11-05 20:22:42	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311392 | val_loss: 0.0311477 | Time: 15886.1 ms
[2021-11-05 20:22:59	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311365 | val_loss: 0.0311476 | Time: 16662.4 ms
[2021-11-05 20:23:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311357 | val_loss: 0.0311503 | Time: 16397 ms
[2021-11-05 20:23:32	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311348 | val_loss: 0.031153 | Time: 16530.2 ms
[2021-11-05 20:23:48	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311345 | val_loss: 0.0311469 | Time: 16468.2 ms
[2021-11-05 20:24:06	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311325 | val_loss: 0.0311486 | Time: 17756.4 ms
[2021-11-05 20:24:22	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.031133 | val_loss: 0.0311479 | Time: 15645.1 ms
[2021-11-05 20:24:39	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311332 | val_loss: 0.0311454 | Time: 16680.7 ms
[2021-11-05 20:24:55	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311331 | val_loss: 0.0311445 | Time: 15981.2 ms
[2021-11-05 20:25:11	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311344 | val_loss: 0.0311467 | Time: 16617.8 ms
[2021-11-05 20:25:28	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311336 | val_loss: 0.0311452 | Time: 16117 ms
[2021-11-05 20:25:44	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311348 | val_loss: 0.0311472 | Time: 16262.7 ms
[2021-11-05 20:26:01	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311342 | val_loss: 0.0311453 | Time: 16565.7 ms
[2021-11-05 20:26:17	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311334 | val_loss: 0.0311518 | Time: 16333.4 ms
[2021-11-05 20:26:34	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311379 | val_loss: 0.031146 | Time: 16853.4 ms
[2021-11-05 20:26:50	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031135 | val_loss: 0.0311487 | Time: 16356.6 ms
[2021-11-05 20:27:06	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311332 | val_loss: 0.0311484 | Time: 16113 ms
[2021-11-05 20:27:23	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311341 | val_loss: 0.0311451 | Time: 16720.5 ms
[2021-11-05 20:27:39	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311333 | val_loss: 0.0311445 | Time: 16049.2 ms
[2021-11-05 20:27:56	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311336 | val_loss: 0.0311451 | Time: 16938 ms
[2021-11-05 20:28:13	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031133 | val_loss: 0.031145 | Time: 16212.5 ms
[2021-11-05 20:28:29	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311313 | val_loss: 0.0311442 | Time: 16270.1 ms
[2021-11-05 20:28:45	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311303 | val_loss: 0.0311447 | Time: 16309.4 ms
[2021-11-05 20:29:02	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311312 | val_loss: 0.031145 | Time: 16478.1 ms
[2021-11-05 20:29:19	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311301 | val_loss: 0.0311469 | Time: 16814.5 ms
[2021-11-05 20:29:34	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311299 | val_loss: 0.0311462 | Time: 15794.6 ms
[2021-11-05 20:29:51	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311303 | val_loss: 0.0311451 | Time: 16503.1 ms
[2021-11-05 20:30:11	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311301 | val_loss: 0.0311463 | Time: 19723.9 ms
[2021-11-05 20:30:27	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311298 | val_loss: 0.0311432 | Time: 15947.1 ms
[2021-11-05 20:30:44	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311303 | val_loss: 0.0311481 | Time: 16655.9 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-05 20:30:51	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-05 20:30:51	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-05 20:30:51	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-05 20:30:51	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-05 20:30:51	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3_0_r561362476_1 (exists = 1)
[2021-11-05 20:30:51	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3_0_r561362476_0 (exists = 0)
[2021-11-05 20:30:51	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3 (exists = 1)
[2021-11-05 20:30:51	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-05 20:30:51	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-05 20:30:51	                main:474]	:	INFO	:	Configuration: 
[2021-11-05 20:30:51	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-05 20:30:51	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-05 20:30:52	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-05 20:30:52	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-05 20:30:52	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-05 20:30:52	                main:480]	:	INFO	:	    Patience: 10
[2021-11-05 20:30:52	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-05 20:30:52	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-05 20:30:52	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-05 20:30:52	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-05 20:30:52	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-05 20:30:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 20:30:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 20:30:56	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-05 20:30:57	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 20:30:57	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 20:30:57	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-05 20:30:57	                main:494]	:	INFO	:	Creating Model
[2021-11-05 20:30:57	                main:507]	:	INFO	:	Preparing config file
[2021-11-05 20:30:57	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-05 20:30:57	                main:512]	:	INFO	:	Loading config
[2021-11-05 20:30:57	                main:514]	:	INFO	:	Loading state
[2021-11-05 20:30:59	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-05 20:30:59	                main:562]	:	INFO	:	Starting Training
[2021-11-05 20:31:13	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031164 | val_loss: 0.0311548 | Time: 14351.7 ms
[2021-11-05 20:31:28	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311364 | val_loss: 0.031147 | Time: 14378.9 ms
[2021-11-05 20:31:43	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311339 | val_loss: 0.031149 | Time: 15700.8 ms
[2021-11-05 20:31:57	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311326 | val_loss: 0.0311443 | Time: 13486.9 ms
[2021-11-05 20:32:10	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311317 | val_loss: 0.0311456 | Time: 13514.9 ms
[2021-11-05 20:32:24	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311313 | val_loss: 0.031149 | Time: 13593.2 ms
[2021-11-05 20:32:37	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311314 | val_loss: 0.0311472 | Time: 13315 ms
[2021-11-05 20:32:51	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311346 | val_loss: 0.0311477 | Time: 13753.6 ms
[2021-11-05 20:33:05	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311361 | val_loss: 0.0311495 | Time: 13405.7 ms
[2021-11-05 20:33:18	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031134 | val_loss: 0.031149 | Time: 13046.1 ms
[2021-11-05 20:33:32	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311308 | val_loss: 0.0311494 | Time: 13619.6 ms
[2021-11-05 20:33:45	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311318 | val_loss: 0.0311459 | Time: 13215.4 ms
[2021-11-05 20:33:59	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311331 | val_loss: 0.0311442 | Time: 13734.8 ms
[2021-11-05 20:34:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311319 | val_loss: 0.031147 | Time: 13834.7 ms
[2021-11-05 20:34:26	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.031131 | val_loss: 0.0311461 | Time: 13246.2 ms
[2021-11-05 20:34:39	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311311 | val_loss: 0.0311467 | Time: 12898.5 ms
[2021-11-05 20:34:52	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311322 | val_loss: 0.0311473 | Time: 13567.8 ms
[2021-11-05 20:35:06	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311305 | val_loss: 0.0311468 | Time: 13512.2 ms
[2021-11-05 20:35:19	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311293 | val_loss: 0.0311458 | Time: 13529.2 ms
[2021-11-05 20:35:33	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311306 | val_loss: 0.0311454 | Time: 13103.3 ms
[2021-11-05 20:35:46	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311319 | val_loss: 0.0311456 | Time: 13749.8 ms
[2021-11-05 20:36:01	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311307 | val_loss: 0.0311433 | Time: 14580.2 ms
[2021-11-05 20:36:15	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311318 | val_loss: 0.0311512 | Time: 13447.3 ms
[2021-11-05 20:36:28	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311344 | val_loss: 0.0311504 | Time: 13283.7 ms
[2021-11-05 20:36:42	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311315 | val_loss: 0.0311468 | Time: 13713.5 ms
[2021-11-05 20:36:55	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031131 | val_loss: 0.0311486 | Time: 12862.9 ms
[2021-11-05 20:37:08	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311337 | val_loss: 0.0311479 | Time: 13496.7 ms
[2021-11-05 20:37:22	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311347 | val_loss: 0.0311467 | Time: 13803.7 ms
[2021-11-05 20:37:35	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.031132 | val_loss: 0.0311456 | Time: 12528.8 ms
[2021-11-05 20:37:48	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311329 | val_loss: 0.0311457 | Time: 13388.3 ms
[2021-11-05 20:38:02	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311308 | val_loss: 0.0311459 | Time: 13690.4 ms
[2021-11-05 20:38:15	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311325 | val_loss: 0.0311523 | Time: 12719.3 ms
[2021-11-05 20:38:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311309 | val_loss: 0.0311508 | Time: 13577.5 ms
[2021-11-05 20:38:43	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311305 | val_loss: 0.0311476 | Time: 14257.7 ms
[2021-11-05 20:38:55	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311274 | val_loss: 0.0311455 | Time: 12782.5 ms
[2021-11-05 20:39:10	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311274 | val_loss: 0.0311452 | Time: 14134.5 ms
[2021-11-05 20:39:23	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311312 | val_loss: 0.0311476 | Time: 13875.8 ms
[2021-11-05 20:39:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311308 | val_loss: 0.0311453 | Time: 12660.8 ms
[2021-11-05 20:39:50	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311303 | val_loss: 0.0311463 | Time: 13508.6 ms
[2021-11-05 20:40:04	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311277 | val_loss: 0.031146 | Time: 13780 ms
[2021-11-05 20:40:17	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311262 | val_loss: 0.0311455 | Time: 13428.8 ms
[2021-11-05 20:40:30	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311278 | val_loss: 0.0311487 | Time: 13117.6 ms
[2021-11-05 20:40:44	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311281 | val_loss: 0.0311525 | Time: 13885.6 ms
[2021-11-05 20:40:58	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311283 | val_loss: 0.0311475 | Time: 13437 ms
[2021-11-05 20:41:11	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311275 | val_loss: 0.0311449 | Time: 12877.1 ms
[2021-11-05 20:41:24	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311278 | val_loss: 0.0311457 | Time: 13761.7 ms
[2021-11-05 20:41:38	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311283 | val_loss: 0.0311481 | Time: 13318.7 ms
[2021-11-05 20:41:50	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311275 | val_loss: 0.0311486 | Time: 12753.1 ms
[2021-11-05 20:42:05	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311267 | val_loss: 0.031146 | Time: 14193.8 ms
[2021-11-05 20:42:18	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311268 | val_loss: 0.0311472 | Time: 13181.6 ms
[2021-11-05 20:42:31	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311265 | val_loss: 0.0311474 | Time: 12967.5 ms
[2021-11-05 20:42:45	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031128 | val_loss: 0.0311469 | Time: 14200.4 ms
[2021-11-05 20:43:02	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311254 | val_loss: 0.0311454 | Time: 16467.4 ms
[2021-11-05 20:43:15	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311265 | val_loss: 0.0311481 | Time: 12811.5 ms
[2021-11-05 20:43:28	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311279 | val_loss: 0.0311473 | Time: 13414.1 ms
[2021-11-05 20:43:42	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311259 | val_loss: 0.0311469 | Time: 14044.5 ms
[2021-11-05 20:43:55	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031125 | val_loss: 0.031147 | Time: 12383.2 ms
[2021-11-05 20:44:09	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311273 | val_loss: 0.0311464 | Time: 13831.9 ms
[2021-11-05 20:44:23	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311264 | val_loss: 0.0311463 | Time: 14204.1 ms
[2021-11-05 20:44:35	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311266 | val_loss: 0.0311472 | Time: 12619.2 ms
[2021-11-05 20:44:49	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311269 | val_loss: 0.0311466 | Time: 13347.6 ms
[2021-11-05 20:45:03	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311294 | val_loss: 0.0311458 | Time: 13979.5 ms
[2021-11-05 20:45:17	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311313 | val_loss: 0.0311448 | Time: 13682.4 ms
[2021-11-05 20:45:29	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311313 | val_loss: 0.0311472 | Time: 12425.1 ms
[2021-11-05 20:45:42	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311288 | val_loss: 0.0311446 | Time: 13314.5 ms
[2021-11-05 20:45:56	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311267 | val_loss: 0.0311476 | Time: 13506.9 ms
[2021-11-05 20:46:09	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311253 | val_loss: 0.031147 | Time: 12547.8 ms
[2021-11-05 20:46:22	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311249 | val_loss: 0.0311491 | Time: 13169.7 ms
[2021-11-05 20:46:35	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311275 | val_loss: 0.031149 | Time: 13656.4 ms
[2021-11-05 20:46:48	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031129 | val_loss: 0.0311486 | Time: 12744.3 ms
[2021-11-05 20:47:02	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311302 | val_loss: 0.0311488 | Time: 13266.1 ms
[2021-11-05 20:47:15	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311302 | val_loss: 0.0311489 | Time: 13765.7 ms
[2021-11-05 20:47:28	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311277 | val_loss: 0.0311463 | Time: 12863.3 ms
[2021-11-05 20:47:41	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311284 | val_loss: 0.0311474 | Time: 13134.8 ms
[2021-11-05 20:47:55	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311271 | val_loss: 0.0311478 | Time: 13322.3 ms
[2021-11-05 20:48:08	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311282 | val_loss: 0.031149 | Time: 12979.5 ms
[2021-11-05 20:48:21	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031137 | val_loss: 0.031152 | Time: 13360.9 ms
[2021-11-05 20:48:35	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311322 | val_loss: 0.0311484 | Time: 13560.1 ms
[2021-11-05 20:48:48	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311289 | val_loss: 0.0311505 | Time: 13340 ms
[2021-11-05 20:49:01	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311278 | val_loss: 0.0311492 | Time: 12603.5 ms
[2021-11-05 20:49:15	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311297 | val_loss: 0.031152 | Time: 14060.9 ms
[2021-11-05 20:49:28	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311283 | val_loss: 0.0311488 | Time: 13374.8 ms
[2021-11-05 20:49:41	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311266 | val_loss: 0.0311463 | Time: 12708.9 ms
[2021-11-05 20:49:55	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311277 | val_loss: 0.0311476 | Time: 13760.4 ms
[2021-11-05 20:50:08	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311264 | val_loss: 0.03115 | Time: 13394.2 ms
[2021-11-05 20:50:21	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311267 | val_loss: 0.0311485 | Time: 13030.6 ms
[2021-11-05 20:50:35	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311253 | val_loss: 0.0311476 | Time: 13123.3 ms
[2021-11-05 20:50:48	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311251 | val_loss: 0.0311471 | Time: 13453.6 ms
[2021-11-05 20:51:01	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311278 | val_loss: 0.0311474 | Time: 13069.3 ms
[2021-11-05 20:51:15	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311287 | val_loss: 0.0311467 | Time: 13161.9 ms
[2021-11-05 20:51:28	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311273 | val_loss: 0.0311505 | Time: 13602.5 ms
[2021-11-05 20:51:41	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311293 | val_loss: 0.0311482 | Time: 13174.1 ms
[2021-11-05 20:51:54	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311302 | val_loss: 0.0311463 | Time: 12572.5 ms
[2021-11-05 20:52:08	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311285 | val_loss: 0.0311467 | Time: 13905.9 ms
[2021-11-05 20:52:21	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311272 | val_loss: 0.0311463 | Time: 13238.6 ms
[2021-11-05 20:52:34	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311256 | val_loss: 0.0311482 | Time: 12889.9 ms
[2021-11-05 20:52:48	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311286 | val_loss: 0.0311522 | Time: 13350.9 ms
[2021-11-05 20:53:01	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311396 | val_loss: 0.0311472 | Time: 13010.6 ms
[2021-11-05 20:53:14	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311378 | val_loss: 0.0311499 | Time: 12860 ms
[2021-11-05 20:53:27	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311368 | val_loss: 0.0311499 | Time: 13318.6 ms
[2021-11-05 20:53:40	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311381 | val_loss: 0.0311523 | Time: 13248.3 ms
[2021-11-05 20:53:53	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311387 | val_loss: 0.0311534 | Time: 13113.3 ms
[2021-11-05 20:54:07	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311367 | val_loss: 0.0311529 | Time: 13209.2 ms
[2021-11-05 20:54:20	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311393 | val_loss: 0.0311538 | Time: 13649.6 ms
[2021-11-05 20:54:34	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311374 | val_loss: 0.0311502 | Time: 13169.1 ms
[2021-11-05 20:54:47	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311367 | val_loss: 0.0311543 | Time: 13252.3 ms
[2021-11-05 20:55:00	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.031137 | val_loss: 0.0311478 | Time: 13076.6 ms
[2021-11-05 20:55:14	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311363 | val_loss: 0.0311484 | Time: 13526.5 ms
[2021-11-05 20:55:27	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311351 | val_loss: 0.0311512 | Time: 13030.7 ms
[2021-11-05 20:55:41	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311358 | val_loss: 0.0311478 | Time: 14036.3 ms
[2021-11-05 20:56:04	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311358 | val_loss: 0.0311504 | Time: 23125.5 ms
[2021-11-05 20:56:19	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311404 | val_loss: 0.0311563 | Time: 15538.5 ms
[2021-11-05 20:56:35	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311385 | val_loss: 0.0311488 | Time: 15632.7 ms
[2021-11-05 20:56:53	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311398 | val_loss: 0.0311503 | Time: 18015.7 ms
[2021-11-05 20:57:08	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311341 | val_loss: 0.0311457 | Time: 14337.7 ms
[2021-11-05 20:57:21	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311316 | val_loss: 0.0311461 | Time: 13578.4 ms
[2021-11-05 20:57:36	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311324 | val_loss: 0.031145 | Time: 15218.9 ms
[2021-11-05 20:57:53	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311329 | val_loss: 0.0311441 | Time: 16357 ms
[2021-11-05 20:58:07	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311326 | val_loss: 0.0311451 | Time: 14288.5 ms
[2021-11-05 20:58:21	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311321 | val_loss: 0.0311454 | Time: 13522.8 ms
[2021-11-05 20:58:37	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311329 | val_loss: 0.0311457 | Time: 15765.9 ms
[2021-11-05 20:58:51	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311312 | val_loss: 0.0311455 | Time: 14259.3 ms
[2021-11-05 20:59:05	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311314 | val_loss: 0.0311458 | Time: 13641 ms
[2021-11-05 20:59:19	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311305 | val_loss: 0.0311452 | Time: 14522.9 ms
[2021-11-05 20:59:33	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311308 | val_loss: 0.0311449 | Time: 13649.9 ms
[2021-11-05 20:59:47	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311319 | val_loss: 0.0311452 | Time: 13982.1 ms
[2021-11-05 21:00:01	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311289 | val_loss: 0.0311428 | Time: 14242.1 ms
[2021-11-05 21:00:15	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311366 | val_loss: 0.0311463 | Time: 14087.4 ms
[2021-11-05 21:00:29	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031134 | val_loss: 0.0311455 | Time: 13951.1 ms
[2021-11-05 21:00:54	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311316 | val_loss: 0.0311438 | Time: 24337.1 ms
[2021-11-05 21:01:12	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311303 | val_loss: 0.0311426 | Time: 17974.5 ms
[2021-11-05 21:01:30	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311311 | val_loss: 0.0311448 | Time: 17599.5 ms
[2021-11-05 21:01:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311309 | val_loss: 0.0311433 | Time: 19296.9 ms
[2021-11-05 21:02:06	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311308 | val_loss: 0.0311454 | Time: 17431 ms
[2021-11-05 21:02:24	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311307 | val_loss: 0.0311439 | Time: 17105.1 ms
[2021-11-05 21:02:41	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311292 | val_loss: 0.031143 | Time: 17034 ms
[2021-11-05 21:02:58	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.031129 | val_loss: 0.0311434 | Time: 17241.4 ms
[2021-11-05 21:03:15	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311294 | val_loss: 0.0311472 | Time: 16607 ms
[2021-11-05 21:03:31	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311313 | val_loss: 0.0311515 | Time: 16064.9 ms
[2021-11-05 21:03:48	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311312 | val_loss: 0.0311434 | Time: 17249.3 ms
[2021-11-05 21:04:05	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311297 | val_loss: 0.0311455 | Time: 16491.7 ms
[2021-11-05 21:04:22	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311324 | val_loss: 0.0311456 | Time: 17297.7 ms
[2021-11-05 21:04:39	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311321 | val_loss: 0.0311433 | Time: 16559 ms
[2021-11-05 21:04:56	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311312 | val_loss: 0.0311451 | Time: 16911.9 ms
[2021-11-05 21:05:13	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311306 | val_loss: 0.0311462 | Time: 16897.9 ms
[2021-11-05 21:05:31	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311326 | val_loss: 0.0311463 | Time: 18472.7 ms
[2021-11-05 21:05:49	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311347 | val_loss: 0.0311436 | Time: 17486.7 ms
[2021-11-05 21:06:06	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311324 | val_loss: 0.0311436 | Time: 17283.5 ms
[2021-11-05 21:06:47	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311324 | val_loss: 0.0311462 | Time: 40893.8 ms
[2021-11-05 21:07:11	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311316 | val_loss: 0.0311478 | Time: 23825.2 ms
[2021-11-05 21:07:31	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311303 | val_loss: 0.0311448 | Time: 20582 ms
[2021-11-05 21:07:49	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311313 | val_loss: 0.0311468 | Time: 17411.2 ms
[2021-11-05 21:08:06	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311331 | val_loss: 0.0311519 | Time: 17352 ms
[2021-11-05 21:08:24	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311323 | val_loss: 0.0311513 | Time: 18108.7 ms
[2021-11-05 21:08:43	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311344 | val_loss: 0.0311497 | Time: 18031.3 ms
[2021-11-05 21:08:58	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311345 | val_loss: 0.0311488 | Time: 15258.2 ms
[2021-11-05 21:09:15	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311338 | val_loss: 0.0311485 | Time: 16976 ms
[2021-11-05 21:09:32	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311316 | val_loss: 0.0311504 | Time: 16851.6 ms
[2021-11-05 21:09:49	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311329 | val_loss: 0.0311526 | Time: 17245.3 ms
[2021-11-05 21:10:06	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311334 | val_loss: 0.0311556 | Time: 16433.9 ms
[2021-11-05 21:10:22	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311332 | val_loss: 0.0311501 | Time: 16235.8 ms
[2021-11-05 21:10:38	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311324 | val_loss: 0.0311499 | Time: 16051.1 ms
[2021-11-05 21:10:54	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311328 | val_loss: 0.0311469 | Time: 16246 ms
[2021-11-05 21:11:11	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311331 | val_loss: 0.0311457 | Time: 16419.1 ms
[2021-11-05 21:11:28	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311328 | val_loss: 0.0311445 | Time: 16743.9 ms
[2021-11-05 21:11:43	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311321 | val_loss: 0.0311437 | Time: 15739.5 ms
[2021-11-05 21:12:00	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311317 | val_loss: 0.0311497 | Time: 16213.5 ms
[2021-11-05 21:12:16	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311398 | val_loss: 0.0311488 | Time: 16399 ms
[2021-11-05 21:12:33	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031147 | val_loss: 0.0311562 | Time: 16337.2 ms
[2021-11-05 21:12:49	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311504 | val_loss: 0.0311559 | Time: 16570.8 ms
[2021-11-05 21:13:06	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311459 | val_loss: 0.0311533 | Time: 16670.9 ms
[2021-11-05 21:13:22	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311422 | val_loss: 0.0311512 | Time: 16175 ms
[2021-11-05 21:13:40	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311373 | val_loss: 0.0311522 | Time: 17728.1 ms
[2021-11-05 21:13:55	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311372 | val_loss: 0.0311583 | Time: 15377.6 ms
[2021-11-05 21:14:12	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311375 | val_loss: 0.0311548 | Time: 16490.3 ms
[2021-11-05 21:14:29	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311348 | val_loss: 0.0311569 | Time: 17096.1 ms
[2021-11-05 21:14:45	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311329 | val_loss: 0.0311493 | Time: 16183.8 ms
[2021-11-05 21:15:02	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311309 | val_loss: 0.0311503 | Time: 16267.1 ms
[2021-11-05 21:15:18	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311291 | val_loss: 0.031151 | Time: 16260.9 ms
[2021-11-05 21:15:34	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311312 | val_loss: 0.0311644 | Time: 16352.9 ms
[2021-11-05 21:15:51	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311377 | val_loss: 0.0311516 | Time: 16499.1 ms
[2021-11-05 21:16:08	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0390962 | val_loss: 0.0416594 | Time: 17178.4 ms
[2021-11-05 21:16:25	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0344518 | val_loss: 0.031998 | Time: 16611.5 ms
[2021-11-05 21:16:44	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0316383 | val_loss: 0.0313019 | Time: 19260.7 ms
[2021-11-05 21:17:00	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0312926 | val_loss: 0.0312419 | Time: 16102.7 ms
[2021-11-05 21:17:16	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312286 | val_loss: 0.0312091 | Time: 16092.6 ms
[2021-11-05 21:17:33	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312003 | val_loss: 0.0311928 | Time: 16501 ms
[2021-11-05 21:17:49	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311889 | val_loss: 0.0311861 | Time: 16473.2 ms
[2021-11-05 21:18:06	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311825 | val_loss: 0.0311826 | Time: 16107.1 ms
[2021-11-05 21:18:22	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311779 | val_loss: 0.0311772 | Time: 16366.8 ms
[2021-11-05 21:18:38	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311747 | val_loss: 0.0311798 | Time: 15632.2 ms
[2021-11-05 21:18:54	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311734 | val_loss: 0.031176 | Time: 16682.3 ms
[2021-11-05 21:19:13	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311732 | val_loss: 0.0311715 | Time: 18226.4 ms
[2021-11-05 21:19:30	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311702 | val_loss: 0.0311712 | Time: 16867.1 ms
[2021-11-05 21:19:47	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311693 | val_loss: 0.0311683 | Time: 17023.8 ms
[2021-11-05 21:20:03	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311674 | val_loss: 0.0311683 | Time: 16159.7 ms
[2021-11-05 21:20:20	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311666 | val_loss: 0.0311678 | Time: 17369.8 ms
[2021-11-05 21:20:37	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311652 | val_loss: 0.0311669 | Time: 16697.5 ms
[2021-11-05 21:20:55	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311643 | val_loss: 0.031167 | Time: 18275.8 ms
[2021-11-05 21:21:12	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311631 | val_loss: 0.0311677 | Time: 16979.3 ms
[2021-11-05 21:21:30	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311646 | val_loss: 0.0311657 | Time: 17781.9 ms
[2021-11-05 21:21:47	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311615 | val_loss: 0.0311649 | Time: 16142.7 ms
[2021-11-05 21:22:03	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031163 | val_loss: 0.0311669 | Time: 16044.9 ms
[2021-11-05 21:22:21	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311634 | val_loss: 0.031167 | Time: 18147.3 ms
[2021-11-05 21:22:38	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311625 | val_loss: 0.0311646 | Time: 16882.7 ms
[2021-11-05 21:22:54	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311621 | val_loss: 0.0311645 | Time: 16348.5 ms
[2021-11-05 21:23:11	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311616 | val_loss: 0.0311635 | Time: 16729.5 ms
[2021-11-05 21:23:27	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311604 | val_loss: 0.031163 | Time: 16373.1 ms
[2021-11-05 21:23:44	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311589 | val_loss: 0.0311609 | Time: 16473.5 ms
[2021-11-05 21:24:01	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.031158 | val_loss: 0.0311611 | Time: 17103.2 ms
[2021-11-05 21:24:18	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311583 | val_loss: 0.0311603 | Time: 16574.8 ms
[2021-11-05 21:24:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.031157 | val_loss: 0.0311613 | Time: 17236.6 ms
[2021-11-05 21:24:51	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311577 | val_loss: 0.031163 | Time: 16292.3 ms
[2021-11-05 21:25:09	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311593 | val_loss: 0.0311622 | Time: 17855.6 ms
[2021-11-05 21:25:27	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311589 | val_loss: 0.0311609 | Time: 17296.8 ms
[2021-11-05 21:25:43	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311563 | val_loss: 0.0311608 | Time: 16586 ms
[2021-11-05 21:26:00	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311555 | val_loss: 0.0311609 | Time: 16862.8 ms
[2021-11-05 21:26:18	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311552 | val_loss: 0.0311621 | Time: 17425.2 ms
[2021-11-05 21:26:35	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311549 | val_loss: 0.03116 | Time: 17464.6 ms
[2021-11-05 21:26:53	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311541 | val_loss: 0.031161 | Time: 17647.4 ms
[2021-11-05 21:27:10	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311537 | val_loss: 0.0311616 | Time: 17230.3 ms
[2021-11-05 21:27:28	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311549 | val_loss: 0.0311628 | Time: 18069.1 ms
[2021-11-05 21:27:45	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311554 | val_loss: 0.0311621 | Time: 16604.6 ms
[2021-11-05 21:28:02	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311552 | val_loss: 0.0311606 | Time: 16569.3 ms
[2021-11-05 21:28:19	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311539 | val_loss: 0.0311627 | Time: 17248.4 ms
[2021-11-05 21:28:35	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311543 | val_loss: 0.0311604 | Time: 15696 ms
[2021-11-05 21:28:51	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311536 | val_loss: 0.0311592 | Time: 16693.3 ms
[2021-11-05 21:29:08	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311541 | val_loss: 0.031161 | Time: 16735 ms
[2021-11-05 21:29:26	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311524 | val_loss: 0.0311595 | Time: 17774.6 ms
[2021-11-05 21:29:44	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311522 | val_loss: 0.0311599 | Time: 17587.6 ms
[2021-11-05 21:30:01	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311511 | val_loss: 0.0311586 | Time: 17289 ms
[2021-11-05 21:30:20	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311507 | val_loss: 0.0311583 | Time: 18849.4 ms
[2021-11-05 21:30:37	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311506 | val_loss: 0.0311608 | Time: 17168.3 ms
[2021-11-05 21:31:01	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311502 | val_loss: 0.0311587 | Time: 23378 ms
[2021-11-05 21:31:19	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311499 | val_loss: 0.0311588 | Time: 17697 ms
[2021-11-05 21:31:35	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311497 | val_loss: 0.0311584 | Time: 15911.3 ms
[2021-11-05 21:31:54	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311508 | val_loss: 0.0311665 | Time: 19419.6 ms
[2021-11-05 21:32:11	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311534 | val_loss: 0.0311604 | Time: 16830.6 ms
[2021-11-05 21:32:35	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311502 | val_loss: 0.0311612 | Time: 23576.1 ms
[2021-11-05 21:32:51	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311503 | val_loss: 0.0311605 | Time: 15946.6 ms
[2021-11-05 21:33:07	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031151 | val_loss: 0.0311625 | Time: 16472.4 ms
[2021-11-05 21:33:24	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311509 | val_loss: 0.0311605 | Time: 16496.1 ms
[2021-11-05 21:33:41	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311531 | val_loss: 0.03116 | Time: 17042.1 ms
[2021-11-05 21:33:57	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311502 | val_loss: 0.0311597 | Time: 16539.8 ms
[2021-11-05 21:34:15	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311495 | val_loss: 0.0311598 | Time: 17484.2 ms
[2021-11-05 21:34:32	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311484 | val_loss: 0.0311595 | Time: 16533.2 ms
[2021-11-05 21:34:48	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311488 | val_loss: 0.0311598 | Time: 16737.8 ms
[2021-11-05 21:35:05	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311517 | val_loss: 0.0311589 | Time: 16641.6 ms
[2021-11-05 21:35:20	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311505 | val_loss: 0.0311605 | Time: 15097.8 ms
[2021-11-05 21:35:36	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.031151 | val_loss: 0.0311592 | Time: 16002.4 ms
[2021-11-05 21:35:54	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311508 | val_loss: 0.0311588 | Time: 17383.7 ms
[2021-11-05 21:36:10	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.03115 | val_loss: 0.0311629 | Time: 16445.5 ms
[2021-11-05 21:36:27	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311531 | val_loss: 0.03116 | Time: 16256.3 ms
[2021-11-05 21:36:43	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311555 | val_loss: 0.0311631 | Time: 16183 ms
[2021-11-05 21:37:00	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311533 | val_loss: 0.03116 | Time: 16678.5 ms
[2021-11-05 21:37:19	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311541 | val_loss: 0.0311605 | Time: 19223.4 ms
[2021-11-05 21:37:36	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311521 | val_loss: 0.0311577 | Time: 16330 ms
[2021-11-05 21:37:52	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311507 | val_loss: 0.0311564 | Time: 15997.5 ms
[2021-11-05 21:38:39	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.03115 | val_loss: 0.0311578 | Time: 46844.7 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-05 21:55:21	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-05 21:55:21	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-05 21:55:21	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-05 21:55:21	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-05 21:55:22	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3_0_r561362476_1 (exists = 1)
[2021-11-05 21:55:26	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3_0_r561362476_0 (exists = 0)
[2021-11-05 21:55:27	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634615534-12740-3 (exists = 1)
[2021-11-05 21:55:27	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-05 21:55:28	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-05 21:55:28	                main:474]	:	INFO	:	Configuration: 
[2021-11-05 21:55:28	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-05 21:55:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-05 21:55:28	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-05 21:55:28	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-05 21:55:28	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-05 21:55:29	                main:480]	:	INFO	:	    Patience: 10
[2021-11-05 21:55:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-05 21:55:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-05 21:55:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-05 21:55:29	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-05 21:55:29	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-05 21:55:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 21:55:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 21:55:37	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-05 21:55:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 21:55:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-05 21:55:38	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-05 21:55:38	                main:494]	:	INFO	:	Creating Model
[2021-11-05 21:55:38	                main:507]	:	INFO	:	Preparing config file
[2021-11-05 21:55:38	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-05 21:55:38	                main:512]	:	INFO	:	Loading config
[2021-11-05 21:55:38	                main:514]	:	INFO	:	Loading state
[2021-11-05 21:55:46	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-05 21:55:46	                main:562]	:	INFO	:	Starting Training
[2021-11-05 21:56:24	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0316847 | val_loss: 0.0312844 | Time: 38089.8 ms
[2021-11-05 21:56:50	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312706 | val_loss: 0.0312462 | Time: 25893.5 ms
[2021-11-05 21:57:22	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312208 | val_loss: 0.0311978 | Time: 32031.2 ms
[2021-11-05 21:57:52	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311868 | val_loss: 0.0311715 | Time: 30146.6 ms
[2021-11-05 21:58:25	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311628 | val_loss: 0.0311677 | Time: 32817.2 ms
[2021-11-05 21:58:58	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311563 | val_loss: 0.031161 | Time: 33082.6 ms
[2021-11-05 21:59:29	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311557 | val_loss: 0.0311683 | Time: 31074.8 ms
[2021-11-05 22:00:09	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311559 | val_loss: 0.0311608 | Time: 39262.8 ms
[2021-11-05 22:00:52	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311533 | val_loss: 0.0311606 | Time: 42810.7 ms
[2021-11-05 22:01:08	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311544 | val_loss: 0.031167 | Time: 15906.8 ms
[2021-11-05 22:01:23	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311565 | val_loss: 0.0311622 | Time: 15065.2 ms
[2021-11-05 22:01:45	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311544 | val_loss: 0.0311603 | Time: 22196.5 ms
[2021-11-05 22:02:01	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311538 | val_loss: 0.031158 | Time: 15945.4 ms
[2021-11-05 22:02:18	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311511 | val_loss: 0.0311603 | Time: 16688.5 ms
[2021-11-05 22:02:36	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311492 | val_loss: 0.0311572 | Time: 17627.9 ms
[2021-11-05 22:02:54	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311507 | val_loss: 0.0311645 | Time: 18481.2 ms
[2021-11-05 22:03:11	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311458 | val_loss: 0.0311526 | Time: 16809.2 ms
[2021-11-05 22:03:45	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031146 | val_loss: 0.0311541 | Time: 34319.6 ms
[2021-11-05 22:04:04	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311476 | val_loss: 0.0311604 | Time: 18728.6 ms
[2021-11-05 22:04:28	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311456 | val_loss: 0.0311556 | Time: 23868 ms
[2021-11-05 22:04:49	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311413 | val_loss: 0.0311513 | Time: 20820.9 ms
[2021-11-05 22:05:08	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311405 | val_loss: 0.0311534 | Time: 18472 ms
[2021-11-05 22:05:41	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311434 | val_loss: 0.031152 | Time: 33074.6 ms
[2021-11-05 22:06:03	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311456 | val_loss: 0.0311542 | Time: 21897.8 ms
[2021-11-05 22:06:23	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311457 | val_loss: 0.0311569 | Time: 20430.2 ms
[2021-11-05 22:06:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311465 | val_loss: 0.0311529 | Time: 19752.6 ms
[2021-11-05 22:07:04	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311451 | val_loss: 0.031152 | Time: 21007.5 ms
[2021-11-05 22:07:24	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311433 | val_loss: 0.0311529 | Time: 19842 ms
[2021-11-05 22:07:44	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311459 | val_loss: 0.0311555 | Time: 20154.5 ms
[2021-11-05 22:08:05	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311466 | val_loss: 0.031155 | Time: 20854.3 ms
[2021-11-05 22:08:27	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311413 | val_loss: 0.0311511 | Time: 21811.3 ms
[2021-11-05 22:08:45	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311433 | val_loss: 0.0311603 | Time: 17276.5 ms
[2021-11-05 22:09:09	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311478 | val_loss: 0.0311506 | Time: 24577.4 ms
[2021-11-05 22:09:30	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311417 | val_loss: 0.0311493 | Time: 20717.7 ms
[2021-11-05 22:09:50	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311426 | val_loss: 0.0311477 | Time: 20171.9 ms
[2021-11-05 22:10:15	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311415 | val_loss: 0.0311481 | Time: 24502 ms
[2021-11-05 22:10:32	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311405 | val_loss: 0.0311497 | Time: 16622.6 ms
[2021-11-05 22:10:51	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311418 | val_loss: 0.0311485 | Time: 19376.2 ms
[2021-11-05 22:11:09	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311408 | val_loss: 0.031153 | Time: 18307.6 ms
[2021-11-05 22:11:27	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311439 | val_loss: 0.0311539 | Time: 17745.6 ms
[2021-11-05 22:11:27	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311539
[2021-11-05 22:11:27	                main:603]	:	INFO	:	Saving end state to config to file
[2021-11-05 22:11:27	                main:608]	:	INFO	:	Success, exiting..
22:11:28 (25184): 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)